diff --git a/syntaxnet/Dockerfile b/syntaxnet/Dockerfile
index 1d20f1a7b6ba928ee6ff4457ec1850542f5f2d8d..df77bbb2f298a94dcba6a910ef3605662026f290 100644
--- a/syntaxnet/Dockerfile
+++ b/syntaxnet/Dockerfile
@@ -1,5 +1,5 @@
# Java baseimage, for Bazel.
-FROM java:8
+FROM openjdk:8
ENV SYNTAXNETDIR=/opt/tensorflow PATH=$PATH:/root/bin
@@ -50,6 +50,8 @@ RUN python -m pip install \
&& python -m pip install pygraphviz \
--install-option="--include-path=/usr/include/graphviz" \
--install-option="--library-path=/usr/lib/graphviz/" \
+ && python -m jupyter_core.command nbextension enable \
+ --py --sys-prefix widgetsnbextension \
&& rm -rf /root/.cache/pip /tmp/pip*
# Installs the latest version of Bazel.
@@ -86,6 +88,5 @@ EXPOSE 8888
# This does not need to be compiled, only copied.
COPY examples $SYNTAXNETDIR/syntaxnet/examples
# Todo: Move this earlier in the file (don't want to invalidate caches for now).
-RUN jupyter nbextension enable --py --sys-prefix widgetsnbextension
CMD /bin/bash -c "bazel-bin/dragnn/tools/oss_notebook_launcher notebook --debug --notebook-dir=/opt/tensorflow/syntaxnet/examples"
diff --git a/syntaxnet/README.md b/syntaxnet/README.md
index 28e06810b2669fba2eca375f32b766eaf40fa1d0..6c532ca5902c9ee2fae173607aa963d436bd11fc 100644
--- a/syntaxnet/README.md
+++ b/syntaxnet/README.md
@@ -20,12 +20,16 @@ This repository is largely divided into two sub-packages:
1. **DRAGNN:
[code](https://github.com/tensorflow/models/tree/master/syntaxnet/dragnn),
- [documentation](g3doc/DRAGNN.md)** implements Dynamic Recurrent Acyclic
- Graphical Neural Networks (DRAGNN), a framework for building multi-task,
- fully dynamic constructed computation graphs. Practically, we use DRAGNN to
- extend our prior work from [Andor et al.
+ [documentation](g3doc/DRAGNN.md),
+ [paper](https://arxiv.org/pdf/1703.04474.pdf)** implements Dynamic Recurrent
+ Acyclic Graphical Neural Networks (DRAGNN), a framework for building
+ multi-task, fully dynamically constructed computation graphs. Practically, we
+ use DRAGNN to extend our prior work from [Andor et al.
(2016)](http://arxiv.org/abs/1603.06042) with end-to-end, deep recurrent
- models and to provide a much easier to use interface to SyntaxNet.
+ models and to provide a much easier to use interface to SyntaxNet. *DRAGNN
+ is designed first and foremost as a Python library, and therefore much
+ easier to use than the original SyntaxNet implementation.*
+
1. **SyntaxNet:
[code](https://github.com/tensorflow/models/tree/master/syntaxnet/syntaxnet),
[documentation](g3doc/syntaxnet-tutorial.md)** is a transition-based
@@ -42,7 +46,7 @@ There are three ways to use SyntaxNet:
SyntaxNet/DRAGNN baseline for the CoNLL2017 Shared Task, and running the
ParseySaurus models.
* You can use DRAGNN to train your NLP models for other tasks and dataset. See
- "Getting started with DRAGNN below."
+ "Getting started with DRAGNN" below.
* You can continue to use the Parsey McParseface family of pre-trained
SyntaxNet models. See "Pre-trained NLP models" below.
@@ -117,9 +121,13 @@ We have a few guides on this README, as well as more extensive

-An easy and visual way to get started with DRAGNN is to run [our Jupyter
-Notebook](examples/dragnn/basic_parser_tutorial.ipynb). Our tutorial
+An easy and visual way to get started with DRAGNN is to run our Jupyter
+notebooks for [interactive
+debugging](examples/dragnn/interactive_text_analyzer.ipynb) and [training a new
+model](examples/dragnn/trainer_tutorial.ipynb). Our tutorial
[here](g3doc/CLOUD.md) explains how to start it up from the Docker container.
+Once you have DRAGNN installed and running, try out the
+[ParseySaurus](g3doc/conll2017) models.
### Using the Pre-trained NLP models
@@ -285,6 +293,7 @@ Original authors of the code in this package include (in alphabetical order):
* Aliaksei Severyn
* Andy Golding
* Bernd Bohnet
+* Chayut Thanapirom
* Chris Alberti
* Daniel Andor
* David Weiss
@@ -294,6 +303,7 @@ Original authors of the code in this package include (in alphabetical order):
* Ji Ma
* Keith Hall
* Kuzman Ganchev
+* Lingpeng Kong
* Livio Baldini Soares
* Mark Omernick
* Michael Collins
diff --git a/syntaxnet/beam_search_training.png b/syntaxnet/beam_search_training.png
deleted file mode 100644
index ed108374a8c0b07d886a5ecdb33191bdd9528172..0000000000000000000000000000000000000000
Binary files a/syntaxnet/beam_search_training.png and /dev/null differ
diff --git a/syntaxnet/docker-devel/Dockerfile.min b/syntaxnet/docker-devel/Dockerfile.min
new file mode 100644
index 0000000000000000000000000000000000000000..876f69d9b6831287585a6e78a8ee211b2b09c8fb
--- /dev/null
+++ b/syntaxnet/docker-devel/Dockerfile.min
@@ -0,0 +1,66 @@
+# You need to build wheels before building this image. Please consult
+# docker-devel/README.txt.
+
+# This is the base of the openjdk image.
+#
+# It might be more efficient to use a minimal distribution, like Alpine. But
+# the upside of this being popular is that people might already have it.
+FROM buildpack-deps:jessie-curl
+
+ENV SYNTAXNETDIR=/opt/tensorflow PATH=$PATH:/root/bin
+
+RUN apt-get update \
+ && apt-get install -y \
+ file \
+ git \
+ graphviz \
+ libcurl3 \
+ libfreetype6 \
+ libgraphviz-dev \
+ liblapack3 \
+ libopenblas-base \
+ libpng12-0 \
+ libxft2 \
+ python-dev \
+ python-mock \
+ python-pip \
+ python2.7 \
+ zlib1g-dev \
+ && apt-get clean \
+ && (rm -f /var/cache/apt/archives/*.deb \
+ /var/cache/apt/archives/partial/*.deb /var/cache/apt/*.bin || true)
+
+# Install common Python dependencies. Similar to above, remove caches
+# afterwards to help keep Docker images smaller.
+RUN pip install --ignore-installed pip \
+ && python -m pip install numpy \
+ && rm -rf /root/.cache/pip /tmp/pip*
+RUN python -m pip install \
+ asciitree \
+ ipykernel \
+ jupyter \
+ matplotlib \
+ pandas \
+ protobuf \
+ scipy \
+ sklearn \
+ && python -m ipykernel.kernelspec \
+ && python -m pip install pygraphviz \
+ --install-option="--include-path=/usr/include/graphviz" \
+ --install-option="--library-path=/usr/lib/graphviz/" \
+ && rm -rf /root/.cache/pip /tmp/pip*
+
+COPY syntaxnet_with_tensorflow-0.2-cp27-none-linux_x86_64.whl $SYNTAXNETDIR/
+RUN python -m pip install \
+ $SYNTAXNETDIR/syntaxnet_with_tensorflow-0.2-cp27-none-linux_x86_64.whl \
+ && rm -rf /root/.cache/pip /tmp/pip*
+
+# This makes the IP exposed actually "*"; we'll do host restrictions by passing
+# a hostname to the `docker run` command.
+COPY tensorflow/tensorflow/tools/docker/jupyter_notebook_config.py /root/.jupyter/
+EXPOSE 8888
+
+# This does not need to be compiled, only copied.
+COPY examples $SYNTAXNETDIR/syntaxnet/examples
+# For some reason, this works if we run it in a bash shell :/ :/ :/
+CMD /bin/bash -c "python -m jupyter_core.command notebook --debug --notebook-dir=/opt/tensorflow/syntaxnet/examples"
diff --git a/syntaxnet/docker-devel/README.txt b/syntaxnet/docker-devel/README.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e190d5991d2db6d552f1a5fd29dbdf968de62169
--- /dev/null
+++ b/syntaxnet/docker-devel/README.txt
@@ -0,0 +1,64 @@
+Docker is used for packaging the SyntaxNet. There are three primary things we
+build with Docker,
+
+1. A development image, which contains all source built with Bazel.
+2. Python/pip wheels, built by running a command in the development container.
+3. A minified image, which only has the compiled version of TensorFlow and
+ SyntaxNet, by installing the wheel built by the above step.
+
+
+Important info (please read)
+------------------------------
+
+One thing to be wary of is that YOU CAN LOSE DATA IF YOU DEVELOP IN A DOCKER
+CONTAINER. Please be very careful to mount data you care about to Docker
+volumes, or use a volume mount so that it's mapped to your host filesystem.
+
+Another note, especially relevant to training models, is that Docker sends the
+whole source tree to the Docker daemon every time you try to build an image.
+This can take some time if you have large temporary model files lying around.
+You can exclude your model files by editing .dockerignore, or just don't store
+them in the base directory.
+
+
+Step 1: Building the development image
+------------------------------
+
+Simply run `docker build -t dragnn-oss .` in the base directory. Make sure you
+have all the source checked out correctly, including git submodules.
+
+
+Step 2: Building wheels
+------------------------------
+
+Please run,
+
+ bash ./docker-devel/build_wheels.sh
+
+This actually builds the image from Step 1 as well.
+
+
+Step 3: Building the development image
+------------------------------
+
+First, ensure you have the file
+
+ syntaxnet_with_tensorflow-0.2-cp27-none-linux_x86_64.whl
+
+in your working directory, from step 2. Then run,
+
+ docker build -t dragnn-oss:latest-minimal -f docker-devel/Dockerfile.min
+
+If the filename changes (e.g. you are on a different architecture), just update
+Dockerfile.min.
+
+
+Developing in Docker
+------------------------------
+
+We recommend developing in Docker by using the `./docker-devel/build_devel.sh`
+script; it will set up a few volume mounts, and port mappings automatically.
+You may want to add more port mappings on your own. If you want to drop into a
+shell instead of launching the notebook, simply run,
+
+ ./docker-devel/build_devel.sh /bin/bash
diff --git a/syntaxnet/docker-devel/build_devel.sh b/syntaxnet/docker-devel/build_devel.sh
index 98425467fd70cb059b0c0c5afeda402050e6676a..57a745ba10419d0cc22207d157cbf35dd977aa4e 100755
--- a/syntaxnet/docker-devel/build_devel.sh
+++ b/syntaxnet/docker-devel/build_devel.sh
@@ -23,5 +23,6 @@ syntaxnet_base="/opt/tensorflow/syntaxnet"
docker run --rm -ti \
-v "${root_path}"/syntaxnet:"${syntaxnet_base}"/syntaxnet \
-v "${root_path}"/dragnn:"${syntaxnet_base}"/dragnn \
+ -v "${root_path}"/examples:"${syntaxnet_base}"/examples \
-p 127.0.0.1:8888:8888 \
dragnn-oss "$@"
diff --git a/syntaxnet/dragnn/protos/spec.proto b/syntaxnet/dragnn/protos/spec.proto
index 5faac142c65f962dd28dcb8f2deb792fc3f74766..e4d4fd31f7c15636d60adfbe2252f95d24449749 100644
--- a/syntaxnet/dragnn/protos/spec.proto
+++ b/syntaxnet/dragnn/protos/spec.proto
@@ -13,14 +13,10 @@ package syntaxnet.dragnn;
message MasterSpec {
repeated ComponentSpec component = 1;
- // DEPRECATED: Use the "batch_size" param of DragnnTensorFlowTrainer instead.
- optional int32 deprecated_batch_size = 2 [default = 1, deprecated = true];
-
- // DEPRECATED: Use ComponentSpec.*_beam_size instead.
- optional int32 deprecated_beam_size = 3 [default = 1, deprecated = true];
-
// Whether to extract debug traces.
optional bool debug_tracing = 4 [default = false];
+
+ reserved 2, 3, 5;
}
// Complete specification for a single task.
@@ -221,10 +217,6 @@ message GridPoint {
// problems for updates at the start of training.
optional double gradient_clip_norm = 11 [default = 0.0];
- // DEPRECATED: Use TrainTarget instead.
- repeated double component_weights = 5;
- repeated bool unroll_using_oracle = 6;
-
// A spec for using multiple optimization methods.
message CompositeOptimizerSpec {
// First optimizer.
@@ -254,6 +246,8 @@ message GridPoint {
// should be restricted. If left empty, no filtering will take
// place. Typically a single component.
optional string self_norm_components_filter = 21;
+
+ reserved 5, 6;
}
// Training target to be built into the graph.
diff --git a/syntaxnet/dragnn/python/BUILD b/syntaxnet/dragnn/python/BUILD
index d25aca907996bd0ea48f8e387ddd1536ed077182..50791378159bba10b7b687534ab3652910975582 100644
--- a/syntaxnet/dragnn/python/BUILD
+++ b/syntaxnet/dragnn/python/BUILD
@@ -154,6 +154,7 @@ py_test(
srcs = ["visualization_test.py"],
deps = [
":visualization",
+ "//dragnn/protos:spec_py_pb2",
"//dragnn/protos:trace_py_pb2",
"@org_tensorflow//tensorflow:tensorflow_py",
],
diff --git a/syntaxnet/dragnn/python/visualization.py b/syntaxnet/dragnn/python/visualization.py
index c567108d87c36f60bed94ef1a9416e2c38b846c0..51be1b5725c336c69200b747b9c964a35c9b271d 100644
--- a/syntaxnet/dragnn/python/visualization.py
+++ b/syntaxnet/dragnn/python/visualization.py
@@ -54,6 +54,15 @@ def parse_trace_json(trace):
return as_json
+def _optional_master_spec_json(master_spec):
+ """Helper function to return 'null' or a master spec JSON string."""
+ if master_spec is None:
+ return 'null'
+ else:
+ return json_format.MessageToJson(
+ master_spec, preserving_proto_field_name=True)
+
+
def _container_div(height='700px', contents=''):
elt_id = str(uuid.uuid4())
html = """
@@ -64,7 +73,11 @@ def _container_div(height='700px', contents=''):
return elt_id, html
-def trace_html(trace, convert_to_unicode=True, height='700px', script=None):
+def trace_html(trace,
+ convert_to_unicode=True,
+ height='700px',
+ script=None,
+ master_spec=None):
"""Generates HTML that will render a master trace.
This will result in a self-contained "div" element.
@@ -76,6 +89,8 @@ def trace_html(trace, convert_to_unicode=True, height='700px', script=None):
often pass the output of this function to IPython.display.HTML.
height: CSS string representing the height of the element, default '700px'.
script: Visualization script contents, if the defaults are unacceptable.
+ master_spec: Master spec proto (parsed), which can improve the layout. May
+ be required in future versions.
Returns:
unicode or str with HTML contents.
@@ -89,10 +104,14 @@ def trace_html(trace, convert_to_unicode=True, height='700px', script=None):
{div_html}
""".format(
- script=script, json=json_trace, elt_id=elt_id, div_html=div_html)
+ script=script,
+ json=json_trace,
+ master_spec_json=_optional_master_spec_json(master_spec),
+ elt_id=elt_id,
+ div_html=div_html)
return unicode(as_str, 'utf-8') if convert_to_unicode else as_str
@@ -174,11 +193,13 @@ class InteractiveVisualization(object):
script=script, div_html=div_html)
return unicode(html, 'utf-8') # IPython expects unicode.
- def show_trace(self, trace):
+ def show_trace(self, trace, master_spec=None):
"""Returns a JS script HTML fragment, which will populate the container.
Args:
trace: binary-encoded MasterTrace string.
+ master_spec: Master spec proto (parsed), which can improve the layout. May
+ be required in future versions.
Returns:
unicode with HTML contents.
@@ -187,8 +208,10 @@ class InteractiveVisualization(object):
""".format(
- json=parse_trace_json(trace), elt_id=self.elt_id)
+ json=parse_trace_json(trace),
+ master_spec_json=_optional_master_spec_json(master_spec),
+ elt_id=self.elt_id)
return unicode(html, 'utf-8') # IPython expects unicode.
diff --git a/syntaxnet/dragnn/python/visualization_test.py b/syntaxnet/dragnn/python/visualization_test.py
index 6badc438780a474fde78ebac85880f9225670663..04671989883ca7ceeb0679158a47c6fac3f9e6d8 100644
--- a/syntaxnet/dragnn/python/visualization_test.py
+++ b/syntaxnet/dragnn/python/visualization_test.py
@@ -1,3 +1,4 @@
+# -*- coding: utf-8 -*-
"""Tests for dragnn.python.visualization."""
from __future__ import absolute_import
@@ -5,6 +6,7 @@ from __future__ import division
from __future__ import print_function
from tensorflow.python.platform import googletest
+from dragnn.protos import spec_pb2
from dragnn.protos import trace_pb2
from dragnn.python import visualization
@@ -15,10 +17,16 @@ def _get_trace_proto_string():
step_trace=[
trace_pb2.ComponentStepTrace(fixed_feature_trace=[]),
],
- name='test_component',)
+ # Google Translate says this is "component" in Chinese. (To test UTF-8).
+ name='零件',)
return trace.SerializeToString()
+def _get_master_spec():
+ return spec_pb2.MasterSpec(
+ component=[spec_pb2.ComponentSpec(name='jalapeño')])
+
+
class VisualizationTest(googletest.TestCase):
def testCanFindScript(self):
@@ -37,6 +45,13 @@ class VisualizationTest(googletest.TestCase):
widget.initial_html()
widget.show_trace(_get_trace_proto_string())
+ def testMasterSpecJson(self):
+ visualization.trace_html(
+ _get_trace_proto_string(), master_spec=_get_master_spec())
+ widget = visualization.InteractiveVisualization()
+ widget.initial_html()
+ widget.show_trace(_get_trace_proto_string(), master_spec=_get_master_spec())
+
if __name__ == '__main__':
googletest.main()
diff --git a/syntaxnet/dragnn/viz/dragnn_layout.js b/syntaxnet/dragnn/viz/dragnn_layout.js
index 8423ec75d68615a30dcba79afe13b447dd9b0642..56e443a36eb40913cca666125cc29a65ca68839d 100644
--- a/syntaxnet/dragnn/viz/dragnn_layout.js
+++ b/syntaxnet/dragnn/viz/dragnn_layout.js
@@ -189,6 +189,25 @@ DragnnLayout.prototype.finalLayout = function(partition, stepPartition, cy) {
Math.sign(slope) * Math.min(300, Math.max(100, Math.abs(slope)));
});
+ // Reset ordering of components based on whether they are actually
+ // left-to-right. In the future, we may want to do the whole layout based on
+ // the master spec (what remains is slope magnitude and component order); then
+ // we can also skip the initial layout and CoSE intermediate layout.
+ if (this.options.masterSpec) {
+ _.each(this.options.masterSpec.component, (component) => {
+ const name = component.name;
+ const transitionParams = component.transition_system.parameters || {};
+ // null/undefined should default to true.
+ const leftToRight = transitionParams.left_to_right != 'false';
+
+ // If the slope isn't going in the direction it should, according to the
+ // master spec, reverse it.
+ if ((leftToRight ? 1 : -1) != Math.sign(stepSlope[name])) {
+ stepSlope[name] = -stepSlope[name];
+ }
+ });
+ }
+
// Set new node positions. As before, component nodes auto-size to fit.
_.each(stepPartition, (stepNodes) => {
const component = _.head(stepNodes).data('parent');
diff --git a/syntaxnet/dragnn/viz/dragnn_tutorial_2.html b/syntaxnet/dragnn/viz/dragnn_tutorial_2.html
new file mode 100644
index 0000000000000000000000000000000000000000..98db960971e0a9a3536aa3b047a39e81ecd02586
--- /dev/null
+++ b/syntaxnet/dragnn/viz/dragnn_tutorial_2.html
@@ -0,0 +1,1545 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/syntaxnet/dragnn/viz/example_with_lookahead.html b/syntaxnet/dragnn/viz/example_with_lookahead.html
new file mode 100644
index 0000000000000000000000000000000000000000..cb7e85039fb643368be639d678ab8fc1b7938a6f
--- /dev/null
+++ b/syntaxnet/dragnn/viz/example_with_lookahead.html
@@ -0,0 +1,2261 @@
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/syntaxnet/dragnn/viz/visualize.js b/syntaxnet/dragnn/viz/visualize.js
index 97a5ae63904eba5d87da83273d2f3f070e352c0a..fb5af04bda1693eb10273b007343dc1361ee7e23 100644
--- a/syntaxnet/dragnn/viz/visualize.js
+++ b/syntaxnet/dragnn/viz/visualize.js
@@ -154,10 +154,13 @@ class InteractiveDragnnGraph {
*
* @param {!Object} masterTrace Master trace proto from DRAGNN.
* @param {!Object} element Container DOM element to populate.
+ * @param {?Object} masterSpec Master spec proto from DRAGNN; if provided,
+ * used to improve the layout.
*/
- constructor(masterTrace, element) {
+ constructor(masterTrace, element, masterSpec) {
this.masterTrace = masterTrace;
this.element = element;
+ this.masterSpec = masterSpec || null;
}
/**
@@ -196,7 +199,7 @@ class InteractiveDragnnGraph {
sel.abscomp().nodes().hide();
// Redo layout.
- this.cy.layout({name: 'dragnn'});
+ this.cy.layout({name: 'dragnn', masterSpec: this.masterSpec});
}
/**
@@ -211,7 +214,7 @@ class InteractiveDragnnGraph {
boxSelectionEnabled: true,
autounselectify: true,
// We'll do more custom layout later.
- layout: {name: 'dragnn'},
+ layout: {name: 'dragnn', masterSpec: this.masterSpec},
style: [
{
selector: 'node',
@@ -285,12 +288,15 @@ class InteractiveDragnnGraph {
* situations, the script tag containing the graph definition will be generated
* inline.
*
- * @param {Object} masterTrace Master trace proto from DRAGNN.
+ * @param {!Object} masterTrace Master trace proto from DRAGNN.
* @param {string} divId ID of the page element to populate with the graph.
+ * @param {?Object} masterSpec Master spec proto from DRAGNN; if provided, used
+ * to improve the layout.
*/
-const visualizeToDiv = function(masterTrace, divId) {
- const interactiveGraph =
- new InteractiveDragnnGraph(masterTrace, document.getElementById(divId));
+
+const visualizeToDiv = function(masterTrace, divId, masterSpec) {
+ const interactiveGraph = new InteractiveDragnnGraph(
+ masterTrace, document.getElementById(divId), masterSpec);
interactiveGraph.initDomElements();
};
diff --git a/syntaxnet/dragnn/viz/viz.min.js.gz b/syntaxnet/dragnn/viz/viz.min.js.gz
index a978df8a7f0ab1e4eaa396a088fff9604e932bc6..d5725c8c731b6f163c289c9b0046eecbc8f29488 100644
Binary files a/syntaxnet/dragnn/viz/viz.min.js.gz and b/syntaxnet/dragnn/viz/viz.min.js.gz differ
diff --git a/syntaxnet/examples/dragnn/BUILD b/syntaxnet/examples/dragnn/BUILD
new file mode 100644
index 0000000000000000000000000000000000000000..895daf2ed0c4eb7702dc8492c299b7a3beaaf992
--- /dev/null
+++ b/syntaxnet/examples/dragnn/BUILD
@@ -0,0 +1,51 @@
+py_binary(
+ name = "tutorial_1",
+ srcs = ["tutorial_1.py"],
+ data = [":data"],
+ deps = [":tutorial-deps"],
+)
+
+py_binary(
+ name = "tutorial_2",
+ srcs = ["tutorial_2.py"],
+ data = [":data"],
+ deps = [":tutorial-deps"],
+)
+
+py_library(
+ name = "tutorial-deps",
+ deps = [
+ "//dragnn/core:dragnn_bulk_ops",
+ "//dragnn/core:dragnn_ops",
+ "//dragnn/protos:spec_py_pb2",
+ "//dragnn/python:graph_builder",
+ "//dragnn/python:lexicon",
+ "//dragnn/python:load_dragnn_cc_impl_py",
+ "//dragnn/python:spec_builder",
+ "//dragnn/python:visualization",
+ "//syntaxnet:load_parser_ops_py",
+ "//syntaxnet:parser_ops",
+ "//syntaxnet:sentence_py_pb2",
+ "@org_tensorflow//tensorflow:tensorflow_py",
+ "@org_tensorflow//tensorflow/core:protos_all_py",
+ ],
+)
+
+filegroup(
+ name = "data",
+ data = glob(["tutorial_data/*"]),
+)
+
+sh_test(
+ name = "test_run_all_tutorials",
+ size = "medium",
+ srcs = ["test_run_all_tutorials.sh"],
+ args = [
+ "$(location :tutorial_1)",
+ "$(location :tutorial_2)",
+ ],
+ data = [
+ ":tutorial_1",
+ ":tutorial_2",
+ ],
+)
diff --git a/syntaxnet/examples/dragnn/data/en/category-map b/syntaxnet/examples/dragnn/data/en/category-map
new file mode 100644
index 0000000000000000000000000000000000000000..573541ac9702dd3969c9bc859d2b91ec1f7e6e56
--- /dev/null
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diff --git a/syntaxnet/examples/dragnn/data/en/char-map b/syntaxnet/examples/dragnn/data/en/char-map
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new file mode 100644
index 0000000000000000000000000000000000000000..8cc147ea40db1882c5f981378bd16ffd652f3480
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diff --git a/syntaxnet/examples/dragnn/data/es/checkpoint b/syntaxnet/examples/dragnn/data/en/checkpoint
similarity index 66%
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rename to syntaxnet/examples/dragnn/data/en/checkpoint
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Binary files a/syntaxnet/examples/dragnn/data/es/checkpoint and b/syntaxnet/examples/dragnn/data/en/checkpoint differ
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diff --git a/syntaxnet/examples/dragnn/data/en/lcword-map b/syntaxnet/examples/dragnn/data/en/lcword-map
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similarity index 95%
rename from syntaxnet/examples/dragnn/data/es/segmenter/checkpoint.meta
rename to syntaxnet/examples/dragnn/data/en/segmenter/checkpoint.meta
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diff --git a/syntaxnet/examples/dragnn/data/en/segmenter/label-map b/syntaxnet/examples/dragnn/data/en/segmenter/label-map
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index 0000000000000000000000000000000000000000..36d91e0925c22a535698d8b2f9102cc3b2654a51
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diff --git a/syntaxnet/examples/dragnn/data/en/segmenter/lcword-map b/syntaxnet/examples/dragnn/data/en/segmenter/lcword-map
new file mode 100644
index 0000000000000000000000000000000000000000..b2b8c7b268ed8708bf7505f1505edd9f3bb98cf0
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diff --git a/syntaxnet/examples/dragnn/data/en/segmenter/prefix-table b/syntaxnet/examples/dragnn/data/en/segmenter/prefix-table
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diff --git a/syntaxnet/examples/dragnn/data/es/segmenter/spec.textproto b/syntaxnet/examples/dragnn/data/en/segmenter/spec.textproto
similarity index 100%
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diff --git a/syntaxnet/examples/dragnn/data/en/segmenter/tag-map b/syntaxnet/examples/dragnn/data/en/segmenter/tag-map
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index 0000000000000000000000000000000000000000..496901fcf24fb3a885222d76e1fc93c10040843d
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diff --git a/syntaxnet/examples/dragnn/data/en/segmenter/tag-to-category b/syntaxnet/examples/dragnn/data/en/segmenter/tag-to-category
new file mode 100644
index 0000000000000000000000000000000000000000..40f734dba5709176266d9edc65874146e475c53b
--- /dev/null
+++ b/syntaxnet/examples/dragnn/data/en/segmenter/tag-to-category
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diff --git a/syntaxnet/examples/dragnn/data/en/segmenter/word-map b/syntaxnet/examples/dragnn/data/en/segmenter/word-map
new file mode 100644
index 0000000000000000000000000000000000000000..f5d47b074e574e46733dd47b7f03fe7f287e4b1a
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diff --git a/syntaxnet/examples/dragnn/data/en/suffix-table b/syntaxnet/examples/dragnn/data/en/suffix-table
new file mode 100644
index 0000000000000000000000000000000000000000..69b4b1dc197850301d1f389837c34b4ce7e062ae
Binary files /dev/null and b/syntaxnet/examples/dragnn/data/en/suffix-table differ
diff --git a/syntaxnet/examples/dragnn/data/en/tag-map b/syntaxnet/examples/dragnn/data/en/tag-map
new file mode 100644
index 0000000000000000000000000000000000000000..5a965862a5db5c1abf2cdc521122fcbef242bc4d
--- /dev/null
+++ b/syntaxnet/examples/dragnn/data/en/tag-map
@@ -0,0 +1,157 @@
+156
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NOUN++NN" } 24906
+attribute { name: "fPOS" value: "ADP++IN" } 16044
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PROPN++NNP" } 12151
+attribute { name: "Degree" value: "Pos" } attribute { name: "fPOS" value: "ADJ++JJ" } 10772
+attribute { name: "fPOS" value: "PUNCT++." } 9705
+attribute { name: "Definite" value: "Def" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++DT" } 8580
+attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "NOUN++NNS" } 8075
+attribute { name: "fPOS" value: "PUNCT++," } 7620
+attribute { name: "fPOS" value: "ADV++RB" } 7508
+attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "VERB++VB" } 6590
+attribute { name: "fPOS" value: "CCONJ++CC" } 6252
+attribute { name: "Definite" value: "Ind" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++DT" } 3985
+attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++CD" } 3830
+attribute { name: "fPOS" value: "SCONJ++IN" } 3602
+attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++MD" } 3118
+attribute { name: "fPOS" value: "PART++TO" } 3020
+attribute { name: "Case" value: "Nom" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 2998
+attribute { name: "Mood" value: "Ind" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBD" } 2970
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBZ" } 2681
+attribute { name: "Mood" value: "Ind" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBP" } 2598
+attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++VBN" } 2323
+attribute { name: "Mood" value: "Ind" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBP" } 2273
+attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "VERB++VBG" } 2104
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBZ" } 1712
+attribute { name: "Case" value: "Nom" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 1598
+attribute { name: "fPOS" value: "DET++DT" } 1484
+attribute { name: "fPOS" value: "PART++RB" } 1455
+attribute { name: "Case" value: "Nom" } attribute { name: "Gender" value: "Neut" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 1194
+attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "Voice" value: "Pass" } attribute { name: "fPOS" value: "VERB++VBN" } 1135
+attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "AUX++VB" } 1107
+attribute { name: "Mood" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VB" } 1056
+attribute { name: "Case" value: "Nom" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 976
+attribute { name: "fPOS" value: "PUNCT++-RRB-" } 962
+attribute { name: "fPOS" value: "PUNCT++-LRB-" } 934
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBD" } 926
+attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++VBG" } 874
+attribute { name: "fPOS" value: "PUNCT++:" } 845
+attribute { name: "Case" value: "Nom" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 833
+attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++DT" } 827
+attribute { name: "fPOS" value: "PUNCT++``" } 773
+attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" } 769
+attribute { name: "fPOS" value: "PUNCT++\'\'" } 750
+attribute { name: "Case" value: "Nom" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 741
+attribute { name: "PronType" value: "Rel" } attribute { name: "fPOS" value: "PRON++WDT" } 718
+attribute { name: "PronType" value: "Int" } attribute { name: "fPOS" value: "ADV++WRB" } 709
+attribute { name: "fPOS" value: "ADP++RP" } 674
+attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++DT" } 666
+attribute { name: "fPOS" value: "PART++POS" } 663
+attribute { name: "Person" value: "2" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" } 653
+attribute { name: "Mood" value: "Ind" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBD" } 643
+attribute { name: "fPOS" value: "PUNCT++HYPH" } 637
+attribute { name: "fPOS" value: "INTJ++UH" } 634
+attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "ADV++RB" } 553
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 525
+attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Neut" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 503
+attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "PROPN++NNPS" } 494
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PRON++NN" } 484
+attribute { name: "Degree" value: "Cmp" } attribute { name: "fPOS" value: "ADJ++JJR" } 480
+attribute { name: "Case" value: "Acc" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 428
+attribute { name: "PronType" value: "Int" } attribute { name: "fPOS" value: "PRON++WP" } 421
+attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" } 380
+attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" } 376
+attribute { name: "Degree" value: "Pos" } attribute { name: "fPOS" value: "ADV++RB" } 372
+attribute { name: "Degree" value: "Sup" } attribute { name: "fPOS" value: "ADJ++JJS" } 363
+attribute { name: "fPOS" value: "PRON++EX" } 340
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 332
+attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" } 319
+attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "AUX++VBN" } 305
+attribute { name: "fPOS" value: "X++GW" } 293
+attribute { name: "PronType" value: "Rel" } attribute { name: "fPOS" value: "PRON++WP" } 291
+attribute { name: "fPOS" value: "X++ADD" } 290
+attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 274
+attribute { name: "Case" value: "Nom" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 245
+attribute { name: "fPOS" value: "SYM++$" } 242
+attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++DT" } 225
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBP" } 198
+attribute { name: "fPOS" value: "PUNCT++NFP" } 184
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 172
+attribute { name: "Degree" value: "Pos" } attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADJ++JJ" } 172
+attribute { name: "fPOS" value: "DET++PDT" } 163
+attribute { name: "Gender" value: "Neut" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" } 161
+attribute { name: "fPOS" value: "SYM++SYM" } 151
+attribute { name: "fPOS" value: "SYM++NFP" } 149
+attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "AUX++VBG" } 146
+attribute { name: "fPOS" value: "ADV++RBR" } 141
+attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" } 116
+attribute { name: "Degree" value: "Cmp" } attribute { name: "fPOS" value: "ADV++RBR" } 114
+attribute { name: "fPOS" value: "X++LS" } 110
+attribute { name: "Mood" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VB" } 98
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBD" } 92
+attribute { name: "PronType" value: "Int" } attribute { name: "fPOS" value: "DET++WDT" } 88
+attribute { name: "fPOS" value: "ADV++RBS" } 85
+attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 84
+attribute { name: "PronType" value: "Rel" } attribute { name: "fPOS" value: "ADV++WRB" } 84
+attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++DT" } 82
+attribute { name: "fPOS" value: "PRON++PRP" } 76
+attribute { name: "fPOS" value: "X++FW" } 74
+attribute { name: "Degree" value: "Sup" } attribute { name: "fPOS" value: "ADV++RBS" } 73
+attribute { name: "PronType" value: "Int" } attribute { name: "fPOS" value: "PRON++WDT" } 63
+attribute { name: "NumType" value: "Mult" } attribute { name: "fPOS" value: "ADV++RB" } 60
+attribute { name: "fPOS" value: "PRON++PRP$" } 54
+attribute { name: "fPOS" value: "X++AFX" } 47
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBD" } 41
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "SYM++NN" } 31
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" } 27
+attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++WDT" } 20
+attribute { name: "Foreign" value: "Yes" } attribute { name: "fPOS" value: "X++FW" } 18
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" } 16
+attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Neut" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" } 13
+attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int" } attribute { name: "fPOS" value: "PRON++WP$" } 13
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" } 12
+attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" } 10
+attribute { name: "Gender" value: "Neut" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 10
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBD" } 8
+attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 7
+attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 7
+attribute { name: "fPOS" value: "ADP++TO" } 7
+attribute { name: "fPOS" value: "ADV++RP" } 7
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" } 6
+attribute { name: "Degree" value: "Pos" } attribute { name: "fPOS" value: "ADV++JJ" } 5
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBD" } 5
+attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "ADV++WRB" } 5
+attribute { name: "fPOS" value: "ADP++RB" } 5
+attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" } 4
+attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 4
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBP" } 4
+attribute { name: "Degree" value: "Pos" } attribute { name: "fPOS" value: "PROPN++JJ" } 3
+attribute { name: "fPOS" value: "ADJ++RB" } 3
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" } 2
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBD" } 2
+attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "VERB++NNS" } 2
+attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 2
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++NN" } 2
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++NNP" } 2
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "VERB++NN" } 2
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++NNP" } 2
+attribute { name: "Degree" value: "Pos" } attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADV++JJ" } 1
+attribute { name: "Degree" value: "Pos" } attribute { name: "fPOS" value: "NOUN++JJ" } 1
+attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" } 1
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NOUN++NNP" } 1
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NOUN++VBG" } 1
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NUM++NN" } 1
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PROPN++NN" } 1
+attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Rel" } attribute { name: "fPOS" value: "PRON++WP$" } 1
+attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++WDT" } 1
+attribute { name: "PronType" value: "Int" } attribute { name: "fPOS" value: "PRON++WP$" } 1
+attribute { name: "PronType" value: "Rel" } attribute { name: "fPOS" value: "DET++WDT" } 1
+attribute { name: "fPOS" value: "ADJ++DT" } 1
+attribute { name: "fPOS" value: "ADV++CC" } 1
+attribute { name: "fPOS" value: "CCONJ++IN" } 1
+attribute { name: "fPOS" value: "CCONJ++RB" } 1
+attribute { name: "fPOS" value: "DET++PRP" } 1
+attribute { name: "fPOS" value: "PUNCT++PDT" } 1
+attribute { name: "fPOS" value: "PUNCT++UH" } 1
+attribute { name: "fPOS" value: "SYM++IN" } 1
+attribute { name: "fPOS" value: "X++XX" } 1
diff --git a/syntaxnet/examples/dragnn/data/en/tag-to-category b/syntaxnet/examples/dragnn/data/en/tag-to-category
new file mode 100644
index 0000000000000000000000000000000000000000..fb5a71a0fec0026609c723c058270517cfef6bcc
--- /dev/null
+++ b/syntaxnet/examples/dragnn/data/en/tag-to-category
@@ -0,0 +1,156 @@
+attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Neut" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Neut" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Acc" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Nom" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Nom" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Nom" } attribute { name: "Gender" value: "Neut" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Nom" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Nom" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Nom" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Case" value: "Nom" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Definite" value: "Def" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++DT" }
+attribute { name: "Definite" value: "Ind" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++DT" }
+attribute { name: "Degree" value: "Cmp" } attribute { name: "fPOS" value: "ADJ++JJR" }
+attribute { name: "Degree" value: "Cmp" } attribute { name: "fPOS" value: "ADV++RBR" }
+attribute { name: "Degree" value: "Pos" } attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADJ++JJ" }
+attribute { name: "Degree" value: "Pos" } attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADV++JJ" }
+attribute { name: "Degree" value: "Pos" } attribute { name: "fPOS" value: "ADJ++JJ" }
+attribute { name: "Degree" value: "Pos" } attribute { name: "fPOS" value: "ADV++JJ" }
+attribute { name: "Degree" value: "Pos" } attribute { name: "fPOS" value: "ADV++RB" }
+attribute { name: "Degree" value: "Pos" } attribute { name: "fPOS" value: "NOUN++JJ" }
+attribute { name: "Degree" value: "Pos" } attribute { name: "fPOS" value: "PROPN++JJ" }
+attribute { name: "Degree" value: "Sup" } attribute { name: "fPOS" value: "ADJ++JJS" }
+attribute { name: "Degree" value: "Sup" } attribute { name: "fPOS" value: "ADV++RBS" }
+attribute { name: "Foreign" value: "Yes" } attribute { name: "fPOS" value: "X++FW" }
+attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" }
+attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" }
+attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Gender" value: "Neut" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" }
+attribute { name: "Gender" value: "Neut" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Mood" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VB" }
+attribute { name: "Mood" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VB" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBD" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBD" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBP" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBP" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBD" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBD" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBZ" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBZ" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBD" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBD" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBD" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBD" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++VBP" }
+attribute { name: "Mood" value: "Ind" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++VBP" }
+attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++CD" }
+attribute { name: "NumType" value: "Mult" } attribute { name: "fPOS" value: "ADV++RB" }
+attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" }
+attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" }
+attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++DT" }
+attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++DT" }
+attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "NOUN++NNS" }
+attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "PROPN++NNPS" }
+attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "VERB++NNS" }
+attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" }
+attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++DT" }
+attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++DT" }
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++NN" }
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++NNP" }
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NOUN++NN" }
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NOUN++NNP" }
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NOUN++VBG" }
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NUM++NN" }
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PRON++NN" }
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PROPN++NN" }
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PROPN++NNP" }
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "SYM++NN" }
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "VERB++NN" }
+attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++NNP" }
+attribute { name: "Person" value: "2" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++PRP$" }
+attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int" } attribute { name: "fPOS" value: "PRON++WP$" }
+attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Rel" } attribute { name: "fPOS" value: "PRON++WP$" }
+attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "ADV++RB" }
+attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "ADV++WRB" }
+attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++WDT" }
+attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++WDT" }
+attribute { name: "PronType" value: "Int" } attribute { name: "fPOS" value: "ADV++WRB" }
+attribute { name: "PronType" value: "Int" } attribute { name: "fPOS" value: "DET++WDT" }
+attribute { name: "PronType" value: "Int" } attribute { name: "fPOS" value: "PRON++WDT" }
+attribute { name: "PronType" value: "Int" } attribute { name: "fPOS" value: "PRON++WP" }
+attribute { name: "PronType" value: "Int" } attribute { name: "fPOS" value: "PRON++WP$" }
+attribute { name: "PronType" value: "Rel" } attribute { name: "fPOS" value: "ADV++WRB" }
+attribute { name: "PronType" value: "Rel" } attribute { name: "fPOS" value: "DET++WDT" }
+attribute { name: "PronType" value: "Rel" } attribute { name: "fPOS" value: "PRON++WDT" }
+attribute { name: "PronType" value: "Rel" } attribute { name: "fPOS" value: "PRON++WP" }
+attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "Voice" value: "Pass" } attribute { name: "fPOS" value: "VERB++VBN" }
+attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "AUX++VBN" }
+attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++VBN" }
+attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++VBG" }
+attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++MD" }
+attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "AUX++VBG" }
+attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "VERB++VBG" }
+attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "AUX++VB" }
+attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "VERB++VB" }
+attribute { name: "fPOS" value: "ADJ++DT" }
+attribute { name: "fPOS" value: "ADJ++RB" }
+attribute { name: "fPOS" value: "ADP++IN" }
+attribute { name: "fPOS" value: "ADP++RB" }
+attribute { name: "fPOS" value: "ADP++RP" }
+attribute { name: "fPOS" value: "ADP++TO" }
+attribute { name: "fPOS" value: "ADV++CC" }
+attribute { name: "fPOS" value: "ADV++RB" }
+attribute { name: "fPOS" value: "ADV++RBR" }
+attribute { name: "fPOS" value: "ADV++RBS" }
+attribute { name: "fPOS" value: "ADV++RP" }
+attribute { name: "fPOS" value: "CCONJ++CC" }
+attribute { name: "fPOS" value: "CCONJ++IN" }
+attribute { name: "fPOS" value: "CCONJ++RB" }
+attribute { name: "fPOS" value: "DET++DT" }
+attribute { name: "fPOS" value: "DET++PDT" }
+attribute { name: "fPOS" value: "DET++PRP" }
+attribute { name: "fPOS" value: "INTJ++UH" }
+attribute { name: "fPOS" value: "PART++POS" }
+attribute { name: "fPOS" value: "PART++RB" }
+attribute { name: "fPOS" value: "PART++TO" }
+attribute { name: "fPOS" value: "PRON++EX" }
+attribute { name: "fPOS" value: "PRON++PRP" }
+attribute { name: "fPOS" value: "PRON++PRP$" }
+attribute { name: "fPOS" value: "PUNCT++," }
+attribute { name: "fPOS" value: "PUNCT++-LRB-" }
+attribute { name: "fPOS" value: "PUNCT++-RRB-" }
+attribute { name: "fPOS" value: "PUNCT++." }
+attribute { name: "fPOS" value: "PUNCT++:" }
+attribute { name: "fPOS" value: "PUNCT++HYPH" }
+attribute { name: "fPOS" value: "PUNCT++NFP" }
+attribute { name: "fPOS" value: "PUNCT++PDT" }
+attribute { name: "fPOS" value: "PUNCT++UH" }
+attribute { name: "fPOS" value: "PUNCT++\'\'" }
+attribute { name: "fPOS" value: "PUNCT++``" }
+attribute { name: "fPOS" value: "SCONJ++IN" }
+attribute { name: "fPOS" value: "SYM++$" }
+attribute { name: "fPOS" value: "SYM++IN" }
+attribute { name: "fPOS" value: "SYM++NFP" }
+attribute { name: "fPOS" value: "SYM++SYM" }
+attribute { name: "fPOS" value: "X++ADD" }
+attribute { name: "fPOS" value: "X++AFX" }
+attribute { name: "fPOS" value: "X++FW" }
+attribute { name: "fPOS" value: "X++GW" }
+attribute { name: "fPOS" value: "X++LS" }
+attribute { name: "fPOS" value: "X++XX" }
diff --git a/syntaxnet/examples/dragnn/data/en/word-map b/syntaxnet/examples/dragnn/data/en/word-map
new file mode 100644
index 0000000000000000000000000000000000000000..f5d47b074e574e46733dd47b7f03fe7f287e4b1a
--- /dev/null
+++ b/syntaxnet/examples/dragnn/data/en/word-map
@@ -0,0 +1,18257 @@
+18256
+. 8104
+the 7724
+, 6645
+to 4726
+and 4510
+of 3447
+a 3391
+in 2777
+I 2756
+is 2077
+that 1821
+you 1818
+for 1686
+- 1379
+it 1358
+have 1240
+" 1231
+on 1152
+with 1104
+was 1067
+be 1060
+are 1042
+not 885
+'s 872
+this 854
+The 842
+) 840
+as 823
+( 813
+will 784
+? 748
+they 743
+99 714
+9 703
+at 684
+or 681
+do 664
+my 652
+your 608
+from 603
+by 578
+: 575
+n't 570
+he 568
+we 560
+can 557
+but 552
+9999 532
+would 527
+me 518
+has 498
+! 491
+an 457
+all 441
+if 427
+there 410
+about 409
+so 409
+out 408
+had 407
+one 400
+like 370
+their 365
+time 357
+get 355
+his 354
+up 351
+were 351
+It 333
+them 331
+been 325
+just 323
+who 318
+know 316
+which 312
+some 307
+what 306
+more 289
+our 287
+any 285
+when 281
+very 280
+We 275
+him 273
+also 266
+could 256
+If 246
+i 244
+only 243
+go 240
+$ 238
+did 237
+other 235
+good 231
+am 230
+They 229
+people 225
+' 224
+no 221
+999 218
+... 216
+Bush 211
+should 211
+This 205
+back 204
+/ 203
+said 203
+You 200
+work 199
+want 194
+her 192
+way 190
+new 189
+than 189
+In 187
+even 185
+now 184
+into 183
+need 183
+'m 182
+may 181
+see 178
+then 177
+she 176
+because 174
+going 174
+place 172
+99:99 171
+He 171
+over 169
+after 167
+well 167
+much 165
+make 164
+US 162
+take 162
+think 162
+how 161
+A 160
+before 158
+year 158
+Thanks 157
+many 154
+day 153
+great 153
+us 153
+its 152
+these 149
+s 147
+two 145
+years 145
+99/99/9999 143
+does 142
+'ll 141
+-- 141
+best 141
+food 141
+Please 139
+help 139
+call 138
+first 138
+being 136
+service 136
+made 135
+really 134
+still 132
+use 132
+most 127
+same 122
+Iraq 119
+My 119
+here 119
+There 118
+let 115
+never 115
+right 114
+please 113
+& 112
+'ve 112
+find 112
+give 112
+But 111
+world 111
+PM 110
+got 110
+And 109
+around 109
+last 109
+those 109
+too 109
+long 108
+off 108
+sure 108
+say 107
+through 105
+better 104
+down 103
+another 101
+where 101
+Do 100
+put 100
+What 99
+days 98
+few 98
+little 98
+next 97
+number 97
+used 97
+Enron 96
+As 95
+price 95
+always 94
+come 94
+'re 93
+since 93
+; 92
+again 92
+both 91
+9:99 90
+such 88
+between 87
+feel 87
+called 86
+name 86
+look 85
+own 85
+every 84
+told 84
+week 84
+while 84
+999-999-9999 83
+Iran 83
+already 83
+business 83
+family 82
+United 81
+change 81
+lot 81
+something 81
+So 80
+done 80
+end 80
+home 80
+keep 80
+money 80
+looking 79
+Al 78
+recommend 78
+China 77
+doing 77
+AM 76
+Number 76
+against 76
+took 76
+life 75
+old 75
+under 75
+When 74
+anyone 73
+each 73
+night 73
+thing 73
+things 73
+New 72
+might 72
+water 72
+That 71
+car 71
+American 70
+States 70
+ever 70
+found 70
+m 70
+office 70
+questions 70
+try 70
+ca 69
+getting 69
+job 69
+power 69
+.. 68
+anything 68
+away 68
+meeting 68
+problem 68
+company 67
+love 67
+military 67
+though 67
+How 66
+able 66
+came 66
+nt 66
+!! 65
+She 65
+experience 65
+point 65
+India 64
+during 64
+else 64
+having 64
+went 64
+John 63
+today 63
+country 62
+Qaeda 61
+group 61
+live 61
+information 60
+small 60
+nice 59
+oil 59
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diff --git a/syntaxnet/examples/dragnn/data/es/char-map b/syntaxnet/examples/dragnn/data/es/char-map
deleted file mode 100644
index 3b46141476a761db1b8902f52010340cac00c297..0000000000000000000000000000000000000000
--- a/syntaxnet/examples/dragnn/data/es/char-map
+++ /dev/null
@@ -1,292 +0,0 @@
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diff --git a/syntaxnet/examples/dragnn/data/es-universal-dev.conll b/syntaxnet/examples/dragnn/data/es/es-universal-dev.conll
similarity index 100%
rename from syntaxnet/examples/dragnn/data/es-universal-dev.conll
rename to syntaxnet/examples/dragnn/data/es/es-universal-dev.conll
diff --git a/syntaxnet/examples/dragnn/data/es-universal-train.conll b/syntaxnet/examples/dragnn/data/es/es-universal-train.conll
similarity index 100%
rename from syntaxnet/examples/dragnn/data/es-universal-train.conll
rename to syntaxnet/examples/dragnn/data/es/es-universal-train.conll
diff --git a/syntaxnet/examples/dragnn/data/es/label-map b/syntaxnet/examples/dragnn/data/es/label-map
deleted file mode 100644
index 3687553effeb92ebd09522525ab90ca96550315c..0000000000000000000000000000000000000000
--- a/syntaxnet/examples/dragnn/data/es/label-map
+++ /dev/null
@@ -1,33 +0,0 @@
-32
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-det 51438
-punct 40104
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-csubj 567
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-csubj:pass 5
diff --git a/syntaxnet/examples/dragnn/data/es/segmenter/char-map b/syntaxnet/examples/dragnn/data/es/segmenter/char-map
deleted file mode 100644
index 3b46141476a761db1b8902f52010340cac00c297..0000000000000000000000000000000000000000
--- a/syntaxnet/examples/dragnn/data/es/segmenter/char-map
+++ /dev/null
@@ -1,292 +0,0 @@
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diff --git a/syntaxnet/examples/dragnn/data/es/segmenter/char-ngram-map b/syntaxnet/examples/dragnn/data/es/segmenter/char-ngram-map
deleted file mode 100644
index 85bff2acb015aaac4b1221fdbdd63dd75466fab4..0000000000000000000000000000000000000000
--- a/syntaxnet/examples/dragnn/data/es/segmenter/char-ngram-map
+++ /dev/null
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diff --git a/syntaxnet/examples/dragnn/data/es/segmenter/checkpoint.data-00000-of-00001 b/syntaxnet/examples/dragnn/data/es/segmenter/checkpoint.data-00000-of-00001
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diff --git a/syntaxnet/examples/dragnn/data/es/segmenter/checkpoint.index b/syntaxnet/examples/dragnn/data/es/segmenter/checkpoint.index
deleted file mode 100644
index 452e91c4724c684611e5f2781bdd22d3a52e39e5..0000000000000000000000000000000000000000
Binary files a/syntaxnet/examples/dragnn/data/es/segmenter/checkpoint.index and /dev/null differ
diff --git a/syntaxnet/examples/dragnn/data/es/segmenter/label-map b/syntaxnet/examples/dragnn/data/es/segmenter/label-map
deleted file mode 100644
index 3687553effeb92ebd09522525ab90ca96550315c..0000000000000000000000000000000000000000
--- a/syntaxnet/examples/dragnn/data/es/segmenter/label-map
+++ /dev/null
@@ -1,33 +0,0 @@
-32
-case 56548
-det 51438
-punct 40104
-nmod 33120
-obl 20916
-amod 19460
-conj 14420
-root 13477
-nsubj 13214
-obj 11448
-cc 11100
-mark 9681
-advmod 9517
-appos 7524
-iobj 6239
-flat 6110
-nummod 6054
-cop 5274
-acl 4722
-acl:relcl 4478
-advcl 3547
-aux 3483
-fixed 2365
-aux:pass 1578
-parataxis 1370
-ccomp 1320
-xcomp 1188
-dep 1021
-nsubj:pass 1006
-csubj 567
-compound 357
-csubj:pass 5
diff --git a/syntaxnet/examples/dragnn/data/es/segmenter/tag-map b/syntaxnet/examples/dragnn/data/es/segmenter/tag-map
deleted file mode 100644
index 520407e48c5f54856f31bb83e8d6d2486e9bd8b1..0000000000000000000000000000000000000000
--- a/syntaxnet/examples/dragnn/data/es/segmenter/tag-map
+++ /dev/null
@@ -1,5 +0,0 @@
-4
-DET 3
-ADP 2
-ADJ 1
-VERB 1
diff --git a/syntaxnet/examples/dragnn/data/es/segmenter/tag-to-category b/syntaxnet/examples/dragnn/data/es/segmenter/tag-to-category
deleted file mode 100644
index d86d23a253b3f6ef8a59c3677a8de651a148efb9..0000000000000000000000000000000000000000
--- a/syntaxnet/examples/dragnn/data/es/segmenter/tag-to-category
+++ /dev/null
@@ -1,5 +0,0 @@
- ADV
-ADJ X
-ADP X
-DET DET
-VERB X
diff --git a/syntaxnet/examples/dragnn/data/es/tag-map b/syntaxnet/examples/dragnn/data/es/tag-map
deleted file mode 100644
index 801a684280fc278ea90ab10293832176f96f15e3..0000000000000000000000000000000000000000
--- a/syntaxnet/examples/dragnn/data/es/tag-map
+++ /dev/null
@@ -1,397 +0,0 @@
-396
-attribute { name: "fPOS" value: "ADP++" } 59738
-attribute { name: "fPOS" value: "PUNCT++" } 40070
-attribute { name: "fPOS" value: "PROPN++" } 29368
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NOUN++" } 21896
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NOUN++" } 20405
-attribute { name: "Definite" value: "Def" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" } 16442
-attribute { name: "Definite" value: "Def" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" } 12487
-attribute { name: "fPOS" value: "CCONJ++" } 11583
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "NOUN++" } 9214
-attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" } 7938
-attribute { name: "fPOS" value: "ADV++" } 7768
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 7707
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "NOUN++" } 7077
-attribute { name: "fPOS" value: "SCONJ++" } 6753
-attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "VERB++" } 5402
-attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" } 4984
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 4804
-attribute { name: "Definite" value: "Def" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" } 4672
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" } 4402
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" } 4082
-attribute { name: "Definite" value: "Ind" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" } 3389
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" } 3209
-attribute { name: "Definite" value: "Def" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" } 2953
-attribute { name: "fPOS" value: "NOUN++" } 2942
-attribute { name: "Definite" value: "Ind" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" } 2868
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 2509
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 2476
-attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" } 2071
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" } 1984
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" } 1792
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PROPN++" } 1759
-attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NOUN++" } 1615
-attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "VERB++" } 1606
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 1516
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 1505
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" } 1445
-attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "ADV++" } 1428
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" } 1339
-attribute { name: "Degree" value: "Cmp" } attribute { name: "fPOS" value: "ADV++" } 1275
-attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "NOUN++" } 1237
-attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" } 1184
-attribute { name: "fPOS" value: "SYM++" } 1184
-attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 1147
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 1048
-attribute { name: "fPOS" value: "X++" } 1026
-attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 888
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 878
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" } 837
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 833
-attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" } 781
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" } 761
-attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PROPN++" } 739
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PROPN++" } 731
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "ADJ++" } 642
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" } 633
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 612
-attribute { name: "Case" value: "Dat" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 571
-attribute { name: "fPOS" value: "ADJ++" } 497
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "ADJ++" } 486
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" } 472
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" } 464
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 441
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 398
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 393
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 388
-attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "AUX++" } 384
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 377
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" } 372
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" } 365
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADJ++" } 354
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADJ++" } 350
-attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 348
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 330
-attribute { name: "Degree" value: "Cmp" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" } 310
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "ADJ++" } 297
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++" } 271
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 270
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 269
-attribute { name: "Mood" value: "Cnd" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 265
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 234
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" } 234
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 226
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" } 226
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "ADJ++" } 222
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "PROPN++" } 220
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 215
-attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 208
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 198
-attribute { name: "Gender" value: "Masc" } attribute { name: "fPOS" value: "NOUN++" } 195
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "AUX++" } 187
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 185
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 182
-attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "PROPN++" } 177
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 176
-attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 175
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 173
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" } 172
-attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 167
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 164
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" } 163
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 160
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 155
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" } 155
-attribute { name: "Definite" value: "Ind" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" } 151
-attribute { name: "Case" value: "Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 147
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 147
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" } 145
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 144
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 143
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" } 139
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 138
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" } 134
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 130
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" } 123
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" } 122
-attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" } 120
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 119
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 118
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 117
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 115
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "PRON++" } 111
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" } 110
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 109
-attribute { name: "Gender" value: "Fem" } attribute { name: "fPOS" value: "NOUN++" } 106
-attribute { name: "Mood" value: "Cnd" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 106
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 103
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "NOUN++" } 100
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" } 99
-attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 99
-attribute { name: "Degree" value: "Cmp" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" } 96
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" } 95
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "PROPN++" } 90
-attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 88
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "NOUN++" } 83
-attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "NOUN++" } 83
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 82
-attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" } 80
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 78
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++" } 76
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 76
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "NOUN++" } 73
-attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "AUX++" } 72
-attribute { name: "Mood" value: "Cnd" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 70
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 69
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 67
-attribute { name: "Case" value: "Nom" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 65
-attribute { name: "Definite" value: "Ind" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" } 63
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 61
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 58
-attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "PROPN++" } 58
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" } 56
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 55
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "fPOS" value: "X++" } 52
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" } 50
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "DET++" } 50
-attribute { name: "Gender" value: "Masc" } attribute { name: "fPOS" value: "PROPN++" } 50
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "PROPN++" } 49
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 48
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "fPOS" value: "SYM++" } 48
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" } 47
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 47
-attribute { name: "Gender" value: "Masc" } attribute { name: "fPOS" value: "SYM++" } 47
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 47
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 47
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" } 46
-attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++" } 46
-attribute { name: "Mood" value: "Cnd" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 45
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 44
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 43
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "NOUN++" } 43
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 43
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" } 40
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADJ++" } 39
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "X++" } 39
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" } 38
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 38
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 38
-attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 37
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 36
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 36
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" } 34
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "PROPN++" } 34
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADJ++" } 33
-attribute { name: "Foreign" value: "Yes" } attribute { name: "fPOS" value: "X++" } 32
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" } 31
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 30
-attribute { name: "Degree" value: "Sup" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" } 30
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "DET++" } 30
-attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 30
-attribute { name: "fPOS" value: "PART++" } 30
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" } 29
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 28
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 28
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 27
-attribute { name: "Case" value: "Acc" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Pre" } attribute { name: "PronType" value: "Ind" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" } 26
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "SYM++" } 26
-attribute { name: "Gender" value: "Masc" } attribute { name: "fPOS" value: "X++" } 26
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 25
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 25
-attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" } 25
-attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "CCONJ++" } 24
-attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "X++" } 23
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" } 21
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 21
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" } 20
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "X++" } 20
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 20
-attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADJ++" } 20
-attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "ADJ++" } 20
-attribute { name: "Degree" value: "Sup" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" } 19
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 19
-attribute { name: "Mood" value: "Imp" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 18
-attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 18
-attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "PROPN++" } 18
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "PROPN++" } 17
-attribute { name: "Gender" value: "Fem" } attribute { name: "fPOS" value: "PROPN++" } 17
-attribute { name: "Mood" value: "Imp" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 17
-attribute { name: "Foreign" value: "Yes" } attribute { name: "fPOS" value: "PROPN++" } 16
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 15
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" } 15
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 15
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 15
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 15
-attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "ADJ++" } 14
-attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Pre" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 13
-attribute { name: "Mood" value: "Imp" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 13
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 13
-attribute { name: "Degree" value: "Abs" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" } 12
-attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" } 11
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "SYM++" } 10
-attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 10
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "fPOS" value: "X++" } 10
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" } 9
-attribute { name: "Degree" value: "Cmp" } attribute { name: "fPOS" value: "ADJ++" } 9
-attribute { name: "Foreign" value: "Yes" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++" } 9
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" } 9
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" } 9
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" } 9
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "PRON++" } 9
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 9
-attribute { name: "Gender" value: "Fem" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" } 8
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" } 8
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" } 8
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "SYM++" } 8
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 8
-attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "X++" } 8
-attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "PROPN++" } 8
-attribute { name: "Case" value: "Dat" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 7
-attribute { name: "Degree" value: "Sup" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" } 7
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 7
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "PRON++" } 7
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" } 7
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "SYM++" } 7
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 7
-attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "fPOS" value: "X++" } 7
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "fPOS" value: "X++" } 7
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 6
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Polite" value: "Form" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 6
-attribute { name: "Case" value: "Nom" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 6
-attribute { name: "Degree" value: "Abs" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" } 6
-attribute { name: "Degree" value: "Abs" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 6
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" } 6
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" } 6
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "X++" } 6
-attribute { name: "Gender" value: "Masc" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 6
-attribute { name: "Mood" value: "Cnd" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 6
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 6
-attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 6
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" } 6
-attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 6
-attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Pre" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 5
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" } 5
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 5
-attribute { name: "Degree" value: "Abs" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" } 5
-attribute { name: "Degree" value: "Sup" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" } 5
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" } 5
-attribute { name: "Mood" value: "Imp" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 5
-attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 5
-attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "fPOS" value: "X++" } 5
-attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 5
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 5
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "Polite" value: "Form" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 4
-attribute { name: "Case" value: "Com" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Ind" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" } 4
-attribute { name: "Case" value: "Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 4
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" } 4
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "PROPN++" } 4
-attribute { name: "Gender" value: "Fem" } attribute { name: "fPOS" value: "X++" } 4
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 4
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 4
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 4
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 4
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 4
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "fPOS" value: "SYM++" } 4
-attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" } 4
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 3
-attribute { name: "Case" value: "Com" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 3
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "SYM++" } 3
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" } 3
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" } 3
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" } 3
-attribute { name: "Gender" value: "Masc" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 3
-attribute { name: "Gender" value: "Masc" } attribute { name: "fPOS" value: "ADJ++" } 3
-attribute { name: "Mood" value: "Cnd" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 3
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 3
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 3
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 3
-attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" } 3
-attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 3
-attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" } 3
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" } 3
-attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "X++" } 3
-attribute { name: "Definite" value: "Def" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++DET" } 2
-attribute { name: "Degree" value: "Abs" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 2
-attribute { name: "Degree" value: "Cmp" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 2
-attribute { name: "Foreign" value: "Yes" } attribute { name: "Gender" value: "Masc" } attribute { name: "fPOS" value: "X++" } 2
-attribute { name: "Foreign" value: "Yes" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++" } 2
-attribute { name: "Gender" value: "Fem" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 2
-attribute { name: "Gender" value: "Fem" } attribute { name: "fPOS" value: "ADJ++" } 2
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" } 2
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 2
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 2
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 2
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "AUX++" } 2
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 2
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 2
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 2
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 2
-attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 2
-attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" } 2
-attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 2
-attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 2
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 2
-attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "SYM++" } 2
-attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "X++" } 2
-attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 2
-attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "ADV++" } 2
-attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "PRON++" } 2
-attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "NOUN++" } 2
-attribute { name: "fPOS" value: "X++ADP" } 2
-attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 1
-attribute { name: "Case" value: "Acc" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" } 1
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Case" value: "Com" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Definite" value: "Def" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++DET" } 1
-attribute { name: "Degree" value: "Abs" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Degree" value: "Abs" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" } 1
-attribute { name: "Degree" value: "Abs" } attribute { name: "fPOS" value: "ADJ++" } 1
-attribute { name: "Foreign" value: "Yes" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++" } 1
-attribute { name: "Foreign" value: "Yes" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PROPN++" } 1
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 1
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "X++" } 1
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "fPOS" value: "X++" } 1
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "fPOS" value: "X++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "X++" } 1
-attribute { name: "Gender" value: "Masc" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 1
-attribute { name: "Mood" value: "Imp" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 1
-attribute { name: "Mood" value: "Imp" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 1
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 1
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 1
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 1
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" } 1
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 1
-attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" } 1
-attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" } 1
-attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "fPOS" value: "X++" } 1
-attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" } 1
-attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "SYM++" } 1
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" } 1
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "Number" value: "Sing" } attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "ADJ++" } 1
-attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" } 1
-attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "ADP++" } 1
-attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" } 1
-attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "DET++" } 1
-attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" } 1
-attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" } 1
-attribute { name: "fPOS" value: "X++ADJ" } 1
-attribute { name: "fPOS" value: "X++VERB" } 1
diff --git a/syntaxnet/examples/dragnn/data/es/tag-to-category b/syntaxnet/examples/dragnn/data/es/tag-to-category
deleted file mode 100644
index f8c4834e46f4011f9ef5a16607772c5cb6092313..0000000000000000000000000000000000000000
--- a/syntaxnet/examples/dragnn/data/es/tag-to-category
+++ /dev/null
@@ -1,396 +0,0 @@
-attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Case" value: "Acc" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Pre" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Pre" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Pre" } attribute { name: "PronType" value: "Ind" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Dat" } attribute { name: "Person" value: "3" } attribute { name: "PrepCase" value: "Npr" } attribute { name: "PronType" value: "Prs" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "Polite" value: "Form" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Acc,Nom" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Polite" value: "Form" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Com" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Com" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Com" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Ind" } attribute { name: "Reflex" value: "Yes" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Case" value: "Dat" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Dat" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Case" value: "Dat" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Nom" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Case" value: "Nom" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Definite" value: "Def" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Definite" value: "Def" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Definite" value: "Def" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++DET" }
-attribute { name: "Definite" value: "Def" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Definite" value: "Def" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Definite" value: "Def" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++DET" }
-attribute { name: "Definite" value: "Ind" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Definite" value: "Ind" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Definite" value: "Ind" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Definite" value: "Ind" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Art" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Degree" value: "Abs" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Degree" value: "Abs" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Degree" value: "Abs" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Degree" value: "Abs" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Degree" value: "Abs" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Degree" value: "Abs" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Degree" value: "Abs" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Degree" value: "Abs" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Degree" value: "Cmp" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Degree" value: "Cmp" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Degree" value: "Cmp" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Degree" value: "Cmp" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Degree" value: "Cmp" } attribute { name: "fPOS" value: "ADV++" }
-attribute { name: "Degree" value: "Sup" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Degree" value: "Sup" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Degree" value: "Sup" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Degree" value: "Sup" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Foreign" value: "Yes" } attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Foreign" value: "Yes" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Foreign" value: "Yes" } attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Foreign" value: "Yes" } attribute { name: "Gender" value: "Masc" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Foreign" value: "Yes" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Foreign" value: "Yes" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Foreign" value: "Yes" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "SYM++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "SYM++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Gender" value: "Fem" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "SYM++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "SYM++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Part" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "SYM++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "fPOS" value: "SYM++" }
-attribute { name: "Gender" value: "Masc" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Mood" value: "Cnd" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Cnd" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Cnd" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Cnd" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Cnd" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Cnd" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Imp" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Imp" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Imp" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Imp" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Imp" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Imp" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Fut" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Past" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Ind" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Imp" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Mood" value: "Sub" } attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Tense" value: "Pres" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" }
-attribute { name: "NumType" value: "Ord" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "1" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "2" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "Person" value: "3" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "SYM++" }
-attribute { name: "Number" value: "Plur" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "NumType" value: "Card" } attribute { name: "fPOS" value: "NUM++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "1" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "fPOS" value: "SYM++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "2" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "fPOS" value: "SYM++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Person" value: "3" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "SYM++" }
-attribute { name: "Number" value: "Sing" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "ADP++" }
-attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "ADV++" }
-attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "CCONJ++" }
-attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "Polarity" value: "Neg" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "Poss" value: "Yes" } attribute { name: "PronType" value: "Prs" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "PronType" value: "Dem" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "ADV++" }
-attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "PronType" value: "Ind" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "PronType" value: "Int,Rel" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "PronType" value: "Neg" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "DET++" }
-attribute { name: "PronType" value: "Tot" } attribute { name: "fPOS" value: "PRON++" }
-attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "VerbForm" value: "Fin" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "VerbForm" value: "Ger" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "AUX++" }
-attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "VERB++" }
-attribute { name: "VerbForm" value: "Inf" } attribute { name: "fPOS" value: "X++" }
-attribute { name: "fPOS" value: "ADJ++" }
-attribute { name: "fPOS" value: "ADP++" }
-attribute { name: "fPOS" value: "ADV++" }
-attribute { name: "fPOS" value: "CCONJ++" }
-attribute { name: "fPOS" value: "NOUN++" }
-attribute { name: "fPOS" value: "PART++" }
-attribute { name: "fPOS" value: "PROPN++" }
-attribute { name: "fPOS" value: "PUNCT++" }
-attribute { name: "fPOS" value: "SCONJ++" }
-attribute { name: "fPOS" value: "SYM++" }
-attribute { name: "fPOS" value: "X++" }
-attribute { name: "fPOS" value: "X++ADJ" }
-attribute { name: "fPOS" value: "X++ADP" }
-attribute { name: "fPOS" value: "X++VERB" }
diff --git a/syntaxnet/examples/dragnn/data/mini-english.checkpoint b/syntaxnet/examples/dragnn/data/mini-english.checkpoint
deleted file mode 100644
index 5589e230610fdb447398636318f4b6c687b8ae8d..0000000000000000000000000000000000000000
Binary files a/syntaxnet/examples/dragnn/data/mini-english.checkpoint and /dev/null differ
diff --git a/syntaxnet/examples/dragnn/data/mini-english.checkpoint.meta b/syntaxnet/examples/dragnn/data/mini-english.checkpoint.meta
deleted file mode 100644
index b5a81663e2bad3367e21b24526521507bb2ae65a..0000000000000000000000000000000000000000
Binary files a/syntaxnet/examples/dragnn/data/mini-english.checkpoint.meta and /dev/null differ
diff --git a/syntaxnet/examples/dragnn/interactive_text_analyzer.ipynb b/syntaxnet/examples/dragnn/interactive_text_analyzer.ipynb
index 0f992289cf9b8a94f2de32429275a4c304c17e56..0f75e9c01dcc84d96837d0de5f4c6a54124c0710 100644
--- a/syntaxnet/examples/dragnn/interactive_text_analyzer.ipynb
+++ b/syntaxnet/examples/dragnn/interactive_text_analyzer.ipynb
@@ -46,8 +46,9 @@
"\n",
" sess = tf.Session(graph=graph)\n",
" with graph.as_default():\n",
- " sess.run(tf.global_variables_initializer())\n",
- " sess.run('save/restore_all', {'save/Const:0': os.path.join(base_dir, checkpoint_name)})\n",
+ " #sess.run(tf.global_variables_initializer())\n",
+ " #sess.run('save/restore_all', {'save/Const:0': os.path.join(base_dir, checkpoint_name)})\n",
+ " builder.saver.restore(sess, os.path.join(base_dir, checkpoint_name))\n",
" \n",
" def annotate_sentence(sentence):\n",
" with graph.as_default():\n",
@@ -55,8 +56,8 @@
" feed_dict={annotator['input_batch']: [sentence]})\n",
" return annotate_sentence\n",
"\n",
- "segmenter_model = load_model(\"data/es/segmenter\", \"spec.textproto\", \"checkpoint\")\n",
- "parser_model = load_model(\"data/es\", \"parser_spec.textproto\", \"checkpoint\")"
+ "segmenter_model = load_model(\"data/en/segmenter\", \"spec.textproto\", \"checkpoint\")\n",
+ "parser_model = load_model(\"data/en\", \"parser_spec.textproto\", \"checkpoint\")"
]
},
{
@@ -72,7 +73,7 @@
"def annotate_text(text):\n",
" sentence = sentence_pb2.Sentence(\n",
" text=text,\n",
- " token=[sentence_pb2.Token(word=word, start=-1, end=-1) for word in text.split()]\n",
+ " token=[sentence_pb2.Token(word=text, start=-1, end=-1)]\n",
" )\n",
"\n",
" # preprocess\n",
@@ -85,7 +86,7 @@
" assert len(annotations) == 1\n",
" assert len(traces) == 1\n",
" return sentence_pb2.Sentence.FromString(annotations[0]), traces[0]\n",
- "annotate_text(\"casa\"); None # just make sure it works"
+ "annotate_text(\"John is eating pizza with a fork\"); None # just make sure it works"
]
},
{
@@ -95,7 +96,7 @@
"editable": true
},
"source": [
- "# Interactive trace explorer\n",
+ "# Interactive parse tree explorer\n",
"Run the cell below, and then enter text in the interactive widget."
]
},
@@ -109,21 +110,23 @@
},
"outputs": [],
"source": [
- "def _trace_explorer(): # put stuff in a function to not pollute global scope\n",
- " text = widgets.Text()\n",
+ "def _parse_tree_explorer(): # put stuff in a function to not pollute global scope\n",
+ " text = widgets.Text(\"John is eating pizza with anchovies\")\n",
+ " # Also try: John is eating pizza with a fork\n",
" display.display(text)\n",
- "\n",
- " output = visualization.InteractiveVisualization()\n",
- " display.display(display.HTML(output.initial_html()))\n",
+ " html = widgets.HTML()\n",
+ " display.display(html)\n",
"\n",
" def handle_submit(sender):\n",
" del sender # unused\n",
" parse_tree, trace = annotate_text(text.value)\n",
- " display.display(display.HTML(output.show_trace(trace)))\n",
- "\n",
+ " html.value = u\"\"\"\n",
+ " {}
\n",
+ " \n",
+ " \"\"\".format(render_parse_tree_graphviz.parse_tree_graph(parse_tree))\n",
"\n",
" text.on_submit(handle_submit)\n",
- "_trace_explorer()"
+ "_parse_tree_explorer()"
]
},
{
@@ -133,7 +136,7 @@
"editable": true
},
"source": [
- "# Interactive parse tree explorer\n",
+ "# Interactive trace explorer\n",
"Run the cell below, and then enter text in the interactive widget."
]
},
@@ -147,22 +150,21 @@
},
"outputs": [],
"source": [
- "def _parse_tree_explorer(): # put stuff in a function to not pollute global scope\n",
- " text = widgets.Text()\n",
+ "def _trace_explorer(): # put stuff in a function to not pollute global scope\n",
+ " text = widgets.Text(\"John is eating pizza with anchovies\")\n",
" display.display(text)\n",
- " html = widgets.HTML()\n",
- " display.display(html)\n",
+ "\n",
+ " output = visualization.InteractiveVisualization()\n",
+ " display.display(display.HTML(output.initial_html()))\n",
"\n",
" def handle_submit(sender):\n",
" del sender # unused\n",
" parse_tree, trace = annotate_text(text.value)\n",
- " html.value = u\"\"\"\n",
- " {}
\n",
- " \n",
- " \"\"\".format(render_parse_tree_graphviz.parse_tree_graph(parse_tree))\n",
+ " display.display(display.HTML(output.show_trace(trace)))\n",
+ "\n",
"\n",
" text.on_submit(handle_submit)\n",
- "_parse_tree_explorer()"
+ "_trace_explorer()"
]
}
],
@@ -182,7 +184,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
- "version": "2.7.9"
+ "version": "2.7.6"
}
},
"nbformat": 4,
diff --git a/syntaxnet/examples/dragnn/test_run_all_tutorials.sh b/syntaxnet/examples/dragnn/test_run_all_tutorials.sh
new file mode 100755
index 0000000000000000000000000000000000000000..ed9cfb1edf6d1b3e3cccb17ff13cf132032a9ded
--- /dev/null
+++ b/syntaxnet/examples/dragnn/test_run_all_tutorials.sh
@@ -0,0 +1,27 @@
+#!/bin/bash
+
+# Bazel should pass the location of tutorials on the command line. We convert
+# these into absolute paths so we can 'cd' into a temporary directory.
+#
+# Also note that while modern versions of `readlink` support multiple arguments,
+# old versions don't seem to.
+tutorials=($(for i in "$@"; do readlink -f "$i"; done))
+
+set -e
+
+# Note: This doesn't normally exist, and in fact no environment variables seem
+# to provide a substitute, but it may still be useful to provide as an override,
+# just in case /tmp is inacessible.
+mkdir -p "${TEST_TMPDIR:-/tmp/test-tutorials}"
+cd "${TEST_TMPDIR:-/tmp/test-tutorials}"
+
+rm -f *.html
+for tutorial in "${tutorials[@]}"; do
+ "$tutorial"
+done
+for i in 1 2; do
+ if ! [[ -f "dragnn_tutorial_$i.html" ]]; then
+ echo "Expected dragnn_tutorial_$i.html to be written." >&2
+ exit 1
+ fi
+done
diff --git a/syntaxnet/examples/dragnn/basic_parser_tutorial.ipynb b/syntaxnet/examples/dragnn/trainer_tutorial.ipynb
similarity index 75%
rename from syntaxnet/examples/dragnn/basic_parser_tutorial.ipynb
rename to syntaxnet/examples/dragnn/trainer_tutorial.ipynb
index a0fc14b273340626f22204f6b90724b0fbce5b14..06e885d60d6bb796b0b481b1849eb86dc5991f48 100644
--- a/syntaxnet/examples/dragnn/basic_parser_tutorial.ipynb
+++ b/syntaxnet/examples/dragnn/trainer_tutorial.ipynb
@@ -41,15 +41,14 @@
"from dragnn.python import trainer_lib\n",
"from dragnn.python import visualization\n",
"\n",
- "DATA_DIR = \"/opt/tensorflow/syntaxnet/examples/dragnn/data\"\n",
- "TENSORBOARD_DIR = \"/notebooks/tensorboard\"\n",
- "CHECKPOINT_FILENAME = \"{}/mini-english.checkpoint\".format(DATA_DIR)\n",
- "TRAINING_CORPUS_PATH = \"{}/es-universal-train.conll\".format(DATA_DIR)\n",
- "DEV_CORPUS_PATH = \"{}/es-universal-dev.conll\".format(DATA_DIR)\n",
- "PROJECTIVIZE_TRAINING_CORPUS = True\n",
+ "DATA_DIR = '/opt/tensorflow/syntaxnet/examples/dragnn/data/es'\n",
+ "TENSORBOARD_DIR = '/notebooks/tensorboard'\n",
+ "CHECKPOINT_FILENAME = '{}/spanish.checkpoint'.format(DATA_DIR)\n",
+ "TRAINING_CORPUS_PATH = '{}/es-universal-train.conll'.format(DATA_DIR)\n",
+ "DEV_CORPUS_PATH = '{}/es-universal-dev.conll'.format(DATA_DIR)\n",
"\n",
"# Some of the IO functions fail miserably if data is missing.\n",
- "assert os.path.isfile(TRAINING_CORPUS_PATH), \"Couldn't find training corpus\"\n",
+ "assert os.path.isfile(TRAINING_CORPUS_PATH), 'Could not find training corpus'\n",
"\n",
"logging.set_verbosity(logging.WARN)\n",
"\n",
@@ -57,7 +56,7 @@
"# the training data.\n",
"lexicon.build_lexicon(DATA_DIR, TRAINING_CORPUS_PATH)\n",
"\n",
- "# Construct the \"lookahead\" ComponentSpec. This is a simple right-to-left RNN\n",
+ "# Construct the 'lookahead' ComponentSpec. This is a simple right-to-left RNN\n",
"# sequence model, which encodes the context to the right of each token. It has\n",
"# no loss except for the downstream components.\n",
"lookahead = spec_builder.ComponentSpecBuilder('lookahead')\n",
@@ -66,7 +65,7 @@
"lookahead.set_transition_system(name='shift-only', left_to_right='true')\n",
"lookahead.add_fixed_feature(name='words', fml='input.word', embedding_dim=64)\n",
"lookahead.add_rnn_link(embedding_dim=-1)\n",
- "lookahead.fill_from_resources(RESOURCE_PATH)\n",
+ "lookahead.fill_from_resources(DATA_DIR)\n",
"\n",
"# Construct the ComponentSpec for tagging. This is a simple left-to-right RNN\n",
"# sequence tagger.\n",
@@ -98,7 +97,7 @@
" source_translator='shift-reduce-step', # maps token indices -> step\n",
" embedding_dim=32) # project down to 32 dims\n",
"\n",
- "parser.fill_from_resources(RESOURCE_PATH)\n",
+ "parser.fill_from_resources(DATA_DIR)\n",
"\n",
"master_spec = spec_pb2.MasterSpec()\n",
"master_spec.component.extend([lookahead.spec, tagger.spec, parser.spec])\n",
@@ -115,33 +114,40 @@
},
"outputs": [],
"source": [
- "# Run a small pre-trained English parser on this sentence.\n",
- "\n",
- "text = \"Did you see that big red car ?\"\n",
- "tokens = [sentence_pb2.Token(word=word, start=-1, end=-1) for word in text.split()]\n",
- "sentence = sentence_pb2.Sentence()\n",
- "sentence.token.extend(tokens)\n",
- "\n",
- "# Build the TensorFlow graph.\n",
+ "# Build the TensorFlow graph based on the DRAGNN network spec.\n",
"graph = tf.Graph()\n",
"with graph.as_default():\n",
- " hyperparam_config = spec_pb2.GridPoint()\n",
+ " hyperparam_config = spec_pb2.GridPoint(\n",
+ " learning_method='adam',\n",
+ " learning_rate=0.0005, \n",
+ " adam_beta1=0.9, adam_beta2=0.9, adam_eps=0.001,\n",
+ " dropout_rate=0.8, gradient_clip_norm=1,\n",
+ " use_moving_average=True,\n",
+ " seed=1)\n",
" builder = graph_builder.MasterBuilder(master_spec, hyperparam_config)\n",
- "\n",
- " target = spec_pb2.TrainTarget()\n",
- " target.name = 'all'\n",
- " target.unroll_using_oracle.extend([True, False, True])\n",
- " target.component_weights.extend([0.5, 0, 0.5])\n",
- " trainer = builder.add_training_from_config(target, trace_only=True)\n",
+ " target = spec_pb2.TrainTarget(\n",
+ " name='all',\n",
+ " unroll_using_oracle=[False, True, True], # train tagger & parser on gold unrolling, skip lookahead\n",
+ " component_weights=[0, 0.5, 0.5]) # tagger and parser losses have equal weights\n",
+ " trainer = builder.add_training_from_config(target)\n",
" annotator = builder.add_annotation(enable_tracing=True)\n",
" builder.add_saver()\n",
"\n",
+ "# Train on Spanish data for N_STEPS steps and evaluate.\n",
+ "N_STEPS = 20\n",
+ "BATCH_SIZE = 64\n",
"with tf.Session(graph=graph) as sess:\n",
- " builder.saver.restore(sess, CHECKPOINT_FILENAME)\n",
- " annotations, traces = sess.run([annotator['annotations'], annotator['traces']],\n",
- " feed_dict={annotator['input_batch']: [sentence.SerializeToString()]})\n",
- "\n",
- "HTML(visualization.trace_html(traces[0]))"
+ " sess.run(tf.global_variables_initializer())\n",
+ " training_corpus = ConllSentenceReader(\n",
+ " TRAINING_CORPUS_PATH, projectivize=True).corpus()\n",
+ " dev_corpus = ConllSentenceReader(DEV_CORPUS_PATH).corpus()[:200]\n",
+ " for step in xrange(N_STEPS):\n",
+ " trainer_lib.run_training_step(sess, trainer, training_corpus, batch_size=BATCH_SIZE)\n",
+ " tf.logging.warning('Step %d/%d', step + 1, N_STEPS)\n",
+ " parsed_dev_corpus = trainer_lib.annotate_dataset(sess, annotator, dev_corpus)\n",
+ " pos, uas, las = evaluation.calculate_parse_metrics(dev_corpus, parsed_dev_corpus)\n",
+ " tf.logging.warning('POS %.2f UAS %.2f LAS %.2f', pos, uas, las)\n",
+ " builder.saver.save(sess, CHECKPOINT_FILENAME)\n"
]
},
{
@@ -154,8 +160,20 @@
},
"outputs": [],
"source": [
- "parsed_sentence = sentence_pb2.Sentence.FromString(annotations[0])\n",
- "HTML(render_parse_tree_graphviz.parse_tree_graph(parsed_sentence))"
+ "# Visualize the output of our mini-trained model on a test sentence.\n",
+ "\n",
+ "text = '¿ Viste ese gran coche rojo ?'\n",
+ "tokens = [sentence_pb2.Token(word=word, start=-1, end=-1) for word in text.split()]\n",
+ "sentence = sentence_pb2.Sentence()\n",
+ "sentence.token.extend(tokens)\n",
+ "\n",
+ "with tf.Session(graph=graph) as sess:\n",
+ " # Restore the model we just trained.\n",
+ " builder.saver.restore(sess, CHECKPOINT_FILENAME)\n",
+ " annotations, traces = sess.run([annotator['annotations'], annotator['traces']],\n",
+ " feed_dict={annotator['input_batch']: [sentence.SerializeToString()]})\n",
+ "\n",
+ "HTML(visualization.trace_html(traces[0]))"
]
},
{
@@ -168,18 +186,8 @@
},
"outputs": [],
"source": [
- "# Train on Spanish data for 100 steps and evaluate.\n",
- "\n",
- "with tf.Session(graph=graph) as sess:\n",
- " sess.run(tf.global_variables_initializer())\n",
- " training_corpus = ConllSentenceReader(\n",
- " TRAINING_CORPUS_PATH, projectivize=PROJECTIVIZE_TRAINING_CORPUS).corpus()\n",
- " dev_corpus = ConllSentenceReader(DEV_CORPUS_PATH).corpus()\n",
- " builder.saver.restore(sess, CHECKPOINT_FILENAME)\n",
- " for step in xrange(100):\n",
- " trainer_lib.run_training_step(sess, trainer, training_corpus, batch_size=4)\n",
- " parsed_eval_corpus = trainer_lib.annotate_dataset(sess, annotator, eval_corpus)\n",
- " print \"POS %.2f UAS %.2f LAS %.2f\" % evaluation.calculate_parse_metrics(eval_corpus, parsed_eval_corpus)"
+ "parsed_sentence = sentence_pb2.Sentence.FromString(annotations[0])\n",
+ "HTML(render_parse_tree_graphviz.parse_tree_graph(parsed_sentence))"
]
},
{
@@ -210,7 +218,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
- "version": "2.7.6"
+ "version": "2.7.9"
}
},
"nbformat": 4,
diff --git a/syntaxnet/examples/dragnn/tutorial_1.py b/syntaxnet/examples/dragnn/tutorial_1.py
new file mode 100644
index 0000000000000000000000000000000000000000..57223d4d293a61f70cc99c29f8be22646428f65e
--- /dev/null
+++ b/syntaxnet/examples/dragnn/tutorial_1.py
@@ -0,0 +1,77 @@
+"""First example--RNN POS tagger."""
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
+import os.path
+
+import tensorflow as tf
+from google.protobuf import text_format
+from dragnn.protos import spec_pb2
+from dragnn.python import graph_builder
+from dragnn.python import lexicon
+from dragnn.python import spec_builder
+from dragnn.python import visualization
+from syntaxnet import sentence_pb2
+
+import dragnn.python.load_dragnn_cc_impl
+import syntaxnet.load_parser_ops
+
+data_dir = os.path.join(
+ os.path.dirname(os.path.abspath(__file__)), 'tutorial_data')
+lexicon_dir = '/tmp/tutorial/lexicon'
+training_sentence = os.path.join(data_dir, 'sentence.prototext')
+if not os.path.isdir(lexicon_dir):
+ os.makedirs(lexicon_dir)
+
+
+def main(argv):
+ del argv # unused
+ # Constructs lexical resources for SyntaxNet in the given resource path, from
+ # the training data.
+ lexicon.build_lexicon(
+ lexicon_dir,
+ training_sentence,
+ training_corpus_format='sentence-prototext')
+
+ # Construct the ComponentSpec for tagging. This is a simple left-to-right RNN
+ # sequence tagger.
+ tagger = spec_builder.ComponentSpecBuilder('tagger')
+ tagger.set_network_unit(name='FeedForwardNetwork', hidden_layer_sizes='256')
+ tagger.set_transition_system(name='tagger')
+ tagger.add_fixed_feature(name='words', fml='input.word', embedding_dim=64)
+ tagger.add_rnn_link(embedding_dim=-1)
+ tagger.fill_from_resources(lexicon_dir)
+
+ master_spec = spec_pb2.MasterSpec()
+ master_spec.component.extend([tagger.spec])
+
+ hyperparam_config = spec_pb2.GridPoint()
+
+ # Build the TensorFlow graph.
+ graph = tf.Graph()
+ with graph.as_default():
+ builder = graph_builder.MasterBuilder(master_spec, hyperparam_config)
+
+ target = spec_pb2.TrainTarget()
+ target.name = 'all'
+ target.unroll_using_oracle.extend([True])
+ dry_run = builder.add_training_from_config(target, trace_only=True)
+
+ # Read in serialized protos from training data.
+ sentence = sentence_pb2.Sentence()
+ text_format.Merge(open(training_sentence).read(), sentence)
+ training_set = [sentence.SerializeToString()]
+
+ with tf.Session(graph=graph) as sess:
+ # Make sure to re-initialize all underlying state.
+ sess.run(tf.initialize_all_variables())
+ traces = sess.run(
+ dry_run['traces'], feed_dict={dry_run['input_batch']: training_set})
+
+ with open('dragnn_tutorial_1.html', 'w') as f:
+ f.write(visualization.trace_html(traces[0], height='300px').encode('utf-8'))
+
+
+if __name__ == '__main__':
+ tf.app.run()
diff --git a/syntaxnet/examples/dragnn/tutorial_2.py b/syntaxnet/examples/dragnn/tutorial_2.py
new file mode 100644
index 0000000000000000000000000000000000000000..82be2115bd09e4e6e0c75429b063b66c1439ea2f
--- /dev/null
+++ b/syntaxnet/examples/dragnn/tutorial_2.py
@@ -0,0 +1,104 @@
+"""Second example: separate tagger and parser."""
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
+import os.path
+
+import tensorflow as tf
+from google.protobuf import text_format
+from dragnn.protos import spec_pb2
+from dragnn.python import graph_builder
+from dragnn.python import lexicon
+from dragnn.python import spec_builder
+from dragnn.python import visualization
+from syntaxnet import sentence_pb2
+
+import dragnn.python.load_dragnn_cc_impl
+import syntaxnet.load_parser_ops
+
+data_dir = os.path.join(
+ os.path.dirname(os.path.abspath(__file__)), 'tutorial_data')
+lexicon_dir = '/tmp/tutorial/lexicon'
+training_sentence = os.path.join(data_dir, 'sentence.prototext')
+if not os.path.isdir(lexicon_dir):
+ os.makedirs(lexicon_dir)
+
+
+def main(argv):
+ del argv # unused
+ # Constructs lexical resources for SyntaxNet in the given resource path, from
+ # the training data.
+ lexicon.build_lexicon(
+ lexicon_dir,
+ training_sentence,
+ training_corpus_format='sentence-prototext')
+
+ # Construct the ComponentSpec for tagging. This is a simple left-to-right RNN
+ # sequence tagger.
+ tagger = spec_builder.ComponentSpecBuilder('tagger')
+ tagger.set_network_unit(name='FeedForwardNetwork', hidden_layer_sizes='256')
+ tagger.set_transition_system(name='tagger')
+ tagger.add_fixed_feature(name='words', fml='input.word', embedding_dim=64)
+ tagger.add_rnn_link(embedding_dim=-1)
+ tagger.fill_from_resources(lexicon_dir)
+
+ # Construct the ComponentSpec for parsing.
+ parser = spec_builder.ComponentSpecBuilder('parser')
+ parser.set_network_unit(
+ name='FeedForwardNetwork',
+ hidden_layer_sizes='256',
+ layer_norm_hidden='True')
+ parser.set_transition_system(name='arc-standard')
+ parser.add_token_link(
+ source=tagger,
+ fml='input.focus stack.focus stack(1).focus',
+ embedding_dim=32,
+ source_layer='logits')
+
+ # Recurrent connection for the arc-standard parser. For both tokens on the
+ # stack, we connect to the last time step to either SHIFT or REDUCE that
+ # token. This allows the parser to build up compositional representations of
+ # phrases.
+ parser.add_link(
+ source=parser, # recurrent connection
+ name='rnn-stack', # unique identifier
+ fml='stack.focus stack(1).focus', # look for both stack tokens
+ source_translator='shift-reduce-step', # maps token indices -> step
+ embedding_dim=32) # project down to 32 dims
+ parser.fill_from_resources(lexicon_dir)
+
+ master_spec = spec_pb2.MasterSpec()
+ master_spec.component.extend([tagger.spec, parser.spec])
+
+ hyperparam_config = spec_pb2.GridPoint()
+
+ # Build the TensorFlow graph.
+ graph = tf.Graph()
+ with graph.as_default():
+ builder = graph_builder.MasterBuilder(master_spec, hyperparam_config)
+
+ target = spec_pb2.TrainTarget()
+ target.name = 'all'
+ target.unroll_using_oracle.extend([True, True])
+ dry_run = builder.add_training_from_config(target, trace_only=True)
+
+ # Read in serialized protos from training data.
+ sentence = sentence_pb2.Sentence()
+ text_format.Merge(open(training_sentence).read(), sentence)
+ training_set = [sentence.SerializeToString()]
+
+ with tf.Session(graph=graph) as sess:
+ # Make sure to re-initialize all underlying state.
+ sess.run(tf.initialize_all_variables())
+ traces = sess.run(
+ dry_run['traces'], feed_dict={dry_run['input_batch']: training_set})
+
+ with open('dragnn_tutorial_2.html', 'w') as f:
+ f.write(
+ visualization.trace_html(
+ traces[0], height='400px', master_spec=master_spec).encode('utf-8'))
+
+
+if __name__ == '__main__':
+ tf.app.run()
diff --git a/syntaxnet/examples/dragnn/tutorial_data/sentence.prototext b/syntaxnet/examples/dragnn/tutorial_data/sentence.prototext
new file mode 100644
index 0000000000000000000000000000000000000000..41ed148e8fddf55f37ed6247691b88f655bbe37e
--- /dev/null
+++ b/syntaxnet/examples/dragnn/tutorial_data/sentence.prototext
@@ -0,0 +1,90 @@
+text: "fair enough; you people have eaten me."
+token {
+ word: "fair"
+ start: 0
+ end: 3
+ tag: "JJ"
+ category: "ADJ"
+ label: "ROOT"
+ break_level: NO_BREAK
+}
+token {
+ word: "enough"
+ start: 5
+ end: 10
+ head: 0
+ tag: "RB"
+ category: "ADV"
+ label: "advmod"
+ break_level: SPACE_BREAK
+}
+token {
+ word: ";"
+ start: 11
+ end: 11
+ head: 0
+ tag: ":"
+ category: "."
+ label: "p"
+ break_level: NO_BREAK
+}
+token {
+ word: "you"
+ start: 13
+ end: 15
+ head: 4
+ tag: "PRP"
+ category: "PRON"
+ label: "dep"
+ break_level: SPACE_BREAK
+}
+token {
+ word: "people"
+ start: 17
+ end: 22
+ head: 6
+ tag: "NNS"
+ category: "NOUN"
+ label: "nsubj"
+ break_level: SPACE_BREAK
+}
+token {
+ word: "have"
+ start: 24
+ end: 27
+ head: 6
+ tag: "VBP"
+ category: "VERB"
+ label: "aux"
+ break_level: SPACE_BREAK
+}
+token {
+ word: "eaten"
+ start: 29
+ end: 33
+ head: 0
+ tag: "VBN"
+ category: "VERB"
+ label: "parataxis"
+ break_level: SPACE_BREAK
+}
+token {
+ word: "me"
+ start: 35
+ end: 36
+ head: 6
+ tag: "PRP"
+ category: "PRON"
+ label: "dobj"
+ break_level: SPACE_BREAK
+}
+token {
+ word: "."
+ start: 37
+ end: 37
+ head: 0
+ tag: "."
+ category: "."
+ label: "p"
+ break_level: NO_BREAK
+}
diff --git a/syntaxnet/ff_nn_schematic.png b/syntaxnet/ff_nn_schematic.png
deleted file mode 100644
index ba69deb0fa2eb7f878ab8592ebef9356f03f153f..0000000000000000000000000000000000000000
Binary files a/syntaxnet/ff_nn_schematic.png and /dev/null differ
diff --git a/syntaxnet/g3doc/CLOUD.md b/syntaxnet/g3doc/CLOUD.md
index 3961bfd7ae7aa0db7ced7129b0c73ad79c1414ac..8bc195375281ac71217851343efe6fa726c6c4eb 100644
--- a/syntaxnet/g3doc/CLOUD.md
+++ b/syntaxnet/g3doc/CLOUD.md
@@ -79,8 +79,7 @@ Run this command to download and run the container, setting up the port
forwarding to be able to access the notebook.
```shell
-docker load -i
-docker run --rm -ti -p 8888:8888 dragnn
+sudo docker run --rm -ti -p 8888:8888 tensorflow/syntaxnet
```
### 7. Connect to the server, load the IPython Notebook
diff --git a/syntaxnet/g3doc/conll2017/README.md b/syntaxnet/g3doc/conll2017/README.md
index 21c769085371026dce6cace6934fedc56cdbb5d8..03f619fe0a2fb460e2b76a47b67644653cac61ae 100644
--- a/syntaxnet/g3doc/conll2017/README.md
+++ b/syntaxnet/g3doc/conll2017/README.md
@@ -5,86 +5,88 @@ on Dependency Parsing](http://universaldependencies.org/conll17/). Note that we
are providing detailed tutorials to make it easier to use DRAGNN as a platform
for improving upon the baselines.
-Please see our [paper](paper.pdf) more technical details about the model.
+Please see our [paper](paper.pdf) for more technical details about the model.
## Running the baselines
* Install SyntaxNet/DRAGNN following the install instructions.
-* Download the models [here](https://drive.google.com/file/d/0BxpbZGYVZsEeSFdrUnBNMUp1YzQ/view?usp=sharing)
-* Download the contest [data and tools](http://universaldependencies.org/conll17/)
+* Download the models
+ [here](https://drive.google.com/file/d/0BxpbZGYVZsEeSFdrUnBNMUp1YzQ/view?usp=sharing)
+* Download the contest [data and
+ tools](http://universaldependencies.org/conll17/)
* Run the baseline_eval.py to run the pre-trained tokenizer and evaluate on
the dev set.
-You should obtain the following results on the dev sets with gold
-segmentation. Note: Our segmenter does not split multi-word tokens, which may
-not play nice (yet) the official evaluation script.
+You should obtain the following results on the dev sets with gold segmentation.
+Note: Our segmenter does not split multi-word tokens, which may not play nice
+(yet) with the official evaluation script.
-| Language | UAS | LAS |
-| -------- | :--------: | :-------------: |
-| Ancient_Greek-PROIEL | 81.52 | 76.87 |
-| Ancient_Greek | 70.96 | 65.13 |
-| Arabic | 84.79 | 78.90 |
-| Basque | 80.96 | 77.19 |
-| Bulgarian | 91.33 | 86.77 |
-| Catalan | 91.32 | 88.76 |
-| Chinese | 77.56 | 71.96 |
-| Croatian | 86.62 | 81.84 |
-| Czech-CAC | 89.99 | 86.09 |
-| Czech-CLTT | 78.25 | 73.70 |
-| Czech | 89.55 | 85.23 |
-| Danish | 84.69 | 81.36 |
-| Dutch-LassySmall | 84.12 | 80.85 |
-| Dutch | 86.68 | 81.91 |
-| English-LinES | 82.43 | 78.46 |
-| English-ParTUT | 83.55 | 79.00 |
-| English | 87.60 | 84.20 |
-| Estonian | 75.77 | 67.76 |
-| Finnish-FTB | 87.54 | 83.70 |
-| Finnish | 87.05 | 83.33 |
-| French-ParTUT | 85.12 | 80.79 |
-| French-Sequoia | 87.90 | 85.74 |
-| French | 91.05 | 88.48 |
-| Galician-TreeGal | 75.26 | 69.50 |
-| Galician | 84.64 | 81.58 |
-| German | 85.53 | 81.27 |
-| Gothic | 81.79 | 74.99 |
-| Greek | 86.99 | 84.23 |
-| Hebrew | 87.79 | 82.18 |
-| Hindi | 93.73 | 90.10 |
-| Hungarian | 78.68 | 73.03 |
-| Indonesian | 83.02 | 76.51 |
-| Irish | 75.02 | 65.66 |
-| Italian-ParTUT | 85.09 | 80.90 |
-| Italian | 90.73 | 87.71 |
-| Japanese | 95.33 | 93.99 |
-| Kazakh | 28.09 | 7.87 |
-| Korean | 81.21 | 76.78 |
-| Latin-ITTB | 82.86 | 78.43 |
-| Latin-PROIEL | 79.52 | 73.58 |
-| Latin | 64.72 | 54.59 |
-| Latvian | 76.17 | 70.55 |
-| Norwegian-Bokmaal | 91.23 | 88.79 |
-| Norwegian-Nynorsk | 89.32 | 86.67 |
-| Old_Church_Slavonic | 84.96 | 79.65 |
-| Persian | 87.70 | 83.98 |
-| Polish | 91.32 | 86.83 |
-| Portuguese-BR | 92.36 | 90.60 |
-| Portuguese | 90.60 | 88.12 |
-| Romanian | 89.41 | 83.00 |
-| Russian-SynTagRus | 91.51 | 89.05 |
-| Russian | 85.18 | 80.71 |
-| Slovak | 88.08 | 82.64 |
-| Slovenian-SST | 66.77 | 59.38 |
-| Slovenian | 89.85 | 87.62 |
-| Spanish-AnCora | 91.02 | 88.61 |
-| Spanish | 90.32 | 87.16 |
-| Swedish-LinES | 83.67 | 78.96 |
-| Swedish | 82.45 | 78.75 |
-| Turkish | 68.81 | 60.57 |
-| Ukrainian | 72.19 | 62.79 |
-| Urdu | 85.50 | 79.19 |
-| Uyghur | 69.23 | 43.27 |
-| Vietnamese | 65.18 | 55.61 |
+Language | UAS | LAS
+-------------------- | :---: | :---:
+Ancient_Greek-PROIEL | 81.52 | 76.87
+Ancient_Greek | 70.96 | 65.13
+Arabic | 84.79 | 78.90
+Basque | 80.96 | 77.19
+Bulgarian | 91.33 | 86.77
+Catalan | 91.32 | 88.76
+Chinese | 77.56 | 71.96
+Croatian | 86.62 | 81.84
+Czech-CAC | 89.99 | 86.09
+Czech-CLTT | 78.25 | 73.70
+Czech | 89.55 | 85.23
+Danish | 84.69 | 81.36
+Dutch-LassySmall | 84.12 | 80.85
+Dutch | 86.68 | 81.91
+English-LinES | 82.43 | 78.46
+English-ParTUT | 83.55 | 79.00
+English | 87.60 | 84.20
+Estonian | 75.77 | 67.76
+Finnish-FTB | 87.54 | 83.70
+Finnish | 87.05 | 83.33
+French-ParTUT | 85.12 | 80.79
+French-Sequoia | 87.90 | 85.74
+French | 91.05 | 88.48
+Galician-TreeGal | 75.26 | 69.50
+Galician | 84.64 | 81.58
+German | 85.53 | 81.27
+Gothic | 81.79 | 74.99
+Greek | 86.99 | 84.23
+Hebrew | 87.79 | 82.18
+Hindi | 93.73 | 90.10
+Hungarian | 78.68 | 73.03
+Indonesian | 83.02 | 76.51
+Irish | 75.02 | 65.66
+Italian-ParTUT | 85.09 | 80.90
+Italian | 90.73 | 87.71
+Japanese | 95.33 | 93.99
+Kazakh | 28.09 | 7.87
+Korean | 81.21 | 76.78
+Latin-ITTB | 82.86 | 78.43
+Latin-PROIEL | 79.52 | 73.58
+Latin | 64.72 | 54.59
+Latvian | 76.17 | 70.55
+Norwegian-Bokmaal | 91.23 | 88.79
+Norwegian-Nynorsk | 89.32 | 86.67
+Old_Church_Slavonic | 84.96 | 79.65
+Persian | 87.70 | 83.98
+Polish | 91.32 | 86.83
+Portuguese-BR | 92.36 | 90.60
+Portuguese | 90.60 | 88.12
+Romanian | 89.41 | 83.00
+Russian-SynTagRus | 91.51 | 89.05
+Russian | 85.18 | 80.71
+Slovak | 88.08 | 82.64
+Slovenian-SST | 66.77 | 59.38
+Slovenian | 89.85 | 87.62
+Spanish-AnCora | 91.02 | 88.61
+Spanish | 90.32 | 87.16
+Swedish-LinES | 83.67 | 78.96
+Swedish | 82.45 | 78.75
+Turkish | 68.81 | 60.57
+Ukrainian | 72.19 | 62.79
+Urdu | 85.50 | 79.19
+Uyghur | 69.23 | 43.27
+Vietnamese | 65.18 | 55.61
## Using DRAGNN for developing your own models
diff --git a/syntaxnet/g3doc/conll2017/cooking.md b/syntaxnet/g3doc/conll2017/cooking.md
index 648fbcea16c66628cfe5837303b50cad3b748576..4f15b804e66c65e588cd244405b46e1a5db8b442 100644
--- a/syntaxnet/g3doc/conll2017/cooking.md
+++ b/syntaxnet/g3doc/conll2017/cooking.md
@@ -21,8 +21,8 @@ _First, assemble your network inside your DRAGNN dish:_
spatula to mark the word boundaries for the rest of the model.
* Next, lay the second LSTM backwards across the top of the first. Don't
forget to project the hidden layer down by 1/4 with each LSTM you add to the
- pan. Remember, you only need to put a LSTM cell down just once for each word
- you marked in the previous step.
+ pan. Remember, you only need to put an LSTM cell down just once for each
+ word you marked in the previous step.
* Now lay down your final LSTM running in the forwards direction. Sprinkle
with POS tags at a ratio of 1:8.
* Finally, gently put the feed-forward cell down on top. Carefully braid the
diff --git a/syntaxnet/looping-parser.gif b/syntaxnet/looping-parser.gif
deleted file mode 100644
index 849ac5db7419cea2c1eb9dfff40681b8c70fe9eb..0000000000000000000000000000000000000000
Binary files a/syntaxnet/looping-parser.gif and /dev/null differ
diff --git a/syntaxnet/sawman.png b/syntaxnet/sawman.png
deleted file mode 100644
index 567bf98056ad52be4ca8dcde457ad79064788ae2..0000000000000000000000000000000000000000
Binary files a/syntaxnet/sawman.png and /dev/null differ
diff --git a/syntaxnet/syntaxnet/demo.sh b/syntaxnet/syntaxnet/demo.sh
old mode 100755
new mode 100644
diff --git a/syntaxnet/universal.md b/syntaxnet/universal.md
deleted file mode 100644
index b6cf3044e983b419d5409b64d2ed1cb9ee690e03..0000000000000000000000000000000000000000
--- a/syntaxnet/universal.md
+++ /dev/null
@@ -1,104 +0,0 @@
-# Parsey's Cousins.
-
-A collection of pretrained syntactic models is now available for download at
-`http://download.tensorflow.org/models/parsey_universal/.zip`
-
-After downloading and unzipping a model, you can run it similarly to
-Parsey McParseface with:
-
-```shell
- MODEL_DIRECTORY=/where/you/unzipped/the/model/files
- cat sentences.txt | syntaxnet/models/parsey_universal/parse.sh \
- $MODEL_DIRECTORY > output.conll
-```
-
-These models are trained on
-[Universal Dependencies](http://universaldependencies.org/) datasets v1.3.
-The following table shows their accuracy on Universal
-Dependencies test sets for different types of annotations.
-
-Language | No. tokens | POS | fPOS | Morph | UAS | LAS
--------- | :--: | :--: | :--: | :--: | :--: | :--: | :--:
-Ancient_Greek-PROIEL | 18502 | 97.14% | 96.97% | 89.77% | 78.74% | 73.15%
-Ancient_Greek | 25251 | 93.22% | 84.22% | 90.01% | 68.98% | 62.07%
-Arabic | 28268 | 95.65% | 91.03% | 91.23% | 81.49% | 75.82%
-Basque | 24374 | 94.88% | - | 87.82% | 78.00% | 73.36%
-Bulgarian | 15734 | 97.71% | 95.14% | 94.61% | 89.35% | 85.01%
-Catalan | 59503 | 98.06% | 98.06% | 97.56% | 90.47% | 87.64%
-Chinese | 12012 | 91.32% | 90.89% | 98.76% | 76.71% | 71.24%
-Croatian | 4125 | 94.67% | - | 86.69% | 80.65% | 74.06%
-Czech-CAC | 10862 | 98.11% | 92.43% | 91.43% | 87.28% | 83.44%
-Czech-CLTT | 4105 | 95.79% | 87.36% | 86.33% | 77.34% | 73.40%
-Czech | 173920 | 98.12% | 93.76% | 93.13% | 89.47% | 85.93%
-Danish | 5884 | 95.28% | - | 95.24% | 79.84% | 76.34%
-Dutch-LassySmall | 4562 | 95.62% | - | 95.44% | 81.63% | 78.08%
-Dutch | 5843 | 89.89% | 86.03% | 89.12% | 77.70% | 71.21%
-English-LinES | 8481 | 95.34% | 93.11% | - | 81.50% | 77.37%
-English | 25096 | 90.48% | 89.71% | 91.30% | 84.79% | 80.38%
-Estonian | 23670 | 95.92% | 96.76% | 92.73% | 83.10% | 78.83%
-Finnish-FTB | 16286 | 93.50% | 91.15% | 92.44% | 84.97% | 80.48%
-Finnish | 9140 | 94.78% | 95.84% | 92.42% | 83.65% | 79.60%
-French | 7018 | 96.27% | - | 96.05% | 84.68% | 81.05%
-Galician | 29746 | 96.81% | 96.14% | - | 84.48% | 81.35%
-German | 16268 | 91.79% | - | - | 79.73% | 74.07%
-Gothic | 5158 | 95.58% | 96.03% | 87.32% | 79.33% | 71.69%
-Greek | 5668 | 97.48% | 97.48% | 92.70% | 83.68% | 79.99%
-Hebrew | 12125 | 95.04% | 95.04% | 92.05% | 84.61% | 78.71%
-Hindi | 35430 | 96.45% | 95.77% | 90.98% | 93.04% | 89.32%
-Hungarian | 4235 | 94.00% | - | 75.68% | 78.75% | 71.83%
-Indonesian | 11780 | 92.62% | - | - | 80.03% | 72.99%
-Irish | 3821 | 91.34% | 89.95% | 77.07% | 74.51% | 66.29%
-Italian | 10952 | 97.31% | 97.18% | 97.27% | 89.81% | 87.13%
-Kazakh | 587 | 75.47% | 75.13% | - | 58.09% | 43.95%
-Latin-ITTB | 6548 | 97.98% | 92.68% | 93.52% | 84.22% | 81.17%
-Latin-PROIEL | 14906 | 96.50% | 96.08% | 88.39% | 77.60% | 70.98%
-Latin | 4832 | 88.04% | 74.07% | 76.03% | 56.00% | 45.80%
-Latvian | 3985 | 80.95% | 66.60% | 73.60% | 58.92% | 51.47%
-Norwegian | 30034 | 97.44% | - | 95.58% | 88.61% | 86.22%
-Old_Church_Slavonic | 5079 | 96.50% | 96.28% | 89.43% | 84.86% | 78.85%
-Persian | 16022 | 96.20% | 95.72% | 95.90% | 84.42% | 80.28%
-Polish | 7185 | 95.05% | 85.83% | 86.12% | 88.30% | 82.71%
-Portuguese-BR | 29438 | 97.07% | 97.07% | 99.91% | 87.91% | 85.44%
-Portuguese | 6262 | 96.81% | 90.67% | 94.22% | 85.12% | 81.28%
-Romanian | 18375 | 95.26% | 91.66% | 91.98% | 83.64% | 75.36%
-Russian-SynTagRus | 107737 | 98.27% | - | 94.91% | 91.68% | 87.44%
-Russian | 9573 | 95.27% | 95.02% | 87.75% | 81.75% | 77.71%
-Slovenian-SST | 2951 | 90.00% | 84.48% | 84.38% | 65.06% | 56.96%
-Slovenian | 14063 | 96.22% | 90.46% | 90.35% | 87.71% | 84.60%
-Spanish-AnCora | 53594 | 98.28% | 98.28% | 97.82% | 89.26% | 86.50%
-Spanish | 7953 | 95.27% | - | 95.74% | 85.06% | 81.53%
-Swedish-LinES | 8228 | 96.00% | 93.77% | - | 81.38% | 77.21%
-Swedish | 20377 | 96.27% | 94.13% | 94.14% | 83.84% | 80.28%
-Tamil | 1989 | 79.29% | 71.79% | 75.97% | 64.45% | 55.35%
-Turkish | 8616 | 93.63% | 92.62% | 86.79% | 82.00% | 71.37%
-**Average** | - | 94.27% | 92.93% | 90.38% | 81.12% | 75.85%
-
-These results are obtained using gold text segmentation. Accuracies are measured
-over all tokens, including punctuation. `POS`, `fPOS` are coarse and fine
-part-of-speech tagging accuracies. `Morph` is full-token accuracy of predicted
-morphological attributes. `UAS` and `LAS` are unlabeled and labeled attachment
-scores.
-
-Many of these models also support text segmentation, with:
-
-```shell
- MODEL_DIRECTORY=/where/you/unzipped/the/model/files
- cat sentences.txt | syntaxnet/models/parsey_universal/tokenize.sh \
- $MODEL_DIRECTORY > output.conll
-```
-
-Text segmentation is currently available for:
-`Bulgarian`, `Czech`, `German`, `Greek`, `English`, `Spanish`, `Estonian`,
-`Basque`, `Persian`, `Finnish`, `Finnish-FTB`, `French`, `Galician`,
-`Ancient_Greek`, `Ancient_Greek-PROIEL`, `Hebrew`, `Hindi`, `Croatian`,
-`Hungarian`, `Indonesian`, `Italian`, `Latin`, `Latin-PROIEL`, `Dutch`,
-`Norwegian`, `Polish`, `Portuguese`, `Slovenian`, `Swedish`, `Tamil`.
-
-For `Chinese` (traditional) we use a larger text segmentation
-model, which can be run with:
-
-```shell
- MODEL_DIRECTORY=/where/you/unzipped/the/model/files
- cat sentences.txt | syntaxnet/models/parsey_universal/tokenize_zh.sh \
- $MODEL_DIRECTORY > output.conll
-```