**Table of contents**

* Context-Free Grammars
    * [Symbols](#symbols)
    * [Rules](#rules)
    * [Grammar](#grammar)
    * [Generation](#generation)
* Recogniser
    * [Shift-Reduce](#shiftreduce)
    * [CKY](#cky)
* PCFGs
    * [Definition](#pcfg)
    * [MLE](#mle)

**Table of Exercises**

* Theory (10 points)
    * [Exercise 6-2](#ex6-2)
    * [Exercise 6-4](#ex6-4)
    * [Exercise 6-5](#ex6-5)
    * [Exercise 6-7](#ex6-7)
    * [Exercise 6-8](#ex6-8)
* Practice (22 points)
    * [Exercise 6-1](#ex6-1)
    * [Exercise 6-3](#ex6-3)
    * [Exercise 6-6](#ex6-6)
    * [Exercise 6-9](#ex6-9)
    * [Exercise 6-10](#ex6-10)
    * [Exercise 6-11](#ex6-11)

**General notes**

* In this notebook you are expected to use $\LaTeX$
* Use python3.
* Use NLTK to read annotated data.
* **Document your code**: TAs are more likely to understand the steps if you document them. If you don't, it's also difficult to give you partial points for exercises that are not completely correct.

#   Symbols

Context-free grammars manipulate **symbols**, namely, **terminals** (or constants) and **nonterminals** (or variables).

For us, a **word** is an instance of a *terminal symbol* and **part-of-speech categories** as well as **phrasal categories** are instances of *nonterminals symbols*.

We will create classes to represent terminals and nonterminals separetely.

We start with a class for a general *Symbol*, this class does not do much, but it gives terminals and nonterminals a common interface.

```python
class Symbol:
    """
    A symbol in a grammar, this is an abstract class that does not do anything other than
        to establish the minimum interface of terminals and nonterminals.

    A symbol is an object much like a python string, but we don't need operations such as concatenation
     and other string operations. We just need to be able to compare symbols and check their identity.

    Some of the methods below must be implemented in classes that inherit from Symbol.
    """

    def __str__(self):
        """This method allows us to inspect the identity of the symbol"""
        raise NotImplementedError('Children classes must implement this method')

    def __hash__(self):
        """
        This returns a hash value, python needs this in order to
        use a Symbol in hash-based containers such as sets and dictionaries
        """
        raise NotImplementedError('Children classes must implement this method')

    def __eq__(self, other):
        """This returns whether or not two symbols are the same"""
        raise NotImplementedError('Children classes must implement this method')

    def __lt__(self, other):
        """
        This is necessary so that python can sort symbols lexicographically.
        We just delegate this comparison function to python, since it knows how to
            compare strings, we use the result of __str__ applied to each symbol.
        """
        return str(self) < str(other)

    def __repr__(self):
        """We just make __repr__ and __str__ return the same"""
        return str(self)
```

Now we can define a **Terminal** class, symbols of this type are simply words in the language.

```python
class Terminal(Symbol):
    """
    A type of Symbol that acts like a constant.

    A terminal is simply a container for a python string which represents the actual symbol.
    For example, a terminal symbol 'cat' simply contains the python string 'cat' in it.
    """

    def __init__(self, word: str):
        """
        word: a python string representing a word
        """
        self._word = word

    @property
    def word(self):
        return self._word

    def __str__(self):
        """
        We print terminals around single quotes, this gives a nice visual clue.
        If you need the underlying word (as a python string) and without the single quotes around it,
        then you need to use the property Terminal.word.
        """
        return "'%s'" % self._word

    def __hash__(self):
        """This is necessary in order for python to be able to use Terminal objects in sets and dictionaries"""
        # Python knows how to compute hash values for basic types (str, tuple, etc.), so
        #  we delegate to python this job
        # This is a good idea since we don't really know how to write good hash functions
        #  and the team of python developers must have put quite some work into it
        return hash(self._word)

    def __eq__(self, other: Symbol):
        """This is necessary if order for python to be able to compare terminals symbols"""
        # Two symbols are the same if they are both terminals
        #  and the words they stand for are also the same
        return isinstance(other, Terminal) and other._word == self._word

```

We can now define a **Nonterminal** class

```python
class Nonterminal(Symbol):
    """
    A type of Symbol that acts like a variable.

    A nonterminal is simply a container for a python string which represents the actual symbol.
    For example, a nonterminal symbol [NP] simply contains the python string 'NP' in it.
    """

    def __init__(self, category: str):
        """
        category: a python string representing a POS or phrasal category
        """
        self._category = category

    @property
    def category(self):
        return self._category

    def __str__(self):
        """
        We print nonterminals wrapped around squared brackets to make a visual clue.
        If you need the underlying category (as a python string) without the brackets around it,
         then you need to use the property Nonterminal.category.
        """
        return "[%s]" % self._category

    def __hash__(self):
        """Python can only hash objects that properly implement this method"""
        # Again we delegate to python the job of computing a hash value for our category
        return hash(self._category)

    def __eq__(self, other: Symbol):
        """Python needs this in order to compare nonterminal symbols"""
        # Two symbols are the same if they are both nonterminals
        #  and their categories are the same
        return isinstance(other, Nonterminal) and other._category == self._category
```

Let's now use our classes and see what we got so far.

Here is how we use *Terminal* objects

```python
Terminal('cat')
```

    'cat'

Note that we implemented `__eq__` and therefore we can test equality

```python
Terminal('cat') == Terminal('cat')
```

    True

```python
Terminal('cat') == Terminal('dog')
```

    False

we can also test inequality because by default python assumes this to be the result of negating what `__eq__` returns

```python
Terminal('cat') != Terminal('dog')
```

    True

and we can do all of the above with nonterminals as well

```python
Nonterminal('S')
```

    [S]

```python
Nonterminal('S') == Nonterminal('S')
```

    True

```python
Nonterminal('S') == Nonterminal('VP')
```

    False

```python
Nonterminal('S') != Nonterminal('VP')
```

    True

Because we've implemented `__eq__` and `__hash__` our symbols are *hashable* objects. This means that python will do the correct thing whenener we try to use these symbols in hash-based data structures such as sets and dictionaries.

Let's play a bit with sets:

```python
{Terminal('cat'), Terminal('cat'), Terminal('dog')}
```

    {'cat', 'dog'}

```python
{Nonterminal('S'), Nonterminal('NP'), Nonterminal('VP'),  Nonterminal('VP')}
```

    {[NP], [S], [VP]}

```python
# Here we make a small vocabulary of terminals
mini_t_vocab = {Terminal('cat'), Terminal('bird'), Terminal('dog')}
# and map terminals to an enumeration of the set
{x: i for i, x in enumerate(mini_t_vocab, 1)}
```

    {'bird': 3, 'cat': 2, 'dog': 1}

And let's also play a bit with dictionaries

```python
# Here we make a small vocabulary of nonterminals
mini_nt_vocab = {Nonterminal('S'), Nonterminal('NP'), Nonterminal('VP')}
# and map nonterminals to an enumeration of the set
{x: i for i, x in enumerate(mini_nt_vocab, 1)}
```

    {[NP]: 1, [S]: 3, [VP]: 2}

Obviously our objects can also be added to python lists, but for that we need no special treatment

```python
[Nonterminal('NP'), Terminal('and'), Nonterminal('NP')]
```

    [[NP], 'and', [NP]]

```python
cat = Terminal('cat')
issubclass(type(cat), Symbol)
```

    True

#  Rules

We are now ready to define context-free **rules** or context-free *productions*.

A context-free rule is an object of the kind $\text{X} \rightarrow \beta $ where
* $\text{X}$ is a nonterminal symbol
* and $\beta$ is a sequence of terminals and nonterminals

In python we can easily represent a rule as a container for a left-hand side (LHS) nonterminal and a right-hand side (RHS) sequence. Check the class below (in particular its documentation).

**Exercise 6-1** **[1 point]** Implement checks to validate that a rule is well-formed at construction time. In other words, read the documentation of the class `Rule` below and complete its constructor `__init__`.

```python
from collections import defaultdict

class Rule:
    """
    A Rule is just a container, in particular, a pair.

    It stores a LHS nonterminal and a RHS sequence of symbols.

    In general, RHS could be empty, but we will not implement such grammars.
    We will restrict the RHS to containing at least one symbol.

    """

    def __init__(self, lhs: Nonterminal, rhs: list):
        """
        Constructs a Rule: LHS -> RHS.

        We must validate that rules are well formed, that is, the LHS symbol is indeed a Nonterminal,
            the RHS is *not* empty and only contains Symbol (i.e. Terminal or Nonterminal) objects.

        lhs: the LHS nonterminal
        rhs: a sequence of RHS symbols
        """
        # ***IMPLEMENT SANITY CHECK HERE***
        # BEGIN-SOLUTION
        # ...
        # END-SOLUTION
        if not isinstance(lhs, Nonterminal):
            raise ValueError('The left hand side is not a Nonterminal symbol')
        if len(rhs) != 0:
            for item in rhs:
                if not issubclass(type(item), Symbol):
                    raise ValueError('The right hand side must only contain Symbol objects')
        else: raise ValueError('The right hand side can not be an empty list')
        self._lhs = lhs
        self._rhs = tuple(rhs)

    def __eq__(self, other: 'Rule'):
        """Two rules are the same if they have the same LHS and the same RHS"""
        return self._lhs == other._lhs and self._rhs == other._rhs

    def __hash__(self):
        """The hash value of the Rule is the hash value of the pair (LHS, RHS)"""
        # Once more we delegate the computation of the hash value to python
        return hash((self._lhs, self._rhs))

    def __str__(self):
        """We print rules using the notation LHS -> RHS"""
        return '%s -> %s' % (self._lhs, ' '.join(str(sym) for sym in self._rhs))

    def __repr__(self):
        return str(self)

    @property
    def lhs(self):
        """Returns the LHS nonterminal"""
        return self._lhs

    @property
    def rhs(self):
        """Returns the RHS sequence"""
        return self._rhs

    @property
    def arity(self):
        """Returns the arity (length of the RHS sequence)"""
        return len(self._rhs)
```

To use *Rule* objects, let's first create a few symbols

```python
S = Nonterminal('S')
NP = Nonterminal('NP')
VP = Nonterminal('VP')
cats = Terminal('cats')
run = Terminal('run')
```

which we can then combine into rules

```python
Rule(S, [NP, NP])
```

    [S] -> [NP] [NP]

```python
Rule(NP, [cats])
```

    [NP] -> 'cats'

```python
Rule(VP, [run])
```

    [VP] -> 'run'

```python
Rule(S, [NP, VP, Terminal('and'), VP])
```

    [S] -> [NP] [VP] 'and' [VP]

```python
r = Rule(S, [NP, NP, Terminal('.')])
print('Rule', r)
print('LHS', r.lhs)
print('RHS', r.rhs)
print('Arity', r.arity)
```

    Rule [S] -> [NP] [NP] '.'
    LHS [S]
    RHS ([NP], [NP], '.')
    Arity 3

We can now create a context-free grammar

#  Grammar

A context free grammar is again just a container, this time for context-free rules.

A grammar is formally specified by:

\begin{equation}
\mathfrak G = \langle \Sigma, \mathcal V, \text{S}, \mathcal R \rangle
\end{equation}

* a *finite set* of **terminals** which we denote $\Sigma$
* a *finite set* of **nonterminals** which we denote $\mathcal V$
* a distinguished nonterminal $\text{S}$ called the *start symbol*
* a *finite set* of context-free **rules** which we denote $\mathcal R$
    * each rule is of the form $v \rightarrow \beta$ for some $v \in \mathcal V$ and $\beta \in (\Sigma \cup \mathcal V)^a$
    * and $a$ is the **arity** of the grammar, that is, the size of the longest RHS sequence in a rule of the grammar

**Exercise 6-2** **[1 points]** If we have $|\Sigma|$ terminals, $|\mathcal V|$ nonterminals, and $a$ is the arity of the grammar, how many rules can there be asymptotically (use big-o-notation)? Explain the result rather than simply stating the solution.

$O(|\Sigma\times V|+|V|\times|\Sigma \cup \mathcal V|^a)$
- The first part $O(|\Sigma\times \mathcal V|)$ is the complexity of all the pre-terminal rules. This is because in the worst case each Nonterminal has a rule for each Terminal which results in a rulebook length of $|\Sigma\times \mathcal V|$
- The second part $O(|V|\times|\Sigma \cup \mathcal V|^a)$ is the complexity of all the phrase rules. We divide a phrase rule in left hand side and right hand side (lhs, rhs). The lhs can contain any Nonterminal symbol so has length $|\mathcal V|$, the rhs can contain both Terminal and Nonterminal symbols which is represented by the union of both sets. The right hand side can be $a$ long so we take the power of $a$ which results in $O(|\Sigma \cup \mathcal V|)$.
- The total $O(x)$ is the addition of the complexities of both rulesets

In python, we will implement a grammar as a container that behaves like a mixture of list, set, and dict. For example, it behaves like a list because we are able to iterate through the rules, it behaves like a set because we can check whether a rule belongs to the grammar, and it also behaves like a dictionary mapping a LHS Nonterminal to rules that have that nonterminal as their LHS symbol.

```python
from collections import defaultdict

class CFG:
    """
    A CFG is a container for rules.

    Internally we maintain a few sets:
    * _terminals: the set of terminal symbols
    * _nonterminal: the set of all nonterminal symbols
    * _preterminals: a subset of nonterminal symbols that correspond to POS categories

    We also maintain a set of rules: _rules

    We also maintain a dictionary whose keys are Nonterminal LHS symbols, and whose values are lists of rules.
    Thus, if X is a symbol, _rules_by_lhs[X] should return the list of rules that share that symbol as their
        LHS nonterminal.

    """

    def __init__(self, start_symbol: Nonterminal):
        if not isinstance(start_symbol, Nonterminal):
            raise ValueError('The start symbol must be a nonterminal')
        self._start = start_symbol
        # this should contain all rules of the grammar
        self._rules = set()
        # this should map a LHS symbol to a list of context-free rules rewriting that symbol
        self._rules_by_lhs = defaultdict(list)
        # this should contain all terminals
        self._terminals = set()
        # this should contain all nonterminals (including start symbol and preterminals)
        self._nonterminals = set()
        # this should contain only pre-terminals (that is, POS categories)
        self._preterminals = set()
        # length of the longest RHS
        self._arity = 0

    def add(self, rule: Rule):
        """
        Add a rule to the ruleset, unless the rule is already known.
        This method also updates the sets of symbols with the symbols in this rule.
        """
        if rule in self._rules:  # we do not add repeated rules
            return
        # add rule to ruleset
        self._rules.add(rule)
        # also maps it for convenience
        self._rules_by_lhs[rule.lhs].append(rule)
        # the rule's LHS is now part of the nonterminal set
        self._nonterminals.add(rule.lhs)
        # and we should also add all other symbols in the rule
        for sym in rule.rhs:
            if isinstance(sym, Terminal):  # terminals
                self._terminals.add(sym)
            else:  # nonterminals
                self._nonterminals.add(sym)
        # a preterminal rule has arity 1 and rewrites to a terminal
        if rule.arity == 1 and isinstance(rule.rhs[0], Terminal):
            self._preterminals.add(rule.lhs)
        # here we update the arity of the grammar
        if rule.arity > self._arity:
            self._arity = rule.arity

    def update(self, rules):
        """Adds a collection of rules to the grammar"""
        for rule in rules:
            self.add(rule)

    @property
    def start(self):
        return self._start

    @property
    def nonterminals(self):
        return self._nonterminals

    @property
    def preterminals(self):
        return self._preterminals

    @property
    def terminals(self):
        return self._terminals

    @property
    def arity(self):
        """Returns the arity of the longest rule"""
        return self._arity

    def __len__(self):
        """The size of the grammar in number of rules"""
        return len(self._rules)

    def __getitem__(self, lhs: Nonterminal):
        """Returns rules for a certain LHS symbol"""
        return self._rules_by_lhs.get(lhs, frozenset())

    def get(self, lhs: Nonterminal, default=frozenset()):
        """Return rules whose LHS is the given symbol"""
        return self._rules_by_lhs.get(lhs, frozenset())

    def can_rewrite(self, lhs: Nonterminal):
        """
        Whether a given nonterminal can be rewritten. In other words, do we know a rule whose LHS is this
         symbol?
        """
        return lhs in self._rules_by_lhs

    def __iter__(self):
        """Iterator over rules (in arbitrary order)"""
        return iter(self._rules)

    def items(self):
        """Iterator over pairs of the kind (LHS, rules rewriting LHS)"""
        return self._rules_by_lhs.items()

    def __str__(self):
        """Converts all rules to string"""
        lines = []
        # First rules for the start symbol
        for rule in self[self._start]:
            lines.append(str(rule))
        # Then other rules (except pre-terminal ones)
        for lhs, rules in sorted(self.items(), key=lambda pair: pair[0]):
            if lhs == self._start or lhs in self._preterminals:
                continue
            for rule in rules:
                lines.append(str(rule))
        # And finally the pre-terminal rules
        for pos in sorted(self._preterminals):
            for rule in self[pos]:
                lines.append(str(rule))
        # Now we concatenate them all
        return '\n'.join(lines)

    def __repr__(self):
        return 'CFG: start=%s n_terminals=%d n_nonterminals=%d n_rules=%d' % (
            self._start, len(self._terminals), len(self._nonterminals), len(self._rules)
        )
```

```python
def get_toy_grammar(np_cc_np=True, vp_cc_vp=True):
    # Some symbols
    S = Nonterminal('S')
    NP = Nonterminal('NP')
    N = Nonterminal('N')
    VP = Nonterminal('VP')
    V = Nonterminal('V')
    # Grammar
    G = CFG(S)
    # Phrasal rules
    G.add(Rule(S, [NP, VP]))
    G.add(Rule(NP, [N]))
    G.add(Rule(VP, [V]))
    # Preterminal rules
    G.add(Rule(N, [Terminal('cats')]))
    G.add(Rule(N, [Terminal('dogs')]))
    G.add(Rule(N, [Terminal('birds')]))
    G.add(Rule(V, [Terminal('run')]))
    G.add(Rule(V, [Terminal('bark')]))
    G.add(Rule(V, [Terminal('meow')]))
    G.add(Rule(V, [Terminal('chirp')]))
    # Making the grammar more complex
    if np_cc_np or vp_cc_vp:
        CC = Nonterminal('CC')
        G.add(Rule(CC, [Terminal('and')]))
        if np_cc_np:
            G.add(Rule(NP, [NP, CC, NP]))
        if vp_cc_vp:
            G.add(Rule(VP, [VP, CC, VP]))
    return G
```

```python
G = get_toy_grammar()
print(G)
```

    [S] -> [NP] [VP]
    [NP] -> [N]
    [NP] -> [NP] [CC] [NP]
    [VP] -> [V]
    [VP] -> [VP] [CC] [VP]
    [CC] -> 'and'
    [N] -> 'cats'
    [N] -> 'dogs'
    [N] -> 'birds'
    [V] -> 'run'
    [V] -> 'bark'
    [V] -> 'meow'
    [V] -> 'chirp'

Let's get a sense of how to use the CFG object.

```python
N = Nonterminal('N')
for rule in G[N]:
    print(rule)
```

    [N] -> 'cats'
    [N] -> 'dogs'
    [N] -> 'birds'

```python
for pos in G.preterminals:
    print('This is a POS category: %s' % pos)
```

    This is a POS category: [V]
    This is a POS category: [CC]
    This is a POS category: [N]

```python
S = Nonterminal('S')
print('We can rewrite the symbol %s: %s' % (S, G.can_rewrite(S)))
```

    We can rewrite the symbol [S]: True

```python
T = Nonterminal('T')
print('We can rewrite the symbol %s: %s' % (T, G.can_rewrite(T)))
```

    We can rewrite the symbol [T]: False

```python
print('We known %d rules to rewrite the symbol %s' % (len(G[N]), N))
```

    We known 3 rules to rewrite the symbol [N]

##  Generation

We can use CFG grammars to generate strings, the basic idea is really simple, we start from the grammars start symbol
\begin{align}
(1) \quad \langle \text{S} \rangle
\end{align}
then we randomly select a rule that rewrites it. Suppose that we have only 1 rule available `S -> NP VP`, then the only thing we can do at this point is to expand `S`
\begin{align}
(1) &\quad \langle \text{S} \rangle  \\
(2) &\quad \langle \text{NP} \, \text{VP} \rangle   \\
\end{align}

We then recursively repeat this procedure for the leftmost nonterminal. Suppose that we can rewrite `NP` as `N`, or `D N`, or `NP NP`. Then we would have to select one of those 3 options. Let's assume for now that we pick one of them uniformly at random. For example, suppose we choose `N`, then the derivation proceeds as follows:
\begin{align}
(1) &\quad \langle \text{S} \rangle \\
(2) &\quad \langle \text{NP} \, \text{VP} \rangle \\
(3) &\quad \langle \text{N} \, \text{VP} \rangle \\
\end{align}
we recursively repeat this procedure
\begin{align}
(1) &\quad \langle \text{S} \rangle \\
(2) &\quad \langle \text{NP} \, \text{VP} \rangle \\
(3) &\quad \langle \text{N} \, \text{VP} \rangle \\
(4) &\quad \langle \text{cats} \, \text{VP} \rangle \\
\end{align}
until we are left with terminal symbols only. For example
\begin{align}
(1) &\quad \langle \text{S} \rangle \\
(2) &\quad \langle \text{NP} \, \text{VP} \rangle \\
(3) &\quad \langle \text{N} \, \text{VP} \rangle \\
(4) &\quad \langle \text{cats} \, \text{VP} \rangle \\
(5) &\quad \langle \text{cats} \, \text{V} \rangle \\
(6) &\quad \langle \text{cats} \, \text{meow} \rangle \\
\end{align}

Then the sequence of rule applications (in *this order*)
\begin{align}
\langle \text{S} \rightarrow \text{NP} \, \text{VP} ,\\
\text{NP} \rightarrow \text{N} , \\
\text{N} \rightarrow \text{cats} , \\
\text{VP} \rightarrow \text{V} , \\
\text{V} \rightarrow \text{meow} \rangle
\end{align}
is our **derivation**, and the final sequence of words
\begin{equation}
\langle \text{cats}, \, \text{meow} \rangle
\end{equation}
is the **yield**.

Below you will implement this **depth-first traversal**, that is, a top-down and left-to-right recursion.

**Exercise 6-3** **[3 points]** Implement a recursive algorithm that randomly generates derivations and their yields from the start symbol of the grammar. For now, use a uniform distribution to select which rule rewrites a symbol whenever multiple rules are available.

* Guidelines: complete the function below (note that you can write additional functions which you can from within the function below, if you want).

```python
import numpy as np

def choose_uniformly(nb_objects):
    """
    This is a helper function that reminds you how to choose 1 of k objects uniformly.

    :param nb_objects: total number of objects to choose from
    :returns: an index from 0 to nb_objects - 1 (because we assumed 0-based indexing)
    """
    # and make a uniform distribution over them
    uniform_dist = np.ones(nb_objects) / nb_objects
    # we then select one of the available rules uniformly at random
    i = np.random.choice(nb_objects, p=uniform_dist)
    return i

def generate_uniform_sample(cfg: CFG):
    """
    Given a CFG,returns a derivation (and its yield) sampled top-down uniformly at random.

    Recall that a derivation is a depth-first traversal, that is,
        we always rewrite the leftmost nonterminal symbol first.

    :param cfg: a CFG grammar
    :returns: derivation (sequence of rules), yield (sequence of words)
    """
    sentence = (cfg.start,)
    derivation = [sentence]
    derivation = rewrite_symbol(cfg, derivation)
    return  derivation

def rewrite_symbol(cfg: CFG, derivation):
    sentence = derivation[-1]
    for i, sym in enumerate(sentence):
        if isinstance(sym, Nonterminal):
            if cfg.can_rewrite(sym):
                rewrites = cfg[sym]
                r = choose_uniformly(len(rewrites))
                new_sentence = sentence[:i] + rewrites[r].rhs + sentence[i+1:]
                derivation.append(new_sentence)
                return rewrite_symbol(cfg, derivation)

    return derivation

```

Let's generate a bit from this grammar.

Note: as we are sampling uniformly, sometimes the derivations might be quite long, to reduce that effect, let's play with a simpler grammar which allows noun phrases to grow recursively, but not verb phrases.

```python
G2 = get_toy_grammar(np_cc_np=True, vp_cc_vp=False)
generate_uniform_sample(G2)
# you will get something like the following (but of course this is a random example)
# (([S] -> [NP] [VP], [NP] -> [N], [N] -> 'cats', [VP] -> [V], [V] -> 'bark'), ('cats', 'bark'))
```

```python
G2 = get_toy_grammar(np_cc_np=True, vp_cc_vp=False)
der = generate_uniform_sample(G2)
print("Derivation:")
for i, r in enumerate(der):
    print('  ', i, r)
print("Sentence:", der[-1])
```

    Derivation:
       0 ([S],)
       1 ([NP], [VP])
       2 ([NP], [CC], [NP], [VP])
       3 ([N], [CC], [NP], [VP])
       4 ('dogs', [CC], [NP], [VP])
       5 ('dogs', 'and', [NP], [VP])
       6 ('dogs', 'and', [N], [VP])
       7 ('dogs', 'and', 'birds', [VP])
       8 ('dogs', 'and', 'birds', [V])
       9 ('dogs', 'and', 'birds', 'bark')
    Sentence: ('dogs', 'and', 'birds', 'bark')

For now we are sampling uniformly at each step, later we will give CFGs a probabilistic treatment.

# Recognisers

Now we want to design *recognisers*, that is, algorithms that can decide whether or not a string belongs to the language of the grammar.

The *language of the grammar* $L(\mathfrak G)$ is the set of all terminal strings that can be derived from the grammar's start symbol by application of grammar rules. Formally,

\begin{equation}
L(\mathfrak G) = \{\omega \in \Sigma^*: \text{S} \overset{*}{\Rightarrow} \omega\}
\end{equation}

We read this as:
* $\omega$ is a string of terminals, which we know because $\omega$ lives in the set of all strings, the set of all strings is denoted $\Sigma^*$ and $\omega \in \Sigma^*$ means that $\omega$ is one string in that set
* then the language $L(\mathfrak G)$ is a set of strings such that (denoted by $:$) each and every string in the language can be derived from the grammar's start symbol $\text{S}$

We can design recognisers that work top-down as well as bottom-up, that is, from start symbol to the strings or vice-versa.

##  Shift-Reduce

Shift-reduce is a bottom-up recogniser. The following deductive system completely specifies it:

\begin{align}
\text{Item} &\qquad [\alpha \, \bullet, i] \\
\text{Goal} &\qquad [\text{S} \, \bullet, n] \\
\text{Axiom} &\qquad [\bullet, 0] \\
\text{Shift} &\qquad \frac{[\alpha \, \bullet, i]}{[\alpha \, x_{i+1}, i + 1]} \\
\text{Reduce} & \qquad \frac{[\alpha \, \beta \, \bullet, i]}{[\alpha \, X, i]} \quad X \rightarrow \beta \in \mathcal R
\end{align}

Let's understand the *item* form
* we have a string $\alpha$ which is a (possibly empty) sequence of terminals and nonterminal symbols
* this string is typically known as a *stack*, that is the case because we typically use stacks to implement it
* and we have an integer $i \in [0, n]$ that denotes how many words of the input sentence we have parsed so far (from left-to-right)
* when $i=0$ we haven't yet parsed anything
* we interpret an item $[\alpha \bullet, i]$ as: *we have parsed $i$ words and we have justified them with the symbols in the stack $\alpha$*
* the dot $\bullet$ in the item does not really have a function, it just reminds us that the algorithm expands the string inside of the item from left-to-right

Let's understand the *goal*
* the goal is simply to parse the complete sentence, that is, parse $n$ input words
* and at the end of the algorithm we must have only the grammar's start symbol $\text{S}$ in the stack

Let's understand the *axioms*
* there's only a single axiom item, namely, an item that states that we have not yet parsed anything (and thus we have an empty stack)

Let's understand *shift*
* this inference rule simply pushes a terminal (a word) into the stack
* this means that the position $i$ advances by 1

Let's understand *reduce*
* this rule checks the top of the stack for a string that matches the RHS sequence of one of the grammar's rules
* if we find such a sequence $\beta$ and such a rule, e.g. $X \rightarrow \beta$, then we replace $\beta$ by $X$ in the top of the stack
* note that this rule does not advance over the string ($i$ does not change), it only *reduces* the size of the stack

In python, we implement shift-reduce by programming the item, the rules (i.e. axiom, shift, reduce), and the deduction loop. We use an agenda of *active* items in order to explore the space of valid inferences. The logic is simple, we must process every item exactly once and we must give every rule a chance to infer new items from existing ones.

We implement this parsing strategy below for you. Study it carefuly as it explains the general design necessary to implement deductive systems.

```python
from collections import deque

class ShiftReduce:
    """
    A bottom-up recogniser for epsilon-free CFGs.

    Here an Item is a pair (sequence, position) where
    * sequence is a tuple of terminals and nonterminals
    * position is a positive integer

    The algorithm is based on the deductive system specified above and we use one auxiliary data-structure
     to map from RHS sequences to sets of LHS. This kind of reverses the CFG internal dictionary of rules.
     We use this in order to make the check in the REDUCE rule a little easier to perform (see below).
    """

    def __init__(self, cfg: CFG):
        self._cfg = cfg
        # this reverses the CFG internal rule map
        # here we map from RHS to LHS
        # since there are many rules (with different LHS) that may produce the same RHS
        # we use a defaultdict of sets
        self._rhs_to_lhs = defaultdict(set)
        for r in self._cfg:
            self._rhs_to_lhs[r.rhs].add(r.lhs)

    def make_item(self, stack, position: int):
        """
        Returns a pair (stack, position)
        """
        return (stack, position)

    def axioms(self):
        """
        Returns a set of axiomatic items.
         In fact, we only have a single axiom: the empty-stack, 0-position item.
        """
        return {self.make_item(tuple(), 0)}

    def shift(self, item, sentence):
        """
        Returns a set of items according to the SHIFT rule.
         This is in fact either no item or a single item.
        """
        stack, position = item
        items = set()
        # shift
        if position < len(sentence):
            # expand the stack by pushing sentence[position] onto its top
            # we also advance the position variable
            items.add(self.make_item(stack + (sentence[position],), position + 1))
        return items

    def reduce(self, item):
        """
        Returns a set of new items according to the REDUCE rule.
        """
        # This is the current item
        stack, position = item
        new_items = set()
        for a in range(1, len(stack) + 1):  # we will inspect the top symbols in the stack
            # here we get the last a symbols
            suffix = stack[-a:]
            # and here everything else
            prefix = stack[: -a]
            # if there are rules that can cover this suffix
            for lhs in self._rhs_to_lhs.get(tuple(suffix), set()):
                # we replace the top of the stack with the LHS of those rules
                # and we do not touch the position variable
                new_items.add(self.make_item(tuple(prefix) + (lhs,), position))
            # there is no point in trying sequences longer than the grammar's arity
            if a >= self._cfg.arity:
                break
        return new_items

    def recognise(self, sentence):
        """
        Test whether a sentence belong to the language of the grammar.

        The general strategy with deductive systems is always the same:

            - we need to manage `active items`, some form of agenda of items to be processed
            - we also need some form or mechanism to track items that have already been discovered
            - then we exhaust the agenda with something like `while agenda`
            - we check whether we have derived the goal item, and if so, we return True
            - if we have not, we continue by trying to shift and reduce, which causes new items to become active

        :param sentence: a sequence of Terminal symbols
        :returns: True if S =>* sentence, False otherwise
        """
        # our agenda is a python double ended queue
        #  but it could well be a list, we are using deque so you learn about it
        agenda = deque(self.axioms())

        # we need to maintain a set of already discovered items,
        #  we use this to prevent adding the same item multiple times to the agenda
        #  as the agenda is not a hash-based object, searching through it would take too long
        #  (linear time on the agenda size)
        #  instead we use a set which has average access time O(1)
        discovered = set(agenda)

        # We iterate for as long as there are active items in the agenda
        while agenda:
            # we chose to pop from the agenda's end, which gives it a stack treatment
            # this is not necessarily the only alternative
            # we could have done agenda.popleft() which would give it a queue treatment
            # the stack treatment typically works a bit faster ;)
            item = agenda.pop()
            # recall the item form [\alpha, i]
            stack, position = item
            # GOAL: check whether this is the GOAL item: [S, n]
            if position == len(sentence) and len(stack) == 1 and stack[-1] == self._cfg.start:
                # we accept the sentence
                return True
            # SHIFT
            for new_item in self.shift(item, sentence):
                if new_item not in discovered:  # we never process an item twice
                    discovered.add(new_item)
                    agenda.append(new_item)
            # REDUCE
            for new_item in self.reduce(item):
                if new_item not in discovered:  # we never process an item twice
                    discovered.add(new_item)
                    agenda.append(new_item)

        return False
```

```python
recogniser = ShiftReduce(get_toy_grammar())
```

```python
recogniser.recognise([Terminal(w) for w in 'cats and dogs and birds run and meow and bark and chirp'.split()])
```

    True

```python
recogniser.recognise([Terminal(w) for w in 'cats and dogs and birds run and jump and bark and chirp'.split()])
```

    False

#  CKY

If we know our grammars obey to a certain form, such as *Chomsky Normal Form* (CNF) we can design efficient recognisers. One such recogniser is the CKY algorithm for CNF grammars.

**Exercise 6-4** **[2 points]** Describe a CNF grammar (do not simply state the conditions, explain them in English).

A CNF grammar is a grammar that only  consits of rules with at most a binary ruleset (no rule has more then two symbols in the rhs).
Chomsky states that every grammar can be weakly represented as a CNF grammar. This would greatly increase performance as a CNF only has a complexity of $O(|\Sigma \times \mathcal V| + |\mathcal V| \times |\Sigma \cup \mathcal V|^2)$

**Deductive system for CKY**

The following deductive system specifies the CKY parsing strategy

\begin{align}
\text{Item} &\qquad [i, X, j] \\
\text{Goal} &\qquad [0, \text{S}, n] \\
\text{Axiom} &\qquad [i, X, i + 1] \quad X \rightarrow x_i \in \mathcal R\\
\text{Merge} & \qquad \frac{[i, A, k] \, [k, B, j]}{[i, C, j]} \quad C \rightarrow A \, B \in \mathcal R
\end{align}

Now you will implement the CKY recogniser:
* we expect you to use as items a tuple such as `(start, nonterminal, end)`.

**Exercise 6-5** **[4 points]** Explain the following

* **[1 point]** CKY items
* **[1 point]** CKY goal
* **[1 point]** CKY axioms
* **[1 point]** CKY merge rule

- CKY item: $[i,X,j]$ where X is a symbol that is representative of the words on range $i + 1$ to $j$
- CKY goal: $[0,S,n]$ is the final state you want to reach. When item == goal you know that
- CKY axioms: $[i,X,i+1]$ are the preterminal rules that map from a nonterminal to a terminal.
- CKY merge rule: $\frac{[i, A, k] \, [k, B, j]}{[i, C, j]}$ If there is a rule in the form of $C \rightarrow A\, B$ rewrite the items of A and B as $[i,C,j]$. Where $\left(i+1, k\right]$ is the range of item A and $\left(k, j\right]$ is the range of item B so $\left(i, j\right]$ is the range of item C.

**Implementation**

**Exercise 6-6** **[9 points]** Here you will implement a CKY recogniser.

Start by carefully checking the documentation and relating each method to a part of the deductive system, then carefully study the form of the CKY item (which is implemented in the method `make_item`). Then solve the exercises below:

* **[1 point]** Implement the checks for CNF grammars in the constructor
* **[1 point]** Implement the GOAL check in the method `is_goal` (check the documentation)
* **[1 point]** Implement the axioms of the system in the method `axioms` (check the documentation)
* **[2 points]** Implement the rule *merge* in the method `merge` (check the documentation)
* **[3 points]** Implement the main loop in `recognise`
* **[1 point]** Show that you get the correct answers for the grammar in `get_toy_cnf_grammar` below and the following sentences:
    * `cats and dogs run`
    * `cats and dogs jump`
    * try some additional examples

```python
from collections import defaultdict, deque

class CKYRecogniser:
    """
    A CKY recogniser for CFGs in CNF which is implemented as a deductive system.
    """

    def __init__(self, cfg: CFG):
        """
        This constructs the recogniser for a certain grammar.

        You may use this as an opportunity to precompute certain quantities or cache certain objects
         if that helps you.

        You should make sure the input is indeed in CNF.

        :param cfg: a CFG in Chomsky Normal Form (CNF)
        """
        # Check if CFG in CNF form
        for rule in cfg:
            if not isinstance(rule.lhs, Nonterminal):
                raise ValueError("{} LHS must be nonterminal symbol".format(rule))

            if len(rule.rhs) > 2 or len(rule.rhs) < 1:
                raise ValueError("{} RHS must have length 1 or 2".format(rule))
            if len(rule.rhs) == 2:
                if not isinstance(rule.rhs[0], Nonterminal) or not isinstance(rule.rhs[1], Nonterminal):
                    raise ValueError("{} RHS with length 2 can only contain Nonterminal symbols".format(rule))
            if len(rule.rhs) == 1:
                if not isinstance(rule.rhs[0], Terminal):
                    raise ValueError("{} RHS with length 1 must be a Terminal symbol".format(rule))

        self._cfg = cfg
        # It is convenient to map from RHS to rules
        self._rhs_to_rules = defaultdict(set)
        for r in cfg:
            self._rhs_to_rules[r.rhs].add(r)

    def make_item(self, rule: Rule, start: int, end: int):
        """
        We can create items based on a rule which justifies a span of the sentence.
        :param rule: a Rule object
        :param start: an integer from 0 to n
        :param end: an integer from 0 to n (where end >= start)
        :returns: a CKY item represented as a tuple (start, rule.lhs, end)
        """
        return (start, rule.lhs, end)

    def get_category(self, item):
        """Returns the phrase category of the CKY item"""
        return item[1]

    def get_start(self, item):
        """Returns the start position of the CKY item"""
        return item[0]

    def get_end(self, item):
        """Returns the end position of the CKY item"""
        return item[2]

    def is_goal(self, item, n):
        """
        Test if this is a goal item
        :param item: a CKY item as returned by `make_item`
        :param n: length of the input sentence
        :returns: True if GOAL, False otherwise
        """
        # TYPE YOUR SOLUTION
#         print(item, type(item))
        S = Nonterminal('S')
        goal = (0, S, n)
        if item == goal:
            return True
        return False

    def axioms(self, sentence):
        """
        Return the axioms compatibe with a certain input sentence
        :param sentence: a sequence of Terminal objects
        :returns: a set of items
        """
        axioms = set()
        for i, word in enumerate(sentence):
            if not isinstance(word, Terminal):
                raise ValueError("{} is not a Terminal symbol".format(word))

            for rule in self._rhs_to_rules[(word,)]:
                item = self.make_item(rule, i, i+1)
                axioms.add(item)
        return axioms

    def merge(self, item1, item2):
        """
        Returns a set of inferred items based on the MERGE rule.
        :param item1: a CKY item as created by `make_item`
        :param item2: a CKY item as created by `make_item`

        Note that you need to make sure whether the MERGE rule applies at all,
         that is, item1 and item2 need to be adjacent. Also note that the items
         may have been passed to this function in opposite order.
        Examples of valid applications of the merge rule:
             * [1, X, 2] [2, Y, 3]: this is valid because one item ends where the other starts
             * [2, Y, 3] [1, X, 2]: this is also valid! because again one item (the second) ends where the other (the first) starts

        :returns: a set of items inferred by application of MERGE
        """
        # TYPE YOUR SOLUTION
        items = set()
        if item1[2] == item2[0] or item1[0] == item2[2]:
            i, X, k, Y, j = (None,)*5
            if item1[0] < item2[0]:
                (i, X, k),(_, Y, j) = item1, item2
            if item1[0] > item2[0]:
                (i, X, k),(_, Y, j) = item2, item1
            for rule in self._rhs_to_rules[(X, Y)]:
                item = self.make_item(rule, i, j)
                items.add(item)

        # returns empty set if not a valid merge
        return items

    def recognise(self, sentence):
        """
        Test whether a sentence belongs to the language of the grammar.

        Recall the general strategy:
            - maintain an agenda of items
            - explore items exhaustively
            - never put in the agenda an item that you have already discovered
            - stop whenever you manage to prove the GOAL item

        :param sentence: a sequence of Terminal objects
        :returns: True if S =>* sentence, False otherwise.
        """
        # TYPE YOUR SOLUTION
        #data.sort(key=lambda tup: tup[1])
        axioms = sorted(self.axioms(sentence), key=lambda tup: tup[0])

        agenda = deque(axioms)
        discovered = set()
#         i = len(agenda)
        while len(agenda) > 0:
            active = agenda.popleft()
#             print('active: ', active, end=',\t ')
#             print('agenda: ', agenda, end=',\n ')
#             print('\t\t\t discov: ', discovered)
#             print('\n')
            m = False
            for item in discovered:
                new = self.merge(active, item)
                if new:
                    m = True
                    # Append an arbitrary item to agenda
                    agenda.append(new.pop())
                    discovered.remove(item)
                    break
            if len(agenda) == 0:
#                 print(active, agenda, discovered, len(sentence))
                if self.is_goal(active, len(sentence)):

                    return True
            if not m:
                discovered.add(active)
        return False

```

A toy CNF grammar which you can use to test your implementation

```python
def get_toy_cnf_grammar():
    # Some symbols
    S = Nonterminal('S')
    NP = Nonterminal('NP')
    N = Nonterminal('N')
    VP = Nonterminal('VP')
    V = Nonterminal('V')
    CC = Nonterminal('CC')
    cnf = CFG(S)
    # Phrasal rules
    cnf.add(Rule(S, [NP, VP]))
    cnf.add(Rule(S, [NP, V]))
    cnf.add(Rule(S, [N, VP]))
    cnf.add(Rule(S, [N, V]))
    cnf.add(Rule(NP, [N, NP]))
    cnf.add(Rule(NP, [CC, N]))
    cnf.add(Rule(VP, [V, VP]))
    cnf.add(Rule(VP, [CC, V]))
    # Preterminal rules
    cnf.add(Rule(N, [Terminal('cats')]))
    cnf.add(Rule(N, [Terminal('dogs')]))
#     cnf.add(Rule(V, [Terminal('dogs')]))
    cnf.add(Rule(N, [Terminal('birds')]))
    cnf.add(Rule(V, [Terminal('run')]))
    cnf.add(Rule(V, [Terminal('bark')]))
    cnf.add(Rule(V, [Terminal('meow')]))
    cnf.add(Rule(V, [Terminal('chirp')]))
    cnf.add(Rule(CC, [Terminal('and')]))
    return cnf
print(get_toy_cnf_grammar())
```

    [S] -> [NP] [VP]
    [S] -> [NP] [V]
    [S] -> [N] [VP]
    [S] -> [N] [V]
    [NP] -> [N] [NP]
    [NP] -> [CC] [N]
    [VP] -> [V] [VP]
    [VP] -> [CC] [V]
    [CC] -> 'and'
    [N] -> 'cats'
    [N] -> 'dogs'
    [N] -> 'birds'
    [V] -> 'run'
    [V] -> 'bark'
    [V] -> 'meow'
    [V] -> 'chirp'

```python
cky = CKYRecogniser(get_toy_cnf_grammar())
# Try these
print(cky.recognise([Terminal(w) for w in 'cats and dogs run'.split()]))
print(cky.recognise([Terminal(w) for w in 'cats and dogs jump'.split()]))
# And some more
```

    True
    False

#   PCFG

A probabilistic CFG is a simple extension to CFGs where we assign a joint probability distribution over the space of context-free *derivations*.

A random **derivation** $D = \langle R_1, \ldots, R_m \rangle$ is a sequence of $m$ *random rule applications*.
A random rule is a pair of a random LHS nonterminal $V$ and a random RHS sequence $\beta$, where $V \rightarrow \beta$ corresponds to a valid rule in the grammar.

We assume that a derivation is generated one rule at a time and each rule is generated independently. Moreover, the probability value of a rule is given by a conditional probability distribution over RHS sequences given LHS nonterminal.

\begin{align}
P_{D|M}(r_1^m|m) &= \prod_{i=1}^m P_R(r_i) \\
 &= \prod_{i=1}^m P_{\text{RHS}|\text{LHS}}(\beta_i | v_i)\\
 &= \prod_{i=1}^m \text{Cat}(\beta_i | \boldsymbol \theta^{v_i})\\
 &= \prod_{i=1}^m \theta_{v_i \rightarrow \beta_i}\\
\end{align}

**Exercise 6-7** **[1 point]** How many parameters are there in this model? Express your answer in big-o-notation as a function of sizes of terminal and nonterminal sets as well as the grammar's arity (note that we are not assuming CNF grammars here).

$O(( |\mathcal V| \times |\Sigma \cup \mathcal V|^a) \times m)$
- The complexity of $P_R$ = $O( |\mathcal V| \times |\Sigma \cup \mathcal V|^a)$.
- We take $m$ random rules so times $m$

**Exercise 6-8** **[2 points]** If our grammar were in CNF form, then how many parameters would we have?

$O(( |\mathcal V| \times |\Sigma \cup \mathcal V|^2) \times m)$
- CNF only has arity of 2 so $a = 2$

**Implementation**

We can implement PCFGs rather easily by pairing a CFG grammar with a dictionary mapping from rules to their probabilities. But we must remember that for each given LHS symbol, the probability values of all of its rewriting rules must sum to 1.

\begin{equation}
\sum_{\beta} \theta_{v \rightarrow \beta} = 1
\end{equation}

Below we have an example of how we could code the necessary cpds for our toy grammar

```python
def get_toy_pcfg():
    cfg = get_toy_grammar(np_cc_np=True, vp_cc_vp=True)
    # Some symbols
    S = Nonterminal('S')
    NP = Nonterminal('NP')
    N = Nonterminal('N')
    VP = Nonterminal('VP')
    V = Nonterminal('V')
    CC = Nonterminal('CC')
    p_R = {
        S: {
            Rule(S, [NP, VP]): 1.0,
        },
        # NP -> *
        NP: {
            Rule(NP, [NP, CC, NP]): 0.2,
            Rule(NP, [N]): 0.8,
        },
        # VP -> *
        VP: {
            Rule(VP, [VP, CC, VP]): 0.1,
            Rule(VP, [V]): 0.9,
        },
        # N -> *
        N: {
            Rule(N, [Terminal('cats')]): 0.3,
            Rule(N, [Terminal('dogs')]): 0.5,
            Rule(N, [Terminal('birds')]): 0.2,
        },
        # V -> *
        V: {
            Rule(V, [Terminal('run')]) : 0.4,
            Rule(V, [Terminal('bark')]): 0.25,
            Rule(V, [Terminal('meow')]): 0.25,
            Rule(V, [Terminal('chirp')]): 0.1,
        },
        CC: {
            Rule(CC, [Terminal('and')]): 1.0,
        }
    }
    return cfg, p_R
```

Let's have a look at what we got

```python
cfg, p_R = get_toy_pcfg()
print('CFG')
print(cfg)
print('P_R')
for lhs, cpd in p_R.items():
    total_prob = 0.0
    for rule, prob in cpd.items():
        print('%.2f' % prob, rule)
        total_prob += prob
    print('LHS %s Total probability %.2f' % (lhs, total_prob))
```

    CFG
    [S] -> [NP] [VP]
    [NP] -> [N]
    [NP] -> [NP] [CC] [NP]
    [VP] -> [V]
    [VP] -> [VP] [CC] [VP]
    [CC] -> 'and'
    [N] -> 'cats'
    [N] -> 'dogs'
    [N] -> 'birds'
    [V] -> 'run'
    [V] -> 'bark'
    [V] -> 'meow'
    [V] -> 'chirp'
    P_R
    0.10 [V] -> 'chirp'
    0.25 [V] -> 'bark'
    0.40 [V] -> 'run'
    0.25 [V] -> 'meow'
    LHS [V] Total probability 1.00
    0.20 [NP] -> [NP] [CC] [NP]
    0.80 [NP] -> [N]
    LHS [NP] Total probability 1.00
    0.30 [N] -> 'cats'
    0.20 [N] -> 'birds'
    0.50 [N] -> 'dogs'
    LHS [N] Total probability 1.00
    1.00 [CC] -> 'and'
    LHS [CC] Total probability 1.00
    1.00 [S] -> [NP] [VP]
    LHS [S] Total probability 1.00
    0.10 [VP] -> [VP] [CC] [VP]
    0.90 [VP] -> [V]
    LHS [VP] Total probability 1.00

**Exercise 6-9** **[3 points]** Implement a function that generates samples from the grammar respecting a certain specification of $P_R$. *Tip:* this is very similar to uniform generation, but instead of choosing rules uniformly at random, we should choose them according to the given cpds.

```python
def generate_sample(cfg: CFG, cpds):
    """
    Given a CFG,returns a derivation (and its yield) sampled top-down uniformly at random.

    Recall that a derivation is a depth-first traversal, that is,
        we always rewrite the leftmost nonterminal symbol first.

    :param cfg: a CFG grammar
    :param cpds: a dictionary mapping a LHS to a cpd
        where each cpd is a dictionary mapping rules to probabilities
        see the output of get_toy_pcfg above
    :returns: derivation (sequence of rules), yield (sequence of words)
    """

    sentence = (cfg.start,)
    derivation = [sentence]
    derivation = rewrite_symbol(cfg, derivation, cpds)
    return  derivation

def rewrite_symbol(cfg: CFG, derivation, cpds):
    sentence = derivation[-1]
    for i, sym in enumerate(sentence):
        if isinstance(sym, Nonterminal):
            if cfg.can_rewrite(sym):
                rewrites = cfg[sym]
                probs = cpds[sym]
                rule = choose_with_cpd(probs)
                new_sentence = sentence[:i] + rule.rhs + sentence[i+1:]
                derivation.append(new_sentence)
                return rewrite_symbol(cfg, derivation, cpds)

    return derivation[-1]

def choose_with_cpd(probs):
    p = np.random.uniform()
    s = 0

    for rule, v in probs.items():
        s += v
        if p <= s:
            return rule

```

```python
cfg, p_R = get_toy_pcfg()
sample = generate_sample(cfg, p_R)
print(sample)

```

    ('cats', 'run')

**Exercise 6-10** **[2 points]** A correct implementation should produce strings with certain patterns.  Get a large sample from your grammar (e.g. 1000 samples) and verify the following patterns.

* **[1 point]** Sentences of the kind: "... and ...". The terminal `and` can only be generated by `CC`, which appears in 20% of the derivations containing `NP` and 10% of the derivations containing `VP`. Since every derivation contains at least one NP and at least one VP, we expect about 30% of the strings to match this pattern.
* **[1 point]** According to our toy grammar, every sentence has at least one verb, and we can see from the distribution over verbs that running is the most popular thing to do amongst these animals. We expect about 40% of the strings to contain `run`.

```python
count_and = 0
count_run = 0
n = 1000
for i in range(n):
    sample = generate_sample(cfg, p_R)
    if Terminal('and') in sample:
        count_and += 1
    if Terminal('run') in sample:
        count_run += 1

print("Percentage of time 'and' in generated sample: {}%".format(100*count_and/n))
print("Percentage of time 'run' in generated sample: {}%".format(100*count_run/n))

```

    Percentage of time 'and' in generated sample: 26.3%
    Percentage of time 'run' in generated sample: 45.6%

In the rest of this this lab we will then consider the question:
* how do estimate $P_R$ from data?

Next lab we will investigate questions such as:
* how do parse existing sentences with a CFG?
* how do we predict a good tree?

#   MLE

Now we can get a treebank from NLTK and compute maximum likelihood estimates for the various Categorical distributions.

For a given rule $v \rightarrow \beta$, the maximum likelihood estimate is
\begin{equation}
\theta_{v \rightarrow \beta} = \frac{\text{count}_R(v \rightarrow \beta)}{\sum_{\beta'} \text{count}_R(v \rightarrow \beta')} = \frac{\text{count}_R(v \rightarrow \beta)}{\text{count}_V(v) }
\end{equation}

We will work with **smoothed** lexical distributions. This means we will only smooth **preterminal** rules, that is,  rules where the LHS is a POS category and the RHS is a single terminal.

For such preterminal rules the smoothed MLE solution is
\begin{equation}
\theta_{v \rightarrow x} = \frac{\text{count}_R(v \rightarrow \beta) + \alpha}{\text{count}_V(v) +|\Sigma|\times \alpha }
\end{equation}

For smoothing to work we have to add an unknown word to the vocabulary of terminals of the grammar, as well as preterminals rules that map from POS categories to this unknown word.

Below we will use annotated data from NLTK. For that we have a few example of how to read data and we have provided code that converts from nltk internal objects to objects we have defined in this notebook.

```python
from nltk.corpus import treebank
treebank = treebank.parsed_sents()
```

```python
training_parses = treebank[:3000]
print(len(training_parses))
```

    3000

```python
test_parses = treebank[3000:3900]
len(test_parses)
```

    900

```python
dev_parses = treebank[3900:]
len(dev_parses)
```

    14

```python
# You can visualise a tree as an image
dev_parses[0]
```

```python
# and you can also visualise it as a nested bracketed string
print(dev_parses[0])
```

    (S
      (NP-SBJ
        (CD Two)
        (VBG leading)
        (NN constitutional-law)
        (NNS experts))
      (VP
        (VBD said)
        (SBAR
          (-NONE- 0)
          (S
            (NP-SBJ (NNP President) (NNP Bush))
            (VP
              (VBZ does)
              (RB n't)
              (VP
                (VB have)
                (NP
                  (DT the)
                  (JJ legal)
                  (NN authority)
                  (S
                    (NP-SBJ (-NONE- *))
                    (VP
                      (TO to)
                      (VP
                        (VB exercise)
                        (NP (DT a) (JJ line-item) (NN veto)))))))))))
      (. .))

Below we convert from nltk CFG production object to our own Rule object

```python
import nltk
from nltk.grammar import Nonterminal as NLTKNonterminal

def convert_nltk_rule(nltk_rule) -> Rule:
    """Here we convert from nltk production object to our own Rule object"""
    lhs = Nonterminal(str(nltk_rule.lhs()))
    rhs = []
    for sym in nltk_rule.rhs():
        if isinstance(sym, NLTKNonterminal):
            rhs.append(Nonterminal(str(sym)))
        else:
            rhs.append(Terminal(str(sym)))
    return Rule(lhs, rhs)
```

Here we make a CFG by inspecting the rules used in a treebank

```python
def make_cfg(parse_trees, max_arity=4, start=Nonterminal('S')):
    """
    Here we make a CFG by collecting rules used to in a treebank.
    We impose a maximum arity because some annotated rules are incredibly long!

    :param parse_trees: a collection of nltk trees
    :param max_arity: maximum arity we want for our grammar (we discard rules longer than this)
    :param start: the nonterminal that starts derivations in this grammar
        - Penn treebank uses S as start symbol
    :returns: a CFG object containing all rules used in parse_trees if they are not longer than what we want
    """
    cfg = CFG(start)
    for nltk_tree in parse_trees:
        for nltk_rule in nltk_tree.productions():
            rule = convert_nltk_rule(nltk_rule)
            if rule.arity <= max_arity:
                cfg.add(rule)
    return cfg
```

```python
ptb_grammar = make_cfg(training_parses, max_arity=4)
```

```python
print('PTB')
print(len(ptb_grammar), 'rules')
print(len(ptb_grammar.terminals), 'terminal')
print(len(ptb_grammar.nonterminals), 'nonterminal')
print(len(ptb_grammar.preterminals), 'preterminals')
print('arity', ptb_grammar.arity)
print(ptb_grammar.preterminals)
```

    PTB
    17537 rules
    10779 terminal
    668 nonterminal
    46 preterminals
    arity 4
    {[VBN], [.], [POS], [EX], [PRP$], [JJ], [NNP], [VBG], [RP], [PRP], [:], [UH], [VBP], [JJS], [#], [RBR], [NN], [VBD], [LS], [MD], [-LRB-], [TO], [``], [IN], [PDT], [DT], [NNPS], [RB], [,], [''], [CC], [WDT], [$], [WP], [NNS], [-RRB-], [JJR], [WP$], [SYM], [CD], [WRB], [FW], [VBZ], [VB], [RBS], [-NONE-]}

**Implementation** Now you will implement MLE for PCFGs with lexical smoothing.

**Exercise 6-11** **[4 points]** MLE for PCFGs

* **[1 point]** Start by implementing `count_rules` below to gather counts from the data. Organise counts in a data structure similar to our $P_R$ in `get_toy_pcfg`, that is, a dictionary of dictionaries where the outer dict maps LHS to Rule objects, the inner dict maps from a Rule object to its count in the data.
* **[1 point]** Implement Laplace smoothing for pre-terminal rules in `add_pseudo_counts_and_unk_rules`
* **[1 point]** Estimate MLE parameters using the treebank `training_parses` above (first 3000 examples of NLTK's PTB data), and save your MLE solutions to a file where each line contains ```PROB LHS -> RHS```, make sure your file is sorted by LHS (lexicographically) and then by probability value (best first). Example:

```
0.6 NP -> N
0.4 NP -> D N
0.9 S -> NP VP
0.1 S -> VP
0.5 VP -> V
0.5 VP -> VP VP
```
* **[1 point]** Show examples of string generated by sampling from the grammar using the function `generate_sample` you implemented earlier.

```python
from collections import defaultdict
def count_rules(parse_trees, max_arity=4):
    """
    Gather counts necessary for MLE.
    :param parse_trees: a collection of nltk parse trees
        - TIP: use the convertion function we provided
    :returns: counts as a dictionary of dictionaries mapping from LHS to RULE to count
    """
    joint_count = dict()
    for nltk_tree in parse_trees:
        for nltk_rule in nltk_tree.productions():
            rule = convert_nltk_rule(nltk_rule)
            if rule.arity <= max_arity:
                if rule.lhs not in joint_count:
                    joint_count[rule.lhs] = defaultdict(int)
                joint_count[rule.lhs][rule] += 1
    return joint_count
```

```python
# joint_counts = count_rules(training_parses)
```

```python
def add_pseudo_counts_and_unk_rules(cfg: CFG, joint_counts, alpha: float, unk_str='<unk>'):
    """
    Add pseudo counts for Laplace smoothing of pre-terminal rules.

    This function should update `joint_counts` with pseudo counts whenever appropriate.
    Recall that you have to create an unk Terminal and you have to add unk rules to the grammar.

    :param cfg: CFG
    :param joint_counts: dictionary of dictionaries from `count_rules` above where
        joint_counts[X][r] is the count of a rule r whose LHS is X
    :param alpha: Laplace smoothing constant
    :param unk_str: the string for unknown terminals
    """
    for key, rules in joint_counts.items():
        if key in cfg.preterminals:
            for rule in rules:
                joint_counts[key][rule] += alpha
            unk_rule = Rule(key, [Terminal(unk_str)])
            joint_counts[key][unk_rule] = alpha

    return joint_counts
```

```python
# Try the following
# add_pseudo_counts_and_unk_rules(ptb_grammar, joint_counts, 1.)
```

    {[#]: defaultdict(int, {[#] -> '#': 15.0, [#] -> '<unk>': 1.0}),
     [$]: defaultdict(int,
                 {[$] -> '$': 466.0,
                  [$] -> '<unk>': 1.0,
                  [$] -> 'C$': 4.0,
                  [$] -> 'US$': 5.0}),
     ['']: defaultdict(int,
                 {[''] -> ''': 11.0, [''] -> '''': 595.0, [''] -> '<unk>': 1.0}),
     [,]: defaultdict(int,
                 {[,] -> ',': 3781.0, [,] -> '<unk>': 1.0, [,] -> 'Wa': 3.0}),
     [-LRB-]: defaultdict(int,
                 {[-LRB-] -> '-LCB-': 15.0,
                  [-LRB-] -> '-LRB-': 77.0,
                  [-LRB-] -> '<unk>': 1.0}),
     [-NONE-]: defaultdict(int,
                 {[-NONE-] -> '*': 775.0,
                  [-NONE-] -> '*-1': 837.0,
                  [-NONE-] -> '*-10': 4.0,
                  [-NONE-] -> '*-100': 3.0,
                  [-NONE-] -> '*-101': 3.0,
                  [-NONE-] -> '*-102': 4.0,
                  [-NONE-] -> '*-103': 3.0,
                  [-NONE-] -> '*-104': 3.0,
                  [-NONE-] -> '*-105': 3.0,
                  [-NONE-] -> '*-106': 3.0,
                  [-NONE-] -> '*-107': 3.0,
                  [-NONE-] -> '*-108': 3.0,
                  [-NONE-] -> '*-109': 3.0,
                  [-NONE-] -> '*-11': 4.0,
                  [-NONE-] -> '*-110': 3.0,
                  [-NONE-] -> '*-111': 3.0,
                  [-NONE-] -> '*-112': 3.0,
                  [-NONE-] -> '*-113': 3.0,
                  [-NONE-] -> '*-114': 3.0,
                  [-NONE-] -> '*-115': 3.0,
                  [-NONE-] -> '*-116': 3.0,
                  [-NONE-] -> '*-117': 3.0,
                  [-NONE-] -> '*-118': 3.0,
                  [-NONE-] -> '*-119': 3.0,
                  [-NONE-] -> '*-12': 4.0,
                  [-NONE-] -> '*-120': 3.0,
                  [-NONE-] -> '*-121': 3.0,
                  [-NONE-] -> '*-122': 3.0,
                  [-NONE-] -> '*-123': 3.0,
                  [-NONE-] -> '*-124': 3.0,
                  [-NONE-] -> '*-125': 3.0,
                  [-NONE-] -> '*-126': 3.0,
                  [-NONE-] -> '*-127': 3.0,
                  [-NONE-] -> '*-128': 4.0,
                  [-NONE-] -> '*-129': 3.0,
                  [-NONE-] -> '*-13': 4.0,
                  [-NONE-] -> '*-130': 3.0,
                  [-NONE-] -> '*-131': 3.0,
                  [-NONE-] -> '*-132': 3.0,
                  [-NONE-] -> '*-133': 3.0,
                  [-NONE-] -> '*-134': 3.0,
                  [-NONE-] -> '*-135': 3.0,
                  [-NONE-] -> '*-136': 3.0,
                  [-NONE-] -> '*-137': 3.0,
                  [-NONE-] -> '*-138': 3.0,
                  [-NONE-] -> '*-139': 3.0,
                  [-NONE-] -> '*-14': 4.0,
                  [-NONE-] -> '*-140': 3.0,
                  [-NONE-] -> '*-141': 3.0,
                  [-NONE-] -> '*-142': 3.0,
                  [-NONE-] -> '*-144': 3.0,
                  [-NONE-] -> '*-145': 3.0,
                  [-NONE-] -> '*-146': 3.0,
                  [-NONE-] -> '*-147': 3.0,
                  [-NONE-] -> '*-149': 3.0,
                  [-NONE-] -> '*-15': 4.0,
                  [-NONE-] -> '*-150': 3.0,
                  [-NONE-] -> '*-151': 3.0,
                  [-NONE-] -> '*-152': 3.0,
                  [-NONE-] -> '*-153': 3.0,
                  [-NONE-] -> '*-154': 3.0,
                  [-NONE-] -> '*-155': 3.0,
                  [-NONE-] -> '*-156': 3.0,
                  [-NONE-] -> '*-157': 3.0,
                  [-NONE-] -> '*-158': 3.0,
                  [-NONE-] -> '*-159': 3.0,
                  [-NONE-] -> '*-16': 4.0,
                  [-NONE-] -> '*-160': 3.0,
                  [-NONE-] -> '*-161': 3.0,
                  [-NONE-] -> '*-162': 3.0,
                  [-NONE-] -> '*-163': 4.0,
                  [-NONE-] -> '*-164': 3.0,
                  [-NONE-] -> '*-165': 3.0,
                  [-NONE-] -> '*-166': 3.0,
                  [-NONE-] -> '*-17': 4.0,
                  [-NONE-] -> '*-18': 4.0,
                  [-NONE-] -> '*-19': 4.0,
                  [-NONE-] -> '*-2': 290.0,
                  [-NONE-] -> '*-20': 4.0,
                  [-NONE-] -> '*-21': 4.0,
                  [-NONE-] -> '*-22': 4.0,
                  [-NONE-] -> '*-23': 4.0,
                  [-NONE-] -> '*-24': 4.0,
                  [-NONE-] -> '*-25': 5.0,
                  [-NONE-] -> '*-26': 4.0,
                  [-NONE-] -> '*-27': 4.0,
                  [-NONE-] -> '*-28': 4.0,
                  [-NONE-] -> '*-29': 4.0,
                  [-NONE-] -> '*-3': 103.0,
                  [-NONE-] -> '*-30': 3.0,
                  [-NONE-] -> '*-31': 4.0,
                  [-NONE-] -> '*-32': 4.0,
                  [-NONE-] -> '*-33': 4.0,
                  [-NONE-] -> '*-34': 4.0,
                  [-NONE-] -> '*-35': 4.0,
                  [-NONE-] -> '*-36': 4.0,
                  [-NONE-] -> '*-37': 4.0,
                  [-NONE-] -> '*-38': 4.0,
                  [-NONE-] -> '*-39': 4.0,
                  [-NONE-] -> '*-4': 24.0,
                  [-NONE-] -> '*-40': 4.0,
                  [-NONE-] -> '*-41': 4.0,
                  [-NONE-] -> '*-42': 4.0,
                  [-NONE-] -> '*-43': 4.0,
                  [-NONE-] -> '*-44': 4.0,
                  [-NONE-] -> '*-45': 4.0,
                  [-NONE-] -> '*-46': 4.0,
                  [-NONE-] -> '*-47': 4.0,
                  [-NONE-] -> '*-48': 4.0,
                  [-NONE-] -> '*-49': 4.0,
                  [-NONE-] -> '*-5': 10.0,
                  [-NONE-] -> '*-50': 4.0,
                  [-NONE-] -> '*-51': 4.0,
                  [-NONE-] -> '*-52': 6.0,
                  [-NONE-] -> '*-53': 4.0,
                  [-NONE-] -> '*-54': 4.0,
                  [-NONE-] -> '*-55': 4.0,
                  [-NONE-] -> '*-56': 4.0,
                  [-NONE-] -> '*-57': 4.0,
                  [-NONE-] -> '*-58': 3.0,
                  [-NONE-] -> '*-59': 4.0,
                  [-NONE-] -> '*-6': 5.0,
                  [-NONE-] -> '*-60': 4.0,
                  [-NONE-] -> '*-61': 4.0,
                  [-NONE-] -> '*-62': 4.0,
                  [-NONE-] -> '*-63': 4.0,
                  [-NONE-] -> '*-64': 5.0,
                  [-NONE-] -> '*-66': 3.0,
                  [-NONE-] -> '*-67': 4.0,
                  [-NONE-] -> '*-68': 4.0,
                  [-NONE-] -> '*-69': 4.0,
                  [-NONE-] -> '*-7': 5.0,
                  [-NONE-] -> '*-70': 4.0,
                  [-NONE-] -> '*-71': 4.0,
                  [-NONE-] -> '*-72': 4.0,
                  [-NONE-] -> '*-73': 5.0,
                  [-NONE-] -> '*-74': 4.0,
                  [-NONE-] -> '*-75': 3.0,
                  [-NONE-] -> '*-76': 4.0,
                  [-NONE-] -> '*-77': 3.0,
                  [-NONE-] -> '*-78': 4.0,
                  [-NONE-] -> '*-79': 4.0,
                  [-NONE-] -> '*-8': 4.0,
                  [-NONE-] -> '*-80': 5.0,
                  [-NONE-] -> '*-81': 4.0,
                  [-NONE-] -> '*-82': 3.0,
                  [-NONE-] -> '*-83': 4.0,
                  [-NONE-] -> '*-84': 4.0,
                  [-NONE-] -> '*-85': 4.0,
                  [-NONE-] -> '*-86': 3.0,
                  [-NONE-] -> '*-87': 4.0,
                  [-NONE-] -> '*-88': 3.0,
                  [-NONE-] -> '*-89': 3.0,
                  [-NONE-] -> '*-9': 4.0,
                  [-NONE-] -> '*-90': 3.0,
                  [-NONE-] -> '*-91': 3.0,
                  [-NONE-] -> '*-92': 3.0,
                  [-NONE-] -> '*-93': 3.0,
                  [-NONE-] -> '*-94': 3.0,
                  [-NONE-] -> '*-95': 3.0,
                  [-NONE-] -> '*-96': 3.0,
                  [-NONE-] -> '*-97': 3.0,
                  [-NONE-] -> '*-98': 4.0,
                  [-NONE-] -> '*-99': 3.0,
                  [-NONE-] -> '*?*': 47.0,
                  [-NONE-] -> '*EXP*-1': 28.0,
                  [-NONE-] -> '*EXP*-2': 8.0,
                  [-NONE-] -> '*EXP*-3': 5.0,
                  [-NONE-] -> '*ICH*-1': 62.0,
                  [-NONE-] -> '*ICH*-2': 33.0,
                  [-NONE-] -> '*ICH*-3': 12.0,
                  [-NONE-] -> '*ICH*-4': 7.0,
                  [-NONE-] -> '*NOT*': 3.0,
                  [-NONE-] -> '*PPA*-1': 3.0,
                  [-NONE-] -> '*PPA*-2': 3.0,
                  [-NONE-] -> '*PPA*-3': 3.0,
                  [-NONE-] -> '*RNR*-1': 28.0,
                  [-NONE-] -> '*RNR*-2': 5.0,
                  [-NONE-] -> '*RNR*-4': 4.0,
                  [-NONE-] -> '*T*-1': 629.0,
                  [-NONE-] -> '*T*-10': 4.0,
                  [-NONE-] -> '*T*-100': 3.0,
                  [-NONE-] -> '*T*-101': 3.0,
                  [-NONE-] -> '*T*-102': 3.0,
                  [-NONE-] -> '*T*-103': 3.0,
                  [-NONE-] -> '*T*-104': 3.0,
                  [-NONE-] -> '*T*-105': 3.0,
                  [-NONE-] -> '*T*-106': 3.0,
                  [-NONE-] -> '*T*-107': 3.0,
                  [-NONE-] -> '*T*-108': 3.0,
                  [-NONE-] -> '*T*-109': 3.0,
                  [-NONE-] -> '*T*-11': 4.0,
                  [-NONE-] -> '*T*-110': 3.0,
                  [-NONE-] -> '*T*-111': 3.0,
                  [-NONE-] -> '*T*-112': 3.0,
                  [-NONE-] -> '*T*-113': 3.0,
                  [-NONE-] -> '*T*-114': 3.0,
                  [-NONE-] -> '*T*-115': 3.0,
                  [-NONE-] -> '*T*-116': 3.0,
                  [-NONE-] -> '*T*-117': 3.0,
                  [-NONE-] -> '*T*-118': 3.0,
                  [-NONE-] -> '*T*-119': 3.0,
                  [-NONE-] -> '*T*-12': 4.0,
                  [-NONE-] -> '*T*-120': 3.0,
                  [-NONE-] -> '*T*-121': 3.0,
                  [-NONE-] -> '*T*-122': 3.0,
                  [-NONE-] -> '*T*-123': 3.0,
                  [-NONE-] -> '*T*-124': 3.0,
                  [-NONE-] -> '*T*-125': 3.0,
                  [-NONE-] -> '*T*-126': 3.0,
                  [-NONE-] -> '*T*-127': 3.0,
                  [-NONE-] -> '*T*-128': 3.0,
                  [-NONE-] -> '*T*-129': 3.0,
                  [-NONE-] -> '*T*-13': 4.0,
                  [-NONE-] -> '*T*-130': 3.0,
                  [-NONE-] -> '*T*-131': 3.0,
                  [-NONE-] -> '*T*-132': 3.0,
                  [-NONE-] -> '*T*-133': 3.0,
                  [-NONE-] -> '*T*-134': 3.0,
                  [-NONE-] -> '*T*-135': 3.0,
                  [-NONE-] -> '*T*-136': 3.0,
                  [-NONE-] -> '*T*-137': 3.0,
                  [-NONE-] -> '*T*-138': 3.0,
                  [-NONE-] -> '*T*-139': 3.0,
                  [-NONE-] -> '*T*-14': 4.0,
                  [-NONE-] -> '*T*-140': 3.0,
                  [-NONE-] -> '*T*-141': 3.0,
                  [-NONE-] -> '*T*-142': 3.0,
                  [-NONE-] -> '*T*-143': 3.0,
                  [-NONE-] -> '*T*-144': 3.0,
                  [-NONE-] -> '*T*-145': 3.0,
                  [-NONE-] -> '*T*-146': 3.0,
                  [-NONE-] -> '*T*-147': 3.0,
                  [-NONE-] -> '*T*-148': 3.0,
                  [-NONE-] -> '*T*-149': 3.0,
                  [-NONE-] -> '*T*-15': 4.0,
                  [-NONE-] -> '*T*-150': 3.0,
                  [-NONE-] -> '*T*-151': 3.0,
                  [-NONE-] -> '*T*-152': 3.0,
                  [-NONE-] -> '*T*-153': 3.0,
                  [-NONE-] -> '*T*-154': 3.0,
                  [-NONE-] -> '*T*-155': 3.0,
                  [-NONE-] -> '*T*-156': 3.0,
                  [-NONE-] -> '*T*-157': 3.0,
                  [-NONE-] -> '*T*-158': 3.0,
                  [-NONE-] -> '*T*-159': 3.0,
                  [-NONE-] -> '*T*-16': 4.0,
                  [-NONE-] -> '*T*-160': 3.0,
                  [-NONE-] -> '*T*-161': 3.0,
                  [-NONE-] -> '*T*-162': 3.0,
                  [-NONE-] -> '*T*-163': 3.0,
                  [-NONE-] -> '*T*-164': 3.0,
                  [-NONE-] -> '*T*-165': 3.0,
                  [-NONE-] -> '*T*-166': 3.0,
                  [-NONE-] -> '*T*-167': 3.0,
                  [-NONE-] -> '*T*-168': 3.0,
                  [-NONE-] -> '*T*-169': 3.0,
                  [-NONE-] -> '*T*-17': 4.0,
                  [-NONE-] -> '*T*-170': 3.0,
                  [-NONE-] -> '*T*-171': 3.0,
                  [-NONE-] -> '*T*-172': 3.0,
                  [-NONE-] -> '*T*-173': 3.0,
                  [-NONE-] -> '*T*-174': 3.0,
                  [-NONE-] -> '*T*-175': 3.0,
                  [-NONE-] -> '*T*-176': 3.0,
                  [-NONE-] -> '*T*-177': 3.0,
                  [-NONE-] -> '*T*-178': 3.0,
                  [-NONE-] -> '*T*-179': 3.0,
                  [-NONE-] -> '*T*-18': 4.0,
                  [-NONE-] -> '*T*-180': 3.0,
                  [-NONE-] -> '*T*-181': 3.0,
                  [-NONE-] -> '*T*-182': 3.0,
                  [-NONE-] -> '*T*-183': 3.0,
                  [-NONE-] -> '*T*-184': 3.0,
                  [-NONE-] -> '*T*-185': 3.0,
                  [-NONE-] -> '*T*-186': 3.0,
                  [-NONE-] -> '*T*-187': 3.0,
                  [-NONE-] -> '*T*-188': 3.0,
                  [-NONE-] -> '*T*-189': 3.0,
                  [-NONE-] -> '*T*-19': 4.0,
                  [-NONE-] -> '*T*-190': 3.0,
                  [-NONE-] -> '*T*-191': 3.0,
                  [-NONE-] -> '*T*-192': 3.0,
                  [-NONE-] -> '*T*-193': 3.0,
                  [-NONE-] -> '*T*-194': 3.0,
                  [-NONE-] -> '*T*-195': 3.0,
                  [-NONE-] -> '*T*-196': 3.0,
                  [-NONE-] -> '*T*-197': 3.0,
                  [-NONE-] -> '*T*-198': 3.0,
                  [-NONE-] -> '*T*-199': 3.0,
                  [-NONE-] -> '*T*-2': 248.0,
                  [-NONE-] -> '*T*-20': 4.0,
                  [-NONE-] -> '*T*-200': 3.0,
                  [-NONE-] -> '*T*-201': 3.0,
                  [-NONE-] -> '*T*-202': 3.0,
                  [-NONE-] -> '*T*-203': 3.0,
                  [-NONE-] -> '*T*-204': 3.0,
                  [-NONE-] -> '*T*-205': 3.0,
                  [-NONE-] -> '*T*-206': 3.0,
                  [-NONE-] -> '*T*-207': 3.0,
                  [-NONE-] -> '*T*-208': 3.0,
                  [-NONE-] -> '*T*-21': 4.0,
                  [-NONE-] -> '*T*-210': 3.0,
                  [-NONE-] -> '*T*-211': 3.0,
                  [-NONE-] -> '*T*-212': 3.0,
                  [-NONE-] -> '*T*-213': 3.0,
                  [-NONE-] -> '*T*-214': 3.0,
                  [-NONE-] -> '*T*-215': 3.0,
                  [-NONE-] -> '*T*-216': 3.0,
                  [-NONE-] -> '*T*-217': 3.0,
                  [-NONE-] -> '*T*-218': 3.0,
                  [-NONE-] -> '*T*-219': 3.0,
                  [-NONE-] -> '*T*-22': 4.0,
                  [-NONE-] -> '*T*-220': 3.0,
                  [-NONE-] -> '*T*-221': 3.0,
                  [-NONE-] -> '*T*-222': 3.0,
                  [-NONE-] -> '*T*-223': 3.0,
                  [-NONE-] -> '*T*-224': 3.0,
                  [-NONE-] -> '*T*-225': 3.0,
                  [-NONE-] -> '*T*-226': 3.0,
                  [-NONE-] -> '*T*-227': 3.0,
                  [-NONE-] -> '*T*-228': 3.0,
                  [-NONE-] -> '*T*-229': 3.0,
                  [-NONE-] -> '*T*-23': 4.0,
                  [-NONE-] -> '*T*-230': 3.0,
                  [-NONE-] -> '*T*-231': 3.0,
                  [-NONE-] -> '*T*-232': 3.0,
                  [-NONE-] -> '*T*-233': 3.0,
                  [-NONE-] -> '*T*-234': 3.0,
                  [-NONE-] -> '*T*-235': 3.0,
                  [-NONE-] -> '*T*-236': 3.0,
                  [-NONE-] -> '*T*-237': 3.0,
                  [-NONE-] -> '*T*-238': 3.0,
                  [-NONE-] -> '*T*-239': 3.0,
                  [-NONE-] -> '*T*-24': 4.0,
                  [-NONE-] -> '*T*-240': 3.0,
                  [-NONE-] -> '*T*-241': 3.0,
                  [-NONE-] -> '*T*-242': 3.0,
                  [-NONE-] -> '*T*-243': 3.0,
                  [-NONE-] -> '*T*-244': 3.0,
                  [-NONE-] -> '*T*-245': 3.0,
                  [-NONE-] -> '*T*-246': 3.0,
                  [-NONE-] -> '*T*-247': 3.0,
                  [-NONE-] -> '*T*-248': 3.0,
                  [-NONE-] -> '*T*-249': 3.0,
                  [-NONE-] -> '*T*-25': 4.0,
                  [-NONE-] -> '*T*-250': 3.0,
                  [-NONE-] -> '*T*-251': 3.0,
                  [-NONE-] -> '*T*-252': 3.0,
                  [-NONE-] -> '*T*-253': 3.0,
                  [-NONE-] -> '*T*-254': 3.0,
                  [-NONE-] -> '*T*-255': 3.0,
                  [-NONE-] -> '*T*-256': 3.0,
                  [-NONE-] -> '*T*-257': 3.0,
                  [-NONE-] -> '*T*-258': 3.0,
                  [-NONE-] -> '*T*-259': 3.0,
                  [-NONE-] -> '*T*-26': 4.0,
                  [-NONE-] -> '*T*-260': 3.0,
                  [-NONE-] -> '*T*-27': 4.0,
                  [-NONE-] -> '*T*-28': 4.0,
                  [-NONE-] -> '*T*-29': 4.0,
                  [-NONE-] -> '*T*-3': 67.0,
                  [-NONE-] -> '*T*-30': 4.0,
                  [-NONE-] -> '*T*-31': 4.0,
                  [-NONE-] -> '*T*-32': 4.0,
                  [-NONE-] -> '*T*-33': 4.0,
                  [-NONE-] -> '*T*-34': 4.0,
                  [-NONE-] -> '*T*-35': 4.0,
                  [-NONE-] -> '*T*-36': 4.0,
                  [-NONE-] -> '*T*-37': 4.0,
                  [-NONE-] -> '*T*-38': 4.0,
                  [-NONE-] -> '*T*-39': 4.0,
                  [-NONE-] -> '*T*-4': 18.0,
                  [-NONE-] -> '*T*-40': 4.0,
                  [-NONE-] -> '*T*-41': 4.0,
                  [-NONE-] -> '*T*-42': 4.0,
                  [-NONE-] -> '*T*-43': 4.0,
                  [-NONE-] -> '*T*-44': 4.0,
                  [-NONE-] -> '*T*-45': 4.0,
                  [-NONE-] -> '*T*-46': 4.0,
                  [-NONE-] -> '*T*-47': 4.0,
                  [-NONE-] -> '*T*-48': 4.0,
                  [-NONE-] -> '*T*-49': 4.0,
                  [-NONE-] -> '*T*-5': 5.0,
                  [-NONE-] -> '*T*-50': 4.0,
                  [-NONE-] -> '*T*-51': 4.0,
                  [-NONE-] -> '*T*-52': 4.0,
                  [-NONE-] -> '*T*-53': 4.0,
                  [-NONE-] -> '*T*-54': 4.0,
                  [-NONE-] -> '*T*-55': 4.0,
                  [-NONE-] -> '*T*-56': 4.0,
                  [-NONE-] -> '*T*-57': 4.0,
                  [-NONE-] -> '*T*-58': 4.0,
                  [-NONE-] -> '*T*-59': 4.0,
                  [-NONE-] -> '*T*-6': 4.0,
                  [-NONE-] -> '*T*-60': 4.0,
                  [-NONE-] -> '*T*-61': 4.0,
                  [-NONE-] -> '*T*-62': 4.0,
                  [-NONE-] -> '*T*-63': 4.0,
                  [-NONE-] -> '*T*-64': 4.0,
                  [-NONE-] -> '*T*-65': 4.0,
                  [-NONE-] -> '*T*-66': 4.0,
                  [-NONE-] -> '*T*-67': 4.0,
                  [-NONE-] -> '*T*-68': 4.0,
                  [-NONE-] -> '*T*-69': 4.0,
                  [-NONE-] -> '*T*-7': 4.0,
                  [-NONE-] -> '*T*-70': 4.0,
                  [-NONE-] -> '*T*-71': 4.0,
                  [-NONE-] -> '*T*-72': 4.0,
                  [-NONE-] -> '*T*-73': 4.0,
                  [-NONE-] -> '*T*-74': 4.0,
                  [-NONE-] -> '*T*-75': 4.0,
                  [-NONE-] -> '*T*-76': 4.0,
                  [-NONE-] -> '*T*-77': 4.0,
                  [-NONE-] -> '*T*-78': 4.0,
                  [-NONE-] -> '*T*-79': 4.0,
                  [-NONE-] -> '*T*-8': 4.0,
                  [-NONE-] -> '*T*-80': 4.0,
                  [-NONE-] -> '*T*-81': 4.0,
                  [-NONE-] -> '*T*-82': 3.0,
                  [-NONE-] -> '*T*-83': 3.0,
                  [-NONE-] -> '*T*-84': 3.0,
                  [-NONE-] -> '*T*-85': 3.0,
                  [-NONE-] -> '*T*-86': 3.0,
                  [-NONE-] -> '*T*-87': 3.0,
                  [-NONE-] -> '*T*-88': 3.0,
                  [-NONE-] -> '*T*-89': 3.0,
                  [-NONE-] -> '*T*-9': 4.0,
                  [-NONE-] -> '*T*-90': 3.0,
                  [-NONE-] -> '*T*-91': 3.0,
                  [-NONE-] -> '*T*-92': 3.0,
                  [-NONE-] -> '*T*-93': 3.0,
                  [-NONE-] -> '*T*-94': 3.0,
                  [-NONE-] -> '*T*-95': 3.0,
                  [-NONE-] -> '*T*-96': 3.0,
                  [-NONE-] -> '*T*-97': 3.0,
                  [-NONE-] -> '*T*-98': 3.0,
                  [-NONE-] -> '*T*-99': 3.0,
                  [-NONE-] -> '*U*': 486.0,
                  [-NONE-] -> '0': 828.0,
                  [-NONE-] -> '<unk>': 1.0}),
     [-RRB-]: defaultdict(int,
                 {[-RRB-] -> '-RCB-': 15.0,
                  [-RRB-] -> '-RRB-': 83.0,
                  [-RRB-] -> '<unk>': 1.0}),
     [.]: defaultdict(int,
                 {[.] -> '!': 7.0,
                  [.] -> '.': 2942.0,
                  [.] -> '<unk>': 1.0,
                  [.] -> '?': 40.0}),
     [:]: defaultdict(int,
                 {[:] -> '-': 6.0,
                  [:] -> '--': 201.0,
                  [:] -> '...': 18.0,
                  [:] -> ':': 113.0,
                  [:] -> ';': 154.0,
                  [:] -> '<unk>': 1.0}),
     [ADJP-1]: defaultdict(int, {[ADJP-1] -> [RB] [JJ] [PP]: 1}),
     [ADJP-2]: defaultdict(int, {[ADJP-2] -> [JJ] [PP]: 1}),
     [ADJP-ADV]: defaultdict(int, {[ADJP-ADV] -> [JJ] [PP]: 2}),
     [ADJP-CLR]: defaultdict(int, {[ADJP-CLR] -> [JJ] [SBAR]: 1}),
     [ADJP-PRD-3]: defaultdict(int, {[ADJP-PRD-3] -> [RB] [JJ] [S]: 1}),
     [ADJP-PRD]: defaultdict(int,
                 {[ADJP-PRD] -> [-NONE-]: 9,
                  [ADJP-PRD] -> [ADJP] [,] [ADJP]: 3,
                  [ADJP-PRD] -> [ADJP] [CC] [ADJP]: 8,
                  [ADJP-PRD] -> [ADJP] [CC] [ADJP] [SBAR-2]: 1,
                  [ADJP-PRD] -> [ADJP] [CC] [RB] [ADJP]: 1,
                  [ADJP-PRD] -> [ADJP] [PP]: 15,
                  [ADJP-PRD] -> [ADJP] [SBAR]: 18,
                  [ADJP-PRD] -> [ADJP] [S]: 3,
                  [ADJP-PRD] -> [ADVP] [IN] [JJ] [PP]: 1,
                  [ADJP-PRD] -> [ADVP] [JJ]: 5,
                  [ADJP-PRD] -> [IN] [NP]: 1,
                  [ADJP-PRD] -> [IN] [S-NOM]: 1,
                  [ADJP-PRD] -> [JJR]: 7,
                  [ADJP-PRD] -> [JJR] [CC] [JJR] [SBAR]: 1,
                  [ADJP-PRD] -> [JJR] [IN]: 1,
                  [ADJP-PRD] -> [JJR] [PP]: 1,
                  [ADJP-PRD] -> [JJR] [SBAR]: 1,
                  [ADJP-PRD] -> [JJS]: 1,
                  [ADJP-PRD] -> [JJ]: 151,
                  [ADJP-PRD] -> [JJ] [,] [RB] [JJ]: 1,
                  [ADJP-PRD] -> [JJ] [CC] [JJ]: 9,
                  [ADJP-PRD] -> [JJ] [CC] [JJ] [PP]: 1,
                  [ADJP-PRD] -> [JJ] [NP-TMP]: 1,
                  [ADJP-PRD] -> [JJ] [NP-TMP] [PP]: 1,
                  [ADJP-PRD] -> [JJ] [NP]: 2,
                  [ADJP-PRD] -> [JJ] [PP-DIR]: 1,
                  [ADJP-PRD] -> [JJ] [PP-LOC]: 2,
                  [ADJP-PRD] -> [JJ] [PP-TMP]: 1,
                  [ADJP-PRD] -> [JJ] [PP]: 56,
                  [ADJP-PRD] -> [JJ] [PP] [``] [PP]: 1,
                  [ADJP-PRD] -> [JJ] [RBR]: 1,
                  [ADJP-PRD] -> [JJ] [RB] [S]: 2,
                  [ADJP-PRD] -> [JJ] [SBAR]: 8,
                  [ADJP-PRD] -> [JJ] [S]: 43,
                  [ADJP-PRD] -> [NN]: 1,
                  [ADJP-PRD] -> [NP-ADV] [JJR]: 1,
                  [ADJP-PRD] -> [NP-ADV] [JJ]: 2,
                  [ADJP-PRD] -> [NP-ADV] [RB] [PP-DIR]: 1,
                  [ADJP-PRD] -> [QP] [JJR]: 1,
                  [ADJP-PRD] -> [RBR] [JJ]: 5,
                  [ADJP-PRD] -> [RBR] [JJ] [PP]: 3,
                  [ADJP-PRD] -> [RBR] [JJ] [SBAR]: 1,
                  [ADJP-PRD] -> [RBR] [JJ] [S]: 3,
                  [ADJP-PRD] -> [RBR] [VBN]: 1,
                  [ADJP-PRD] -> [RBS] [JJ]: 2,
                  [ADJP-PRD] -> [RB]: 7,
                  [ADJP-PRD] -> [RB] [JJR]: 2,
                  [ADJP-PRD] -> [RB] [JJ]: 29,
                  [ADJP-PRD] -> [RB] [JJ] [CC] [JJ]: 1,
                  [ADJP-PRD] -> [RB] [JJ] [PP-LOC]: 1,
                  [ADJP-PRD] -> [RB] [JJ] [PP]: 10,
                  [ADJP-PRD] -> [RB] [JJ] [SBAR]: 1,
                  [ADJP-PRD] -> [RB] [JJ] [S]: 3,
                  [ADJP-PRD] -> [RB] [RBR] [JJ]: 2,
                  [ADJP-PRD] -> [RB] [RB]: 1,
                  [ADJP-PRD] -> [RB] [S-CLR]: 2,
                  [ADJP-PRD] -> [RB] [SBAR]: 1,
                  [ADJP-PRD] -> [RB] [VBG] [PP]: 1,
                  [ADJP-PRD] -> [RB] [VBN]: 6,
                  [ADJP-PRD] -> [RB] [VBN] [PP]: 2,
                  [ADJP-PRD] -> [RB] [VBN] [S]: 2,
                  [ADJP-PRD] -> [UH]: 1,
                  [ADJP-PRD] -> [VBD]: 1,
                  [ADJP-PRD] -> [VBG]: 2,
                  [ADJP-PRD] -> [VBN]: 6,
                  [ADJP-PRD] -> [VBN] [NP] [PP]: 1,
                  [ADJP-PRD] -> [VBN] [PP]: 6,
                  [ADJP-PRD] -> [VBN] [SBAR]: 2,
                  [ADJP-PRD] -> [VB]: 1,
                  [ADJP-PRD] -> [``] [JJ] ['']: 1,
                  [ADJP-PRD] -> [``] [RB] [VBN] ['']: 1,
                  [ADJP-PRD] -> [``] [VBN] [''] [PP-CLR]: 1}),
     [ADJP-TMP]: defaultdict(int, {[ADJP-TMP] -> [JJ] [PP]: 1}),
     [ADJP-TPC-1]: defaultdict(int, {[ADJP-TPC-1] -> [RB] [JJ]: 1}),
     [ADJP]: defaultdict(int,
                 {[ADJP] -> [$] [CD] [-NONE-]: 27,
                  [ADJP] -> [$] [CD] [JJ]: 1,
                  [ADJP] -> [$] [JJ] [-NONE-]: 2,
                  [ADJP] -> [-NONE-]: 2,
                  [ADJP] -> [ADJP] [,] [CC] [ADJP]: 1,
                  [ADJP] -> [ADJP] [CC] [ADJP]: 4,
                  [ADJP] -> [ADJP] [PP]: 6,
                  [ADJP] -> [ADVP-TMP] [JJ]: 2,
                  [ADJP] -> [ADVP-TMP] [RB] [JJ]: 1,
                  [ADJP] -> [ADVP-TMP] [VBN]: 1,
                  [ADJP] -> [ADVP] [JJ]: 2,
                  [ADJP] -> [ADVP] [JJ] [PP]: 1,
                  [ADJP] -> [ADVP] [RB] [JJR]: 1,
                  [ADJP] -> [ADVP] [VBN]: 2,
                  [ADJP] -> [CD] [CD] [NN]: 8,
                  [ADJP] -> [CD] [NNS]: 1,
                  [ADJP] -> [CD] [NN]: 33,
                  [ADJP] -> [DT]: 1,
                  [ADJP] -> [DT] [ADJP] [CC] [ADJP]: 1,
                  [ADJP] -> [JJR]: 7,
                  [ADJP] -> [JJR] [CC] [JJR]: 2,
                  [ADJP] -> [JJR] [JJ]: 3,
                  [ADJP] -> [JJR] [PP]: 1,
                  [ADJP] -> [JJR] [VBN]: 1,
                  [ADJP] -> [JJS] [JJ]: 3,
                  [ADJP] -> [JJS] [JJ] [S]: 1,
                  [ADJP] -> [JJ]: 44,
                  [ADJP] -> [JJ] [,] [CC] [JJ]: 1,
                  [ADJP] -> [JJ] [CC] [JJ]: 16,
                  [ADJP] -> [JJ] [CC] [NNP]: 1,
                  [ADJP] -> [JJ] [CC] [VBG]: 1,
                  [ADJP] -> [JJ] [CD] [NN]: 1,
                  [ADJP] -> [JJ] [JJR]: 1,
                  [ADJP] -> [JJ] [JJS]: 1,
                  [ADJP] -> [JJ] [JJ]: 5,
                  [ADJP] -> [JJ] [NP-TMP]: 17,
                  [ADJP] -> [JJ] [PP-LOC]: 2,
                  [ADJP] -> [JJ] [PP-TMP]: 2,
                  [ADJP] -> [JJ] [PP]: 31,
                  [ADJP] -> [JJ] [PRN]: 1,
                  [ADJP] -> [JJ] [RB]: 1,
                  [ADJP] -> [JJ] [RB] [SBAR]: 1,
                  [ADJP] -> [JJ] [SBAR]: 2,
                  [ADJP] -> [JJ] [S]: 4,
                  [ADJP] -> [NNP] [,] [JJ]: 2,
                  [ADJP] -> [NNP] [JJ]: 4,
                  [ADJP] -> [NNP] [NNP]: 1,
                  [ADJP] -> [NNS] [CC] [NNS]: 1,
                  [ADJP] -> [NNS] [PRN] [VBN]: 1,
                  [ADJP] -> [NN]: 2,
                  [ADJP] -> [NN] [JJ]: 1,
                  [ADJP] -> [NN] [NN]: 1,
                  [ADJP] -> [NN] [RB] [SBAR]: 1,
                  [ADJP] -> [NP-ADV] [JJR]: 2,
                  [ADJP] -> [NP-ADV] [JJ]: 1,
                  [ADJP] -> [NP] [JJ]: 8,
                  [ADJP] -> [QP] [-NONE-]: 39,
                  [ADJP] -> [QP] [JJR]: 1,
                  [ADJP] -> [QP] [NN]: 4,
                  [ADJP] -> [QP] [RB] [JJ]: 1,
                  [ADJP] -> [RBR] [JJ]: 19,
                  [ADJP] -> [RBR] [JJ] [PP]: 1,
                  [ADJP] -> [RBS] [JJ]: 15,
                  [ADJP] -> [RBS] [RB] [JJ]: 1,
                  [ADJP] -> [RBS] [VBN]: 1,
                  [ADJP] -> [RB]: 3,
                  [ADJP] -> [RB] [DT]: 2,
                  [ADJP] -> [RB] [JJR]: 17,
                  [ADJP] -> [RB] [JJR] [IN]: 1,
                  [ADJP] -> [RB] [JJ]: 66,
                  [ADJP] -> [RB] [JJ] [CC] [JJ]: 2,
                  [ADJP] -> [RB] [JJ] [PP-LOC]: 1,
                  [ADJP] -> [RB] [JJ] [PP]: 5,
                  [ADJP] -> [RB] [RBR] [JJ]: 2,
                  [ADJP] -> [RB] [RB]: 4,
                  [ADJP] -> [RB] [RB] [JJ]: 2,
                  [ADJP] -> [RB] [RB] [JJ] [PP]: 1,
                  [ADJP] -> [RB] [RB] [PP] [S]: 1,
                  [ADJP] -> [RB] [RB] [S]: 1,
                  [ADJP] -> [RB] [VBG]: 2,
                  [ADJP] -> [RB] [VBN]: 29,
                  [ADJP] -> [RB] [VBN] [PRT] [PP]: 1,
                  [ADJP] -> [VBG] [CC] [VBG]: 1,
                  [ADJP] -> [VBN]: 2,
                  [ADJP] -> [VBN] [PP-CLR]: 1,
                  [ADJP] -> [VBN] [PP]: 2,
                  [ADJP] -> [VB] [JJR]: 1}),
     [ADVP-CLR]: defaultdict(int,
                 {[ADVP-CLR] -> [-NONE-]: 3,
                  [ADVP-CLR] -> [IN] [PP]: 2,
                  [ADVP-CLR] -> [JJR]: 1,
                  [ADVP-CLR] -> [RB]: 18,
                  [ADVP-CLR] -> [RB] [JJR]: 1,
                  [ADVP-CLR] -> [RB] [JJ]: 1,
                  [ADVP-CLR] -> [RB] [NP]: 1,
                  [ADVP-CLR] -> [RB] [NP] [PP]: 2,
                  [ADVP-CLR] -> [RB] [PP]: 2}),
     [ADVP-DIR-CLR]: defaultdict(int, {[ADVP-DIR-CLR] -> [IN]: 1}),
     [ADVP-DIR-TPC-4]: defaultdict(int, {[ADVP-DIR-TPC-4] -> [RB]: 1}),
     [ADVP-DIR]: defaultdict(int,
                 {[ADVP-DIR] -> [-NONE-]: 3,
                  [ADVP-DIR] -> [IN]: 8,
                  [ADVP-DIR] -> [JJR] [PP]: 1,
                  [ADVP-DIR] -> [NN] [NN] [RB]: 1,
                  [ADVP-DIR] -> [RBR]: 2,
                  [ADVP-DIR] -> [RBR] [PP]: 1,
                  [ADVP-DIR] -> [RB]: 23,
                  [ADVP-DIR] -> [RB] [CC] [RB]: 1,
                  [ADVP-DIR] -> [RB] [IN]: 1,
                  [ADVP-DIR] -> [RB] [NP]: 1,
                  [ADVP-DIR] -> [RB] [PP]: 2,
                  [ADVP-DIR] -> [RB] [RB]: 1,
                  [ADVP-DIR] -> [RP]: 3}),
     [ADVP-EXT]: defaultdict(int, {[ADVP-EXT] -> [RB] [RB]: 1}),
     [ADVP-LOC-CLR]: defaultdict(int,
                 {[ADVP-LOC-CLR] -> [-NONE-]: 2, [ADVP-LOC-CLR] -> [RB]: 1}),
     [ADVP-LOC-PRD-TPC-1]: defaultdict(int, {[ADVP-LOC-PRD-TPC-1] -> [RB]: 2}),
     [ADVP-LOC-PRD]: defaultdict(int,
                 {[ADVP-LOC-PRD] -> [-NONE-]: 3,
                  [ADVP-LOC-PRD] -> [NP] [IN]: 1,
                  [ADVP-LOC-PRD] -> [RB]: 1,
                  [ADVP-LOC-PRD] -> [RB] [PP]: 1}),
     [ADVP-LOC]: defaultdict(int,
                 {[ADVP-LOC] -> [-NONE-]: 28,
                  [ADVP-LOC] -> [DT] [IN]: 1,
                  [ADVP-LOC] -> [IN]: 2,
                  [ADVP-LOC] -> [IN] [NP]: 2,
                  [ADVP-LOC] -> [IN] [RB]: 2,
                  [ADVP-LOC] -> [JJ]: 2,
                  [ADVP-LOC] -> [NP] [RB]: 4,
                  [ADVP-LOC] -> [RB]: 28,
                  [ADVP-LOC] -> [RB] [CC] [RB]: 1,
                  [ADVP-LOC] -> [RB] [NN]: 1,
                  [ADVP-LOC] -> [RB] [PP]: 1,
                  [ADVP-LOC] -> [RB] [RB]: 1}),
     [ADVP-MNR]: defaultdict(int,
                 {[ADVP-MNR] -> [-NONE-]: 40,
                  [ADVP-MNR] -> [ADVP] [PP]: 3,
                  [ADVP-MNR] -> [ADVP] [PRN]: 1,
                  [ADVP-MNR] -> [ADVP] [SBAR]: 2,
                  [ADVP-MNR] -> [IN]: 1,
                  [ADVP-MNR] -> [JJ]: 1,
                  [ADVP-MNR] -> [JJ] [PP]: 1,
                  [ADVP-MNR] -> [NN] [CC] [NN]: 1,
                  [ADVP-MNR] -> [RBR]: 3,
                  [ADVP-MNR] -> [RBR] [RB]: 4,
                  [ADVP-MNR] -> [RBS] [RB]: 3,
                  [ADVP-MNR] -> [RB]: 142,
                  [ADVP-MNR] -> [RB] [CC] [RB]: 3,
                  [ADVP-MNR] -> [RB] [JJ]: 1,
                  [ADVP-MNR] -> [RB] [RBR]: 2,
                  [ADVP-MNR] -> [RB] [RB]: 12}),
     [ADVP-PRD-LOC=3]: defaultdict(int,
                 {[ADVP-PRD-LOC=3] -> [RB] [RB] [PP-LOC] [S]: 1}),
     [ADVP-PRD-LOC]: defaultdict(int, {[ADVP-PRD-LOC] -> [IN]: 1}),
     [ADVP-PRD-TPC-1]: defaultdict(int, {[ADVP-PRD-TPC-1] -> [RB]: 2}),
     [ADVP-PRD-TPC-2]: defaultdict(int, {[ADVP-PRD-TPC-2] -> [RB]: 1}),
     [ADVP-PRD]: defaultdict(int,
                 {[ADVP-PRD] -> [-NONE-]: 4,
                  [ADVP-PRD] -> [CD]: 1,
                  [ADVP-PRD] -> [IN] [ADVP]: 1,
                  [ADVP-PRD] -> [IN] [NP]: 2,
                  [ADVP-PRD] -> [JJ] [NP] [PP]: 2,
                  [ADVP-PRD] -> [RB]: 9,
                  [ADVP-PRD] -> [RB] [IN]: 1,
                  [ADVP-PRD] -> [RB] [NP]: 1,
                  [ADVP-PRD] -> [RB] [NP] [PP]: 1,
                  [ADVP-PRD] -> [RB] [PP]: 1,
                  [ADVP-PRD] -> [RB] [RB]: 1,
                  [ADVP-PRD] -> [RP] [S]: 1,
                  [ADVP-PRD] -> [VBN] [PP]: 1}),
     [ADVP-PRP]: defaultdict(int, {[ADVP-PRP] -> [-NONE-]: 6}),
     [ADVP-PUT]: defaultdict(int, {[ADVP-PUT] -> [IN] [PP]: 1}),
     [ADVP-TMP-CLR]: defaultdict(int, {[ADVP-TMP-CLR] -> [-NONE-]: 2}),
     [ADVP-TMP]: defaultdict(int,
                 {[ADVP-TMP] -> [-NONE-]: 93,
                  [ADVP-TMP] -> [ADVP] [PP]: 3,
                  [ADVP-TMP] -> [ADVP] [SBAR]: 2,
                  [ADVP-TMP] -> [DT] [IN] [DT] [JJ]: 1,
                  [ADVP-TMP] -> [DT] [RBR]: 1,
                  [ADVP-TMP] -> [IN]: 4,
                  [ADVP-TMP] -> [IN] [IN]: 1,
                  [ADVP-TMP] -> [IN] [JJS] [RB]: 1,
                  [ADVP-TMP] -> [IN] [RB]: 3,
                  [ADVP-TMP] -> [IN] [RB] [SBAR]: 1,
                  [ADVP-TMP] -> [JJR]: 2,
                  [ADVP-TMP] -> [JJ]: 3,
                  [ADVP-TMP] -> [JJ] [RP]: 1,
                  [ADVP-TMP] -> [NN]: 1,
                  [ADVP-TMP] -> [NP-ADV] [PRN]: 1,
                  [ADVP-TMP] -> [NP] [IN]: 15,
                  [ADVP-TMP] -> [NP] [JJR]: 7,
                  [ADVP-TMP] -> [NP] [JJ]: 2,
                  [ADVP-TMP] -> [NP] [RBR]: 4,
                  [ADVP-TMP] -> [NP] [RB]: 16,
                  [ADVP-TMP] -> [NP] [RB] [PP]: 1,
                  [ADVP-TMP] -> [RBR]: 3,
                  [ADVP-TMP] -> [RBR] [NP]: 1,
                  [ADVP-TMP] -> [RBR] [RB]: 1,
                  [ADVP-TMP] -> [RBS] [RB]: 1,
                  [ADVP-TMP] -> [RB]: 326,
                  [ADVP-TMP] -> [RB] [.]: 1,
                  [ADVP-TMP] -> [RB] [CC] [RB]: 2,
                  [ADVP-TMP] -> [RB] [IN]: 2,
                  [ADVP-TMP] -> [RB] [JJR]: 3,
                  [ADVP-TMP] -> [RB] [PP]: 1,
                  [ADVP-TMP] -> [RB] [RBR]: 4,
                  [ADVP-TMP] -> [RB] [RB]: 15,
                  [ADVP-TMP] -> [RB] [RB] [PP]: 1,
                  [ADVP-TMP] -> [RB] [RB] [RB]: 1}),
     [ADVP]: defaultdict(int,
                 {[ADVP] -> [-NONE-]: 17,
                  [ADVP] -> [ADVP-TMP] [CC] [ADVP]: 1,
                  [ADVP] -> [ADVP] [PP]: 3,
                  [ADVP] -> [ADVP] [SBAR]: 4,
                  [ADVP] -> [CD]: 1,
                  [ADVP] -> [CD] [TO] [CD]: 1,
                  [ADVP] -> [DT]: 5,
                  [ADVP] -> [DT] [DT]: 1,
                  [ADVP] -> [DT] [DT] [JJ]: 1,
                  [ADVP] -> [DT] [NN] [SBAR-NOM]: 1,
                  [ADVP] -> [DT] [NN] [SBAR]: 1,
                  [ADVP] -> [DT] [RBR]: 1,
                  [ADVP] -> [IN]: 4,
                  [ADVP] -> [IN] [DT]: 5,
                  [ADVP] -> [IN] [JJS]: 8,
                  [ADVP] -> [IN] [NN]: 4,
                  [ADVP] -> [IN] [NP]: 2,
                  [ADVP] -> [IN] [PP]: 3,
                  [ADVP] -> [IN] [RB]: 3,
                  [ADVP] -> [JJR]: 3,
                  [ADVP] -> [JJS]: 2,
                  [ADVP] -> [JJ]: 9,
                  [ADVP] -> [JJ] [PP]: 7,
                  [ADVP] -> [NNP]: 1,
                  [ADVP] -> [NN]: 2,
                  [ADVP] -> [NP-ADV] [JJR]: 1,
                  [ADVP] -> [NP-ADV] [RBR]: 1,
                  [ADVP] -> [NP] [IN]: 1,
                  [ADVP] -> [NP] [JJR]: 2,
                  [ADVP] -> [NP] [RBR]: 2,
                  [ADVP] -> [PDT]: 1,
                  [ADVP] -> [RBR]: 11,
                  [ADVP] -> [RBR] [CC] [RBR]: 1,
                  [ADVP] -> [RBR] [IN]: 2,
                  [ADVP] -> [RBR] [RB]: 5,
                  [ADVP] -> [RBS] [RB]: 1,
                  [ADVP] -> [RB]: 537,
                  [ADVP] -> [RB] [CC] [RB]: 1,
                  [ADVP] -> [RB] [IN]: 1,
                  [ADVP] -> [RB] [IN] [RB]: 1,
                  [ADVP] -> [RB] [JJR]: 1,
                  [ADVP] -> [RB] [JJ]: 2,
                  [ADVP] -> [RB] [JJ] [RB]: 1,
                  [ADVP] -> [RB] [NN] [IN] [NN]: 1,
                  [ADVP] -> [RB] [NP]: 4,
                  [ADVP] -> [RB] [NP] [PP-TMP]: 1,
                  [ADVP] -> [RB] [NP] [PP]: 1,
                  [ADVP] -> [RB] [PP]: 12,
                  [ADVP] -> [RB] [RBR]: 2,
                  [ADVP] -> [RB] [RBR] [RB]: 2,
                  [ADVP] -> [RB] [RB]: 28,
                  [ADVP] -> [RB] [RB] [RB]: 1,
                  [ADVP] -> [RP]: 1,
                  [ADVP] -> [VB] [RB]: 1,
                  [ADVP] -> [``] [RB] [RB] [.]: 1}),
     [ADVP|PRT]: defaultdict(int, {[ADVP|PRT] -> [RB]: 1}),
     [CC]: defaultdict(int,
                 {[CC] -> '&': 64.0,
                  [CC] -> '<unk>': 1.0,
                  [CC] -> 'And': 40.0,
                  [CC] -> 'But': 130.0,
                  [CC] -> 'Either': 3.0,
                  [CC] -> 'Nor': 3.0,
                  [CC] -> 'Or': 5.0,
                  [CC] -> 'Yet': 6.0,
                  [CC] -> 'and': 1179.0,
                  [CC] -> 'but': 129.0,
                  [CC] -> 'either': 4.0,
                  [CC] -> 'minus': 3.0,
                  [CC] -> 'nor': 11.0,
                  [CC] -> 'or': 202.0,
                  [CC] -> 'plus': 5.0,
                  [CC] -> 'v.': 5.0,
                  [CC] -> 'versus': 3.0,
                  [CC] -> 'yet': 4.0}),
     [CD]: defaultdict(int,
                 {[CD] -> ''30s': 3.0,
                  [CD] -> ''40s': 3.0,
                  [CD] -> ''50s': 3.0,
                  [CD] -> ''82': 3.0,
                  [CD] -> ''86': 3.0,
                  [CD] -> '0.1': 4.0,
                  [CD] -> '0.2': 3.0,
                  [CD] -> '0.25': 5.0,
                  [CD] -> '0.3': 4.0,
                  [CD] -> '0.4': 3.0,
                  [CD] -> '0.5': 3.0,
                  [CD] -> '0.7': 3.0,
                  [CD] -> '0.9': 4.0,
                  [CD] -> '1': 31.0,
                  [CD] -> '1,000': 8.0,
                  [CD] -> '1,200': 3.0,
                  [CD] -> '1,298': 3.0,
                  [CD] -> '1,400': 3.0,
                  [CD] -> '1,500': 4.0,
                  [CD] -> '1,620': 3.0,
                  [CD] -> '1.01': 3.0,
                  [CD] -> '1.1': 5.0,
                  [CD] -> '1.125': 3.0,
                  [CD] -> '1.2': 4.0,
                  [CD] -> '1.28': 3.0,
                  [CD] -> '1.39': 3.0,
                  [CD] -> '1.457': 3.0,
                  [CD] -> '1.5': 5.0,
                  [CD] -> '1.55': 3.0,
                  [CD] -> '1.5755': 3.0,
                  [CD] -> '1.5805': 3.0,
                  [CD] -> '1.6': 4.0,
                  [CD] -> '1.61': 3.0,
                  [CD] -> '1.64': 3.0,
                  [CD] -> '1.65': 4.0,
                  [CD] -> '1.7': 4.0,
                  [CD] -> '1.75': 3.0,
                  [CD] -> '1.8': 3.0,
                  [CD] -> '1.82': 3.0,
                  [CD] -> '1.8415': 4.0,
                  [CD] -> '1.85': 4.0,
                  [CD] -> '1.8500': 4.0,
                  [CD] -> '1.9': 3.0,
                  [CD] -> '1.92': 3.0,
                  [CD] -> '10': 36.0,
                  [CD] -> '10,000': 20.0,
                  [CD] -> '10-year': 3.0,
                  [CD] -> '10.2': 3.0,
                  [CD] -> '10.5': 3.0,
                  [CD] -> '100': 30.0,
                  [CD] -> '100,000': 8.0,
                  [CD] -> '100,980': 3.0,
                  [CD] -> '101': 4.0,
                  [CD] -> '105': 3.0,
                  [CD] -> '106': 3.0,
                  [CD] -> '107': 4.0,
                  [CD] -> '109.73': 3.0,
                  [CD] -> '11': 11.0,
                  [CD] -> '11,000': 4.0,
                  [CD] -> '11,762': 3.0,
                  [CD] -> '11.5': 3.0,
                  [CD] -> '11.6': 3.0,
                  [CD] -> '113.2': 3.0,
                  [CD] -> '115': 4.0,
                  [CD] -> '118': 4.0,
                  [CD] -> '118.6': 3.0,
                  [CD] -> '119': 3.0,
                  [CD] -> '11\/16': 3.0,
                  [CD] -> '12': 16.0,
                  [CD] -> '12,252': 3.0,
                  [CD] -> '12.5': 3.0,
                  [CD] -> '120': 8.0,
                  [CD] -> '120,000': 3.0,
                  [CD] -> '121.6': 3.0,
                  [CD] -> '125': 5.0,
                  [CD] -> '126,000': 3.0,
                  [CD] -> '127.03': 3.0,
                  [CD] -> '128': 3.0,
                  [CD] -> '13': 23.0,
                  [CD] -> '13,056': 3.0,
                  [CD] -> '13.5': 3.0,
                  [CD] -> '13.50': 3.0,
                  [CD] -> '13.625': 3.0,
                  [CD] -> '13.73': 3.0,
                  [CD] -> '13.8': 4.0,
                  [CD] -> '130': 9.0,
                  [CD] -> '130.6': 3.0,
                  [CD] -> '130.7': 3.0,
                  [CD] -> '133': 3.0,
                  [CD] -> '133.7': 3.0,
                  [CD] -> '133.8': 3.0,
                  [CD] -> '135': 3.0,
                  [CD] -> '138': 3.0,
                  [CD] -> '139': 3.0,
                  [CD] -> '13\/16': 3.0,
                  [CD] -> '14': 8.0,
                  [CD] -> '14,821': 3.0,
                  [CD] -> '14.5': 3.0,
                  [CD] -> '14.6': 3.0,
                  [CD] -> '140': 4.0,
                  [CD] -> '141.9': 3.0,
                  [CD] -> '142.85': 4.0,
                  [CD] -> '143.08': 3.0,
                  [CD] -> '143.80': 4.0,
                  [CD] -> '143.93': 3.0,
                  [CD] -> '144': 3.0,
                  [CD] -> '145': 3.0,
                  [CD] -> '148.9': 3.0,
                  [CD] -> '149': 3.0,
                  [CD] -> '149.9': 3.0,
                  [CD] -> '15': 29.0,
                  [CD] -> '15,000': 23.0,
                  [CD] -> '150': 7.0,
                  [CD] -> '150.00': 3.0,
                  [CD] -> '153.3': 3.0,
                  [CD] -> '154.2': 3.0,
                  [CD] -> '155': 4.0,
                  [CD] -> '16': 11.0,
                  [CD] -> '16,000': 4.0,
                  [CD] -> '16,072': 3.0,
                  [CD] -> '16.125': 3.0,
                  [CD] -> '16.7': 3.0,
                  [CD] -> '160': 3.0,
                  [CD] -> '1614': 3.0,
                  [CD] -> '1637': 3.0,
                  [CD] -> '17': 9.0,
                  [CD] -> '17.3': 5.0,
                  [CD] -> '17.95': 4.0,
                  [CD] -> '170,000': 3.0,
                  [CD] -> '175': 3.0,
                  [CD] -> '176': 3.0,
                  [CD] -> '1787': 3.0,
                  [CD] -> '179': 4.0,
                  [CD] -> '18': 16.0,
                  [CD] -> '18,000': 4.0,
                  [CD] -> '18,444': 3.0,
                  [CD] -> '18.95': 3.0,
                  [CD] -> '180': 6.0,
                  [CD] -> '184': 3.0,
                  [CD] -> '187': 3.0,
                  [CD] -> '188': 4.0,
                  [CD] -> '19': 8.0,
                  [CD] -> '19.3': 3.0,
                  [CD] -> '190': 4.0,
                  [CD] -> '1901': 3.0,
                  [CD] -> '1903': 3.0,
                  [CD] -> '191.9': 3.0,
                  [CD] -> '1917': 3.0,
                  [CD] -> '1920s': 3.0,
                  [CD] -> '1925': 3.0,
                  [CD] -> '1928-33': 3.0,
                  [CD] -> '1929': 5.0,
                  [CD] -> '1933': 3.0,
                  [CD] -> '1934': 3.0,
                  [CD] -> '1937-40': 3.0,
                  [CD] -> '1940s': 3.0,
                  [CD] -> '1948': 4.0,
                  [CD] -> '195': 4.0,
                  [CD] -> '1950s': 4.0,
                  [CD] -> '1953': 3.0,
                  [CD] -> '1955': 3.0,
                  [CD] -> '1956': 4.0,
                  [CD] -> '1960s': 4.0,
                  [CD] -> '1961': 3.0,
                  [CD] -> '1965': 3.0,
                  [CD] -> '1966': 3.0,
                  [CD] -> '1967': 3.0,
                  [CD] -> '1968': 3.0,
                  [CD] -> '1970': 6.0,
                  [CD] -> '1970s': 4.0,
                  [CD] -> '1971': 4.0,
                  [CD] -> '1972': 6.0,
                  [CD] -> '1973': 3.0,
                  [CD] -> '1973-75': 3.0,
                  [CD] -> '1975': 4.0,
                  [CD] -> '1976': 5.0,
                  [CD] -> '1977': 8.0,
                  [CD] -> '1979': 8.0,
                  [CD] -> '1980': 3.0,
                  [CD] -> '1980s': 5.0,
                  [CD] -> '1981': 5.0,
                  [CD] -> '1982': 7.0,
                  [CD] -> '1983': 6.0,
                  [CD] -> '1984': 9.0,
                  [CD] -> '1985': 17.0,
                  [CD] -> '1986': 12.0,
                  [CD] -> '1986-87': 3.0,
                  [CD] -> '1987': 30.0,
                  [CD] -> '1987-88': 3.0,
                  [CD] -> '1988': 24.0,
                  [CD] -> '1989': 33.0,
                  [CD] -> '1990': 38.0,
                  [CD] -> '1990s': 3.0,
                  [CD] -> '1991': 17.0,
                  [CD] -> '1991-1999': 3.0,
                  [CD] -> '1991-2000': 3.0,
                  [CD] -> '1992': 10.0,
                  [CD] -> '1992-1999': 3.0,
                  [CD] -> '1993': 7.0,
                  [CD] -> '1994': 5.0,
                  [CD] -> '1996': 3.0,
                  [CD] -> '1997': 3.0,
                  [CD] -> '1999': 6.0,
                  [CD] -> '1:30': 3.0,
                  [CD] -> '1\/2': 17.0,
                  [CD] -> '1\/4': 9.0,
                  [CD] -> '1\/8': 3.0,
                  [CD] -> '1st': 3.0,
                  [CD] -> '2': 22.0,
                  [CD] -> '2,000': 5.0,
                  [CD] -> '2,303,328': 3.0,
                  [CD] -> '2,500': 6.0,
                  [CD] -> '2,700': 3.0,
                  [CD] -> '2-8': 3.0,
                  [CD] -> '2.1': 3.0,
                  [CD] -> '2.2': 5.0,
                  [CD] -> '2.25': 3.0,
                  [CD] -> '2.29': 3.0,
                  [CD] -> '2.3': 4.0,
                  [CD] -> '2.4': 4.0,
                  [CD] -> '2.42': 3.0,
                  [CD] -> '2.44': 3.0,
                  [CD] -> '2.46': 3.0,
                  [CD] -> '2.5': 4.0,
                  [CD] -> '2.50': 3.0,
                  [CD] -> '2.6': 4.0,
                  [CD] -> '2.65': 3.0,
                  [CD] -> '2.7': 3.0,
                  [CD] -> '2.8': 3.0,
                  [CD] -> '2.80': 3.0,
                  [CD] -> '2.87': 3.0,
                  [CD] -> '2.875': 3.0,
                  [CD] -> '2.95': 3.0,
                  [CD] -> '20': 17.0,
                  [CD] -> '20,000': 7.0,
                  [CD] -> '20.5': 3.0,
                  [CD] -> '200': 9.0,
                  [CD] -> '200,000': 3.0,
                  [CD] -> '2000': 3.0,
                  [CD] -> '2005': 4.0,
                  [CD] -> '2009': 11.0,
                  [CD] -> '2017': 4.0,
                  [CD] -> '2019': 7.0,
                  [CD] -> '2029': 5.0,
                  [CD] -> '203': 4.0,
                  [CD] -> '20s': 3.0,
                  [CD] -> '21': 12.0,
                  [CD] -> '21.9': 3.0,
                  [CD] -> '212': 3.0,
                  [CD] -> '214': 3.0,
                  [CD] -> '22': 3.0,
                  [CD] -> '22.75': 3.0,
                  [CD] -> '220': 3.0,
                  [CD] -> '225': 3.0,
                  [CD] -> '225.6': 3.0,
                  [CD] -> '228': 3.0,
                  [CD] -> '23': 7.0,
                  [CD] -> '23,000': 3.0,
                  [CD] -> '23,403': 3.0,
                  [CD] -> '23.4': 3.0,
                  [CD] -> '23.5': 3.0,
                  [CD] -> '23.72': 3.0,
                  [CD] -> '230-215': 3.0,
                  [CD] -> '234.4': 3.0,
                  [CD] -> '235': 3.0,
                  [CD] -> '236.74': 3.0,
                  [CD] -> '236.79': 3.0,
                  [CD] -> '24': 6.0,
                  [CD] -> '24.95': 3.0,
                  [CD] -> '240': 3.0,
                  [CD] -> '240,000': 3.0,
                  [CD] -> '241': 3.0,
                  [CD] -> '244,000': 3.0,
                  [CD] -> '245': 3.0,
                  [CD] -> '25': 10.0,
                  [CD] -> '25,000': 7.0,
                  [CD] -> '25.50': 3.0,
                  [CD] -> '25.6': 3.0,
                  [CD] -> '250': 7.0,
                  [CD] -> '250,000': 3.0,
                  [CD] -> '251.2': 3.0,
                  [CD] -> '26': 4.0,
                  [CD] -> '26,000': 3.0,
                  [CD] -> '26.2': 3.0,
                  [CD] -> '2645.90': 3.0,
                  [CD] -> '266': 3.0,
                  [CD] -> '27': 6.0,
                  [CD] -> '27.1': 3.0,
                  [CD] -> '270': 3.0,
                  [CD] -> '271,124': 3.0,
                  [CD] -> '271-147': 3.0,
                  [CD] -> '273.5': 3.0,
                  [CD] -> '274': 3.0,
                  [CD] -> '278.7': 3.0,
                  [CD] -> '28': 5.0,
                  [CD] -> '28.4': 3.0,
                  [CD] -> '28.6': 3.0,
                  [CD] -> '280': 3.0,
                  [CD] -> '29': 5.0,
                  [CD] -> '29.3': 3.0,
                  [CD] -> '29.4': 3.0,
                  [CD] -> '29.9': 3.0,
                  [CD] -> '295': 3.0,
                  [CD] -> '3': 13.0,
                  [CD] -> '3,288,453': 3.0,
                  [CD] -> '3,500': 4.0,
                  [CD] -> '3,600': 3.0,
                  [CD] -> '3-4': 3.0,
                  [CD] -> '3.01': 3.0,
                  [CD] -> '3.1': 6.0,
                  [CD] -> '3.18': 4.0,
                  [CD] -> '3.19': 3.0,
                  [CD] -> '3.2': 4.0,
                  [CD] -> '3.23': 3.0,
                  [CD] -> '3.253': 3.0,
                  [CD] -> '3.3': 4.0,
                  [CD] -> '3.35': 4.0,
                  [CD] -> '3.375': 3.0,
                  [CD] -> '3.4': 3.0,
                  [CD] -> '3.42': 3.0,
                  [CD] -> '3.43': 3.0,
                  [CD] -> '3.5': 3.0,
                  [CD] -> '3.6': 3.0,
                  [CD] -> '3.61': 3.0,
                  [CD] -> '3.7': 3.0,
                  [CD] -> '3.75': 3.0,
                  [CD] -> '3.8': 4.0,
                  [CD] -> '3.80': 3.0,
                  [CD] -> '3.9': 4.0,
                  [CD] -> '30': 35.0,
                  [CD] -> '30,000': 6.0,
                  [CD] -> '30,537': 3.0,
                  [CD] -> '30,841': 3.0,
                  [CD] -> '30.9': 3.0,
                  [CD] -> '300': 6.0,
                  [CD] -> '300,000': 3.0,
                  [CD] -> '300-113': 3.0,
                  [CD] -> '301': 3.0,
                  [CD] -> '3057': 3.0,
                  [CD] -> '30s': 3.0,
                  [CD] -> '31': 12.0,
                  [CD] -> '32': 4.0,
                  [CD] -> '32.8': 3.0,
                  [CD] -> '320': 3.0,
                  [CD] -> '321': 3.0,
                  [CD] -> '321,000': 3.0,
                  [CD] -> '325,000': 3.0,
                  [CD] -> '33': 7.0,
                  [CD] -> '331,000': 3.0,
                  [CD] -> '339': 3.0,
                  [CD] -> '34': 4.0,
                  [CD] -> '340,000': 3.0,
                  [CD] -> '343': 3.0,
                  [CD] -> '35': 8.0,
                  [CD] -> '35.7': 4.0,
                  [CD] -> '350,000': 4.0,
                  [CD] -> '352.7': 3.0,
                  [CD] -> '352.9': 3.0,
                  [CD] -> '353': 3.0,
                  [CD] -> '36': 3.0,
                  [CD] -> '36.9': 3.0,
                  [CD] -> '360': 3.0,
                  [CD] -> '361,376': 3.0,
                  [CD] -> '37': 3.0,
                  [CD] -> '37.3': 3.0,
                  [CD] -> '37.5': 3.0,
                  [CD] -> '370': 3.0,
                  [CD] -> '374.19': 3.0,
                  [CD] -> '374.20': 3.0,
                  [CD] -> '38': 3.0,
                  [CD] -> '38.3': 3.0,
                  [CD] -> '38.375': 3.0,
                  [CD] -> '380': 3.0,
                  [CD] -> '382-37': 3.0,
                  [CD] -> '388': 3.0,
                  [CD] -> '396,000': 3.0,
                  [CD] -> '3:15': 3.0,
                  [CD] -> '3\/4': 19.0,
                  [CD] -> '3\/8': 7.0,
                  [CD] -> '4': 11.0,
                  [CD] -> '4,000': 4.0,
                  [CD] -> '4,393,237': 3.0,
                  [CD] -> '4,645': 3.0,
                  [CD] -> '4.1': 3.0,
                  [CD] -> '4.10': 3.0,
                  [CD] -> '4.25': 4.0,
                  [CD] -> '4.3': 4.0,
                  [CD] -> '4.4': 3.0,
                  [CD] -> '4.5': 3.0,
                  [CD] -> '4.6': 3.0,
                  [CD] -> '4.75': 3.0,
                  [CD] -> '4.8': 4.0,
                  [CD] -> '4.875': 3.0,
                  [CD] -> '4.898': 3.0,
                  [CD] -> '4.9': 3.0,
                  [CD] -> '40': 21.0,
                  [CD] -> '40,000': 3.0,
                  [CD] -> '400': 7.0,
                  [CD] -> '400,000': 3.0,
                  [CD] -> '41': 5.0,
                  [CD] -> '415.6': 3.0,
                  [CD] -> '415.8': 3.0,
                  [CD] -> '42': 4.0,
                  [CD] -> '42.5': 4.0,
                  [CD] -> '43': 5.0,
                  [CD] -> '436.01': 3.0,
                  [CD] -> '44': 6.0,
                  [CD] -> '445': 3.0,
                  [CD] -> '446.62': 3.0,
                  [CD] -> '449.04': 3.0,
                  [CD] -> '45': 8.0,
                  [CD] -> '45,000': 5.0,
                  [CD] -> '45.3': 3.0,
                  [CD] -> '45.75': 3.0,
                  [CD] -> '450': 5.0,
                  [CD] -> '456.64': 3.0,
                  [CD] -> '46': 5.0,
                  [CD] -> '46.1': 3.0,
                  [CD] -> '467': 3.0,
                  [CD] -> '47': 5.0,
                  [CD] -> '47.125': 3.0,
                  [CD] -> '47.5': 3.0,
                  [CD] -> '47.6': 4.0,
                  [CD] -> '48': 4.0,
                  [CD] -> '49': 7.0,
                  [CD] -> '49.9': 3.0,
                  [CD] -> '490': 3.0,
                  [CD] -> '497.34': 3.0,
                  [CD] -> '5': 13.0,
                  [CD] -> '5,000': 13.0,
                  [CD] -> '5.276': 3.0,
                  [CD] -> '5.29': 3.0,
                  [CD] -> '5.3': 3.0,
                  [CD] -> '5.39': 3.0,
                  [CD] -> '5.4': 3.0,
                  [CD] -> '5.5': 3.0,
                  [CD] -> '5.57': 3.0,
                  [CD] -> '5.7': 3.0,
                  [CD] -> '5.9': 3.0,
                  [CD] -> '50': 28.0,
                  [CD] -> '50,000': 6.0,
                  [CD] -> '50.38': 3.0,
                  [CD] -> '50.45': 3.0,
                  [CD] -> '500': 33.0,
                  [CD] -> '500,000': 3.0,
                  [CD] -> '500,004': 3.0,
                  [CD] -> '501': 3.0,
                  [CD] -> '51': 6.0,
                  [CD] -> '51.25': 3.0,
                  [CD] -> '52': 4.0,
                  [CD] -> '53': 4.0,
                  [CD] -> '534': 3.0,
                  [CD] -> '55': 9.0,
                  [CD] -> '550,000': 3.0,
                  [CD] -> '57': 3.0,
                  [CD] -> '57.50': 3.0,
                  [CD] -> '57.6': 3.0,
                  [CD] -> '57.7': 3.0,
                  [CD] -> '570': 3.0,
                  [CD] -> '58': 5.0,
                  [CD] -> '59': 6.0,
                  [CD] -> '59.6': 3.0,
                  [CD] -> '59.9': 3.0,
                  [CD] -> '5\/8': 13.0,
                  [CD] -> '6': 16.0,
                  [CD] -> '6,000': 4.0,
                  [CD] -> '6,500': 3.0,
                  [CD] -> '6.03': 3.0,
                  [CD] -> '6.1': 3.0,
                  [CD] -> '6.20': 4.0,
                  [CD] -> '6.21': 3.0,
                  [CD] -> '6.25': 4.0,
                  [CD] -> '6.40': 4.0,
                  [CD] -> '6.5': 3.0,
                  [CD] -> '6.70': 3.0,
                  [CD] -> '6.79': 3.0,
                  [CD] -> '6.9': 3.0,
                  [CD] -> '60': 14.0,
                  [CD] -> '60,000': 4.0,
                  [CD] -> '600': 3.0,
                  [CD] -> '600,000': 4.0,
                  [CD] -> '605': 4.0,
                  [CD] -> '609': 3.0,
                  [CD] -> '61': 5.0,
                  [CD] -> '62': 5.0,
                  [CD] -> '62.5': 4.0,
                  [CD] -> '62.625': 3.0,
                  [CD] -> '620': 3.0,
                  [CD] -> '63': 7.0,
                  [CD] -> '64': 4.0,
                  [CD] -> '64.5': 3.0,
                  [CD] -> '644': 3.0,
                  [CD] -> '65': 5.0,
                  [CD] -> '66.5': 3.0,
                  [CD] -> '672': 3.0,
                  [CD] -> '68': 4.0,
                  [CD] -> '69': 4.0,
                  [CD] -> '6\/2': 3.0,
                  [CD] -> '7': 18.0,
                  [CD] -> '7,500': 4.0,
                  [CD] -> '7.15': 3.0,
                  [CD] -> '7.20': 3.0,
                  [CD] -> '7.272': 4.0,
                  [CD] -> '7.3': 4.0,
                  [CD] -> '7.40': 4.0,
                  [CD] -> '7.422': 3.0,
                  [CD] -> '7.45': 3.0,
                  [CD] -> '7.458': 4.0,
                  [CD] -> '7.5': 4.0,
                  [CD] -> '7.50': 3.0,
                  [CD] -> '7.55': 3.0,
                  [CD] -> '7.62': 3.0,
                  [CD] -> '7.65': 3.0,
                  [CD] -> '7.74': 4.0,
                  [CD] -> '7.78': 3.0,
                  [CD] -> '7.8': 3.0,
                  [CD] -> '7.80': 3.0,
                  [CD] -> '7.88': 4.0,
                  [CD] -> '7.90': 4.0,
                  [CD] -> '7.95': 4.0,
                  [CD] -> '70': 9.0,
                  [CD] -> '70.7': 3.0,
                  [CD] -> '700': 3.0,
                  [CD] -> '700,000': 3.0,
                  [CD] -> '701': 3.0,
                  [CD] -> '705.6': 3.0,
                  [CD] -> '71': 4.0,
                  [CD] -> '71,309': 3.0,
                  [CD] -> '72': 4.0,
                  [CD] -> '72.7': 3.0,
                  [CD] -> '722': 3.0,
                  [CD] -> '73': 3.0,
                  [CD] -> '730': 3.0,
                  [CD] -> '737.5': 3.0,
                  [CD] -> '75': 9.0,
                  [CD] -> '75-year-old': 3.0,
                  [CD] -> '750': 3.0,
                  [CD] -> '76': 3.0,
                  [CD] -> '767': 5.0,
                  [CD] -> '77': 4.0,
                  [CD] -> '77,000': 3.0,
                  [CD] -> '77.56': 3.0,
                  [CD] -> '77.70': 3.0,
                  [CD] -> '777': 3.0,
                  [CD] -> '78': 3.0,
                  [CD] -> '7\/16': 4.0,
                  [CD] -> '7\/8': 10.0,
                  [CD] -> '8': 33.0,
                  [CD] -> '8.04': 4.0,
                  [CD] -> '8.06': 3.0,
                  [CD] -> '8.07': 4.0,
                  [CD] -> '8.12': 3.0,
                  [CD] -> '8.14': 3.0,
                  [CD] -> '8.15': 3.0,
                  [CD] -> '8.19': 3.0,
                  [CD] -> '8.22': 3.0,
                  [CD] -> '8.25': 4.0,
                  [CD] -> '8.30': 3.0,
                  [CD] -> '8.35': 3.0,
                  [CD] -> '8.45': 4.0,
                  [CD] -> '8.467': 3.0,
                  [CD] -> '8.47': 3.0,
                  [CD] -> '8.48': 3.0,
                  [CD] -> '8.50': 5.0,
                  [CD] -> '8.53': 3.0,
                  [CD] -> '8.55': 4.0,
                  [CD] -> '8.56': 3.0,
                  [CD] -> '8.575': 3.0,
                  [CD] -> '8.60': 3.0,
                  [CD] -> '8.64': 3.0,
                  [CD] -> '8.65': 3.0,
                  [CD] -> '8.70': 3.0,
                  [CD] -> '8.75': 3.0,
                  [CD] -> '80': 4.0,
                  [CD] -> '80.8': 3.0,
                  [CD] -> '800': 4.0,
                  [CD] -> '81.8': 3.0,
                  [CD] -> '82,389': 3.0,
                  [CD] -> '83.4': 3.0,
                  [CD] -> '8300': 3.0,
                  [CD] -> '84.29': 3.0,
                  [CD] -> '847': 3.0,
                  [CD] -> '85': 4.0,
                  [CD] -> '85.1': 3.0,
                  [CD] -> '850': 3.0,
                  [CD] -> '858,000': 3.0,
                  [CD] -> '86': 3.0,
                  [CD] -> '86.12': 3.0,
                  [CD] -> '877,663': 3.0,
                  [CD] -> '88': 4.0,
                  [CD] -> '89': 3.0,
                  [CD] -> '89,500': 3.0,
                  [CD] -> '89.7': 3.0,
                  [CD] -> '89.9': 3.0,
                  [CD] -> '9': 14.0,
                  [CD] -> '9,118': 3.0,
                  [CD] -> '9.3': 3.0,
                  [CD] -> '9.37': 3.0,
                  [CD] -> '9.45': 3.0,
                  [CD] -> '9.5': 4.0,
                  [CD] -> '9.625': 3.0,
                  [CD] -> '9.75': 3.0,
                  [CD] -> '9.8': 3.0,
                  [CD] -> '9.82': 3.0,
                  [CD] -> '9.9': 3.0,
                  [CD] -> '90': 15.0,
                  [CD] -> '900': 9.0,
                  [CD] -> '917': 3.0,
                  [CD] -> '93': 3.0,
                  [CD] -> '93,000': 3.0,
                  [CD] -> '94': 3.0,
                  [CD] -> '94.8': 3.0,
                  [CD] -> '95,142': 3.0,
                  [CD] -> '963': 3.0,
                  [CD] -> '98': 4.0,
                  [CD] -> '98.3': 3.0,
                  [CD] -> '99': 7.0,
                  [CD] -> '99.1': 3.0,
                  [CD] -> '992,000': 3.0,
                  [CD] -> '<unk>': 1.0,
                  [CD] -> 'Cray-3': 3.0,
                  [CD] -> 'FIRST': 3.0,
                  [CD] -> 'Fifteen': 3.0,
                  [CD] -> 'Five': 3.0,
                  [CD] -> 'Four': 3.0,
                  [CD] -> 'IX': 3.0,
                  [CD] -> 'Nine': 3.0,
                  [CD] -> 'One': 17.0,
                  [CD] -> 'THREE': 3.0,
                  [CD] -> 'TWO': 3.0,
                  [CD] -> 'Ten': 3.0,
                  [CD] -> 'Three': 4.0,
                  [CD] -> 'Two': 5.0,
                  [CD] -> 'billion': 102.0,
                  [CD] -> 'eight': 5.0,
                  [CD] -> 'five': 24.0,
                  [CD] -> 'four': 17.0,
                  [CD] -> 'hundred': 5.0,
                  [CD] -> 'mid-1970s': 3.0,
                  [CD] -> 'million': 218.0,
                  [CD] -> 'nine': 9.0,
                  [CD] -> 'one': 103.0,
                  [CD] -> 'seven': 9.0,
                  [CD] -> 'six': 22.0,
                  [CD] -> 'the': 3.0,
                  [CD] -> 'thousand': 3.0,
                  [CD] -> 'three': 39.0,
                  [CD] -> 'trillion': 5.0,
                  [CD] -> 'two': 82.0}),
     [CONJP]: defaultdict(int,
                 {[CONJP] -> [CC] [RB]: 1,
                  [CONJP] -> [IN] [IN]: 1,
                  [CONJP] -> [RB] [IN]: 2,
                  [CONJP] -> [RB] [JJ]: 1,
                  [CONJP] -> [RB] [RB]: 3,
                  [CONJP] -> [RB] [RB] [IN]: 9,
                  [CONJP] -> [RB] [TO] [VB]: 1}),
     [DT]: defaultdict(int,
                 {[DT] -> '<unk>': 1.0,
                  [DT] -> 'A': 84.0,
                  [DT] -> 'AN': 3.0,
                  [DT] -> 'All': 12.0,
                  [DT] -> 'An': 14.0,
                  [DT] -> 'Another': 8.0,
                  [DT] -> 'Any': 4.0,
                  [DT] -> 'Both': 9.0,
                  [DT] -> 'Each': 11.0,
                  [DT] -> 'Every': 4.0,
                  [DT] -> 'Neither': 6.0,
                  [DT] -> 'No': 11.0,
                  [DT] -> 'Some': 20.0,
                  [DT] -> 'THE': 4.0,
                  [DT] -> 'That': 31.0,
                  [DT] -> 'The': 536.0,
                  [DT] -> 'These': 22.0,
                  [DT] -> 'This': 35.0,
                  [DT] -> 'Those': 8.0,
                  [DT] -> 'a': 1407.0,
                  [DT] -> 'all': 75.0,
                  [DT] -> 'an': 243.0,
                  [DT] -> 'another': 35.0,
                  [DT] -> 'any': 88.0,
                  [DT] -> 'both': 35.0,
                  [DT] -> 'del': 3.0,
                  [DT] -> 'each': 25.0,
                  [DT] -> 'either': 5.0,
                  [DT] -> 'every': 21.0,
                  [DT] -> 'half': 7.0,
                  [DT] -> 'la': 3.0,
                  [DT] -> 'le': 3.0,
                  [DT] -> 'neither': 9.0,
                  [DT] -> 'no': 66.0,
                  [DT] -> 'some': 101.0,
                  [DT] -> 'that': 65.0,
                  [DT] -> 'the': 3150.0,
                  [DT] -> 'these': 53.0,
                  [DT] -> 'this': 150.0,
                  [DT] -> 'those': 46.0}),
     [EX]: defaultdict(int,
                 {[EX] -> '<unk>': 1.0,
                  [EX] -> 'There': 30.0,
                  [EX] -> 'there': 51.0}),
     [FRAG-ADV]: defaultdict(int,
                 {[FRAG-ADV] -> [IN] [ADVP]: 1, [FRAG-ADV] -> [WHADVP] [ADJP]: 1}),
     [FRAG-HLN]: defaultdict(int, {[FRAG-HLN] -> [NP] [:] [S] [.]: 1}),
     [FRAG-TTL-SBJ-1]: defaultdict(int,
                 {[FRAG-TTL-SBJ-1] -> [INTJ] [,] [NP-VOC]: 1}),
     [FRAG]: defaultdict(int,
                 {[FRAG] -> [-NONE-]: 3,
                  [FRAG] -> [ADJP-PRD]: 1,
                  [FRAG] -> [ADJP] [.]: 1,
                  [FRAG] -> [ADVP-TMP] [ADVP-LOC]: 1,
                  [FRAG] -> [ADVP]: 1,
                  [FRAG] -> [ADVP] [ADJP]: 1,
                  [FRAG] -> [FRAG] [:] [FRAG] [.]: 1,
                  [FRAG] -> [NP-SBJ-1] [,] [VP]: 2,
                  [FRAG] -> [NP-SBJ-1] [VP]: 1,
                  [FRAG] -> [NP-SBJ-2] [VP]: 1,
                  [FRAG] -> [NP-SBJ-3] [,] [VP]: 1,
                  [FRAG] -> [NP-SBJ-3] [NP] [,] [VP]: 1,
                  [FRAG] -> [NP-SBJ-3] [VP]: 1,
                  [FRAG] -> [NP-SBJ-4] [,] [VP]: 1,
                  [FRAG] -> [NP-SBJ-5] [VP]: 2,
                  [FRAG] -> [NP-SBJ-7] [VP]: 1,
                  [FRAG] -> [NP-SBJ] [,] [NP]: 4,
                  [FRAG] -> [NP-SBJ] [NP]: 33,
                  [FRAG] -> [NP-SBJ] [PP-TMP]: 1,
                  [FRAG] -> [NP]: 1,
                  [FRAG] -> [NP] [,] [SBAR-PRP] [.]: 1,
                  [FRAG] -> [NP] [.]: 1,
                  [FRAG] -> [NP] [:] [S]: 1,
                  [FRAG] -> [NP] [:] [S] [.]: 4,
                  [FRAG] -> [PP-LOC]: 2,
                  [FRAG] -> [PP]: 1,
                  [FRAG] -> [PP] [:] [NP] [.]: 2,
                  [FRAG] -> [RB] [NP-SBJ]: 1,
                  [FRAG] -> [RB] [NP-TMP] [.]: 1,
                  [FRAG] -> [RB] [PP]: 2,
                  [FRAG] -> [S-ADV] [:] [NP] [.]: 1,
                  [FRAG] -> [SBAR-ADV]: 1,
                  [FRAG] -> [WHNP] [SBAR] [.]: 1}),
     [FW]: defaultdict(int,
                 {[FW] -> '<unk>': 1.0,
                  [FW] -> 'Perestroika': 3.0,
                  [FW] -> 'besuboru': 3.0,
                  [FW] -> 'de': 3.0,
                  [FW] -> 'etc.': 3.0}),
     [INTJ]: defaultdict(int,
                 {[INTJ] -> [RB]: 2,
                  [INTJ] -> [RB] [JJ]: 1,
                  [INTJ] -> [UH]: 2,
                  [INTJ] -> [VB]: 2,
                  [INTJ] -> [VB] [,] [RB]: 1}),
     [IN]: defaultdict(int,
                 {[IN] -> '<unk>': 1.0,
                  [IN] -> '@': 3.0,
                  [IN] -> 'About': 7.0,
                  [IN] -> 'After': 11.0,
                  [IN] -> 'Against': 3.0,
                  [IN] -> 'Along': 4.0,
                  [IN] -> 'Although': 10.0,
                  [IN] -> 'Among': 11.0,
                  [IN] -> 'As': 27.0,
                  [IN] -> 'At': 27.0,
                  [IN] -> 'Because': 5.0,
                  [IN] -> 'Before': 4.0,
                  [IN] -> 'Behind': 3.0,
                  [IN] -> 'Besides': 5.0,
                  [IN] -> 'But': 3.0,
                  [IN] -> 'By': 12.0,
                  [IN] -> 'Despite': 12.0,
                  [IN] -> 'During': 6.0,
                  [IN] -> 'Except': 3.0,
                  [IN] -> 'For': 27.0,
                  [IN] -> 'From': 7.0,
                  [IN] -> 'If': 36.0,
                  [IN] -> 'In': 151.0,
                  [IN] -> 'Like': 6.0,
                  [IN] -> 'OF': 4.0,
                  [IN] -> 'OVER': 3.0,
                  [IN] -> 'Of': 5.0,
                  [IN] -> 'On': 14.0,
                  [IN] -> 'Once': 3.0,
                  [IN] -> 'Over': 4.0,
                  [IN] -> 'Since': 8.0,
                  [IN] -> 'So': 10.0,
                  [IN] -> 'Than': 3.0,
                  [IN] -> 'Though': 3.0,
                  [IN] -> 'Under': 13.0,
                  [IN] -> 'Unless': 3.0,
                  [IN] -> 'Unlike': 5.0,
                  [IN] -> 'Until': 6.0,
                  [IN] -> 'Whereas': 3.0,
                  [IN] -> 'While': 22.0,
                  [IN] -> 'With': 11.0,
                  [IN] -> 'Without': 8.0,
                  [IN] -> 'a': 3.0,
                  [IN] -> 'about': 126.0,
                  [IN] -> 'above': 13.0,
                  [IN] -> 'across': 14.0,
                  [IN] -> 'after': 59.0,
                  [IN] -> 'against': 31.0,
                  [IN] -> 'ago': 17.0,
                  [IN] -> 'along': 6.0,
                  [IN] -> 'although': 12.0,
                  [IN] -> 'amid': 5.0,
                  [IN] -> 'among': 25.0,
                  [IN] -> 'and': 3.0,
                  [IN] -> 'are': 3.0,
                  [IN] -> 'around': 21.0,
                  [IN] -> 'as': 261.0,
                  [IN] -> 'at': 310.0,
                  [IN] -> 'because': 91.0,
                  [IN] -> 'before': 36.0,
                  [IN] -> 'behind': 6.0,
                  [IN] -> 'below': 24.0,
                  [IN] -> 'between': 34.0,
                  [IN] -> 'beyond': 5.0,
                  [IN] -> 'by': 319.0,
                  [IN] -> 'complicated': 3.0,
                  [IN] -> 'de': 7.0,
                  [IN] -> 'despite': 8.0,
                  [IN] -> 'down': 15.0,
                  [IN] -> 'during': 33.0,
                  [IN] -> 'except': 9.0,
                  [IN] -> 'far': 3.0,
                  [IN] -> 'for': 639.0,
                  [IN] -> 'from': 262.0,
                  [IN] -> 'if': 70.0,
                  [IN] -> 'in': 1196.0,
                  [IN] -> 'including': 3.0,
                  [IN] -> 'into': 74.0,
                  [IN] -> 'like': 41.0,
                  [IN] -> 'near': 7.0,
                  [IN] -> 'next': 10.0,
                  [IN] -> 'notwithstanding': 3.0,
                  [IN] -> 'of': 1783.0,
                  [IN] -> 'off': 10.0,
                  [IN] -> 'on': 369.0,
                  [IN] -> 'once': 3.0,
                  [IN] -> 'onto': 3.0,
                  [IN] -> 'out': 23.0,
                  [IN] -> 'outside': 6.0,
                  [IN] -> 'over': 62.0,
                  [IN] -> 'per': 7.0,
                  [IN] -> 'since': 43.0,
                  [IN] -> 'so': 17.0,
                  [IN] -> 'than': 141.0,
                  [IN] -> 'that': 399.0,
                  [IN] -> 'though': 20.0,
                  [IN] -> 'through': 38.0,
                  [IN] -> 'throughout': 4.0,
                  [IN] -> 'to': 4.0,
                  [IN] -> 'toward': 4.0,
                  [IN] -> 'under': 48.0,
                  [IN] -> 'unless': 9.0,
                  [IN] -> 'unlike': 4.0,
                  [IN] -> 'until': 26.0,
                  [IN] -> 'up': 19.0,
                  [IN] -> 'upon': 8.0,
                  [IN] -> 'via': 10.0,
                  [IN] -> 'vs.': 3.0,
                  [IN] -> 'whether': 25.0,
                  [IN] -> 'which': 3.0,
                  [IN] -> 'while': 33.0,
                  [IN] -> 'with': 302.0,
                  [IN] -> 'within': 12.0,
                  [IN] -> 'without': 26.0,
                  [IN] -> 'worth': 5.0}),
     [JJR]: defaultdict(int,
                 {[JJR] -> '<unk>': 1.0,
                  [JJR] -> 'Earlier': 4.0,
                  [JJR] -> 'Higher': 4.0,
                  [JJR] -> 'Longer': 3.0,
                  [JJR] -> 'More': 5.0,
                  [JJR] -> 'Moreover': 3.0,
                  [JJR] -> 'Shorter': 3.0,
                  [JJR] -> 'better': 11.0,
                  [JJR] -> 'bigger': 4.0,
                  [JJR] -> 'broader': 8.0,
                  [JJR] -> 'cheaper': 6.0,
                  [JJR] -> 'cleaner': 3.0,
                  [JJR] -> 'closer': 5.0,
                  [JJR] -> 'earlier': 23.0,
                  [JJR] -> 'easier': 7.0,
                  [JJR] -> 'faster': 5.0,
                  [JJR] -> 'fewer': 7.0,
                  [JJR] -> 'fuller': 3.0,
                  [JJR] -> 'further': 3.0,
                  [JJR] -> 'greater': 11.0,
                  [JJR] -> 'happier': 3.0,
                  [JJR] -> 'harder': 6.0,
                  [JJR] -> 'higher': 29.0,
                  [JJR] -> 'larger': 9.0,
                  [JJR] -> 'less': 27.0,
                  [JJR] -> 'lesser': 3.0,
                  [JJR] -> 'lighter': 3.0,
                  [JJR] -> 'longer': 6.0,
                  [JJR] -> 'lower': 22.0,
                  [JJR] -> 'more': 87.0,
                  [JJR] -> 'newer': 3.0,
                  [JJR] -> 'older': 5.0,
                  [JJR] -> 'riskier': 3.0,
                  [JJR] -> 'savvier': 3.0,
                  [JJR] -> 'sharper': 3.0,
                  [JJR] -> 'slower': 6.0,
                  [JJR] -> 'smaller': 10.0,
                  [JJR] -> 'softer': 3.0,
                  [JJR] -> 'steeper': 4.0,
                  [JJR] -> 'stiffer': 3.0,
                  [JJR] -> 'stronger': 6.0,
                  [JJR] -> 'worse': 5.0,
                  [JJR] -> 'younger': 4.0}),
     [JJS]: defaultdict(int,
                 {[JJS] -> '<unk>': 1.0,
                  [JJS] -> 'Most': 6.0,
                  [JJS] -> 'best': 10.0,
                  [JJS] -> 'best-selling': 3.0,
                  [JJS] -> 'biggest': 8.0,
                  [JJS] -> 'brightest': 3.0,
                  [JJS] -> 'busiest': 3.0,
                  [JJS] -> 'cheapest': 3.0,
                  [JJS] -> 'earliest': 3.0,
                  [JJS] -> 'fastest': 3.0,
                  [JJS] -> 'finest': 3.0,
                  [JJS] -> 'greatest': 4.0,
                  [JJS] -> 'highest': 10.0,
                  [JJS] -> 'hottest': 3.0,
                  [JJS] -> 'largest': 27.0,
                  [JJS] -> 'latest': 14.0,
                  [JJS] -> 'least': 21.0,
                  [JJS] -> 'longest': 3.0,
                  [JJS] -> 'loudest': 3.0,
                  [JJS] -> 'loveliest': 3.0,
                  [JJS] -> 'lowest': 6.0,
                  [JJS] -> 'most': 34.0,
                  [JJS] -> 'oldest': 4.0,
                  [JJS] -> 'priciest': 3.0,
                  [JJS] -> 'smallest': 3.0,
                  [JJS] -> 'strongest': 4.0,
                  [JJS] -> 'third-highest': 3.0,
                  [JJS] -> 'worst': 4.0}),
     [JJ]: defaultdict(int,
                 {[JJ] -> 'cop-killer': 5.0,
                  [JJ] -> 'sizable': 5.0,
                  [JJ] -> 'first-time': 3.0,
                  [JJ] -> 'principal': 7.0,
                  [JJ] -> 'grand': 3.0,
                  [JJ] -> 'different': 19.0,
                  [JJ] -> 'bearish': 3.0,
                  [JJ] -> 'two-time-losers': 3.0,
                  [JJ] -> 'bilateral': 5.0,
                  [JJ] -> 'central': 5.0,
                  [JJ] -> 'human': 5.0,
                  [JJ] -> 'high': 22.0,
                  [JJ] -> 'unsecured': 3.0,
                  [JJ] -> 'Corporate': 4.0,
                  [JJ] -> 'fetal': 5.0,
                  [JJ] -> 'leery': 3.0,
                  [JJ] -> 'bank-backed': 3.0,
                  [JJ] -> 'counterrevolutionary': 3.0,
                  [JJ] -> 'emotional': 3.0,
                  [JJ] -> 'Unable': 3.0,
                  [JJ] -> 'outstanding': 9.0,
                  [JJ] -> 'illegal': 8.0,
                  [JJ] -> 'interested': 7.0,
                  [JJ] -> 'tender': 3.0,
                  [JJ] -> 'Chicago-style': 3.0,
                  [JJ] -> 'first': 51.0,
                  [JJ] -> 'collective-bargaining': 3.0,
                  [JJ] -> 'visible': 4.0,
                  [JJ] -> 'search-and-seizure': 3.0,
                  [JJ] -> '37-year-old': 3.0,
                  [JJ] -> '30-day': 9.0,
                  [JJ] -> 'peripheral': 4.0,
                  [JJ] -> 'sensitive': 3.0,
                  [JJ] -> 'pressured': 5.0,
                  [JJ] -> '520-lawyer': 3.0,
                  [JJ] -> 'asbestos-related': 5.0,
                  [JJ] -> '90-day': 3.0,
                  [JJ] -> 'mid-size': 3.0,
                  [JJ] -> 'packed': 3.0,
                  [JJ] -> 'endless': 3.0,
                  [JJ] -> 'Proper': 3.0,
                  [JJ] -> '10-year': 3.0,
                  [JJ] -> 'formal': 4.0,
                  [JJ] -> 'Australian': 4.0,
                  [JJ] -> 'uncomfortable': 3.0,
                  [JJ] -> 'widespread': 5.0,
                  [JJ] -> 'premier': 3.0,
                  [JJ] -> 'careful': 4.0,
                  [JJ] -> 'citizen-sparked': 3.0,
                  [JJ] -> '36-day': 3.0,
                  [JJ] -> 'sudden': 3.0,
                  [JJ] -> '84-month': 3.0,
                  [JJ] -> 'willing': 9.0,
                  [JJ] -> 'main': 10.0,
                  [JJ] -> 'securities-based': 3.0,
                  [JJ] -> 'soured': 3.0,
                  [JJ] -> 'tired': 3.0,
                  [JJ] -> 'myriad': 3.0,
                  [JJ] -> 'efficient': 5.0,
                  [JJ] -> 'forcing': 3.0,
                  [JJ] -> 'black': 4.0,
                  [JJ] -> 'energetic': 4.0,
                  [JJ] -> 'predictable': 3.0,
                  [JJ] -> 'residential': 6.0,
                  [JJ] -> 'Standardized': 3.0,
                  [JJ] -> 'powerful': 3.0,
                  [JJ] -> 'internal': 7.0,
                  [JJ] -> 'negotiable': 3.0,
                  [JJ] -> '18-year-old': 3.0,
                  [JJ] -> 'real': 16.0,
                  [JJ] -> 'amusing': 4.0,
                  [JJ] -> '90-cent-an-hour': 3.0,
                  [JJ] -> 'two-year': 5.0,
                  [JJ] -> 'low-cost': 3.0,
                  [JJ] -> 'composite': 10.0,
                  [JJ] -> 'ordinary': 3.0,
                  [JJ] -> 'Senate-House': 3.0,
                  [JJ] -> 'accelerated': 3.0,
                  [JJ] -> 'negative': 10.0,
                  [JJ] -> 'Uzi-model': 3.0,
                  [JJ] -> 'solid': 5.0,
                  [JJ] -> 'vagrant': 3.0,
                  [JJ] -> 'egregious': 3.0,
                  [JJ] -> 'Lead': 3.0,
                  [JJ] -> 'Japanese': 82.0,
                  [JJ] -> 'state-owned': 4.0,
                  [JJ] -> 'Bermuda-based': 3.0,
                  [JJ] -> 'crash': 3.0,
                  [JJ] -> 'high-priced': 5.0,
                  [JJ] -> 'right': 7.0,
                  [JJ] -> 'Austrian': 3.0,
                  [JJ] -> 'enviable': 3.0,
                  [JJ] -> 'worthy': 3.0,
                  [JJ] -> '58-year-old': 3.0,
                  [JJ] -> 'red': 4.0,
                  [JJ] -> 'poor': 7.0,
                  [JJ] -> 'disaffected': 3.0,
                  [JJ] -> 'cold': 3.0,
                  [JJ] -> 'foreign': 25.0,
                  [JJ] -> 'undiplomatic': 3.0,
                  [JJ] -> 'personal': 10.0,
                  [JJ] -> 'erudite': 3.0,
                  [JJ] -> 'interest-bearing': 3.0,
                  [JJ] -> 'bold': 4.0,
                  [JJ] -> 'open': 8.0,
                  [JJ] -> 'satisfactory': 4.0,
                  [JJ] -> 'high-balance': 3.0,
                  [JJ] -> 'regular': 5.0,
                  [JJ] -> 'sad': 3.0,
                  [JJ] -> 'favorite': 4.0,
                  [JJ] -> 'annualized': 3.0,
                  [JJ] -> 'soft': 4.0,
                  [JJ] -> 'presidential': 3.0,
                  [JJ] -> 'own': 39.0,
                  [JJ] -> 'bottom-line': 3.0,
                  [JJ] -> 'would-be': 3.0,
                  [JJ] -> 'robotic': 3.0,
                  [JJ] -> 'psychiatric': 5.0,
                  [JJ] -> 'light-truck': 4.0,
                  [JJ] -> 'dismayed': 3.0,
                  [JJ] -> 'seven-day': 5.0,
                  [JJ] -> 'forthcoming': 3.0,
                  [JJ] -> 'unwashed': 3.0,
                  [JJ] -> 'Reagan-Bush': 3.0,
                  [JJ] -> 'Economic': 3.0,
                  [JJ] -> 'sixth': 5.0,
                  [JJ] -> 'unwilling': 3.0,
                  [JJ] -> 'top': 11.0,
                  [JJ] -> 'impartial': 3.0,
                  [JJ] -> '50-state': 3.0,
                  [JJ] -> 'sympathetic': 3.0,
                  [JJ] -> 'one-country': 3.0,
                  [JJ] -> 'needed': 3.0,
                  [JJ] -> 'crucial': 4.0,
                  [JJ] -> 'cancer-causing': 3.0,
                  [JJ] -> 'wrenching': 3.0,
                  [JJ] -> 'we-Japanese': 3.0,
                  [JJ] -> 'basic': 5.0,
                  [JJ] -> 'last': 64.0,
                  [JJ] -> 'junk-bond': 3.0,
                  [JJ] -> 'favorable': 3.0,
                  [JJ] -> 'floating-rate': 5.0,
                  [JJ] -> 'ongoing': 3.0,
                  [JJ] -> 'one-third': 3.0,
                  [JJ] -> 'Canadian': 7.0,
                  [JJ] -> 'high-rise': 3.0,
                  [JJ] -> 'year-earlier': 6.0,
                  [JJ] -> 'durable': 3.0,
                  [JJ] -> 'strong-willed': 4.0,
                  [JJ] -> 'parts-engineering': 3.0,
                  [JJ] -> 'funded': 3.0,
                  [JJ] -> 'protracted': 4.0,
                  [JJ] -> 'pick-up': 3.0,
                  [JJ] -> 'easy': 11.0,
                  [JJ] -> 'fresh': 3.0,
                  [JJ] -> 'disappointing': 5.0,
                  [JJ] -> 'American-style': 3.0,
                  [JJ] -> 'two-year-old': 3.0,
                  [JJ] -> 'ancient': 4.0,
                  [JJ] -> 'administrative': 7.0,
                  [JJ] -> 'Minneapolis-based': 3.0,
                  [JJ] -> 'necessary': 9.0,
                  [JJ] -> 'when-issued': 3.0,
                  [JJ] -> 'unfathomable': 3.0,
                  [JJ] -> 'momentary': 3.0,
                  [JJ] -> '25-year-old': 3.0,
                  [JJ] -> 'pre-cooked': 3.0,
                  [JJ] -> 'awful': 3.0,
                  [JJ] -> 'flashy': 3.0,
                  [JJ] -> 'cozy': 3.0,
                  [JJ] -> 'four-day': 3.0,
                  [JJ] -> 'exempt': 3.0,
                  [JJ] -> 'decisive': 3.0,
                  [JJ] -> 'overhead': 3.0,
                  [JJ] -> 'beaten': 3.0,
                  [JJ] -> 'happy': 3.0,
                  [JJ] -> 'foldable': 3.0,
                  [JJ] -> 'possible': 22.0,
                  [JJ] -> 'improper': 3.0,
                  [JJ] -> '54-year-old': 3.0,
                  [JJ] -> 'partisan': 3.0,
                  [JJ] -> 'low-priced': 3.0,
                  [JJ] -> 'Individual': 3.0,
                  [JJ] -> 'political': 17.0,
                  [JJ] -> 'fat': 4.0,
                  [JJ] -> 'four-color': 3.0,
                  [JJ] -> 'classical': 3.0,
                  [JJ] -> 'entangled': 3.0,
                  [JJ] -> 'stupid': 6.0,
                  [JJ] -> 'lackluster': 3.0,
                  [JJ] -> 'light': 11.0,
                  [JJ] -> 'touchy': 3.0,
                  [JJ] -> 'six-month': 7.0,
                  [JJ] -> 'unsolicited': 3.0,
                  [JJ] -> 'home-market': 3.0,
                  [JJ] -> 'several': 29.0,
                  [JJ] -> 'rival': 3.0,
                  [JJ] -> 'academic': 5.0,
                  [JJ] -> 'sorry': 3.0,
                  [JJ] -> 'retractable': 3.0,
                  [JJ] -> 'prestigious': 6.0,
                  [JJ] -> 'three-lawyer': 3.0,
                  [JJ] -> 'absurd': 3.0,
                  [JJ] -> 'thin': 7.0,
                  [JJ] -> 'intermediate': 3.0,
                  [JJ] -> 'six-bottle': 3.0,
                  [JJ] -> 'impressive': 3.0,
                  [JJ] -> 'cast-iron': 3.0,
                  [JJ] -> 'persistent': 5.0,
                  [JJ] -> 'Follow-up': 3.0,
                  [JJ] -> 'closed-end': 5.0,
                  [JJ] -> 'unfair': 12.0,
                  [JJ] -> 'institutional': 9.0,
                  [JJ] -> 'docile': 3.0,
                  [JJ] -> 'coincidental': 3.0,
                  [JJ] -> 'good': 33.0,
                  [JJ] -> 'affordable': 3.0,
                  [JJ] -> 'depositary': 3.0,
                  [JJ] -> 'nice': 5.0,
                  [JJ] -> 'unusual': 6.0,
                  [JJ] -> '190-point': 3.0,
                  [JJ] -> 'grim': 3.0,
                  [JJ] -> 'active': 7.0,
                  [JJ] -> 'bitter': 4.0,
                  [JJ] -> 'fast-growing': 3.0,
                  [JJ] -> 'punishable': 4.0,
                  [JJ] -> 'rich': 5.0,
                  [JJ] -> '20-point': 3.0,
                  [JJ] -> 'small-time': 3.0,
                  [JJ] -> 'cavernous': 3.0,
                  [JJ] -> 'loose': 3.0,
                  [JJ] -> 'letter-writing': 3.0,
                  [JJ] -> 'morale-damaging': 3.0,
                  [JJ] -> 'gut-wrenching': 3.0,
                  [JJ] -> 'questionable': 5.0,
                  [JJ] -> 'four-year-old': 3.0,
                  [JJ] -> 'billion-dollar': 3.0,
                  [JJ] -> 'Fourth': 3.0,
                  [JJ] -> 'roof-crush': 6.0,
                  [JJ] -> 'razor-thin': 3.0,
                  [JJ] -> 'taxable': 4.0,
                  [JJ] -> 'minimum': 11.0,
                  [JJ] -> 'apprehensive': 3.0,
                  [JJ] -> 'harsh': 5.0,
                  [JJ] -> 'proof': 3.0,
                  [JJ] -> 'huge': 11.0,
                  [JJ] -> 'drag-down': 3.0,
                  [JJ] -> 'asset-sale': 3.0,
                  [JJ] -> 'near-record': 3.0,
                  [JJ] -> 'large-scale': 3.0,
                  [JJ] -> 'ultimate': 4.0,
                  [JJ] -> 'plenty': 3.0,
                  [JJ] -> 'American': 29.0,
                  [JJ] -> 'war-damaged': 3.0,
                  [JJ] -> 'instrumental': 3.0,
                  [JJ] -> 'environmental': 7.0,
                  [JJ] -> 'appropriate': 3.0,
                  [JJ] -> 'electrical-safety': 3.0,
                  [JJ] -> 'Polish': 4.0,
                  [JJ] -> 'unrestricted': 3.0,
                  [JJ] -> 'national': 9.0,
                  [JJ] -> 'real-estate': 3.0,
                  [JJ] -> 'stunned': 3.0,
                  [JJ] -> 'identical': 3.0,
                  [JJ] -> 'middle-ground': 3.0,
                  [JJ] -> '59-year-old': 3.0,
                  [JJ] -> '30-year': 7.0,
                  [JJ] -> 'wrong': 8.0,
                  [JJ] -> 'double-digit': 4.0,
                  [JJ] -> 'legal': 12.0,
                  [JJ] -> '14-hour': 3.0,
                  [JJ] -> 'phony': 3.0,
                  [JJ] -> 'Italian': 5.0,
                  [JJ] -> 'conspicuous': 3.0,
                  [JJ] -> 'foul': 4.0,
                  [JJ] -> 'raw': 3.0,
                  [JJ] -> 'Toronto-based': 4.0,
                  [JJ] -> 'timely': 3.0,
                  [JJ] -> 'desultory': 3.0,
                  [JJ] -> 'built-from-kit': 3.0,
                  [JJ] -> 'cocky': 3.0,
                  [JJ] -> 'Solomonic': 3.0,
                  [JJ] -> 'embarrassing': 3.0,
                  [JJ] -> 'school-research': 3.0,
                  [JJ] -> 'aghast': 3.0,
                  [JJ] -> 'jurisdictional': 3.0,
                  [JJ] -> 'second-largest': 4.0,
                  [JJ] -> 'nearly-30': 3.0,
                  [JJ] -> 'smooth': 3.0,
                  [JJ] -> '100-share': 3.0,
                  [JJ] -> 'post-hearing': 3.0,
                  [JJ] -> 'systematic': 4.0,
                  [JJ] -> 'state-supervised': 3.0,
                  [JJ] -> 'bottom': 3.0,
                  [JJ] -> 'computer-assisted': 3.0,
                  [JJ] -> 'bad': 12.0,
                  [JJ] -> 'tasty': 3.0,
                  [JJ] -> 'TIRED': 3.0,
                  [JJ] -> 'nonresidential': 3.0,
                  [JJ] -> 'intricate': 3.0,
                  [JJ] -> 'JUDICIAL': 3.0,
                  [JJ] -> 'scenic': 3.0,
                  [JJ] -> 'self-aggrandizing': 3.0,
                  [JJ] -> 'teacher-cadet': 3.0,
                  [JJ] -> 'dollar-denominated': 5.0,
                  [JJ] -> 'pre-existing': 3.0,
                  [JJ] -> 'sluggish': 6.0,
                  [JJ] -> 'white': 4.0,
                  [JJ] -> 'kind': 4.0,
                  [JJ] -> 'giant': 5.0,
                  [JJ] -> 'fond': 3.0,
                  [JJ] -> 'angry': 4.0,
                  [JJ] -> 'solemn': 3.0,
                  [JJ] -> 'blue-chip': 3.0,
                  [JJ] -> 'Nearby': 3.0,
                  [JJ] -> 'mean': 3.0,
                  [JJ] -> 'bloody': 3.0,
                  [JJ] -> 'brief': 6.0,
                  [JJ] -> 'six-inch': 4.0,
                  [JJ] -> 'one-year': 7.0,
                  [JJ] -> 'anti-drug': 3.0,
                  [JJ] -> 'resilient': 3.0,
                  [JJ] -> 'big-time': 3.0,
                  [JJ] -> 'single-lot': 3.0,
                  [JJ] -> 'recessionary': 4.0,
                  [JJ] -> 'desirable': 4.0,
                  [JJ] -> '63-year-old': 3.0,
                  [JJ] -> 'free': 14.0,
                  [JJ] -> 'full-time': 4.0,
                  [JJ] -> 'sweeping': 5.0,
                  [JJ] -> 'yen-support': 3.0,
                  [JJ] -> 'quarterly': 6.0,
                  [JJ] -> 'needy': 3.0,
                  [JJ] -> 'sprightly': 3.0,
                  [JJ] -> 'feline': 3.0,
                  [JJ] -> 'long-term': 11.0,
                  [JJ] -> 'petulant': 3.0,
                  [JJ] -> 'bright': 4.0,
                  [JJ] -> 'contrary': 3.0,
                  [JJ] -> 'interim': 4.0,
                  [JJ] -> 'over-the-counter': 5.0,
                  [JJ] -> 'mutual': 9.0,
                  [JJ] -> 'longer-term': 3.0,
                  [JJ] -> 'pre-1933': 3.0,
                  [JJ] -> 'unlikely': 3.0,
                  [JJ] -> 'mundane': 3.0,
                  [JJ] -> 'Abrupt': 3.0,
                  [JJ] -> 'small': 45.0,
                  [JJ] -> 'French': 6.0,
                  [JJ] -> 'second': 10.0,
                  [JJ] -> 'pharmaceutical': 5.0,
                  [JJ] -> 'electric': 3.0,
                  [JJ] -> 'Pro-forma': 3.0,
                  [JJ] -> '8300': 3.0,
                  [JJ] -> 'program-trading': 10.0,
                  [JJ] -> 'disciplinary': 6.0,
                  [JJ] -> 'everyday': 3.0,
                  [JJ] -> 'brutal': 3.0,
                  [JJ] -> '62%-owned': 4.0,
                  [JJ] -> 'teenage': 3.0,
                  [JJ] -> 'stock-index': 10.0,
                  [JJ] -> 'equity-purchase': 3.0,
                  [JJ] -> 'empty': 3.0,
                  [JJ] -> 'three-year': 3.0,
                  [JJ] -> 'unique': 3.0,
                  [JJ] -> 'degenerative': 3.0,
                  [JJ] -> 'fundamentalist': 4.0,
                  [JJ] -> 'year-to-year': 3.0,
                  [JJ] -> 'Big': 4.0,
                  [JJ] -> 'round-trip': 3.0,
                  [JJ] -> 'carefree': 3.0,
                  [JJ] -> 'undisclosed': 3.0,
                  [JJ] -> 'cumbersome': 3.0,
                  [JJ] -> 'male': 4.0,
                  [JJ] -> 'modest': 4.0,
                  [JJ] -> 'familiar': 6.0,
                  [JJ] -> '53-year-old': 3.0,
                  [JJ] -> 'weird': 3.0,
                  [JJ] -> 'conditional': 3.0,
                  [JJ] -> 'U.S.-Japanese': 3.0,
                  [JJ] -> 'pre-Communist': 3.0,
                  [JJ] -> 'magnetic': 5.0,
                  [JJ] -> 'scholarly': 3.0,
                  [JJ] -> 'Long-term': 3.0,
                  [JJ] -> 'wheel-loader': 3.0,
                  [JJ] -> 'athletic': 3.0,
                  [JJ] -> 'muzzling': 3.0,
                  [JJ] -> 'capitalist': 3.0,
                  [JJ] -> 'Skilled': 3.0,
                  [JJ] -> 'back': 3.0,
                  [JJ] -> 'non-biodegradable': 3.0,
                  [JJ] -> 'precious': 3.0,
                  [JJ] -> 'peaceful': 3.0,
                  [JJ] -> 'drunk': 3.0,
                  [JJ] -> 'Strong': 3.0,
                  [JJ] -> 'unjust': 4.0,
                  [JJ] -> 'staggering': 3.0,
                  [JJ] -> 'hostile': 3.0,
                  [JJ] -> 'prominent': 4.0,
                  [JJ] -> 'healthy': 6.0,
                  [JJ] -> 'arched': 3.0,
                  [JJ] -> 'related': 5.0,
                  [JJ] -> 'finite': 3.0,
                  [JJ] -> 'Soviet': 7.0,
                  [JJ] -> 'Homeless': 3.0,
                  [JJ] -> 'mushy': 3.0,
                  [JJ] -> 'anti-China': 3.0,
                  [JJ] -> 'greedy': 3.0,
                  [JJ] -> 'high-stakes': 3.0,
                  [JJ] -> 'anti-morning-sickness': 3.0,
                  [JJ] -> 'persuasive': 3.0,
                  [JJ] -> 'multilevel': 3.0,
                  [JJ] -> 'comfortable': 3.0,
                  [JJ] -> 'steady': 6.0,
                  [JJ] -> 'male-only': 3.0,
                  [JJ] -> 'photographic': 3.0,
                  [JJ] -> 'Hot': 3.0,
                  [JJ] -> 'consumer-driven': 3.0,
                  [JJ] -> 'red-and-white': 3.0,
                  [JJ] -> 'weekly': 3.0,
                  [JJ] -> 'synthetic': 3.0,
                  [JJ] -> 'well-connected': 3.0,
                  [JJ] -> 'cardiovascular': 3.0,
                  [JJ] -> 'unfunded': 3.0,
                  [JJ] -> 'five-point': 4.0,
                  [JJ] -> 'Many': 15.0,
                  [JJ] -> 'dreadful': 3.0,
                  [JJ] -> 'early': 24.0,
                  [JJ] -> 'land-idling': 3.0,
                  [JJ] -> 'price-support': 3.0,
                  [JJ] -> 'yen-denominated': 3.0,
                  [JJ] -> 'tie-breaking': 3.0,
                  [JJ] -> 'hard-charging': 3.0,
                  [JJ] -> 'historic': 5.0,
                  [JJ] -> 'automotive': 4.0,
                  [JJ] -> 'scientific': 6.0,
                  [JJ] -> 'fastest-growing': 3.0,
                  [JJ] -> 'uncanny': 3.0,
                  [JJ] -> 'Sacramento-based': 3.0,
                  [JJ] -> 'exciting': 3.0,
                  [JJ] -> 'crib': 3.0,
                  [JJ] -> 'hardest-hit': 3.0,
                  [JJ] -> '%': 3.0,
                  [JJ] -> 'rural': 4.0,
                  [JJ] -> 'Southeast': 5.0,
                  [JJ] -> 'Crude': 3.0,
                  [JJ] -> 'unproven': 3.0,
                  [JJ] -> 'bald-faced': 3.0,
                  [JJ] -> 'chary': 3.0,
                  [JJ] -> 'explosive': 3.0,
                  [JJ] -> 'certain': 20.0,
                  [JJ] -> 'adequate': 3.0,
                  [JJ] -> 'gentle': 3.0,
                  [JJ] -> 'short': 10.0,
                  [JJ] -> 'tissue-transplant': 3.0,
                  [JJ] -> 'takeover-stock': 3.0,
                  [JJ] -> 'student-test': 3.0,
                  [JJ] -> 'computer-system-design': 3.0,
                  [JJ] -> 'blue': 5.0,
                  [JJ] -> 'two-week': 4.0,
                  [JJ] -> 'pro-democracy': 3.0,
                  [JJ] -> 'tight': 3.0,
                  [JJ] -> 'unfounded': 3.0,
                  [JJ] -> 'spectacular': 3.0,
                  [JJ] -> 'unimpeded': 3.0,
                  [JJ] -> 'price-depressing': 3.0,
                  [JJ] -> 'future': 16.0,
                  [JJ] -> 'stable': 3.0,
                  [JJ] -> 'unenticing': 3.0,
                  [JJ] -> 'normal': 5.0,
                  [JJ] -> 'unrecognizable': 4.0,
                  [JJ] -> 'convenient': 5.0,
                  [JJ] -> 'potential': 11.0,
                  [JJ] -> 'aesthetic': 3.0,
                  [JJ] -> '12-point': 5.0,
                  [JJ] -> 'year-long': 3.0,
                  [JJ] -> 'tall': 3.0,
                  [JJ] -> 'diversionary': 3.0,
                  [JJ] -> 'additional': 20.0,
                  [JJ] -> 'bell-ringing': 3.0,
                  [JJ] -> 'convertible': 11.0,
                  [JJ] -> 'permanent': 4.0,
                  [JJ] -> 'Varying': 3.0,
                  [JJ] -> 'harmful': 3.0,
                  [JJ] -> 'triple-A-rated': 3.0,
                  [JJ] -> 'much': 23.0,
                  [JJ] -> '500-stock': 3.0,
                  [JJ] -> 'Swiss': 7.0,
                  [JJ] -> 'poignant': 3.0,
                  [JJ] -> 'nominal': 3.0,
                  [JJ] -> 'leading': 3.0,
                  [JJ] -> 'disappointed': 3.0,
                  [JJ] -> 'insider-trading': 3.0,
                  [JJ] -> 'unattractive': 3.0,
                  [JJ] -> 'low': 13.0,
                  [JJ] -> 'detailed': 4.0,
                  [JJ] -> 'school-sponsored': 3.0,
                  [JJ] -> 'run-down': 4.0,
                  [JJ] -> 'fabled': 3.0,
                  [JJ] -> '15-day': 3.0,
                  [JJ] -> 'large': 23.0,
                  [JJ] -> 'fiber-optic': 3.0,
                  [JJ] -> 'Later': 3.0,
                  [JJ] -> 'lend-lease': 3.0,
                  [JJ] -> 'split': 3.0,
                  [JJ] -> 'unproductive': 3.0,
                  [JJ] -> 'one-newspaper': 3.0,
                  [JJ] -> 'valuable': 3.0,
                  [JJ] -> '238,000-circulation': 3.0,
                  [JJ] -> 'untrained': 3.0,
                  [JJ] -> 'decade-long': 3.0,
                  [JJ] -> 'subordinate': 3.0,
                  [JJ] -> 'unethical': 3.0,
                  [JJ] -> 'buy-back': 3.0,
                  [JJ] -> 'very': 5.0,
                  [JJ] -> 'Muzzling': 3.0,
                  [JJ] -> 'sharp': 4.0,
                  [JJ] -> 'bilingual': 3.0,
                  [JJ] -> 'ideological': 4.0,
                  [JJ] -> 'facial': 3.0,
                  [JJ] -> 'exact': 7.0,
                  [JJ] -> 'duty-free': 7.0,
                  [JJ] -> 'incredible': 3.0,
                  [JJ] -> 'five-year': 3.0,
                  [JJ] -> 'foreign-stock': 3.0,
                  [JJ] -> 'supplemental': 3.0,
                  [JJ] -> 'assistant': 4.0,
                  [JJ] -> 'money-center': 3.0,
                  [JJ] -> 'nonfat': 3.0,
                  [JJ] -> 'fast': 3.0,
                  [JJ] -> '21-month': 3.0,
                  [JJ] -> 'most-likely-successor': 3.0,
                  [JJ] -> 'moderate': 7.0,
                  [JJ] -> 'nuclear': 7.0,
                  [JJ] -> 'old': 22.0,
                  [JJ] -> 'cost-benefit': 3.0,
                  [JJ] -> 'crude': 3.0,
                  [JJ] -> 'strict': 5.0,
                  [JJ] -> 'higher-salaried': 3.0,
                  [JJ] -> 'Preliminary': 3.0,
                  [JJ] -> 'chaotic': 3.0,
                  [JJ] -> 'notable': 3.0,
                  [JJ] -> 'Washington-based': 3.0,
                  [JJ] -> 'silent': 4.0,
                  [JJ] -> 'gigantic': 3.0,
                  [JJ] -> 'world-wide': 6.0,
                  [JJ] -> 'disparate': 3.0,
                  [JJ] -> 'alive': 4.0,
                  [JJ] -> 'Medical': 3.0,
                  [JJ] -> 'longstanding': 3.0,
                  [JJ] -> 'breathtaking': 3.0,
                  [JJ] -> 'quick': 5.0,
                  [JJ] -> 'single': 12.0,
                  [JJ] -> 'training-wage': 3.0,
                  [JJ] -> 'lucrative': 5.0,
                  [JJ] -> 'East': 5.0,
                  [JJ] -> '11th': 3.0,
                  [JJ] -> '10th': 3.0,
                  [JJ] -> 'private': 17.0,
                  [JJ] -> 'open-end': 3.0,
                  [JJ] -> 'Sept.': 3.0,
                  [JJ] -> 'punitive': 3.0,
                  [JJ] -> 'promissory': 3.0,
                  [JJ] -> 'historical': 4.0,
                  [JJ] -> 'Cost-effective': 3.0,
                  [JJ] -> 'trivial': 3.0,
                  [JJ] -> 'mind-boggling': 3.0,
                  [JJ] -> 'High-grade': 3.0,
                  [JJ] -> 'definitive': 3.0,
                  [JJ] -> 'low-ability': 5.0,
                  [JJ] -> 'high-quality': 3.0,
                  [JJ] -> 'significant': 15.0,
                  [JJ] -> 'lightning-fast': 3.0,
                  [JJ] -> 'economic': 29.0,
                  [JJ] -> 'princely': 3.0,
                  [JJ] -> 'five-inch': 3.0,
                  [JJ] -> 'Long': 3.0,
                  [JJ] -> 'precise': 3.0,
                  [JJ] -> 'corporate': 20.0,
                  [JJ] -> 'seven-year': 3.0,
                  [JJ] -> 'ornamental': 3.0,
                  [JJ] -> 'gradual': 3.0,
                  [JJ] -> 'symbolic': 3.0,
                  [JJ] -> 'imaginative': 3.0,
                  [JJ] -> 'executive': 24.0,
                  [JJ] -> 'meaningful': 4.0,
                  [JJ] -> 'common': 30.0,
                  [JJ] -> 'top-yielding': 3.0,
                  [JJ] -> 'mortgage-backed': 5.0,
                  [JJ] -> 'fourth': 9.0,
                  [JJ] -> 'constitutional': 5.0,
                  [JJ] -> 'rapid': 3.0,
                  [JJ] -> 'revenue-desperate': 3.0,
                  [JJ] -> 'Traditional': 3.0,
                  [JJ] -> 'nonprofit': 3.0,
                  [JJ] -> 'pre-1917': 3.0,
                  [JJ] -> 'English-speaking': 3.0,
                  [JJ] -> 'safe-deposit': 3.0,
                  [JJ] -> 'heavy-duty': 3.0,
                  [JJ] -> 'superior': 4.0,
                  [JJ] -> 'intraocular': 3.0,
                  [JJ] -> 'hypothetical': 3.0,
                  [JJ] -> '51-year-old': 3.0,
                  [JJ] -> 'standing': 3.0,
                  [JJ] -> 'cute': 3.0,
                  [JJ] -> 'idiomatic': 3.0,
                  [JJ] -> 'verbatim': 3.0,
                  [JJ] -> 'test-preparation': 3.0,
                  [JJ] -> 'export-oriented': 3.0,
                  [JJ] -> 'organized': 3.0,
                  [JJ] -> 'regulatory': 10.0,
                  [JJ] -> 'individual': 13.0,
                  [JJ] -> 'unmarked': 3.0,
                  [JJ] -> 'ready': 3.0,
                  [JJ] -> 'ambitious': 4.0,
                  [JJ] -> 'new': 124.0,
                  [JJ] -> 'tumultuous': 3.0,
                  [JJ] -> 'car-care': 3.0,
                  [JJ] -> 'overleveraged': 3.0,
                  [JJ] -> 'NBC-owned': 3.0,
                  [JJ] -> 'Small': 4.0,
                  [JJ] -> 'modern': 4.0,
                  [JJ] -> 'furious': 3.0,
                  [JJ] -> 'secondary': 6.0,
                  [JJ] -> 'third-quarter': 4.0,
                  [JJ] -> 'military': 7.0,
                  [JJ] -> 'differential': 3.0,
                  [JJ] -> 'unjustified': 4.0,
                  [JJ] -> 'stellar': 4.0,
                  [JJ] -> 'dark': 3.0,
                  [JJ] -> 'product-design': 3.0,
                  [JJ] -> 'joint-venture': 3.0,
                  [JJ] -> 'combined': 3.0,
                  [JJ] -> 'comprehensive': 3.0,
                  [JJ] -> 'limited': 3.0,
                  [JJ] -> 'technical': 3.0,
                  [JJ] -> 'municipal': 4.0,
                  [JJ] -> 'major': 37.0,
                  [JJ] -> 'nine-year': 3.0,
                  [JJ] -> 'good-hearted': 3.0,
                  [JJ] -> '36-minute': 3.0,
                  [JJ] -> 'bygone': 3.0,
                  [JJ] -> '69-point': 3.0,
                  [JJ] -> 'inevitable': 3.0,
                  [JJ] -> 'unfocused': 4.0,
                  [JJ] -> 'intentioned': 3.0,
                  [JJ] -> 'low-tech': 3.0,
                  [JJ] -> 'eager': 5.0,
                  [JJ] -> 'Odd-year': 3.0,
                  [JJ] -> 'akin': 3.0,
                  [JJ] -> 'computerized': 3.0,
                  [JJ] -> 'independent': 6.0,
                  [JJ] -> 'lovely': 3.0,
                  [JJ] -> 'crushed': 3.0,
                  [JJ] -> 'retentive': 3.0,
                  [JJ] -> 'one-week': 3.0,
                  [JJ] -> 'correct': 3.0,
                  [JJ] -> 'stock-manipulation': 3.0,
                  [JJ] -> 'one-time': 7.0,
                  [JJ] -> 'intriguing': 3.0,
                  [JJ] -> 'weak': 5.0,
                  [JJ] -> 'confrontational': 3.0,
                  [JJ] -> 'Jersey-based': 3.0,
                  [JJ] -> 'intense': 7.0,
                  [JJ] -> 'midsized': 3.0,
                  [JJ] -> 'mouth-up': 3.0,
                  [JJ] -> 'hefty': 7.0,
                  [JJ] -> 'unsympathetic': 3.0,
                  [JJ] -> 'chief': 12.0,
                  [JJ] -> 'metropolitan': 3.0,
                  [JJ] -> 'professional': 4.0,
                  [JJ] -> 'obedient': 3.0,
                  [JJ] -> 'impudent': 3.0,
                  [JJ] -> 'fetal-tissue': 10.0,
                  [JJ] -> 'planned': 3.0,
                  [JJ] -> 'foreign-led': 3.0,
                  [JJ] -> 'galling': 3.0,
                  [JJ] -> '150-point': 3.0,
                  [JJ] -> 'semiannual': 5.0,
                  [JJ] -> 'severe': 4.0,
                  [JJ] -> 'compatible': 3.0,
                  [JJ] -> 'lofty': 3.0,
                  [JJ] -> 'cyclical': 3.0,
                  [JJ] -> 'underlying': 4.0,
                  [JJ] -> 'cutthroat': 3.0,
                  [JJ] -> 'Nasty': 3.0,
                  [JJ] -> 'whole': 4.0,
                  [JJ] -> 'prospective': 4.0,
                  [JJ] -> 'Egyptian': 3.0,
                  [JJ] -> 'a': 4.0,
                  [JJ] -> 'record-keeping': 3.0,
                  [JJ] -> 'Few': 3.0,
                  [JJ] -> 'feudal': 3.0,
                  [JJ] -> 'fearful': 3.0,
                  [JJ] -> 'northern': 3.0,
                  [JJ] -> 'fanciful': 3.0,
                  [JJ] -> 'off-year': 3.0,
                  [JJ] -> 'four-year': 3.0,
                  [JJ] -> '40-year-old': 3.0,
                  [JJ] -> 'applicable': 3.0,
                  [JJ] -> 'overseas': 7.0,
                  [JJ] -> 'stock-selection': 3.0,
                  [JJ] -> 'industry-wide': 3.0,
                  [JJ] -> 'savings-and-loan': 4.0,
                  [JJ] -> 'federal': 42.0,
                  [JJ] -> 'yielding': 3.0,
                  [JJ] -> 'family-planning': 4.0,
                  [JJ] -> 'airline-related': 3.0,
                  [JJ] -> 'many': 69.0,
                  [JJ] -> 'off-off': 3.0,
                  [JJ] -> 'industrial-production': 3.0,
                  [JJ] -> 'noble': 3.0,
                  [JJ] -> 'uncomplaining': 3.0,
                  [JJ] -> 'unaware': 3.0,
                  [JJ] -> 'anecdotal': 3.0,
                  [JJ] -> 'steep': 3.0,
                  [JJ] -> 'avid': 3.0,
                  [JJ] -> 'enlarged': 3.0,
                  [JJ] -> 'fellow': 4.0,
                  [JJ] -> 'full-length': 3.0,
                  [JJ] -> 'unchanged': 4.0,
                  [JJ] -> 'non-callable': 3.0,
                  [JJ] -> 'damaged': 3.0,
                  [JJ] -> 'court-ordered': 3.0,
                  [JJ] -> 'plastic': 3.0,
                  [JJ] -> 'controlled': 3.0,
                  [JJ] -> 'unhappy': 4.0,
                  [JJ] -> 'loyal': 3.0,
                  [JJ] -> 'severable': 4.0,
                  [JJ] -> 'subsequent': 3.0,
                  [JJ] -> 'playful': 3.0,
                  [JJ] -> 'gubernatorial': 3.0,
                  [JJ] -> 'surprising': 7.0,
                  [JJ] -> 'frantic': 3.0,
                  [JJ] -> 'continental': 3.0,
                  [JJ] -> '10-day': 6.0,
                  [JJ] -> 'stereotyped': 3.0,
                  [JJ] -> 'Negotiable': 3.0,
                  [JJ] -> 'lucky': 3.0,
                  [JJ] -> 'highest-pitched': 3.0,
                  [JJ] -> 'flat': 6.0,
                  [JJ] -> 'heavy': 6.0,
                  [JJ] -> 'big-ticket': 3.0,
                  [JJ] -> 'influential': 4.0,
                  [JJ] -> 'practical': 3.0,
                  [JJ] -> 'balkanized': 3.0,
                  [JJ] -> 'ugly': 3.0,
                  [JJ] -> 'city-owned': 3.0,
                  [JJ] -> 'stock-picking': 3.0,
                  [JJ] -> 'adjustable': 4.0,
                  [JJ] -> 'vicious': 3.0,
                  [JJ] -> 'financial': 33.0,
                  [JJ] -> 'Scandinavian': 3.0,
                  [JJ] -> 'less-serious': 3.0,
                  [JJ] -> 'inflationary': 3.0,
                  [JJ] -> 'shaded': 3.0,
                  [JJ] -> 'immediate': 4.0,
                  [JJ] -> 'off': 4.0,
                  [JJ] -> 'nonexecutive': 7.0,
                  [JJ] -> 'hard-hitting': 3.0,
                  [JJ] -> 'imperative': 3.0,
                  [JJ] -> 'mathematical': 3.0,
                  [JJ] -> 'guilty': 5.0,
                  [JJ] -> 'Next': 3.0,
                  [JJ] -> 'black-and-white': 3.0,
                  [JJ] -> 'African': 3.0,
                  [JJ] -> 'ninth': 3.0,
                  [JJ] -> 'previous': 13.0,
                  [JJ] -> 'mechanical': 6.0,
                  [JJ] -> 'Close': 3.0,
                  [JJ] -> 'if': 3.0,
                  [JJ] -> 'objectionable': 3.0,
                  [JJ] -> 'outright': 4.0,
                  [JJ] -> 'tabloid': 3.0,
                  [JJ] -> 'shirt-sleeved': 3.0,
                  [JJ] -> 'mobile': 3.0,
                  [JJ] -> 'non-religious': 3.0,
                  [JJ] -> 'eighth': 3.0,
                  [JJ] -> 'Palestinian': 3.0,
                  [JJ] -> 'inverted': 3.0,
                  [JJ] -> 'youthful': 3.0,
                  [JJ] -> 'to': 3.0,
                  [JJ] -> 'Other': 5.0,
                  [JJ] -> 'initial': 6.0,
                  [JJ] -> 'malignant': 3.0,
                  [JJ] -> 'sassy': 3.0,
                  [JJ] -> 'speculative': 4.0,
                  [JJ] -> 'medical': 9.0,
                  [JJ] -> 'odd-year': 3.0,
                  [JJ] -> 'further': 8.0,
                  [JJ] -> 'low-ball': 3.0,
                  [JJ] -> 'expensive': 10.0,
                  [JJ] -> 'dead-eyed': 3.0,
                  [JJ] -> 'near': 3.0,
                  [JJ] -> 'Financial': 4.0,
                  [JJ] -> 'distasteful': 3.0,
                  [JJ] -> 'NIH-appointed': 3.0,
                  [JJ] -> 'how-to': 3.0,
                  [JJ] -> 'school-improvement': 3.0,
                  [JJ] -> 'Democratic': 7.0,
                  [JJ] -> 'simple': 6.0,
                  [JJ] -> 'Chinese': 7.0,
                  [JJ] -> 'government-funded': 3.0,
                  [JJ] -> '10-lap': 3.0,
                  [JJ] -> 'car-safety': 3.0,
                  [JJ] -> 'immune': 4.0,
                  [JJ] -> 'minimal': 3.0,
                  [JJ] -> 'self-serving': 3.0,
                  [JJ] -> 'excise': 3.0,
                  [JJ] -> 'unlike': 3.0,
                  [JJ] -> 'unabated': 3.0,
                  [JJ] -> 'joint': 9.0,
                  [JJ] -> 'distributable': 3.0,
                  [JJ] -> 'get-out-the-vote': 3.0,
                  [JJ] -> 'growing': 3.0,
                  [JJ] -> 'flagrant': 3.0,
                  [JJ] -> 'battery-operated': 3.0,
                  [JJ] -> 'deluxe': 3.0,
                  [JJ] -> 'Net': 4.0,
                  [JJ] -> 'sexy': 3.0,
                  [JJ] -> 'New': 6.0,
                  [JJ] -> 'pro-choice': 4.0,
                  [JJ] -> 'tense': 4.0,
                  [JJ] -> 'Republican': 5.0,
                  [JJ] -> 'dumbfounded': 3.0,
                  [JJ] -> 'current-carrying': 10.0,
                  [JJ] -> 'four-foot-high': 3.0,
                  [JJ] -> 'demographic': 4.0,
                  [JJ] -> 'close': 6.0,
                  [JJ] -> 'COMMERCIAL': 4.0,
                  [JJ] -> 'needle-like': 3.0,
                  [JJ] -> 'difficult': 7.0,
                  [JJ] -> 'long-time': 3.0,
                  [JJ] -> 'High': 3.0,
                  [JJ] -> 'sometimes-exhausting': 3.0,
                  [JJ] -> 'inspirational': 3.0,
                  [JJ] -> 'square': 4.0,
                  [JJ] -> 'worth': 4.0,
                  [JJ] -> 'travel-related': 3.0,
                  [JJ] -> 'million-a-year': 3.0,
                  [JJ] -> 'super-absorbent': 3.0,
                  [JJ] -> 'Public': 3.0,
                  [JJ] -> 'unintelligible': 3.0,
                  [JJ] -> 'nutty': 3.0,
                  [JJ] -> 'unfair-trade': 3.0,
                  [JJ] -> 'theological': 3.0,
                  [JJ] -> 'far': 5.0,
                  [JJ] -> 'Coincident': 3.0,
                  [JJ] -> 'N.J.-based': 3.0,
                  [JJ] -> 'dusty': 3.0,
                  [JJ] -> 'liable': 5.0,
                  [JJ] -> 'year-ago': 3.0,
                  [JJ] -> 'due': 24.0,
                  [JJ] -> 'computer-generated': 3.0,
                  [JJ] -> 'newsworthy': 3.0,
                  [JJ] -> 'Hawaiian': 3.0,
                  [JJ] -> 'downward': 3.0,
                  [JJ] -> 'deserving': 3.0,
                  [JJ] -> 'tricky': 3.0,
                  [JJ] -> 'traditional': 14.0,
                  [JJ] -> 'unsuccessful': 3.0,
                  [JJ] -> 'Due': 3.0,
                  [JJ] -> 'whirling': 3.0,
                  [JJ] -> 'prime': 4.0,
                  [JJ] -> 'enormous': 4.0,
                  [JJ] -> 'yttrium-containing': 3.0,
                  [JJ] -> 'unfilled': 3.0,
                  [JJ] -> 'supercilious': 3.0,
                  [JJ] -> 'sufficient': 3.0,
                  [JJ] -> 'heated': 3.0,
                  [JJ] -> 'seasonal': 3.0,
                  [JJ] -> 'Western': 7.0,
                  [JJ] -> 'tough': 3.0,
                  [JJ] -> 'Such': 11.0,
                  [JJ] -> 'Heightened': 3.0,
                  [JJ] -> 'excess': 5.0,
                  [JJ] -> 'Christian': 3.0,
                  [JJ] -> 'recent': 57.0,
                  [JJ] -> 'genuine': 3.0,
                  [JJ] -> 'capital-markets': 4.0,
                  [JJ] -> 'retail': 8.0,
                  [JJ] -> 'and': 5.0,
                  [JJ] -> 'corporate-wide': 3.0,
                  [JJ] -> 'public': 17.0,
                  [JJ] -> 'direct-investment': 3.0,
                  [JJ] -> '17-year-old': 3.0,
                  [JJ] -> 'deceptive': 3.0,
                  [JJ] -> 'nearby': 3.0,
                  [JJ] -> 'quantitative': 3.0,
                  [JJ] -> 'crystal-lattice': 3.0,
                  [JJ] -> 'consecutive': 7.0,
                  [JJ] -> 'high-level': 3.0,
                  [JJ] -> 'positive': 7.0,
                  [JJ] -> 'annual': 18.0,
                  [JJ] -> 'same': 34.0,
                  [JJ] -> 'insidious': 3.0,
                  [JJ] -> 'lower-priority': 3.0,
                  [JJ] -> 'tubular': 3.0,
                  [JJ] -> '64-year-old': 4.0,
                  [JJ] -> 'eight-count': 3.0,
                  [JJ] -> 'beautiful': 5.0,
                  [JJ] -> 'classic': 5.0,
                  [JJ] -> 'particular': 7.0,
                  [JJ] -> 'following': 3.0,
                  [JJ] -> 'extraordinary': 7.0,
                  [JJ] -> 'U.S.-Japan': 3.0,
                  [JJ] -> 'male-dominated': 3.0,
                  [JJ] -> 'non-core': 3.0,
                  [JJ] -> 'friendly': 4.0,
                  [JJ] -> 'tremendous': 3.0,
                  [JJ] -> 'recession-inspired': 3.0,
                  [JJ] -> 'extramarital': 3.0,
                  [JJ] -> 'original': 6.0,
                  [JJ] -> 'paltry': 4.0,
                  [JJ] -> 'slack': 3.0,
                  [JJ] -> 'net': 27.0,
                  [JJ] -> 'winning': 3.0,
                  [JJ] -> 'mortgage-based': 3.0,
                  [JJ] -> 'implicit': 3.0,
                  [JJ] -> 'chocolate': 3.0,
                  [JJ] -> 'incomplete': 6.0,
                  [JJ] -> 'fluent': 3.0,
                  [JJ] -> 'merger-related': 3.0,
                  [JJ] -> 'various': 7.0,
                  [JJ] -> 'literary': 3.0,
                  [JJ] -> 'confident': 3.0,
                  [JJ] -> 'cautious': 3.0,
                  [JJ] -> 'natural': 4.0,
                  [JJ] -> 'sometimes-tawdry': 3.0,
                  [JJ] -> 'fiscal': 30.0,
                  [JJ] -> 'sunny': 3.0,
                  [JJ] -> 'explanatory': 3.0,
                  [JJ] -> 'capital-gains': 3.0,
                  [JJ] -> 'Comprehensive': 3.0,
                  [JJ] -> 'unloaded': 3.0,
                  [JJ] -> 'pregnant': 3.0,
                  [JJ] -> 'Federal': 3.0,
                  [JJ] -> 'impossible': 5.0,
                  [JJ] -> 'minor': 3.0,
                  [JJ] -> 'Possible': 3.0,
                  [JJ] -> 'nameless': 3.0,
                  [JJ] -> 'past': 17.0,
                  [JJ] -> 'content': 3.0,
                  [JJ] -> 'considerable': 7.0,
                  [JJ] -> 'consonant': 3.0,
                  [JJ] -> 'advanced': 4.0,
                  [JJ] -> 'tiny': 3.0,
                  [JJ] -> 'high-risk': 3.0,
                  [JJ] -> 'single-family': 3.0,
                  [JJ] -> 'nationwide': 3.0,
                  [JJ] -> 'wide': 3.0,
                  [JJ] -> 'useful': 3.0,
                  [JJ] -> 'socialist': 3.0,
                  [JJ] -> 'big': 30.0,
                  [JJ] -> 'able': 14.0,
                  [JJ] -> 'high-yield': 5.0,
                  [JJ] -> 'unclear': 3.0,
                  [JJ] -> 'Anglian': 3.0,
                  [JJ] -> 'omnipresent': 3.0,
                  [JJ] -> 'regional': 9.0,
                  [JJ] -> 'unpublished': 4.0,
                  [JJ] -> 'short-term': 12.0,
                  [JJ] -> 'European': 7.0,
                  [JJ] -> 'ceramic': 3.0,
                  [JJ] -> 'ill': 4.0,
                  [JJ] -> 'three-digit': 3.0,
                  [JJ] -> 'electrical': 5.0,
                  [JJ] -> 'Supportive': 3.0,
                  [JJ] -> 'entertaining': 3.0,
                  [JJ] -> 'complicated': 5.0,
                  [JJ] -> 'fragile': 3.0,
                  [JJ] -> 'social': 8.0,
                  [JJ] -> 'outside': 7.0,
                  [JJ] -> 'anti-takeover': 3.0,
                  [JJ] -> 'biannual': 3.0,
                  [JJ] -> 'long-tenured': 3.0,
                  [JJ] -> 'pre-emptive': 3.0,
                  [JJ] -> 'likely': 20.0,
                  [JJ] -> 'promising': 3.0,
                  [JJ] -> 'elusive': 3.0,
                  [JJ] -> 'lap-shoulder': 3.0,
                  [JJ] -> 'statutory': 3.0,
                  [JJ] -> 'prescient': 3.0,
                  [JJ] -> 'legislative': 6.0,
                  [JJ] -> 'less-than-brilliant': 3.0,
                  [JJ] -> 'even': 5.0,
                  [JJ] -> 'high-tech': 5.0,
                  [JJ] -> 'consistent': 3.0,
                  [JJ] -> 'dismal': 3.0,
                  [JJ] -> 'anti-abortion': 3.0,
                  [JJ] -> 'computer-aided': 3.0,
                  [JJ] -> 'regrettable': 3.0,
                  [JJ] -> 'excessive': 5.0,
                  [JJ] -> 'exceptional': 3.0,
                  [JJ] -> 'drop-in': 3.0,
                  [JJ] -> 'relative': 6.0,
                  [JJ] -> 'contingency-fee': 3.0,
                  [JJ] -> 'Several': 7.0,
                  [JJ] -> 'nine-member': 4.0,
                  [JJ] -> 'Francisco-based': 3.0,
                  ...}),
     [LST]: defaultdict(int,
                 {[LST] -> [LS] [-RRB-]: 6,
                  [LST] -> [LS] [.]: 5,
                  [LST] -> [LS] [:]: 2}),
     [LS]: defaultdict(int,
                 {[LS] -> '1': 5.0,
                  [LS] -> '2': 5.0,
                  [LS] -> '3': 5.0,
                  [LS] -> '4': 3.0,
                  [LS] -> '5': 3.0,
                  [LS] -> '<unk>': 1.0,
                  [LS] -> 'a': 3.0,
                  [LS] -> 'b': 3.0}),
     [MD]: defaultdict(int,
                 {[MD] -> ''d': 7.0,
                  [MD] -> ''ll': 9.0,
                  [MD] -> '<unk>': 1.0,
                  [MD] -> 'Can': 3.0,
                  [MD] -> 'Could': 3.0,
                  [MD] -> 'ca': 13.0,
                  [MD] -> 'can': 86.0,
                  [MD] -> 'could': 98.0,
                  [MD] -> 'may': 54.0,
                  [MD] -> 'might': 26.0,
                  [MD] -> 'must': 18.0,
                  [MD] -> 'ought': 5.0,
                  [MD] -> 'shall': 9.0,
                  [MD] -> 'should': 36.0,
                  [MD] -> 'will': 206.0,
                  [MD] -> 'wo': 14.0,
                  [MD] -> 'would': 147.0}),
     [NAC-LOC]: defaultdict(int,
                 {[NAC-LOC] -> [NNP] [,] [NNP]: 1,
                  [NAC-LOC] -> [NNP] [,] [NNP] [,]: 11,
                  [NAC-LOC] -> [NNP] [JJ]: 1,
                  [NAC-LOC] -> [NNP] [NNP] [,] [NNP]: 1}),
     [NAC]: defaultdict(int,
                 {[NAC] -> [CD] [NNS] [PP]: 1,
                  [NAC] -> [DT] [NNP] [PP]: 1,
                  [NAC] -> [NNP] [PP]: 13}),
     [NNPS]: defaultdict(int,
                 {[NNPS] -> '<unk>': 1.0,
                  [NNPS] -> 'ADRs': 4.0,
                  [NNPS] -> 'ASSETS': 3.0,
                  [NNPS] -> 'ASSOCIATES': 3.0,
                  [NNPS] -> 'Airlines': 4.0,
                  [NNPS] -> 'Americans': 7.0,
                  [NNPS] -> 'Angels': 3.0,
                  [NNPS] -> 'Appeals': 3.0,
                  [NNPS] -> 'Appropriations': 3.0,
                  [NNPS] -> 'Articles': 3.0,
                  [NNPS] -> 'Asians': 3.0,
                  [NNPS] -> 'Associates': 3.0,
                  [NNPS] -> 'BILLS': 3.0,
                  [NNPS] -> 'BRIEFS': 3.0,
                  [NNPS] -> 'Bricklayers': 3.0,
                  [NNPS] -> 'Bridges': 3.0,
                  [NNPS] -> 'Brothers': 4.0,
                  [NNPS] -> 'Builders': 3.0,
                  [NNPS] -> 'Burgundies': 4.0,
                  [NNPS] -> 'Cabernets': 4.0,
                  [NNPS] -> 'Centers': 3.0,
                  [NNPS] -> 'Chardonnays': 3.0,
                  [NNPS] -> 'Charities': 3.0,
                  [NNPS] -> 'Communications': 3.0,
                  [NNPS] -> 'Containers': 18.0,
                  [NNPS] -> 'Craftsmen': 3.0,
                  [NNPS] -> 'Dakotas': 3.0,
                  [NNPS] -> 'Dealers': 4.0,
                  [NNPS] -> 'Delegates': 3.0,
                  [NNPS] -> 'Democrats': 6.0,
                  [NNPS] -> 'Dolphins': 3.0,
                  [NNPS] -> 'F-series': 3.0,
                  [NNPS] -> 'FUNDS': 3.0,
                  [NNPS] -> 'Foods': 3.0,
                  [NNPS] -> 'Friends': 5.0,
                  [NNPS] -> 'Fundamentalists': 3.0,
                  [NNPS] -> 'Futures': 3.0,
                  [NNPS] -> 'Giants': 5.0,
                  [NNPS] -> 'Industries': 5.0,
                  [NNPS] -> 'Institutes': 4.0,
                  [NNPS] -> 'Instruments': 4.0,
                  [NNPS] -> 'Investors': 4.0,
                  [NNPS] -> 'Islands': 4.0,
                  [NNPS] -> 'Laboratories': 4.0,
                  [NNPS] -> 'Lawmakers': 3.0,
                  [NNPS] -> 'Lawyers': 3.0,
                  [NNPS] -> 'Machines': 4.0,
                  [NNPS] -> 'Markets': 4.0,
                  [NNPS] -> 'Materials': 12.0,
                  [NNPS] -> 'Messrs.': 4.0,
                  [NNPS] -> 'Motors': 6.0,
                  [NNPS] -> 'Nations': 4.0,
                  [NNPS] -> 'Netherlands': 3.0,
                  [NNPS] -> 'Notes': 3.0,
                  [NNPS] -> 'Options': 3.0,
                  [NNPS] -> 'Parkinson': 3.0,
                  [NNPS] -> 'Partners': 3.0,
                  [NNPS] -> 'Philippines': 5.0,
                  [NNPS] -> 'Plains': 3.0,
                  [NNPS] -> 'Preferences': 3.0,
                  [NNPS] -> 'Productions': 3.0,
                  [NNPS] -> 'Publications': 3.0,
                  [NNPS] -> 'RATES': 3.0,
                  [NNPS] -> 'Republicans': 3.0,
                  [NNPS] -> 'Resources': 4.0,
                  [NNPS] -> 'Rieslings': 3.0,
                  [NNPS] -> 'Savings': 6.0,
                  [NNPS] -> 'Securities': 9.0,
                  [NNPS] -> 'Services': 6.0,
                  [NNPS] -> 'Soviets': 7.0,
                  [NNPS] -> 'Springs': 3.0,
                  [NNPS] -> 'States': 7.0,
                  [NNPS] -> 'Stores': 4.0,
                  [NNPS] -> 'Systems': 6.0,
                  [NNPS] -> 'Tots': 3.0,
                  [NNPS] -> 'Toys': 3.0,
                  [NNPS] -> 'Travelers': 3.0,
                  [NNPS] -> 'Underwoods': 3.0,
                  [NNPS] -> 'Utilities': 3.0,
                  [NNPS] -> 'Virginians': 3.0,
                  [NNPS] -> 'Works': 3.0,
                  [NNPS] -> 'Writers': 4.0,
                  [NNPS] -> 'Yorkers': 3.0}),
     [NNP]: defaultdict(int,
                 {[NNP] -> 'England': 24.0,
                  [NNP] -> 'Sonny': 3.0,
                  [NNP] -> 'In': 4.0,
                  [NNP] -> 'General': 14.0,
                  [NNP] -> 'Stewart': 3.0,
                  [NNP] -> 'Commodore': 3.0,
                  [NNP] -> 'A-D': 3.0,
                  [NNP] -> 'District': 5.0,
                  [NNP] -> 'Indiana': 6.0,
                  [NNP] -> 'Ford': 14.0,
                  [NNP] -> 'Gerhard': 3.0,
                  [NNP] -> 'Anthony': 7.0,
                  [NNP] -> 'Harris': 3.0,
                  [NNP] -> 'Jim': 6.0,
                  [NNP] -> 'Sonnett': 6.0,
                  [NNP] -> 'Security': 4.0,
                  [NNP] -> 'Nederlanden': 3.0,
                  [NNP] -> 'PhacoFlex': 3.0,
                  [NNP] -> 'Arafat': 3.0,
                  [NNP] -> 'OSHA': 12.0,
                  [NNP] -> 'Latin': 3.0,
                  [NNP] -> 'Richmond': 4.0,
                  [NNP] -> 'Traficant': 3.0,
                  [NNP] -> 'College': 8.0,
                  [NNP] -> 'Noble': 3.0,
                  [NNP] -> 'Secretary': 8.0,
                  [NNP] -> 'LIBOR': 3.0,
                  [NNP] -> 'Blue': 3.0,
                  [NNP] -> 'Sachs': 8.0,
                  [NNP] -> 'Technology': 5.0,
                  [NNP] -> 'Dennis': 4.0,
                  [NNP] -> 'Women': 3.0,
                  [NNP] -> 'McDermott': 3.0,
                  [NNP] -> 'Poor': 9.0,
                  [NNP] -> 'James': 20.0,
                  [NNP] -> 'Anku': 3.0,
                  [NNP] -> 'McLeod': 3.0,
                  [NNP] -> 'Vos': 3.0,
                  [NNP] -> 'Byron': 4.0,
                  [NNP] -> 'Braun': 3.0,
                  [NNP] -> 'Church': 5.0,
                  [NNP] -> 'Christmas': 3.0,
                  [NNP] -> 'Nesconset': 3.0,
                  [NNP] -> 'Money': 5.0,
                  [NNP] -> 'Glauber': 3.0,
                  [NNP] -> 'Vega': 3.0,
                  [NNP] -> 'Westport': 3.0,
                  [NNP] -> 'Ginsberg': 3.0,
                  [NNP] -> 'Amendment': 4.0,
                  [NNP] -> 'Cote': 3.0,
                  [NNP] -> 'Ogilvy': 3.0,
                  [NNP] -> 'F.': 4.0,
                  [NNP] -> 'Brazil': 3.0,
                  [NNP] -> 'White': 13.0,
                  [NNP] -> 'Keith': 3.0,
                  [NNP] -> 'Internatonal': 3.0,
                  [NNP] -> 'Rust': 3.0,
                  [NNP] -> 'Sixth': 3.0,
                  [NNP] -> 'Pentagon': 3.0,
                  [NNP] -> 'Sun': 4.0,
                  [NNP] -> 'Stoll': 4.0,
                  [NNP] -> 'Stadium': 3.0,
                  [NNP] -> 'Takashima': 3.0,
                  [NNP] -> 'Blancs': 4.0,
                  [NNP] -> 'Boorse': 3.0,
                  [NNP] -> 'Democracy': 3.0,
                  [NNP] -> 'Mulford': 3.0,
                  [NNP] -> 'Cathedral': 3.0,
                  [NNP] -> 'Queen': 3.0,
                  [NNP] -> 'Mazda': 4.0,
                  [NNP] -> 'Lorillard': 6.0,
                  [NNP] -> 'Cancer': 4.0,
                  [NNP] -> 'Earlham': 3.0,
                  [NNP] -> 'Morgan': 8.0,
                  [NNP] -> 'non-U.S.': 3.0,
                  [NNP] -> 'Nationwide': 3.0,
                  [NNP] -> 'Chaplin': 6.0,
                  [NNP] -> 'Supreme': 11.0,
                  [NNP] -> 'Sheep': 6.0,
                  [NNP] -> 'Wheeland': 3.0,
                  [NNP] -> 'Borge': 3.0,
                  [NNP] -> 'Loews': 3.0,
                  [NNP] -> 'Rally': 10.0,
                  [NNP] -> 'Prime': 4.0,
                  [NNP] -> 'Raton': 4.0,
                  [NNP] -> 'Corp.': 84.0,
                  [NNP] -> 'Magna': 10.0,
                  [NNP] -> 'Superdome': 4.0,
                  [NNP] -> 'Salomon': 6.0,
                  [NNP] -> 'NBI': 7.0,
                  [NNP] -> 'Credit': 4.0,
                  [NNP] -> 'Dahl': 4.0,
                  [NNP] -> 'Practical': 3.0,
                  [NNP] -> 'Bodner': 4.0,
                  [NNP] -> 'Si': 3.0,
                  [NNP] -> 'Christopher': 6.0,
                  [NNP] -> 'Corporate': 5.0,
                  [NNP] -> 'Berman': 4.0,
                  [NNP] -> 'IBM': 4.0,
                  [NNP] -> 'J.L.': 4.0,
                  [NNP] -> 'Bolduc': 3.0,
                  [NNP] -> 'Oklahoma': 3.0,
                  [NNP] -> 'Klein': 3.0,
                  [NNP] -> 'Lee': 3.0,
                  [NNP] -> 'Maughan': 4.0,
                  [NNP] -> 'Circle': 3.0,
                  [NNP] -> 'Purchasing': 3.0,
                  [NNP] -> 'Virginia': 6.0,
                  [NNP] -> 'Dolphin': 3.0,
                  [NNP] -> 'WPP': 3.0,
                  [NNP] -> 'Kerensky': 3.0,
                  [NNP] -> 'Svenska': 4.0,
                  [NNP] -> 'Moore': 5.0,
                  [NNP] -> 'Parents': 3.0,
                  [NNP] -> 'Taizo': 3.0,
                  [NNP] -> 'Jenrette': 5.0,
                  [NNP] -> 'Egnuss': 5.0,
                  [NNP] -> 'Brooke': 3.0,
                  [NNP] -> 'Sino-U.S.': 3.0,
                  [NNP] -> 'Gregory': 4.0,
                  [NNP] -> 'Phillip': 3.0,
                  [NNP] -> 'Saturday': 3.0,
                  [NNP] -> 'Jan.': 3.0,
                  [NNP] -> 'Johnny': 3.0,
                  [NNP] -> 'Montedison': 4.0,
                  [NNP] -> 'Off-Track': 3.0,
                  [NNP] -> 'Gaithersburg': 3.0,
                  [NNP] -> 'Nicholas': 3.0,
                  [NNP] -> 'Klauser': 6.0,
                  [NNP] -> 'Malaysia': 8.0,
                  [NNP] -> 'U.S.S.R.': 3.0,
                  [NNP] -> 'Western': 7.0,
                  [NNP] -> 'Foster': 9.0,
                  [NNP] -> 'Adolph': 3.0,
                  [NNP] -> 'Spitler': 3.0,
                  [NNP] -> 'Thomas': 10.0,
                  [NNP] -> 'Futures': 3.0,
                  [NNP] -> 'Devon': 4.0,
                  [NNP] -> 'Julia': 3.0,
                  [NNP] -> 'Insurance': 5.0,
                  [NNP] -> 'Darrell': 3.0,
                  [NNP] -> 'Natural': 3.0,
                  [NNP] -> 'Environmental': 3.0,
                  [NNP] -> 'Albany': 3.0,
                  [NNP] -> 'Johns': 3.0,
                  [NNP] -> 'Merc': 8.0,
                  [NNP] -> 'Berliner': 5.0,
                  [NNP] -> 'Consent': 3.0,
                  [NNP] -> 'World-Wide': 3.0,
                  [NNP] -> 'Deane': 3.0,
                  [NNP] -> 'G.': 9.0,
                  [NNP] -> 'Symphony': 3.0,
                  [NNP] -> 'GHKM': 3.0,
                  [NNP] -> 'Candela': 8.0,
                  [NNP] -> 'Kappa': 3.0,
                  [NNP] -> 'Nagano': 4.0,
                  [NNP] -> 'NASD': 9.0,
                  [NNP] -> 'December': 6.0,
                  [NNP] -> 'Chairman': 9.0,
                  [NNP] -> 'Lurie': 3.0,
                  [NNP] -> 'Down': 3.0,
                  [NNP] -> 'Kent': 9.0,
                  [NNP] -> 'Keidanren': 3.0,
                  [NNP] -> 'Chilver': 3.0,
                  [NNP] -> 'Zicklin': 3.0,
                  [NNP] -> 'Poore': 6.0,
                  [NNP] -> 'Graham': 3.0,
                  [NNP] -> 'Sidak': 3.0,
                  [NNP] -> 'Congress': 45.0,
                  [NNP] -> 'Moody': 13.0,
                  [NNP] -> 'Poland': 11.0,
                  [NNP] -> 'Thunderbird': 4.0,
                  [NNP] -> 'Utsumi': 3.0,
                  [NNP] -> 'CoreStates': 3.0,
                  [NNP] -> 'August': 16.0,
                  [NNP] -> 'Brunello': 4.0,
                  [NNP] -> 'Otero': 5.0,
                  [NNP] -> 'Ariz.': 3.0,
                  [NNP] -> 'Kearny': 3.0,
                  [NNP] -> 'Pramual': 3.0,
                  [NNP] -> 'Kathryn': 3.0,
                  [NNP] -> 'Wilfred': 3.0,
                  [NNP] -> 'Rail': 3.0,
                  [NNP] -> 'McAuley': 3.0,
                  [NNP] -> 'Creek': 6.0,
                  [NNP] -> 'Tiny': 3.0,
                  [NNP] -> 'Garret': 3.0,
                  [NNP] -> 'Overseas': 3.0,
                  [NNP] -> 'DyDee': 3.0,
                  [NNP] -> 'Nelms': 3.0,
                  [NNP] -> 'PaineWebber': 6.0,
                  [NNP] -> 'Spielvogel': 3.0,
                  [NNP] -> 'United': 17.0,
                  [NNP] -> 'Stearn': 5.0,
                  [NNP] -> 'WTVJ': 3.0,
                  [NNP] -> 'Providence': 4.0,
                  [NNP] -> 'A.': 15.0,
                  [NNP] -> 'Yale': 4.0,
                  [NNP] -> 'Kendrick': 3.0,
                  [NNP] -> 'Grange': 3.0,
                  [NNP] -> 'SCI': 4.0,
                  [NNP] -> 'SEC': 6.0,
                  [NNP] -> 'Inc': 12.0,
                  [NNP] -> 'Hiroshi': 3.0,
                  [NNP] -> 'Explorer': 3.0,
                  [NNP] -> 'Driscoll': 4.0,
                  [NNP] -> 'Control': 3.0,
                  [NNP] -> 'Sherwin': 3.0,
                  [NNP] -> 'Charlie': 3.0,
                  [NNP] -> 'Walters': 3.0,
                  [NNP] -> 'Garbage': 8.0,
                  [NNP] -> 'Reames': 4.0,
                  [NNP] -> 'Thursday': 9.0,
                  [NNP] -> 'South': 32.0,
                  [NNP] -> 'Co.': 59.0,
                  [NNP] -> 'Communication': 3.0,
                  [NNP] -> 'Boone': 4.0,
                  [NNP] -> 'Kansas': 3.0,
                  [NNP] -> 'Feb.': 3.0,
                  [NNP] -> 'Fair': 3.0,
                  [NNP] -> 'R.P.': 4.0,
                  [NNP] -> 'Heidelberg': 3.0,
                  [NNP] -> 'Takeshi': 3.0,
                  [NNP] -> 'Telerate': 4.0,
                  [NNP] -> 'Gringo': 3.0,
                  [NNP] -> 'Freshbake': 3.0,
                  [NNP] -> 'Palisades': 3.0,
                  [NNP] -> 'Beach': 4.0,
                  [NNP] -> 'Lilly': 3.0,
                  [NNP] -> 'Miss.': 4.0,
                  [NNP] -> 'DDB': 3.0,
                  [NNP] -> 'Mae': 6.0,
                  [NNP] -> 'Marshall': 8.0,
                  [NNP] -> 'Leap': 5.0,
                  [NNP] -> 'Illinois': 6.0,
                  [NNP] -> 'Arthur': 4.0,
                  [NNP] -> 'Wright': 5.0,
                  [NNP] -> 'Constitution': 11.0,
                  [NNP] -> 'Crew': 3.0,
                  [NNP] -> 'Oshkosh': 5.0,
                  [NNP] -> 'Traded': 3.0,
                  [NNP] -> 'Antinori': 3.0,
                  [NNP] -> 'Navy': 3.0,
                  [NNP] -> 'Tire': 3.0,
                  [NNP] -> 'Guild': 4.0,
                  [NNP] -> 'Lefcourt': 3.0,
                  [NNP] -> 'Furillo': 3.0,
                  [NNP] -> 'Brunei': 3.0,
                  [NNP] -> 'Monetary': 4.0,
                  [NNP] -> 'Parent': 4.0,
                  [NNP] -> 'Mehta': 4.0,
                  [NNP] -> 'Takuma': 4.0,
                  [NNP] -> 'Friday': 4.0,
                  [NNP] -> 'Paul': 7.0,
                  [NNP] -> 'Hayes': 3.0,
                  [NNP] -> 'County': 6.0,
                  [NNP] -> 'Abbey': 3.0,
                  [NNP] -> 'Schwab': 3.0,
                  [NNP] -> 'American': 32.0,
                  [NNP] -> 'Pate': 3.0,
                  [NNP] -> 'MEDICINE': 3.0,
                  [NNP] -> 'Domaine': 3.0,
                  [NNP] -> 'Stock': 21.0,
                  [NNP] -> 'Waste': 4.0,
                  [NNP] -> 'Dominion': 3.0,
                  [NNP] -> 'Barth': 3.0,
                  [NNP] -> 'Evans': 4.0,
                  [NNP] -> 'Associates': 3.0,
                  [NNP] -> 'Capital': 6.0,
                  [NNP] -> 'Cheetham': 3.0,
                  [NNP] -> 'Lawless': 3.0,
                  [NNP] -> 'Cellars': 3.0,
                  [NNP] -> 'USIA': 14.0,
                  [NNP] -> 'Nationale': 3.0,
                  [NNP] -> 'Treasury': 24.0,
                  [NNP] -> 'Johnson': 16.0,
                  [NNP] -> 'Jovanovich': 3.0,
                  [NNP] -> 'BRAMALEA': 3.0,
                  [NNP] -> 'Avenue': 4.0,
                  [NNP] -> 'Gates': 4.0,
                  [NNP] -> 'Minneapolis': 7.0,
                  [NNP] -> 'Chinchon': 3.0,
                  [NNP] -> 'Romanee-Conti': 5.0,
                  [NNP] -> 'Nixon': 19.0,
                  [NNP] -> 'NEW': 3.0,
                  [NNP] -> 'Pardus': 3.0,
                  [NNP] -> 'Sept.': 8.0,
                  [NNP] -> 'Haney': 3.0,
                  [NNP] -> 'Psychiatry': 3.0,
                  [NNP] -> 'Brace': 3.0,
                  [NNP] -> 'Homeless': 3.0,
                  [NNP] -> 'Shugart': 3.0,
                  [NNP] -> 'Cab': 3.0,
                  [NNP] -> 'Bar': 3.0,
                  [NNP] -> 'Lumpur': 3.0,
                  [NNP] -> 'Akerfeldt': 3.0,
                  [NNP] -> 'Alan': 5.0,
                  [NNP] -> 'Dunn': 3.0,
                  [NNP] -> 'Pet': 3.0,
                  [NNP] -> 'Coche-Dury': 3.0,
                  [NNP] -> 'Corrigan': 3.0,
                  [NNP] -> 'Los': 12.0,
                  [NNP] -> 'Education': 7.0,
                  [NNP] -> 'Maryland': 4.0,
                  [NNP] -> 'Gottlieb': 3.0,
                  [NNP] -> 'Utilities': 4.0,
                  [NNP] -> 'Glenham': 3.0,
                  [NNP] -> 'St.': 13.0,
                  [NNP] -> 'Group': 23.0,
                  [NNP] -> 'Dompierre': 3.0,
                  [NNP] -> 'October': 32.0,
                  [NNP] -> 'North': 4.0,
                  [NNP] -> 'READY': 3.0,
                  [NNP] -> 'Mark': 5.0,
                  [NNP] -> 'Arlington': 4.0,
                  [NNP] -> 'Synergistics': 4.0,
                  [NNP] -> 'Bowery': 3.0,
                  [NNP] -> 'Neuberger': 4.0,
                  [NNP] -> 'Cigna': 4.0,
                  [NNP] -> 'Renee': 3.0,
                  [NNP] -> 'Affairs': 4.0,
                  [NNP] -> 'Norwegian': 3.0,
                  [NNP] -> 'Maxwell': 6.0,
                  [NNP] -> 'N.M.': 4.0,
                  [NNP] -> 'Ala.': 3.0,
                  [NNP] -> 'Ad': 3.0,
                  [NNP] -> 'Conn.': 8.0,
                  [NNP] -> 'Manhattan': 6.0,
                  [NNP] -> 'RATE': 4.0,
                  [NNP] -> 'Lloyd': 3.0,
                  [NNP] -> 'Mining': 3.0,
                  [NNP] -> 'Orville': 3.0,
                  [NNP] -> 'Smaby': 4.0,
                  [NNP] -> 'Giuliani': 7.0,
                  [NNP] -> 'H.N.': 3.0,
                  [NNP] -> 'Baker': 5.0,
                  [NNP] -> 'Hatch': 4.0,
                  [NNP] -> 'Nemeth': 4.0,
                  [NNP] -> 'Britain': 9.0,
                  [NNP] -> 'Strindberg': 3.0,
                  [NNP] -> 'Petersen': 4.0,
                  [NNP] -> 'AIDS': 4.0,
                  [NNP] -> 'Carson': 3.0,
                  [NNP] -> 'IBC': 3.0,
                  [NNP] -> 'Leinonen': 4.0,
                  [NNP] -> 'WAFA': 3.0,
                  [NNP] -> 'Cole': 3.0,
                  [NNP] -> 'RBC': 3.0,
                  [NNP] -> 'Garry': 3.0,
                  [NNP] -> 'Prudential-Bache': 3.0,
                  [NNP] -> 'Seagate': 3.0,
                  [NNP] -> 'Cannell': 5.0,
                  [NNP] -> 'Indonesia': 4.0,
                  [NNP] -> 'McCormick': 5.0,
                  [NNP] -> 'Michaels': 3.0,
                  [NNP] -> 'Carnegie-Mellon': 4.0,
                  [NNP] -> 'LOAN': 3.0,
                  [NNP] -> 'Sunday': 4.0,
                  [NNP] -> 'Zealand': 3.0,
                  [NNP] -> 'Kuala': 3.0,
                  [NNP] -> 'Cincinnati': 3.0,
                  [NNP] -> 'Conn': 4.0,
                  [NNP] -> 'Simon': 4.0,
                  [NNP] -> 'Bell': 12.0,
                  [NNP] -> 'Private': 3.0,
                  [NNP] -> 'Appellate': 3.0,
                  [NNP] -> 'B': 3.0,
                  [NNP] -> 'Rent-A-Car': 3.0,
                  [NNP] -> 'Entertainment': 5.0,
                  [NNP] -> 'Institution': 4.0,
                  [NNP] -> 'Carla': 5.0,
                  [NNP] -> 'Marc': 3.0,
                  [NNP] -> 'Michio': 3.0,
                  [NNP] -> 'Kirkpatrick': 3.0,
                  [NNP] -> 'N.C': 4.0,
                  [NNP] -> 'McGuigan': 4.0,
                  [NNP] -> 'Heights': 6.0,
                  [NNP] -> 'Energy': 5.0,
                  [NNP] -> 'Makato': 3.0,
                  [NNP] -> 'Bowl': 3.0,
                  [NNP] -> 'Francis': 4.0,
                  [NNP] -> 'Fuentes': 3.0,
                  [NNP] -> 'Magleby': 3.0,
                  [NNP] -> 'Pierre': 3.0,
                  [NNP] -> 'Duchossois': 3.0,
                  [NNP] -> 'Hot': 3.0,
                  [NNP] -> 'Greer': 3.0,
                  [NNP] -> 'International': 26.0,
                  [NNP] -> 'Cambridge': 3.0,
                  [NNP] -> 'Register': 4.0,
                  [NNP] -> 'Malcolm': 4.0,
                  [NNP] -> 'Midland': 3.0,
                  [NNP] -> 'Brenda': 3.0,
                  [NNP] -> 'Mitsubishi': 14.0,
                  [NNP] -> 'River': 3.0,
                  [NNP] -> 'Wall': 31.0,
                  [NNP] -> 'Stag': 5.0,
                  [NNP] -> 'Wa': 4.0,
                  [NNP] -> 'Orange': 6.0,
                  [NNP] -> 'Miami': 10.0,
                  [NNP] -> 'Lauderhill': 3.0,
                  [NNP] -> 'Shearson': 16.0,
                  [NNP] -> 'DeFazio': 3.0,
                  [NNP] -> 'Traverse': 3.0,
                  [NNP] -> 'Kuvin': 3.0,
                  [NNP] -> 'UAL': 4.0,
                  [NNP] -> 'Banking': 5.0,
                  [NNP] -> 'Pictures': 5.0,
                  [NNP] -> 'Yang': 5.0,
                  [NNP] -> 'Brigham': 3.0,
                  [NNP] -> 'Mo': 3.0,
                  [NNP] -> 'Rotie': 3.0,
                  [NNP] -> 'Aurora': 4.0,
                  [NNP] -> 'Alleghany': 4.0,
                  [NNP] -> 'Calder': 3.0,
                  [NNP] -> 'Educational': 3.0,
                  [NNP] -> 'Pitney': 3.0,
                  [NNP] -> 'Randolph': 4.0,
                  [NNP] -> 'Care': 4.0,
                  [NNP] -> 'Sen.': 6.0,
                  [NNP] -> 'Mich.': 6.0,
                  [NNP] -> 'Prize': 3.0,
                  [NNP] -> 'Rock': 3.0,
                  [NNP] -> 'Biondi-Santi': 4.0,
                  [NNP] -> 'Wakayama': 3.0,
                  [NNP] -> 'Tiphook': 4.0,
                  [NNP] -> 'Jack': 7.0,
                  [NNP] -> 'Committee': 11.0,
                  [NNP] -> 'Inouye': 4.0,
                  [NNP] -> 'Hudson': 5.0,
                  [NNP] -> 'Signet': 3.0,
                  [NNP] -> 'McAlpine': 6.0,
                  [NNP] -> 'Solihull': 3.0,
                  [NNP] -> 'Davenport': 3.0,
                  [NNP] -> 'Shapiro': 5.0,
                  [NNP] -> 'Enzor': 3.0,
                  [NNP] -> 'Machines': 3.0,
                  [NNP] -> 'Lafite-Rothschild': 3.0,
                  [NNP] -> 'VanSant': 3.0,
                  [NNP] -> 'Pittsburgh': 5.0,
                  [NNP] -> 'Chardonnay': 3.0,
                  [NNP] -> 'Orrick': 3.0,
                  [NNP] -> 'Needham': 4.0,
                  [NNP] -> 'Canepa': 5.0,
                  [NNP] -> 'Karl': 3.0,
                  [NNP] -> 'ACQUISITION': 3.0,
                  [NNP] -> 'Treble': 3.0,
                  [NNP] -> 'WTD': 3.0,
                  [NNP] -> 'Society': 5.0,
                  [NNP] -> 'G': 3.0,
                  [NNP] -> 'Charter': 3.0,
                  [NNP] -> 'Stieglitz': 4.0,
                  [NNP] -> 'Shangkun': 3.0,
                  [NNP] -> 'Kane': 4.0,
                  [NNP] -> 'Bumkins': 3.0,
                  [NNP] -> 'Leroy': 3.0,
                  [NNP] -> 'Knopf': 4.0,
                  [NNP] -> 'Blanc': 4.0,
                  [NNP] -> 'Sulaiman': 3.0,
                  [NNP] -> 'Investor': 4.0,
                  [NNP] -> 'Olson': 3.0,
                  [NNP] -> 'Kong': 6.0,
                  [NNP] -> 'Stamford': 4.0,
                  [NNP] -> 'Anne': 4.0,
                  [NNP] -> 'Stevens': 4.0,
                  [NNP] -> 'Pennview': 3.0,
                  [NNP] -> 'Du': 3.0,
                  [NNP] -> 'Heiwado': 3.0,
                  [NNP] -> 'Alexander': 3.0,
                  [NNP] -> 'Baim': 3.0,
                  [NNP] -> 'FOREIGN': 3.0,
                  [NNP] -> 'Desai': 3.0,
                  [NNP] -> 'HHS': 4.0,
                  [NNP] -> 'Frederick': 4.0,
                  [NNP] -> 'Abbot': 4.0,
                  [NNP] -> 'Central': 6.0,
                  [NNP] -> 'Nestor': 3.0,
                  [NNP] -> 'Tokyo': 23.0,
                  [NNP] -> 'Hospital': 3.0,
                  [NNP] -> 'Standard': 10.0,
                  [NNP] -> 'Warner': 3.0,
                  [NNP] -> 'Italy': 5.0,
                  [NNP] -> 'Strother': 3.0,
                  [NNP] -> 'S.p': 3.0,
                  [NNP] -> 'Iowa': 8.0,
                  [NNP] -> 'E.': 9.0,
                  [NNP] -> 'Hamilton': 3.0,
                  [NNP] -> 'Enterprise': 4.0,
                  [NNP] -> 'Spence': 3.0,
                  [NNP] -> 'Jaguar': 3.0,
                  [NNP] -> 'Bonnell': 3.0,
                  [NNP] -> 'Miles': 3.0,
                  [NNP] -> 'Springfield': 3.0,
                  [NNP] -> 'Gulf': 20.0,
                  [NNP] -> 'Family': 3.0,
                  [NNP] -> 'Place': 3.0,
                  [NNP] -> 'Louisville': 4.0,
                  [NNP] -> 'A.D.': 3.0,
                  [NNP] -> 'Borough': 3.0,
                  [NNP] -> 'Marie-Louise': 5.0,
                  [NNP] -> 'Petrus': 6.0,
                  [NNP] -> 'Health': 12.0,
                  [NNP] -> 'Breeden': 3.0,
                  [NNP] -> 'Landonne': 3.0,
                  [NNP] -> 'Z.': 3.0,
                  [NNP] -> 'Office': 3.0,
                  [NNP] -> 'Foreign': 6.0,
                  [NNP] -> 'Mass.': 8.0,
                  [NNP] -> 'Neil': 4.0,
                  [NNP] -> 'Judicial': 3.0,
                  [NNP] -> 'Ohio': 9.0,
                  [NNP] -> 'Scherer': 4.0,
                  [NNP] -> 'Newhouse': 10.0,
                  [NNP] -> 'Itoh': 4.0,
                  [NNP] -> 'NIH': 6.0,
                  [NNP] -> 'Sol': 3.0,
                  [NNP] -> 'Vitulli': 4.0,
                  [NNP] -> 'Circulations': 3.0,
                  [NNP] -> 'Fund': 13.0,
                  [NNP] -> 'Orlando': 3.0,
                  [NNP] -> 'Xiaoping': 3.0,
                  [NNP] -> 'S.p.A.': 3.0,
                  [NNP] -> 'DOONESBURY': 3.0,
                  [NNP] -> 'Burt': 4.0,
                  [NNP] -> 'Mercer': 3.0,
                  [NNP] -> 'Sotheby': 3.0,
                  [NNP] -> 'Sandberg': 3.0,
                  [NNP] -> 'Electric': 9.0,
                  [NNP] -> 'Koizumi': 3.0,
                  [NNP] -> 'Medicine': 7.0,
                  [NNP] -> 'Ms.': 13.0,
                  [NNP] -> 'Sale': 4.0,
                  [NNP] -> 'Revolution': 3.0,
                  [NNP] -> 'Spiro': 3.0,
                  [NNP] -> 'Haruki': 3.0,
                  [NNP] -> 'Institute': 12.0,
                  [NNP] -> 'Napa': 3.0,
                  [NNP] -> 'Transportation': 9.0,
                  [NNP] -> 'Young': 7.0,
                  [NNP] -> 'None': 3.0,
                  [NNP] -> 'Hammersmith': 7.0,
                  [NNP] -> 'CALL': 3.0,
                  [NNP] -> 'Grace': 6.0,
                  [NNP] -> 'Hollingsworth': 4.0,
                  [NNP] -> 'Haut-Brion': 3.0,
                  [NNP] -> 'S&P': 29.0,
                  [NNP] -> 'Thailand': 7.0,
                  [NNP] -> 'Gerald': 4.0,
                  [NNP] -> 'News': 8.0,
                  [NNP] -> 'Sea': 18.0,
                  [NNP] -> 'Avrett': 3.0,
                  [NNP] -> 'Hans': 3.0,
                  [NNP] -> 'Derek': 3.0,
                  [NNP] -> 'Michael': 16.0,
                  [NNP] -> 'INTERPUBLIC': 3.0,
                  [NNP] -> 'Consolidated': 4.0,
                  [NNP] -> 'Elco': 4.0,
                  [NNP] -> 'Dogs': 3.0,
                  [NNP] -> 'Plantation': 3.0,
                  [NNP] -> 'Hungary': 6.0,
                  [NNP] -> 'Rockefeller': 7.0,
                  [NNP] -> 'Dole': 4.0,
                  [NNP] -> 'Asia': 15.0,
                  [NNP] -> 'Roukema': 4.0,
                  [NNP] -> 'Senate': 18.0,
                  [NNP] -> 'Taccetta': 4.0,
                  [NNP] -> 'Hoffman': 3.0,
                  [NNP] -> 'Trading': 4.0,
                  [NNP] -> 'God': 3.0,
                  [NNP] -> 'Clark': 3.0,
                  [NNP] -> 'Citicorp': 4.0,
                  [NNP] -> 'Doerflinger': 3.0,
                  [NNP] -> 'Mara': 3.0,
                  [NNP] -> 'Photography': 3.0,
                  [NNP] -> 'Zuckerman': 3.0,
                  [NNP] -> 'Shelby': 3.0,
                  [NNP] -> 'Wamre': 3.0,
                  [NNP] -> 'Martin': 11.0,
                  [NNP] -> 'H.': 6.0,
                  [NNP] -> 'Yeargin': 39.0,
                  [NNP] -> 'Mahoney': 4.0,
                  [NNP] -> 'Dorothy': 5.0,
                  [NNP] -> 'Whiting': 6.0,
                  [NNP] -> 'Man': 4.0,
                  [NNP] -> 'Rubinfien': 3.0,
                  [NNP] -> 'President': 25.0,
                  [NNP] -> 'Eric': 3.0,
                  [NNP] -> 'Rate': 3.0,
                  [NNP] -> 'House': 45.0,
                  [NNP] -> 'LYNCH': 3.0,
                  [NNP] -> 'Occupational': 4.0,
                  [NNP] -> 'Tube': 3.0,
                  [NNP] -> 'Bromwich': 4.0,
                  [NNP] -> 'Gillespie': 4.0,
                  [NNP] -> 'Fax': 3.0,
                  [NNP] -> 'Zenith': 4.0,
                  [NNP] -> 'Management': 10.0,
                  [NNP] -> 'Daily': 6.0,
                  [NNP] -> 'Australia': 7.0,
                  [NNP] -> 'Clara': 3.0,
                  [NNP] -> 'Coconut': 3.0,
                  [NNP] -> 'Charlotte': 5.0,
                  [NNP] -> 'Structural': 4.0,
                  [NNP] -> 'Sangyo': 3.0,
                  [NNP] -> 'Separately': 3.0,
                  [NNP] -> 'Shrum': 3.0,
                  [NNP] -> 'Patents': 4.0,
                  [NNP] -> 'Mercury': 4.0,
                  [NNP] -> 'Hallett': 3.0,
                  [NNP] -> 'Triton': 5.0,
                  [NNP] -> 'Groton': 3.0,
                  [NNP] -> 'PLO': 3.0,
                  [NNP] -> 'Deborah': 3.0,
                  [NNP] -> 'Gov.': 4.0,
                  [NNP] -> 'Dai-Ichi': 4.0,
                  [NNP] -> 'Bellows': 3.0,
                  [NNP] -> 'Tuscany': 4.0,
                  [NNP] -> 'Club': 3.0,
                  [NNP] -> 'Rogers': 3.0,
                  [NNP] -> 'Harpo': 3.0,
                  [NNP] -> 'Mass': 4.0,
                  [NNP] -> 'Angeles': 12.0,
                  [NNP] -> 'Rill': 3.0,
                  [NNP] -> 'Polytechnic': 3.0,
                  [NNP] -> 'Gorman': 4.0,
                  [NNP] -> 'Switzerland': 6.0,
                  [NNP] -> 'Ames': 3.0,
                  [NNP] -> 'The': 5.0,
                  [NNP] -> 'Warrenton': 3.0,
                  [NNP] -> 'Kligman': 4.0,
                  [NNP] -> 'Ratners': 4.0,
                  [NNP] -> 'Enright': 3.0,
                  [NNP] -> 'Chuck': 3.0,
                  [NNP] -> 'Whip': 3.0,
                  [NNP] -> 'Aslacton': 4.0,
                  [NNP] -> 'Plaza': 3.0,
                  [NNP] -> 'Lufkin': 5.0,
                  [NNP] -> 'Norwest': 3.0,
                  [NNP] -> 'News-American': 3.0,
                  [NNP] -> 'Sigmund': 3.0,
                  [NNP] -> 'Manufacturing': 4.0,
                  [NNP] -> 'Palestinian': 3.0,
                  [NNP] -> 'Plan': 4.0,
                  [NNP] -> 'Time': 10.0,
                  [NNP] -> 'Farren': 3.0,
                  [NNP] -> 'Marty': 3.0,
                  [NNP] -> 'Bowman': 4.0,
                  [NNP] -> 'Mattress': 3.0,
                  [NNP] -> 'E.C.': 3.0,
                  [NNP] -> 'Aug.': 4.0,
                  [NNP] -> 'Dreyfus': 3.0,
                  [NNP] -> 'Commerce': 16.0,
                  [NNP] -> 'Price': 6.0,
                  [NNP] -> 'Giant': 6.0,
                  [NNP] -> 'Dana-Farber': 3.0,
                  [NNP] -> 'Las': 5.0,
                  [NNP] -> 'Weatherly': 3.0,
                  [NNP] -> 'Miklos': 3.0,
                  [NNP] -> 'Bankruptcy': 4.0,
                  [NNP] -> 'Lighthouse': 3.0,
                  [NNP] -> 'Advance': 3.0,
                  [NNP] -> 'Riese': 5.0,
                  [NNP] -> 'Murakami': 4.0,
                  [NNP] -> 'Steelworkers': 3.0,
                  [NNP] -> 'Eggers': 5.0,
                  [NNP] -> 'Arabia': 5.0,
                  [NNP] -> 'ShareData': 4.0,
                  [NNP] -> 'Fannie': 6.0,
                  [NNP] -> 'Huppert': 3.0,
                  [NNP] -> 'WFRR': 3.0,
                  [NNP] -> 'NL': 14.0,
                  [NNP] -> 'Republican': 3.0,
                  [NNP] -> 'Spoon': 5.0,
                  [NNP] -> 'Phi': 3.0,
                  [NNP] -> 'Kelli': 3.0,
                  [NNP] -> 'Frank': 6.0,
                  [NNP] -> 'Netherlands': 3.0,
                  [NNP] -> 'Judge': 17.0,
                  [NNP] -> 'GM': 4.0,
                  [NNP] -> 'Cleveland': 6.0,
                  [NNP] -> 'Handelsbanken': 3.0,
                  [NNP] -> 'Citadel': 5.0,
                  [NNP] -> 'Stirlen': 3.0,
                  [NNP] -> 'Mifflin': 3.0,
                  [NNP] -> 'Rockford': 4.0,
                  [NNP] -> 'Spanish': 3.0,
                  [NNP] -> 'Roederer': 5.0,
                  [NNP] -> 'El': 3.0,
                  [NNP] -> 'Einhorn': 5.0,
                  [NNP] -> 'Woodcliff': 3.0,
                  [NNP] -> 'Corn': 3.0,
                  [NNP] -> 'Ichiro': 3.0,
                  [NNP] -> 'Berson': 3.0,
                  [NNP] -> 'Funny': 3.0,
                  [NNP] -> 'Manufacturers': 3.0,
                  [NNP] -> 'Chong-sik': 3.0,
                  [NNP] -> 'Brooks': 3.0,
                  [NNP] -> 'Zayed': 3.0,
                  [NNP] -> 'Bridgestone\/Firestone': 3.0,
                  [NNP] -> 'Plains': 3.0,
                  [NNP] -> 'Gordon': 3.0,
                  [NNP] -> 'Ronald': 4.0,
                  [NNP] -> 'Sir': 5.0,
                  [NNP] -> 'Pencil': 3.0,
                  [NNP] -> 'University': 22.0,
                  [NNP] -> 'Tatsunori': 3.0,
                  [NNP] -> 'Crash': 3.0,
                  [NNP] -> 'Lynch': 6.0,
                  [NNP] -> 'Scannell': 4.0,
                  [NNP] -> 'Alzheimer': 3.0,
                  [NNP] -> 'Criticism': 3.0,
                  [NNP] -> 'Upham': 3.0,
                  [NNP] -> 'Ark': 3.0,
                  [NNP] -> 'Barbara': 3.0,
                  [NNP] -> 'Eugene': 4.0,
                  [NNP] -> 'R.': 16.0,
                  [NNP] -> 'Economy': 3.0,
                  [NNP] -> 'Bangkok': 3.0,
                  [NNP] -> 'Democrat': 5.0,
                  [NNP] -> 'Sebastian': 3.0,
                  [NNP] -> 'Judie': 3.0,
                  [NNP] -> 'Lorenzo': 3.0,
                  [NNP] -> 'the': 3.0,
                  [NNP] -> 'Initiative': 3.0,
                  [NNP] -> 'Colonsville': 3.0,
                  [NNP] -> 'Pharaoh': 3.0,
                  [NNP] -> 'Hearst': 15.0,
                  [NNP] -> 'Resistance': 3.0,
                  [NNP] -> 'Second': 3.0,
                  [NNP] -> 'Nielsen': 3.0,
                  [NNP] -> 'Bugs': 3.0,
                  [NNP] -> 'N.H.': 3.0,
                  [NNP] -> 'Dale': 3.0,
                  [NNP] -> 'Moon': 3.0,
                  [NNP] -> 'Beverly': 4.0,
                  [NNP] -> 'March': 14.0,
                  [NNP] -> 'Bush': 33.0,
                  [NNP] -> 'Scotia': 3.0,
                  [NNP] -> 'Guffey': 6.0,
                  [NNP] -> 'YWCA': 3.0,
                  [NNP] -> 'Koito': 5.0,
                  [NNP] -> 'Bennett': 3.0,
                  [NNP] -> 'Steven': 4.0,
                  [NNP] -> 'Basin': 4.0,
                  [NNP] -> 'Peter': 8.0,
                  [NNP] -> 'Force': 5.0,
                  [NNP] -> 'Pitcher': 3.0,
                  [NNP] -> 'Baltimore': 7.0,
                  [NNP] -> 'Manchester': 3.0,
                  [NNP] -> 'NATIONAL': 3.0,
                  [NNP] -> 'NTG': 4.0,
                  [NNP] -> 'Macheski': 3.0,
                  [NNP] -> 'Red': 4.0,
                  [NNP] -> 'Palmer': 3.0,
                  [NNP] -> 'Simeon': 3.0,
                  [NNP] -> 'YMCA': 3.0,
                  [NNP] -> 'Edwards': 4.0,
                  [NNP] -> 'Bermuda': 3.0,
                  [NNP] -> 'Smelting': 3.0,
                  [NNP] -> 'Kean': 4.0,
                  [NNP] -> 'Citibank': 3.0,
                  [NNP] -> 'Mary': 13.0,
                  [NNP] -> 'N.C.': 4.0,
                  [NNP] -> 'Bass': 4.0,
                  [NNP] -> 'M.': 11.0,
                  [NNP] -> 'Turkey': 4.0,
                  [NNP] -> 'Pratt': 6.0,
                  [NNP] -> 'Shuxian': 3.0,
                  [NNP] -> 'Babcock': 3.0,
                  [NNP] -> 'Hammond': 5.0,
                  [NNP] -> 'Platt': 4.0,
                  [NNP] -> 'Princeton': 4.0,
                  [NNP] -> 'Series': 5.0,
                  [NNP] -> 'Herald': 15.0,
                  [NNP] -> 'SHAREDATA': 3.0,
                  [NNP] -> 'Marie': 3.0,
                  [NNP] -> 'Mrs.': 60.0,
                  [NNP] -> 'Ringing': 3.0,
                  [NNP] -> '<unk>': 1.0,
                  [NNP] -> 'Fla.': 11.0,
                  [NNP] -> 'Australian': 3.0,
                  [NNP] -> 'Olympia': 3.0,
                  [NNP] -> 'Faulding': 5.0,
                  [NNP] -> 'Kenneth': 4.0,
                  [NNP] -> 'Professional': 3.0,
                  [NNP] -> 'Ky.': 3.0,
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                  [NNP] -> 'TEXAS': 3.0,
                  [NNP] -> 'FreudToy': 3.0,
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                  [NNP] -> 'Southern': 7.0,
                  [NNP] -> 'Brent': 3.0,
                  [NNP] -> 'Cray-3': 10.0,
                  [NNP] -> 'Yamaichi': 3.0,
                  [NNP] -> 'Jones': 10.0,
                  [NNP] -> 'Lewis': 5.0,
                  [NNP] -> 'Goode': 3.0,
                  [NNP] -> 'Petersburg': 3.0,
                  [NNP] -> 'Daniel': 4.0,
                  [NNP] -> 'Norwick': 3.0,
                  [NNP] -> 'Ranieri': 3.0,
                  [NNP] -> 'Jenkins': 3.0,
                  [NNP] -> 'Association': 17.0,
                  [NNP] -> 'Hoosier': 3.0,
                  [NNP] -> 'Optical': 4.0,
                  [NNP] -> 'Rae': 3.0,
                  [NNP] -> 'Peabody': 5.0,
                  [NNP] -> 'Gross': 3.0,
                  [NNP] -> 'Dallara': 6.0,
                  [NNP] -> 'Neal': 4.0,
                  [NNP] -> 'Chandler': 3.0,
                  [NNP] -> 'Telegraph': 5.0,
                  [NNP] -> 'Joanne': 3.0,
                  [NNP] -> 'Circulation': 3.0,
                  [NNP] -> 'Warren': 4.0,
                  [NNP] -> 'America': 14.0,
                  [NNP] -> 'Saitama': 3.0,
                  [NNP] -> 'Trustco': 3.0,
                  [NNP] -> 'Garanti': 3.0,
                  [NNP] -> 'Longwood': 3.0,
                  [NNP] -> 'Ridgefield': 3.0,
                  [NNP] -> 'Morita': 4.0,
                  [NNP] -> 'Wilder': 10.0,
                  [NNP] -> 'Giants': 4.0,
                  [NNP] -> 'Dorrance': 5.0,
                  [NNP] -> 'Video': 3.0,
                  [NNP] -> 'Milne': 3.0,
                  [NNP] -> 'Venture': 4.0,
                  [NNP] -> 'Al': 3.0,
                  [NNP] -> 'Fred': 3.0,
                  [NNP] -> 'Stanley': 8.0,
                  [NNP] -> 'Tulane': 3.0,
                  [NNP] -> 'Colo.': 7.0,
                  [NNP] -> 'Clinton': 3.0,
                  [NNP] -> 'Hong': 6.0,
                  [NNP] -> 'Schlemmer': 3.0,
                  [NNP] -> 'Brown': 4.0,
                  [NNP] -> 'Mona': 3.0,
                  [NNP] -> 'Rockwell': 3.0,
                  [NNP] -> 'Income': 3.0,
                  [NNP] -> 'Driskill': 4.0,
                  [NNP] -> 'January': 9.0,
                  [NNP] -> 'Cullowhee': 3.0,
                  [NNP] -> 'INS': 3.0,
                  [NNP] -> 'Negus': 3.0,
                  [NNP] -> 'Lazzaroni': 3.0,
                  [NNP] -> 'Riviera': 4.0,
                  [NNP] -> 'Seymour': 6.0,
                  [NNP] -> 'Premier': 3.0,
                  [NNP] -> 'November': 9.0,
                  [NNP] -> 'Ray': 3.0,
                  [NNP] -> 'Mercantile': 4.0,
                  [NNP] -> 'ASLACTON': 3.0,
                  [NNP] -> 'Rey\/Fawcett': 3.0,
                  [NNP] -> 'Boca': 5.0,
                  [NNP] -> 'Cedric': 3.0,
                  [NNP] -> 'First': 25.0,
                  [NNP] -> 'N.J.': 7.0,
                  [NNP] -> 'Roosevelt': 3.0,
                  [NNP] -> 'Post': 3.0,
                  [NNP] -> 'CEO': 3.0,
                  [NNP] -> 'Kuhns': 3.0,
                  [NNP] -> 'A': 4.0,
                  [NNP] -> 'S.I.': 3.0,
                  [NNP] -> 'Carney': 3.0,
                  [NNP] -> 'Alliance': 3.0,
                  [NNP] -> 'Alfred': 5.0,
                  [NNP] -> 'Donoghue': 3.0,
                  [NNP] -> 'Rep.': 20.0,
                  [NNP] -> 'Express': 21.0,
                  [NNP] -> 'Frances': 3.0,
                  [NNP] -> 'Fed': 12.0,
                  [NNP] -> 'Yasser': 3.0,
                  [NNP] -> 'Georgia': 23.0,
                  [NNP] -> 'GAF': 7.0,
                  [NNP] -> 'Perignon': 3.0,
                  [NNP] -> 'Reagan': 9.0,
                  [NNP] -> 'Nancy': 4.0,
                  [NNP] -> 'Bill': 4.0,
                  [NNP] -> 'Sandra': 3.0,
                  [NNP] -> 'Floyd': 3.0,
                  [NNP] -> 'Des': 4.0,
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                  [NNP] -> 'Voice': 16.0,
                  [NNP] -> 'Roof': 3.0,
                  [NNP] -> 'Stephen': 7.0,
                  [NNP] -> 'Fire': 3.0,
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                  [NNP] -> 'Spillane': 3.0,
                  [NNP] -> 'Hill': 5.0,
                  [NNP] -> 'Phoenix': 3.0,
                  [NNP] -> 'Default': 3.0,
                  [NNP] -> 'Advice': 3.0,
                  [NNP] -> 'Street': 33.0,
                  [NNP] -> 'Rexinger': 3.0,
                  [NNP] -> 'Youths': 3.0,
                  [NNP] -> 'Tarwhine': 3.0,
                  [NNP] -> 'Publications': 3.0,
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                  [NNP] -> 'Chiodo': 3.0,
                  [NNP] -> 'Legg': 3.0,
                  [NNP] -> 'China': 25.0,
                  [NNP] -> 'Code': 4.0,
                  [NNP] -> 'Publishing': 5.0,
                  [NNP] -> 'Chase': 8.0,
                  [NNP] -> 'Program': 5.0,
                  [NNP] -> 'Grgich': 3.0,
                  [NNP] -> 'Sabhavasu': 3.0,
                  [NNP] -> 'Redevelopment': 3.0,
                  [NNP] -> 'Samuel': 3.0,
                  [NNP] -> 'ChemPlus': 3.0,
                  [NNP] -> 'Barney': 4.0,
                  [NNP] -> 'Controls': 4.0,
                  [NNP] -> 'Chinese': 5.0,
                  [NNP] -> 'WHAS': 3.0,
                  [NNP] -> 'Allergan': 3.0,
                  [NNP] -> 'Buckhead': 3.0,
                  [NNP] -> 'Raleigh': 3.0,
                  [NNP] -> 'July': 8.0,
                  [NNP] -> 'Dill': 3.0,
                  [NNP] -> 'Madison': 7.0,
                  [NNP] -> 'NEC': 9.0,
                  [NNP] -> 'Mayland': 3.0,
                  [NNP] -> 'Liberation': 3.0,
                  [NNP] -> 'Taittinger': 3.0,
                  [NNP] -> 'Latour': 4.0,
                  [NNP] -> 'Philippines': 5.0,
                  [NNP] -> 'Detroit': 5.0,
                  [NNP] -> 'USX': 10.0,
                  [NNP] -> 'Environment': 3.0,
                  [NNP] -> 'Philadelphia': 9.0,
                  [NNP] -> 'Skinner': 3.0,
                  [NNP] -> 'Systems': 3.0,
                  [NNP] -> 'Menem': 3.0,
                  [NNP] -> 'Tenn.': 3.0,
                  [NNP] -> 'Revenue': 3.0,
                  [NNP] -> 'W.': 4.0,
                  [NNP] -> 'Advanced': 4.0,
                  [NNP] -> 'Lobo': 3.0,
                  [NNP] -> 'Alysia': 3.0,
                  [NNP] -> 'Acquisition': 3.0,
                  [NNP] -> 'Stephens': 3.0,
                  [NNP] -> 'Beth': 6.0,
                  [NNP] -> 'Vineyard': 4.0,
                  [NNP] -> 'Houston': 5.0,
                  [NNP] -> 'Rabia': 3.0,
                  [NNP] -> 'Roger': 4.0,
                  [NNP] -> 'Insight': 3.0,
                  [NNP] -> 'India': 3.0,
                  [NNP] -> 'Hartford': 5.0,
                  [NNP] -> 'Cougar': 3.0,
                  [NNP] -> 'Bancorp': 5.0,
                  [NNP] -> 'Yorker': 3.0,
                  [NNP] -> 'Muscolina': 3.0,
                  [NNP] -> 'Chicago': 31.0,
                  [NNP] -> 'Connecticut': 9.0,
                  [NNP] -> 'Arizona': 3.0,
                  [NNP] -> 'Prebon': 3.0,
                  [NNP] -> 'Parliament': 4.0,
                  [NNP] -> 'Joe': 4.0,
                  [NNP] -> 'Baris': 3.0,
                  [NNP] -> 'Novello': 4.0,
                  [NNP] -> 'Maytag': 3.0,
                  [NNP] -> 'Trans': 3.0,
                  [NNP] -> 'Minn.': 3.0,
                  [NNP] -> 'Doak': 3.0,
                  [NNP] -> 'Average': 5.0,
                  [NNP] -> 'Dell': 3.0,
                  [NNP] -> 'Coxon': 5.0,
                  [NNP] -> 'R.I.': 3.0,
                  [NNP] -> 'Circuit': 4.0,
                  [NNP] -> 'Luce': 3.0,
                  [NNP] -> 'Adams': 3.0,
                  [NNP] -> 'Messrs.': 3.0,
                  [NNP] -> 'Debt': 3.0,
                  [NNP] -> 'NRDC': 3.0,
                  [NNP] -> 'English': 5.0,
                  [NNP] -> 'Bernstein': 11.0,
                  [NNP] -> 'Wine': 4.0,
                  [NNP] -> 'Watson': 6.0,
                  [NNP] -> 'Bentsen': 3.0,
                  [NNP] -> 'Ailes': 4.0,
                  [NNP] -> 'David': 14.0,
                  [NNP] -> 'Elmhurst': 3.0,
                  [NNP] -> 'F.H.': 3.0,
                  [NNP] -> 'Rothschild': 3.0,
                  [NNP] -> 'Coleman': 13.0,
                  [NNP] -> 'Hiroshima': 4.0,
                  [NNP] -> 'Soho': 3.0,
                  [NNP] -> 'Wickliffe': 3.0,
                  [NNP] -> 'McGraw-Hill': 8.0,
                  [NNP] -> 'Rapanelli': 6.0,
                  [NNP] -> 'Cask': 4.0,
                  [NNP] -> 'City': 12.0,
                  [NNP] -> 'Brean': 4.0,
                  [NNP] -> 'Steel': 4.0,
                  [NNP] -> 'Speedway': 3.0,
                  [NNP] -> 'Midvale': 3.0,
                  ...}),
     [NNS]: defaultdict(int,
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                  [NNS] -> 'Relations': 3.0,
                  [NNS] -> 'supporters': 4.0,
                  [NNS] -> 'agents': 3.0,
                  [NNS] -> 'holdings': 3.0,
                  [NNS] -> 'shops': 5.0,
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                  [NNS] -> 'goblins': 3.0,
                  [NNS] -> 'miscarriages': 3.0,
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                  [NNS] -> 'tallies': 3.0,
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                  [NNS] -> 'exchanges': 5.0,
                  [NNS] -> 'losses': 8.0,
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                  [NNS] -> 'allies': 3.0,
                  [NNS] -> 'PETS': 3.0,
                  [NNS] -> 'Colleges': 3.0,
                  [NNS] -> 'banks': 47.0,
                  [NNS] -> 'platitudes': 3.0,
                  [NNS] -> 'wires': 3.0,
                  [NNS] -> 'partisans': 4.0,
                  [NNS] -> 'Policies': 3.0,
                  [NNS] -> 'operators': 3.0,
                  [NNS] -> 'credits': 3.0,
                  [NNS] -> 'appeals': 5.0,
                  [NNS] -> 'deaths': 8.0,
                  [NNS] -> 'appointments': 5.0,
                  [NNS] -> 'Manufacturers': 3.0,
                  [NNS] -> 'ambitions': 4.0,
                  [NNS] -> 'doctors': 3.0,
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                  [NNS] -> 'packages': 9.0,
                  [NNS] -> 'planners': 4.0,
                  [NNS] -> 'fighters': 3.0,
                  [NNS] -> 'leaders': 10.0,
                  [NNS] -> 'professionals': 5.0,
                  [NNS] -> 'stocks': 50.0,
                  [NNS] -> 'brokers': 7.0,
                  [NNS] -> 'payrolls': 3.0,
                  [NNS] -> 'remarks': 3.0,
                  [NNS] -> 'amphobiles': 3.0,
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                  [NNS] -> 'dealings': 5.0,
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                  [NNS] -> 'children': 9.0,
                  [NNS] -> 'estimates': 5.0,
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                  [NNS] -> 'cabs': 3.0,
                  [NNS] -> 'specialists': 9.0,
                  [NNS] -> 'exits': 3.0,
                  [NNS] -> 'economies': 5.0,
                  [NNS] -> 'modems': 3.0,
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                  [NNS] -> 'felonies': 3.0,
                  [NNS] -> 'tutorials': 3.0,
                  [NNS] -> 'bunches': 3.0,
                  [NNS] -> 'parlors': 3.0,
                  [NNS] -> 'disclosures': 3.0,
                  [NNS] -> 'collections': 4.0,
                  [NNS] -> 'clerics': 3.0,
                  [NNS] -> 'Vacancies': 3.0,
                  [NNS] -> 'combinations': 3.0,
                  [NNS] -> 'cuvees': 3.0,
                  [NNS] -> 'disorders': 5.0,
                  [NNS] -> 'degrees': 6.0,
                  [NNS] -> 'parts': 6.0,
                  [NNS] -> 'films': 5.0,
                  [NNS] -> 'carriers': 3.0,
                  [NNS] -> 'Periods': 3.0,
                  [NNS] -> 'droughts': 3.0,
                  [NNS] -> 'buyers': 12.0,
                  [NNS] -> 'aftereffects': 3.0,
                  [NNS] -> 'homes': 4.0,
                  [NNS] -> 'Voters': 3.0,
                  [NNS] -> 'warranties': 3.0,
                  [NNS] -> 'chemicals': 7.0,
                  [NNS] -> 'boosters': 4.0,
                  [NNS] -> 'customers': 24.0,
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                  [NNS] -> 'titans': 3.0,
                  [NNS] -> 'perceptions': 3.0,
                  [NNS] -> 'commercials': 3.0,
                  [NNS] -> 'lookee-loos': 3.0,
                  [NNS] -> 'capital-gains': 3.0,
                  [NNS] -> 'critics': 10.0,
                  [NNS] -> 'Farmers': 3.0,
                  [NNS] -> 'areas': 10.0,
                  [NNS] -> 'pricings': 3.0,
                  [NNS] -> 'discounts': 3.0,
                  [NNS] -> 'forest-products': 3.0,
                  [NNS] -> 'additions': 3.0,
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                  [NNS] -> 'amendments': 4.0,
                  [NNS] -> 'teams': 5.0,
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                  [NNS] -> 'minivans': 7.0,
                  [NNS] -> 'crystals': 7.0,
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                  [NNS] -> 'solutions': 3.0,
                  [NNS] -> 'bargains': 3.0,
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                  [NNS] -> 'IRAs': 3.0,
                  [NNS] -> 'Officials': 5.0,
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                  [NNS] -> 'metals': 3.0,
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                  [NNS] -> 'screens': 3.0,
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                  [NNS] -> 'yields': 9.0,
                  [NNS] -> 'colleges': 3.0,
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                  [NNS] -> 'markets': 42.0,
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                  [NNS] -> 'places': 5.0,
                  [NNS] -> 'Editorials': 3.0,
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                  [NNS] -> 'voters': 7.0,
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                  [NNS] -> 'soldiers': 3.0,
                  [NNS] -> 'microcomputers': 3.0,
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                  [NNS] -> 'lungs': 3.0,
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                  [NNS] -> 'answers': 12.0,
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                  [NNS] -> 'firms': 35.0,
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                  [NNS] -> 'shirts': 3.0,
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                  [NNS] -> 'Lids': 3.0,
                  [NNS] -> 'cases': 24.0,
                  [NNS] -> 'posts': 4.0,
                  [NNS] -> 'blocks': 3.0,
                  [NNS] -> 'situations': 4.0,
                  [NNS] -> 'dollars': 18.0,
                  [NNS] -> 'sparkplugs': 3.0,
                  [NNS] -> 'countries': 23.0,
                  [NNS] -> 'screenwriters': 3.0,
                  [NNS] -> 'academics': 3.0,
                  [NNS] -> 'kits': 3.0,
                  [NNS] -> 'Scientists': 3.0,
                  [NNS] -> 'bridges': 5.0,
                  [NNS] -> 'Soviets': 4.0,
                  [NNS] -> 'standards': 11.0,
                  [NNS] -> 'audiocassettes': 3.0,
                  [NNS] -> 'factors': 5.0,
                  [NNS] -> 'marks': 6.0,
                  [NNS] -> 'damages': 7.0,
                  [NNS] -> 'retorts': 3.0,
                  [NNS] -> 'beneficiaries': 3.0,
                  [NNS] -> 'makers': 12.0,
                  [NNS] -> 'niches': 3.0,
                  [NNS] -> 'cues': 3.0,
                  [NNS] -> 'letters': 11.0,
                  [NNS] -> 'rounds': 3.0,
                  [NNS] -> 'plainclothes': 3.0,
                  [NNS] -> 'T-shirts': 3.0,
                  [NNS] -> 'Imports': 4.0,
                  [NNS] -> 'POTABLES': 3.0,
                  [NNS] -> 'rights': 18.0,
                  [NNS] -> 'margins': 8.0,
                  [NNS] -> 'sectors': 3.0,
                  [NNS] -> 'bottles': 3.0,
                  [NNS] -> 'purposes': 3.0,
                  [NNS] -> 'corners': 3.0,
                  [NNS] -> 'processors': 4.0,
                  [NNS] -> 'Gilts': 3.0,
                  [NNS] -> 'skirmishes': 3.0,
                  [NNS] -> 'maturities': 5.0,
                  [NNS] -> 'millions': 7.0,
                  [NNS] -> 'proceeds': 3.0,
                  [NNS] -> 'mistakes': 3.0,
                  [NNS] -> 'alcoholics': 3.0,
                  [NNS] -> 'church-goers': 3.0,
                  [NNS] -> 'investigations': 3.0,
                  [NNS] -> 'protests': 4.0,
                  [NNS] -> 'roofs': 4.0,
                  [NNS] -> 'civics': 3.0,
                  [NNS] -> 'shareholders': 15.0,
                  [NNS] -> 'reruns': 6.0,
                  [NNS] -> 'Pictures': 3.0,
                  [NNS] -> 'photos': 3.0,
                  [NNS] -> 'halts': 4.0,
                  [NNS] -> 'Fears': 3.0,
                  [NNS] -> 'lawsuits': 4.0,
                  ...}),
     [NN]: defaultdict(int,
                 {[NN] -> 'trader': 7.0,
                  [NN] -> 'travel': 6.0,
                  [NN] -> 'idea': 12.0,
                  [NN] -> 'training': 10.0,
                  [NN] -> 'likeness': 3.0,
                  [NN] -> 'certificate': 4.0,
                  [NN] -> 'TRIAL': 3.0,
                  [NN] -> 'Diaper': 3.0,
                  [NN] -> 'concept': 7.0,
                  [NN] -> 'deviation': 3.0,
                  [NN] -> 'grain': 7.0,
                  [NN] -> 'reader': 4.0,
                  [NN] -> 'transition': 4.0,
                  [NN] -> 'programmer': 3.0,
                  [NN] -> 'textile': 3.0,
                  [NN] -> 'year': 144.0,
                  [NN] -> 'bankruptcy': 6.0,
                  [NN] -> 'Macmillan\/McGraw': 3.0,
                  [NN] -> 'proportion': 3.0,
                  [NN] -> 'monster': 3.0,
                  [NN] -> 'policy': 14.0,
                  [NN] -> 'article': 7.0,
                  [NN] -> 'Fahrenheit': 3.0,
                  [NN] -> 'murder': 4.0,
                  [NN] -> 'mignon': 3.0,
                  [NN] -> 'bellwether': 3.0,
                  [NN] -> 'Something': 3.0,
                  [NN] -> 'disapproval': 3.0,
                  [NN] -> 'focus': 4.0,
                  [NN] -> 'engineer': 3.0,
                  [NN] -> 'fight': 5.0,
                  [NN] -> 'behest': 3.0,
                  [NN] -> 'day': 15.0,
                  [NN] -> 'extension': 3.0,
                  [NN] -> 'music': 3.0,
                  [NN] -> 'hoopla': 3.0,
                  [NN] -> 'illness': 5.0,
                  [NN] -> 'owner': 6.0,
                  [NN] -> 'wine-making': 3.0,
                  [NN] -> 'drop': 11.0,
                  [NN] -> 'husband': 5.0,
                  [NN] -> 'Year': 3.0,
                  [NN] -> 'judge': 9.0,
                  [NN] -> 'note': 7.0,
                  [NN] -> 'dinner': 4.0,
                  [NN] -> 'trial': 6.0,
                  [NN] -> 'exit': 3.0,
                  [NN] -> 'child': 5.0,
                  [NN] -> 'pressure': 13.0,
                  [NN] -> 'minute': 4.0,
                  [NN] -> 'pill': 3.0,
                  [NN] -> 'space': 9.0,
                  [NN] -> 'chairman': 35.0,
                  [NN] -> 'alternative': 6.0,
                  [NN] -> 'fairness': 4.0,
                  [NN] -> 'garage': 3.0,
                  [NN] -> 'maintenance': 5.0,
                  [NN] -> 'institute': 3.0,
                  [NN] -> 'disruption': 3.0,
                  [NN] -> 'Index-arbitrage': 3.0,
                  [NN] -> 'housewife': 3.0,
                  [NN] -> 'refocusing': 3.0,
                  [NN] -> 'fate': 3.0,
                  [NN] -> 'haul': 4.0,
                  [NN] -> 'cleanliness': 3.0,
                  [NN] -> 'outside': 3.0,
                  [NN] -> 'period': 19.0,
                  [NN] -> 'cadet': 4.0,
                  [NN] -> 'water': 4.0,
                  [NN] -> 'mania': 3.0,
                  [NN] -> 'outlook': 3.0,
                  [NN] -> 'justice': 4.0,
                  [NN] -> 'seminar': 4.0,
                  [NN] -> 'designer': 5.0,
                  [NN] -> 'evolution': 4.0,
                  [NN] -> 'fine': 25.0,
                  [NN] -> 'Yesterday': 5.0,
                  [NN] -> 'insurance': 10.0,
                  [NN] -> 'structure': 4.0,
                  [NN] -> 'rope': 3.0,
                  [NN] -> 'one': 10.0,
                  [NN] -> 'motive': 6.0,
                  [NN] -> 'drug': 12.0,
                  [NN] -> 'start': 4.0,
                  [NN] -> 'Insurance': 3.0,
                  [NN] -> 'talk-show': 3.0,
                  [NN] -> 'crime': 6.0,
                  [NN] -> 'breakfast': 3.0,
                  [NN] -> 'clock': 3.0,
                  [NN] -> 'Use': 3.0,
                  [NN] -> 'deposit': 6.0,
                  [NN] -> 'match': 3.0,
                  [NN] -> 'track': 3.0,
                  [NN] -> 'criminal': 4.0,
                  [NN] -> 'wines': 3.0,
                  [NN] -> 'investigation': 5.0,
                  [NN] -> 'coaching': 4.0,
                  [NN] -> 'relation': 3.0,
                  [NN] -> 'aftermath': 4.0,
                  [NN] -> 'lens': 5.0,
                  [NN] -> 'team': 19.0,
                  [NN] -> 'garbage': 3.0,
                  [NN] -> 'collateral': 3.0,
                  [NN] -> 'following': 4.0,
                  [NN] -> 'awareness': 3.0,
                  [NN] -> 'layer': 3.0,
                  [NN] -> 'architecture': 5.0,
                  [NN] -> 'study': 12.0,
                  [NN] -> 'capacity': 16.0,
                  [NN] -> 'yesterday': 42.0,
                  [NN] -> 'trading': 112.0,
                  [NN] -> 'railroad': 3.0,
                  [NN] -> 'barrel': 3.0,
                  [NN] -> 'hostile': 3.0,
                  [NN] -> 'vinyl': 3.0,
                  [NN] -> 'sociology': 3.0,
                  [NN] -> 'grandstander': 3.0,
                  [NN] -> 'redemption': 3.0,
                  [NN] -> 'suppression': 3.0,
                  [NN] -> 'good': 4.0,
                  [NN] -> 'bearing': 3.0,
                  [NN] -> 'self-esteem': 3.0,
                  [NN] -> 're-election': 4.0,
                  [NN] -> 'len': 3.0,
                  [NN] -> 'integration': 6.0,
                  [NN] -> 'dismissal': 3.0,
                  [NN] -> 'nobody': 4.0,
                  [NN] -> 'witness': 3.0,
                  [NN] -> 'Arbitrage': 4.0,
                  [NN] -> 'court': 28.0,
                  [NN] -> 'label': 3.0,
                  [NN] -> 'twindam': 3.0,
                  [NN] -> 'PC': 5.0,
                  [NN] -> 'bat': 3.0,
                  [NN] -> 'member': 13.0,
                  [NN] -> 'pie': 3.0,
                  [NN] -> 'future': 9.0,
                  [NN] -> 'strip': 3.0,
                  [NN] -> 'blindfold': 3.0,
                  [NN] -> 'Profit': 5.0,
                  [NN] -> 'basis': 6.0,
                  [NN] -> 'bang': 5.0,
                  [NN] -> 'faithful': 3.0,
                  [NN] -> 'comfort': 3.0,
                  [NN] -> 'elimination': 3.0,
                  [NN] -> 'dairy': 3.0,
                  [NN] -> 'merchandising': 3.0,
                  [NN] -> 'alcoholism': 3.0,
                  [NN] -> 'troop': 3.0,
                  [NN] -> 'move': 11.0,
                  [NN] -> 'luxury': 3.0,
                  [NN] -> 'self': 3.0,
                  [NN] -> 'composting': 3.0,
                  [NN] -> 'ad': 30.0,
                  [NN] -> 'decorator': 3.0,
                  [NN] -> 'shape': 5.0,
                  [NN] -> 'privilege': 4.0,
                  [NN] -> 'baseball': 5.0,
                  [NN] -> 'factory': 14.0,
                  [NN] -> 'front-seat': 3.0,
                  [NN] -> 'gas': 4.0,
                  [NN] -> 'venture': 6.0,
                  [NN] -> 'enrollment': 3.0,
                  [NN] -> 'subskill': 3.0,
                  [NN] -> 'prize-fighter': 3.0,
                  [NN] -> 'escort': 3.0,
                  [NN] -> 'control': 11.0,
                  [NN] -> 'attempt': 8.0,
                  [NN] -> 'advantage': 10.0,
                  [NN] -> 'remorse': 3.0,
                  [NN] -> 'district': 11.0,
                  [NN] -> 'utility': 4.0,
                  [NN] -> 'club': 5.0,
                  [NN] -> 'retardation': 3.0,
                  [NN] -> 'altar': 3.0,
                  [NN] -> 'plate': 4.0,
                  [NN] -> 'credit-rating': 3.0,
                  [NN] -> 'pianist-comedian': 3.0,
                  [NN] -> 'habit': 4.0,
                  [NN] -> 'crystal': 5.0,
                  [NN] -> 'museum': 4.0,
                  [NN] -> 'technology': 9.0,
                  [NN] -> 'inner-city': 3.0,
                  [NN] -> 'cabinet': 3.0,
                  [NN] -> 'penalty': 4.0,
                  [NN] -> 'nutrition': 3.0,
                  [NN] -> 'ruling': 14.0,
                  [NN] -> 'collection': 3.0,
                  [NN] -> 'reorganization': 7.0,
                  [NN] -> 'fraud': 4.0,
                  [NN] -> 'RULING': 3.0,
                  [NN] -> 'visit': 7.0,
                  [NN] -> 'explosion': 4.0,
                  [NN] -> 'peal': 4.0,
                  [NN] -> 'scrutiny': 5.0,
                  [NN] -> 'swap': 9.0,
                  [NN] -> 'ground': 6.0,
                  [NN] -> 'liquid': 3.0,
                  [NN] -> 'courtroom': 4.0,
                  [NN] -> 'inventiveness': 3.0,
                  [NN] -> 'statue': 3.0,
                  [NN] -> 'TV': 12.0,
                  [NN] -> 'clause': 9.0,
                  [NN] -> 'size': 9.0,
                  [NN] -> 'reality': 5.0,
                  [NN] -> 'behemoth': 3.0,
                  [NN] -> 'electricity': 6.0,
                  [NN] -> 'comeback': 3.0,
                  [NN] -> 'quarter': 19.0,
                  [NN] -> 'black': 3.0,
                  [NN] -> 'seat': 6.0,
                  [NN] -> 'milestone': 3.0,
                  [NN] -> 'change': 10.0,
                  [NN] -> 'employee': 6.0,
                  [NN] -> 'significance': 3.0,
                  [NN] -> 'hint': 3.0,
                  [NN] -> 'end': 21.0,
                  [NN] -> 'congressman': 3.0,
                  [NN] -> 'allocation': 3.0,
                  [NN] -> 'circuit-breaker': 3.0,
                  [NN] -> 'laser': 3.0,
                  [NN] -> 'buckle': 3.0,
                  [NN] -> 'male': 4.0,
                  [NN] -> 'way': 30.0,
                  [NN] -> 'cigarette': 6.0,
                  [NN] -> 'technique': 3.0,
                  [NN] -> 'decision': 17.0,
                  [NN] -> 'gambling': 3.0,
                  [NN] -> 'premium': 10.0,
                  [NN] -> 'cheating': 11.0,
                  [NN] -> 'widget': 9.0,
                  [NN] -> 'face': 10.0,
                  [NN] -> 'selling': 4.0,
                  [NN] -> 'attendance': 3.0,
                  [NN] -> 'preference': 3.0,
                  [NN] -> 'Recess': 3.0,
                  [NN] -> 'text': 5.0,
                  [NN] -> 'Propaganda': 3.0,
                  [NN] -> 'payoff': 3.0,
                  [NN] -> 'downgrade': 4.0,
                  [NN] -> 'food': 13.0,
                  [NN] -> 'mesothelioma': 3.0,
                  [NN] -> 'condition': 3.0,
                  [NN] -> 'unit': 29.0,
                  [NN] -> 'boost': 5.0,
                  [NN] -> 'heartland': 3.0,
                  [NN] -> 'caution': 3.0,
                  [NN] -> 'Asia': 3.0,
                  [NN] -> 'bottle': 14.0,
                  [NN] -> 'physics': 3.0,
                  [NN] -> 'midyear': 3.0,
                  [NN] -> 'stance': 4.0,
                  [NN] -> 'real-estate': 4.0,
                  [NN] -> 'regulation': 5.0,
                  [NN] -> 'interest': 40.0,
                  [NN] -> 'event': 4.0,
                  [NN] -> 'blank': 3.0,
                  [NN] -> 'AC-130U': 3.0,
                  [NN] -> 'superintendent': 3.0,
                  [NN] -> 'calculator': 3.0,
                  [NN] -> 'dissemination': 6.0,
                  [NN] -> 'existence': 3.0,
                  [NN] -> 'campus': 3.0,
                  [NN] -> 'bickering': 3.0,
                  [NN] -> 'charge': 17.0,
                  [NN] -> 'World': 3.0,
                  [NN] -> 'mortgage': 6.0,
                  [NN] -> 'highway': 3.0,
                  [NN] -> 'lotter': 3.0,
                  [NN] -> 'past': 9.0,
                  [NN] -> 'plea': 3.0,
                  [NN] -> 'State': 3.0,
                  [NN] -> 'camera': 3.0,
                  [NN] -> 'copyright': 5.0,
                  [NN] -> 'college-bowl': 3.0,
                  [NN] -> 'look': 7.0,
                  [NN] -> 'abortion': 15.0,
                  [NN] -> 'listing': 5.0,
                  [NN] -> 'performance': 18.0,
                  [NN] -> 'window': 4.0,
                  [NN] -> 'advance': 8.0,
                  [NN] -> 'writer': 6.0,
                  [NN] -> 'marketing': 15.0,
                  [NN] -> 'bid': 20.0,
                  [NN] -> 'operator': 6.0,
                  [NN] -> 'centennial': 3.0,
                  [NN] -> 'electric-utility': 3.0,
                  [NN] -> 'disaffiliation': 3.0,
                  [NN] -> 'fund': 13.0,
                  [NN] -> 'petition': 4.0,
                  [NN] -> 'bull': 4.0,
                  [NN] -> 'station': 5.0,
                  [NN] -> 'halt': 4.0,
                  [NN] -> 'center': 7.0,
                  [NN] -> 'associate': 4.0,
                  [NN] -> 'school-district': 3.0,
                  [NN] -> 'aerospace': 5.0,
                  [NN] -> 'welfare': 3.0,
                  [NN] -> 'betrayer': 3.0,
                  [NN] -> 'overcrowding': 3.0,
                  [NN] -> 'commerce': 3.0,
                  [NN] -> 'interference': 4.0,
                  [NN] -> 'purchase': 19.0,
                  [NN] -> 'understatement': 3.0,
                  [NN] -> 'prototype': 3.0,
                  [NN] -> 'piracy': 3.0,
                  [NN] -> 'are': 3.0,
                  [NN] -> 'cut': 4.0,
                  [NN] -> 'confidence': 6.0,
                  [NN] -> 'destination': 3.0,
                  [NN] -> 'intensity': 4.0,
                  [NN] -> 'relief': 4.0,
                  [NN] -> 'subscriber': 3.0,
                  [NN] -> 'anything': 12.0,
                  [NN] -> 'tree': 5.0,
                  [NN] -> 'retailer': 3.0,
                  [NN] -> 'director': 24.0,
                  [NN] -> 'parking': 4.0,
                  [NN] -> 'change-ringing': 3.0,
                  [NN] -> 'fueling': 3.0,
                  [NN] -> 'sky': 3.0,
                  [NN] -> 'success': 4.0,
                  [NN] -> 'small-company': 3.0,
                  [NN] -> 'contract': 24.0,
                  [NN] -> 'minority': 6.0,
                  [NN] -> 'last': 3.0,
                  [NN] -> 'road': 6.0,
                  [NN] -> 'pep': 3.0,
                  [NN] -> 'delivery': 8.0,
                  [NN] -> 'number': 39.0,
                  [NN] -> 'guild': 9.0,
                  [NN] -> 'specialty': 6.0,
                  [NN] -> 'source': 8.0,
                  [NN] -> 'spring': 9.0,
                  [NN] -> 'point': 24.0,
                  [NN] -> 'service': 23.0,
                  [NN] -> 'length': 3.0,
                  [NN] -> 'claim': 4.0,
                  [NN] -> 'incident': 3.0,
                  [NN] -> 'equivalent': 4.0,
                  [NN] -> 'accordance': 3.0,
                  [NN] -> 'telecommunications': 3.0,
                  [NN] -> 'high': 5.0,
                  [NN] -> 'incentive': 6.0,
                  [NN] -> 'sugar': 4.0,
                  [NN] -> 'boogieman': 3.0,
                  [NN] -> 'breaker': 7.0,
                  [NN] -> 'council': 7.0,
                  [NN] -> 'Anything': 3.0,
                  [NN] -> 'banking': 18.0,
                  [NN] -> 'skill': 3.0,
                  [NN] -> 'desktop': 3.0,
                  [NN] -> 'secret': 3.0,
                  [NN] -> 'request': 10.0,
                  [NN] -> 'rider': 5.0,
                  [NN] -> 'heart': 5.0,
                  [NN] -> 'prison': 6.0,
                  [NN] -> 'anybody': 3.0,
                  [NN] -> 'vintage': 4.0,
                  [NN] -> 'nervousness': 3.0,
                  [NN] -> 'strategy': 4.0,
                  [NN] -> 'mail': 3.0,
                  [NN] -> 'History': 3.0,
                  [NN] -> 'stock-index': 10.0,
                  [NN] -> 'toilet': 3.0,
                  [NN] -> 'wake': 5.0,
                  [NN] -> 'football': 4.0,
                  [NN] -> 'actor': 3.0,
                  [NN] -> 'Texan': 3.0,
                  [NN] -> 'Market': 3.0,
                  [NN] -> 'kidnapper': 3.0,
                  [NN] -> 'information': 25.0,
                  [NN] -> 'schedule': 3.0,
                  [NN] -> 'lesson': 6.0,
                  [NN] -> 'absurdity': 3.0,
                  [NN] -> 'low-altitude': 3.0,
                  [NN] -> 'resignation': 4.0,
                  [NN] -> 'skin': 5.0,
                  [NN] -> 'shame': 5.0,
                  [NN] -> 'commercial': 8.0,
                  [NN] -> 'alcohol': 3.0,
                  [NN] -> 'theme': 3.0,
                  [NN] -> 'consensus': 4.0,
                  [NN] -> 'instance': 9.0,
                  [NN] -> 'one-third': 4.0,
                  [NN] -> 'computing': 4.0,
                  [NN] -> 'penny': 3.0,
                  [NN] -> 'replacement': 4.0,
                  [NN] -> 'executive': 36.0,
                  [NN] -> 'companion': 3.0,
                  [NN] -> 'protection': 7.0,
                  [NN] -> 'veal': 3.0,
                  [NN] -> 'slab': 3.0,
                  [NN] -> 'logic': 4.0,
                  [NN] -> 'device': 4.0,
                  [NN] -> 'brat': 3.0,
                  [NN] -> 'creator': 3.0,
                  [NN] -> 'improvement': 7.0,
                  [NN] -> 'closing': 3.0,
                  [NN] -> 'conference': 14.0,
                  [NN] -> 'fit': 3.0,
                  [NN] -> 'company': 165.0,
                  [NN] -> 'sweepstakes': 3.0,
                  [NN] -> 'presentation': 3.0,
                  [NN] -> 'nickel': 4.0,
                  [NN] -> 'Failure': 3.0,
                  [NN] -> 'ambassador': 3.0,
                  [NN] -> 'occupant': 3.0,
                  [NN] -> 'principal': 13.0,
                  [NN] -> 'acceleration': 4.0,
                  [NN] -> 'doctor': 3.0,
                  [NN] -> 'congregation': 4.0,
                  [NN] -> 'route': 3.0,
                  [NN] -> 'passage': 4.0,
                  [NN] -> 'reform': 9.0,
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                  [NN] -> 'set': 5.0,
                  [NN] -> 'campaigning': 4.0,
                  [NN] -> 'bulk': 5.0,
                  [NN] -> 'perception': 4.0,
                  [NN] -> 'pact': 3.0,
                  [NN] -> 'poor': 3.0,
                  [NN] -> 'element': 3.0,
                  [NN] -> 'dessert': 3.0,
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                  [NN] -> 'area': 10.0,
                  [NN] -> 'rest': 7.0,
                  [NN] -> 'stress': 3.0,
                  [NN] -> 'message': 6.0,
                  [NN] -> 'truth-in-lending': 3.0,
                  [NN] -> 'segment': 4.0,
                  [NN] -> 'crack': 3.0,
                  [NN] -> 'headline': 3.0,
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                  [NN] -> 'fret': 3.0,
                  [NN] -> 'cocoa': 3.0,
                  [NN] -> 'disk': 3.0,
                  [NN] -> 'trade': 35.0,
                  [NN] -> 'subject': 5.0,
                  [NN] -> 'tower': 8.0,
                  [NN] -> 'renovation': 3.0,
                  [NN] -> 'deregulation': 3.0,
                  [NN] -> 'system': 15.0,
                  [NN] -> 'dean': 3.0,
                  [NN] -> 'drought': 5.0,
                  [NN] -> 'press': 9.0,
                  [NN] -> 'asbestos': 13.0,
                  [NN] -> 'contractor': 4.0,
                  [NN] -> 'replacement-car': 3.0,
                  [NN] -> 'restructure': 3.0,
                  [NN] -> 'oversight': 3.0,
                  [NN] -> 'picket': 4.0,
                  [NN] -> 'floor': 14.0,
                  [NN] -> 'skepticism': 3.0,
                  [NN] -> 'guy': 3.0,
                  [NN] -> 'nail': 3.0,
                  [NN] -> 'withdrawal': 3.0,
                  [NN] -> 'warming': 3.0,
                  [NN] -> 'rampage': 3.0,
                  [NN] -> 'readership': 3.0,
                  [NN] -> 'publisher': 5.0,
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                  [NN] -> 'oilman': 3.0,
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                  [NN] -> 'factor': 6.0,
                  [NN] -> 'videocassette': 4.0,
                  [NN] -> 'separation': 5.0,
                  [NN] -> 'auditor': 3.0,
                  [NN] -> 'transaction': 17.0,
                  [NN] -> 'loss': 17.0,
                  [NN] -> 'exclusion': 3.0,
                  [NN] -> 'vagabond': 3.0,
                  [NN] -> 'bronze': 3.0,
                  [NN] -> 'tire': 4.0,
                  [NN] -> 'traitor': 3.0,
                  [NN] -> 'buyer': 5.0,
                  [NN] -> 'massacre': 3.0,
                  [NN] -> 'diamond': 3.0,
                  [NN] -> 'sheepskin': 3.0,
                  [NN] -> 'greenmailer': 3.0,
                  [NN] -> 'backing': 3.0,
                  [NN] -> 'Legislation': 3.0,
                  [NN] -> '<unk>': 1.0,
                  [NN] -> 'lawyer': 10.0,
                  [NN] -> 'gallium': 3.0,
                  [NN] -> 'default': 6.0,
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                  [NN] -> 'credit': 20.0,
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                  [NN] -> 'franc': 4.0,
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                  [NN] -> 'energy': 6.0,
                  [NN] -> 'volunteer': 3.0,
                  [NN] -> 'manner': 4.0,
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                  [NN] -> 'tissue': 4.0,
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                  [NN] -> 'work': 20.0,
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                  [NN] -> 'finance': 13.0,
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                  [NN] -> 'forecast': 6.0,
                  [NN] -> 'Spirit': 3.0,
                  [NN] -> 'cooperation': 5.0,
                  [NN] -> 'intent': 3.0,
                  [NN] -> 'family': 17.0,
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                  [NN] -> 'Copperweld': 3.0,
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                  [NN] -> 'chassis': 5.0,
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                  [NN] -> 'model': 8.0,
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                  [NN] -> 'shipping': 4.0,
                  [NN] -> 'home': 14.0,
                  [NN] -> 'banker': 4.0,
                  [NN] -> 'low': 3.0,
                  [NN] -> 'proposal': 11.0,
                  [NN] -> 'limit': 18.0,
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                  [NN] -> 'motion': 5.0,
                  [NN] -> 'field': 12.0,
                  [NN] -> 'interview': 9.0,
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                  [NN] -> 'blow': 3.0,
                  [NN] -> 'housing': 3.0,
                  [NN] -> 'pattern': 5.0,
                  [NN] -> 'agreement': 14.0,
                  [NN] -> 'microwave': 3.0,
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                  [NN] -> 'par': 10.0,
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                  [NN] -> 'disappointment': 4.0,
                  [NN] -> 'friend': 5.0,
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                  [NN] -> 'scandal': 3.0,
                  [NN] -> 'Publishing': 3.0,
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                  [NN] -> 'craze': 4.0,
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                  [NN] -> 'dollar': 14.0,
                  [NN] -> 'summer': 9.0,
                  [NN] -> 'cow': 3.0,
                  [NN] -> 'taste': 3.0,
                  [NN] -> 'privacy': 4.0,
                  [NN] -> 'telephone-information': 3.0,
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                  [NN] -> 'marketplace': 6.0,
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                  [NN] -> 'mark': 8.0,
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                  [NN] -> 'screen': 6.0,
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                  [NN] -> 'pressman': 3.0,
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                  [NN] -> 'architect': 4.0,
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                  [NN] -> 'furor': 5.0,
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                  [NN] -> 'newspaper': 15.0,
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                  [NN] -> 'patient': 3.0,
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                  [NN] -> 'vicar': 7.0,
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                  [NN] -> 'professor': 9.0,
                  [NN] -> 'temperature': 3.0,
                  [NN] -> 'rope-sight': 3.0,
                  [NN] -> 'bond': 18.0,
                  [NN] -> 'industry': 31.0,
                  [NN] -> 'world': 21.0,
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                  [NN] -> 'Japanese': 4.0,
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                  [NN] -> 'teacher': 15.0,
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                  [NN] -> 'ticket': 6.0,
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                  [NN] -> 'church': 14.0,
                  [NN] -> 'lion': 3.0,
                  [NN] -> 'promise': 5.0,
                  [NN] -> 'bell': 6.0,
                  [NN] -> 'Composer': 3.0,
                  [NN] -> 'plant': 15.0,
                  [NN] -> 'Price': 3.0,
                  [NN] -> 'hole': 3.0,
                  [NN] -> 'side': 8.0,
                  [NN] -> 'library': 4.0,
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                  [NN] -> 'unraveling': 3.0,
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                  [NN] -> 'lead': 4.0,
                  [NN] -> 'electorate': 3.0,
                  [NN] -> 'rhythm': 4.0,
                  [NN] -> 'classroom': 9.0,
                  [NN] -> 'flood': 3.0,
                  [NN] -> 'headquarters': 6.0,
                  [NN] -> 'actress': 3.0,
                  [NN] -> 'document': 3.0,
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                  [NN] -> 'elephant': 3.0,
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                  [NN] -> 'handful': 3.0,
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                  [NN] -> 'aid': 12.0,
                  [NN] -> 'litigation': 7.0,
                  [NN] -> 'department': 26.0,
                  [NN] -> 'talk': 4.0,
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                  [NN] -> 'recyclability': 3.0,
                  [NN] -> 'crib': 4.0,
                  [NN] -> 'instruction': 4.0,
                  [NN] -> 'reinstatement': 5.0,
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                  [NN] -> 'Safety': 3.0,
                  [NN] -> 'independence': 3.0,
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                  [NN] -> 'Money': 4.0,
                  [NN] -> 'bout': 3.0,
                  [NN] -> 'distributor': 4.0,
                  [NN] -> 'cause': 9.0,
                  [NN] -> 'data': 4.0,
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                  [NN] -> '55-year-old': 3.0,
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                  [NN] -> 'sunlight': 3.0,
                  [NN] -> 'Civilization': 4.0,
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                  [NN] -> 'formula': 3.0,
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                  [NN] -> 'kind': 12.0,
                  [NN] -> 'tenure': 3.0,
                  [NN] -> 'proprietor': 3.0,
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                  [NN] -> 'start-up': 3.0,
                  [NN] -> '1\/10th': 3.0,
                  [NN] -> 'ankle': 3.0,
                  [NN] -> 'economics': 3.0,
                  [NN] -> 'priority': 6.0,
                  [NN] -> 'notch': 3.0,
                  [NN] -> 'piece': 4.0,
                  [NN] -> 'offense': 3.0,
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                  [NN] -> 'Spending': 3.0,
                  [NN] -> 'briefing': 3.0,
                  [NN] -> 'tax': 15.0,
                  [NN] -> 'incest': 3.0,
                  [NN] -> 'Science': 3.0,
                  [NN] -> 'wheat': 3.0,
                  [NN] -> 'coverage': 3.0,
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                  [NN] -> 'liability': 5.0,
                  [NN] -> 'economy': 21.0,
                  [NN] -> 'FAMILY': 3.0,
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                  [NN] -> 'consultant': 5.0,
                  [NN] -> 'creature': 3.0,
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                  [NN] -> 'cult': 3.0,
                  [NN] -> 'asset': 4.0,
                  [NN] -> 'polystyrene': 3.0,
                  [NN] -> 'co-owner': 4.0,
                  [NN] -> 'torrent': 3.0,
                  [NN] -> 'connection': 6.0,
                  [NN] -> 'vice': 38.0,
                  [NN] -> 'wine': 19.0,
                  [NN] -> 'interpretation': 5.0,
                  [NN] -> 'staff': 6.0,
                  [NN] -> 'demand': 19.0,
                  [NN] -> 'scoop': 3.0,
                  [NN] -> 'psychiatrist': 3.0,
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                  [NN] -> 'and': 4.0,
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                  [NN] -> 'Beauty': 3.0,
                  [NN] -> 'billing': 3.0,
                  [NN] -> 'discretion': 3.0,
                  [NN] -> 'session': 6.0,
                  [NN] -> 'Crime': 3.0,
                  [NN] -> 'maker': 22.0,
                  [NN] -> 'stereo': 3.0,
                  [NN] -> 'brokerage': 7.0,
                  [NN] -> 'sex': 4.0,
                  [NN] -> 'prerogative': 3.0,
                  [NN] -> 'circulation': 12.0,
                  [NN] -> 'hostility': 3.0,
                  [NN] -> 'telegraph': 3.0,
                  [NN] -> 'column': 3.0,
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                  [NN] -> 'common-law': 3.0,
                  [NN] -> 'ordeal': 3.0,
                  [NN] -> 'liberty': 3.0,
                  [NN] -> 'applicability': 3.0,
                  [NN] -> 'woman': 11.0,
                  [NN] -> 'renewal': 3.0,
                  [NN] -> 'uptick': 6.0,
                  [NN] -> 'parliament': 5.0,
                  [NN] -> 'effort': 11.0,
                  [NN] -> 'undersecretary': 4.0,
                  [NN] -> 'sum': 3.0,
                  [NN] -> 'Grain': 3.0,
                  [NN] -> 'respect': 4.0,
                  [NN] -> 'stone': 5.0,
                  [NN] -> 'BALLOT': 3.0,
                  [NN] -> 'lover': 3.0,
                  [NN] -> 'journal': 3.0,
                  [NN] -> 'none': 6.0,
                  [NN] -> 'stalemate': 4.0,
                  [NN] -> 'influence': 6.0,
                  [NN] -> 'sketch': 4.0,
                  [NN] -> 'nature': 5.0,
                  [NN] -> 'turnaround': 3.0,
                  [NN] -> 'crusade': 3.0,
                  [NN] -> 'machine': 9.0,
                  [NN] -> 'word': 6.0,
                  [NN] -> 'royalty': 3.0,
                  [NN] -> 'logjam': 3.0,
                  [NN] -> 'turmoil': 3.0,
                  [NN] -> 'capital': 27.0,
                  [NN] -> 'export': 8.0,
                  [NN] -> 'fancy': 3.0,
                  [NN] -> 'ballot': 5.0,
                  [NN] -> 'life-style': 3.0,
                  [NN] -> 'martyr': 3.0,
                  [NN] -> 'mousseline': 3.0,
                  [NN] -> 'morass': 3.0,
                  [NN] -> 'head': 10.0,
                  [NN] -> 'conversion': 4.0,
                  [NN] -> 'youth': 5.0,
                  [NN] -> 'afternoon': 6.0,
                  [NN] -> 'checking': 4.0,
                  [NN] -> 'homosexual': 3.0,
                  [NN] -> 'science': 3.0,
                  [NN] -> 'detective-story': 3.0,
                  ...}),
     [NP-1]: defaultdict(int,
                 {[NP-1] -> [-NONE-]: 4,
                  [NP-1] -> [DT] [JJ] [NN]: 1,
                  [NP-1] -> [DT] [NNP]: 1,
                  [NP-1] -> [DT] [NNS]: 1,
                  [NP-1] -> [DT] [NN]: 3,
                  [NP-1] -> [JJ] [NNP] [NNP]: 1,
                  [NP-1] -> [JJ] [NNS]: 2,
                  [NP-1] -> [NNP]: 1,
                  [NP-1] -> [NNP] [NNP]: 3,
                  [NP-1] -> [NNP] [NNP] [NNS]: 1,
                  [NP-1] -> [NNS]: 2,
                  [NP-1] -> [NN] [NNS]: 2,
                  [NP-1] -> [NN] [NN]: 1,
                  [NP-1] -> [NP]: 1,
                  [NP-1] -> [NP] [:] [NP]: 1,
                  [NP-1] -> [NP] [NNS]: 1,
                  [NP-1] -> [NP] [NN]: 1,
                  [NP-1] -> [NP] [PP]: 5,
                  [NP-1] -> [NP] [VP]: 1,
                  [NP-1] -> [PRP$] [NN]: 1,
                  [NP-1] -> [PRP]: 5,
                  [NP-1] -> [QP] [DT] [VBN] [NN]: 1}),
     [NP-2]: defaultdict(int,
                 {[NP-2] -> [$] [CD] [-NONE-]: 1,
                  [NP-2] -> [-NONE-]: 11,
                  [NP-2] -> [ADVP] [NP] [SBAR]: 1,
                  [NP-2] -> [DT] [JJ] [NN]: 2,
                  [NP-2] -> [DT] [NNP] [NNP]: 1,
                  [NP-2] -> [DT] [NNP] [NN]: 1,
                  [NP-2] -> [DT] [NN]: 4,
                  [NP-2] -> [JJ] [NN] [NNS]: 1,
                  [NP-2] -> [NNP]: 2,
                  [NP-2] -> [NNP] [NN] [NNS]: 1,
                  [NP-2] -> [NNS]: 2,
                  [NP-2] -> [NP] [,] [SBAR] [,]: 1,
                  [NP-2] -> [NP] [CC] [NP]: 1,
                  [NP-2] -> [NP] [PP-DIR]: 1,
                  [NP-2] -> [NP] [PP]: 1,
                  [NP-2] -> [PRP]: 2,
                  [NP-2] -> [QP] [-NONE-]: 1}),
     [NP-3]: defaultdict(int,
                 {[NP-3] -> [-NONE-]: 4,
                  [NP-3] -> [NNP] [NNPS]: 1,
                  [NP-3] -> [NP] [CC] [NP]: 1,
                  [NP-3] -> [PRP]: 5}),
     [NP-4]: defaultdict(int,
                 {[NP-4] -> [-NONE-]: 2,
                  [NP-4] -> [DT] [NN]: 1,
                  [NP-4] -> [SBAR-NOM] [CC] [NP]: 1}),
     [NP-6]: defaultdict(int, {[NP-6] -> [-NONE-]: 1}),
     [NP-ADV-1]: defaultdict(int, {[NP-ADV-1] -> [DT] [NN]: 1}),
     [NP-ADV]: defaultdict(int,
                 {[NP-ADV] -> [$] [CD] [-NONE-]: 1,
                  [NP-ADV] -> [-NONE-]: 2,
                  [NP-ADV] -> [CD] [NNS]: 4,
                  [NP-ADV] -> [CD] [NN]: 4,
                  [NP-ADV] -> [DT]: 2,
                  [NP-ADV] -> [DT] [ADJP]: 1,
                  [NP-ADV] -> [DT] [JJS]: 1,
                  [NP-ADV] -> [DT] [NN]: 69,
                  [NP-ADV] -> [DT] [NN] [QP]: 1,
                  [NP-ADV] -> [DT] [RB]: 2,
                  [NP-ADV] -> [NP] [NP-ADV]: 1,
                  [NP-ADV] -> [NP] [PP-LOC]: 1,
                  [NP-ADV] -> [NP] [PP]: 3,
                  [NP-ADV] -> [NP] [SBAR]: 4,
                  [NP-ADV] -> [PRP]: 4,
                  [NP-ADV] -> [QP] [-NONE-]: 3,
                  [NP-ADV] -> [QP] [NNS]: 2,
                  [NP-ADV] -> [QP] [NN]: 2,
                  [NP-ADV] -> [RB] [DT] [NN]: 1}),
     [NP-CLR]: defaultdict(int, {[NP-CLR] -> [NNS]: 1, [NP-CLR] -> [NN]: 12}),
     [NP-EXT]: defaultdict(int,
                 {[NP-EXT] -> [$] [CD] [-NONE-]: 2,
                  [NP-EXT] -> [CD]: 7,
                  [NP-EXT] -> [CD] [NNS]: 3,
                  [NP-EXT] -> [CD] [NN]: 31,
                  [NP-EXT] -> [NNS]: 1,
                  [NP-EXT] -> [NP] [:] [NP]: 1,
                  [NP-EXT] -> [NP] [NP-ADV]: 1,
                  [NP-EXT] -> [NP] [PP]: 1,
                  [NP-EXT] -> [QP]: 3,
                  [NP-EXT] -> [QP] [NNS]: 2,
                  [NP-EXT] -> [QP] [NN]: 6}),
     [NP-HLN]: defaultdict(int,
                 {[NP-HLN] -> [CD] [NNP] [:]: 1,
                  [NP-HLN] -> [JJ] [NN] [:]: 1,
                  [NP-HLN] -> [NNPS] [:]: 1,
                  [NP-HLN] -> [NNPS] [NNP]: 1,
                  [NP-HLN] -> [NNP] [:]: 2,
                  [NP-HLN] -> [NNP] [NNPS] [:]: 1,
                  [NP-HLN] -> [NNP] [NNPS] [:] [.]: 1,
                  [NP-HLN] -> [NNP] [NNP] [:]: 3,
                  [NP-HLN] -> [NNS] [.]: 1,
                  [NP-HLN] -> [NNS] [:]: 1,
                  [NP-HLN] -> [NN] [:]: 1,
                  [NP-HLN] -> [NP] [,] [NP-LOC] [:]: 1,
                  [NP-HLN] -> [NP] [,] [NP] [:]: 1,
                  [NP-HLN] -> [NP] [PP-LOC] [:]: 1,
                  [NP-HLN] -> [NP] [PRN] [:]: 6,
                  [NP-HLN] -> [NP] [SBAR] [:]: 1}),
     [NP-LGS]: defaultdict(int,
                 {[NP-LGS] -> [DT]: 1,
                  [NP-LGS] -> [DT] [JJ] [NN]: 1,
                  [NP-LGS] -> [DT] [NNP]: 2,
                  [NP-LGS] -> [DT] [NNP] [CC] [NNP]: 1,
                  [NP-LGS] -> [DT] [NNP] [NNP]: 1,
                  [NP-LGS] -> [DT] [NNP] [NNP] [NNP]: 2,
                  [NP-LGS] -> [DT] [NNP] [NNS]: 1,
                  [NP-LGS] -> [DT] [NNP] [NN]: 2,
                  [NP-LGS] -> [DT] [NNP] [NN] [NNS]: 1,
                  [NP-LGS] -> [DT] [NN]: 7,
                  [NP-LGS] -> [DT] [NN] [JJ] [NN]: 1,
                  [NP-LGS] -> [DT] [NN] [NN]: 2,
                  [NP-LGS] -> [DT] [NP] [CC] [NP]: 2,
                  [NP-LGS] -> [JJ] [NNP] [NNP] [NNS]: 1,
                  [NP-LGS] -> [JJ] [NNS]: 5,
                  [NP-LGS] -> [JJ] [NNS] [CC] [NNS]: 1,
                  [NP-LGS] -> [JJ] [NN]: 1,
                  [NP-LGS] -> [NNP]: 7,
                  [NP-LGS] -> [NNP] [CC] [NNP]: 1,
                  [NP-LGS] -> [NNP] [CC] [NNP] [NNP]: 1,
                  [NP-LGS] -> [NNP] [NNPS] [NNP]: 1,
                  [NP-LGS] -> [NNP] [NNPS] [NNP] [NNP]: 1,
                  [NP-LGS] -> [NNP] [NNP]: 15,
                  [NP-LGS] -> [NNP] [NNP] [NNP]: 3,
                  [NP-LGS] -> [NNP] [NNP] [NNP] [NNP]: 2,
                  [NP-LGS] -> [NNS]: 2,
                  [NP-LGS] -> [NNS] [SBAR]: 1,
                  [NP-LGS] -> [NN]: 2,
                  [NP-LGS] -> [NN] [NNS]: 3,
                  [NP-LGS] -> [NN] [NN]: 1,
                  [NP-LGS] -> [NP]: 1,
                  [NP-LGS] -> [NP] [,] [ADVP] [NP]: 1,
                  [NP-LGS] -> [NP] [,] [NP-LOC]: 1,
                  [NP-LGS] -> [NP] [,] [NP-LOC] [,]: 1,
                  [NP-LGS] -> [NP] [,] [NP]: 5,
                  [NP-LGS] -> [NP] [,] [NP] [,]: 5,
                  [NP-LGS] -> [NP] [,] [NP] [SBAR]: 2,
                  [NP-LGS] -> [NP] [,] [SBAR]: 5,
                  [NP-LGS] -> [NP] [CC] [NP]: 10,
                  [NP-LGS] -> [NP] [JJ] [NN]: 2,
                  [NP-LGS] -> [NP] [NNP] [NNP] [NNP]: 2,
                  [NP-LGS] -> [NP] [NNS]: 1,
                  [NP-LGS] -> [NP] [NN]: 2,
                  [NP-LGS] -> [NP] [NN] [S]: 1,
                  [NP-LGS] -> [NP] [NP]: 1,
                  [NP-LGS] -> [NP] [PP-LOC]: 6,
                  [NP-LGS] -> [NP] [PP-LOC] [PP]: 1,
                  [NP-LGS] -> [NP] [PP]: 20,
                  [NP-LGS] -> [NP] [PP] [PP]: 1,
                  [NP-LGS] -> [NP] [PP] [SBAR]: 1,
                  [NP-LGS] -> [NP] [PRN]: 3,
                  [NP-LGS] -> [NP] [VP]: 4,
                  [NP-LGS] -> [PRP$] [NNS]: 3,
                  [NP-LGS] -> [PRP]: 1,
                  [NP-LGS] -> [QP] [JJ] [NNS]: 1,
                  [NP-LGS] -> [QP] [NN] [NNS]: 1,
                  [NP-LGS] -> [VBN] [NN]: 1}),
     [NP-LOC]: defaultdict(int,
                 {[NP-LOC] -> [DT] [NNP]: 1,
                  [NP-LOC] -> [NNP]: 46,
                  [NP-LOC] -> [NNP] [.]: 4,
                  [NP-LOC] -> [NNP] [NNP]: 15,
                  [NP-LOC] -> [NP] [,] [NP]: 45,
                  [NP-LOC] -> [NP] [,] [NP] [,]: 8,
                  [NP-LOC] -> [RB]: 1}),
     [NP-MNR]: defaultdict(int,
                 {[NP-MNR] -> [DT] [NN]: 2,
                  [NP-MNR] -> [NNP] [NNP] [NNP]: 1,
                  [NP-MNR] -> [NP] [SBAR]: 1}),
     [NP-PRD-TTL]: defaultdict(int, {[NP-PRD-TTL] -> [NNP] [NNPS]: 1}),
     [NP-PRD]: defaultdict(int,
                 {[NP-PRD] -> [$] [CD] [-NONE-]: 5,
                  [NP-PRD] -> [-NONE-]: 8,
                  [NP-PRD] -> [ADJP] [JJ] [NNS]: 1,
                  [NP-PRD] -> [CD]: 3,
                  [NP-PRD] -> [CD] [JJ] [CD]: 1,
                  [NP-PRD] -> [CD] [NN]: 1,
                  [NP-PRD] -> [CD] [NN] [NNS]: 1,
                  [NP-PRD] -> [CD] [NN] [SBAR]: 1,
                  [NP-PRD] -> [DT]: 2,
                  [NP-PRD] -> [DT] [ADJP]: 1,
                  [NP-PRD] -> [DT] [ADJP] [NN]: 4,
                  [NP-PRD] -> [DT] [JJR] [NN]: 1,
                  [NP-PRD] -> [DT] [JJS]: 1,
                  [NP-PRD] -> [DT] [JJS] [NN] [NNS]: 1,
                  [NP-PRD] -> [DT] [JJ]: 1,
                  [NP-PRD] -> [DT] [JJ] [JJ] [NN]: 1,
                  [NP-PRD] -> [DT] [JJ] [NN]: 36,
                  [NP-PRD] -> [DT] [JJ] [NN] [NN]: 2,
                  [NP-PRD] -> [DT] [JJ] [QP] [NNS]: 1,
                  [NP-PRD] -> [DT] [NAC] [NN]: 1,
                  [NP-PRD] -> [DT] [NNP] [CD]: 1,
                  [NP-PRD] -> [DT] [NNS]: 1,
                  [NP-PRD] -> [DT] [NN]: 24,
                  [NP-PRD] -> [DT] [NN] [FW] [NN]: 1,
                  [NP-PRD] -> [DT] [NN] [JJ]: 1,
                  [NP-PRD] -> [DT] [NN] [NN]: 8,
                  [NP-PRD] -> [DT] [NN] [SBAR]: 5,
                  [NP-PRD] -> [DT] [NN] [S]: 2,
                  [NP-PRD] -> [DT] [RB] [JJ] [NN]: 1,
                  [NP-PRD] -> [DT] [VBG] [NN]: 1,
                  [NP-PRD] -> [DT] [VBG] [VBG] [NN]: 1,
                  [NP-PRD] -> [DT] [``] [NN]: 1,
                  [NP-PRD] -> [DT] [``] [NN] ['']: 1,
                  [NP-PRD] -> [JJR]: 1,
                  [NP-PRD] -> [JJ] [JJ] [NNS] [SBAR]: 1,
                  [NP-PRD] -> [JJ] [NNS]: 2,
                  [NP-PRD] -> [JJ] [NN]: 2,
                  [NP-PRD] -> [JJ] [NN] [NNS]: 4,
                  [NP-PRD] -> [JJ] [NN] [NN] [NNS]: 1,
                  [NP-PRD] -> [NNP]: 3,
                  [NP-PRD] -> [NNP] [NNP]: 3,
                  [NP-PRD] -> [NNP] [NNP] [NNP]: 1,
                  [NP-PRD] -> [NNP] [NN]: 1,
                  [NP-PRD] -> [NNS]: 1,
                  [NP-PRD] -> [NNS] [,] [RB] [NNS]: 1,
                  [NP-PRD] -> [NNS] [SBAR]: 1,
                  [NP-PRD] -> [NN]: 13,
                  [NP-PRD] -> [NN] [NNS]: 3,
                  [NP-PRD] -> [NN] [NN]: 6,
                  [NP-PRD] -> [NN] [SBAR]: 1,
                  [NP-PRD] -> [NP]: 1,
                  [NP-PRD] -> [NP] [,] [ADVP]: 1,
                  [NP-PRD] -> [NP] [,] [CC] [NP]: 1,
                  [NP-PRD] -> [NP] [,] [NP]: 3,
                  [NP-PRD] -> [NP] [,] [RB] [S-NOM]: 1,
                  [NP-PRD] -> [NP] [,] [SBAR]: 3,
                  [NP-PRD] -> [NP] [:] [NP]: 2,
                  [NP-PRD] -> [NP] [:] [VP]: 1,
                  [NP-PRD] -> [NP] [ADJP]: 5,
                  [NP-PRD] -> [NP] [ADJP] [PP]: 2,
                  [NP-PRD] -> [NP] [ADVP-LOC] [PP-CLR]: 1,
                  [NP-PRD] -> [NP] [ADVP]: 1,
                  [NP-PRD] -> [NP] [CC] [ADVP-TMP] [NP]: 1,
                  [NP-PRD] -> [NP] [CC] [ADVP] [NP]: 1,
                  [NP-PRD] -> [NP] [CC] [NP]: 3,
                  [NP-PRD] -> [NP] [CC] [NP] [PP-1]: 1,
                  [NP-PRD] -> [NP] [CC] [NP] [PP-2]: 1,
                  [NP-PRD] -> [NP] [JJ] [JJ] [NN]: 1,
                  [NP-PRD] -> [NP] [JJ] [NN] [NN]: 1,
                  [NP-PRD] -> [NP] [NP]: 3,
                  [NP-PRD] -> [NP] [PP-DIR]: 1,
                  [NP-PRD] -> [NP] [PP-LOC]: 11,
                  [NP-PRD] -> [NP] [PP-LOC] [PP]: 3,
                  [NP-PRD] -> [NP] [PP-LOC] [S-2]: 1,
                  [NP-PRD] -> [NP] [PP-LOC] [SBAR-LOC]: 1,
                  [NP-PRD] -> [NP] [PP-LOC] [SBAR]: 2,
                  [NP-PRD] -> [NP] [PP-TMP]: 1,
                  [NP-PRD] -> [NP] [PP]: 128,
                  [NP-PRD] -> [NP] [PP] [,] [SBAR]: 2,
                  [NP-PRD] -> [NP] [PP] [ADJP] [VP]: 1,
                  [NP-PRD] -> [NP] [PP] [NP]: 1,
                  [NP-PRD] -> [NP] [PP] [PP-LOC]: 2,
                  [NP-PRD] -> [NP] [PP] [PP-TMP]: 1,
                  [NP-PRD] -> [NP] [PP] [PP]: 4,
                  [NP-PRD] -> [NP] [PP] [S-4]: 2,
                  [NP-PRD] -> [NP] [PP] [SBAR-1]: 1,
                  [NP-PRD] -> [NP] [PP] [SBAR]: 5,
                  [NP-PRD] -> [NP] [PRN]: 1,
                  [NP-PRD] -> [NP] [PRN] [PP]: 2,
                  [NP-PRD] -> [NP] [PRN] [SBAR]: 1,
                  [NP-PRD] -> [NP] [SBAR-LOC]: 1,
                  [NP-PRD] -> [NP] [SBAR-TMP]: 1,
                  [NP-PRD] -> [NP] [SBAR]: 39,
                  [NP-PRD] -> [NP] [VP]: 9,
                  [NP-PRD] -> [NP] [VP] [PP]: 1,
                  [NP-PRD] -> [NP] [X]: 1,
                  [NP-PRD] -> [NP] [``] [NP]: 1,
                  [NP-PRD] -> [PDT] [DT] [JJ] [NN]: 1,
                  [NP-PRD] -> [PRP$] [JJ] [NN]: 1,
                  [NP-PRD] -> [PRP$] [NN]: 5,
                  [NP-PRD] -> [QP] [-NONE-]: 4,
                  [NP-PRD] -> [QP] [NN]: 1,
                  [NP-PRD] -> [RB] [JJ] [NNS]: 1,
                  [NP-PRD] -> [VBG] [NN] [SBAR]: 1,
                  [NP-PRD] -> [VBN] [NNS]: 1,
                  [NP-PRD] -> [``] [NP] [''] [PRN]: 1,
                  [NP-PRD] -> [``] [NP] [SBAR]: 1}),
     [NP-SBJ-100]: defaultdict(int, {[NP-SBJ-100] -> [PRP]: 1}),
     [NP-SBJ-101]: defaultdict(int, {[NP-SBJ-101] -> [NN]: 1}),
     [NP-SBJ-102]: defaultdict(int, {[NP-SBJ-102] -> [NNP] [NNS]: 1}),
     [NP-SBJ-103]: defaultdict(int, {[NP-SBJ-103] -> [NP] [SBAR]: 1}),
     [NP-SBJ-104]: defaultdict(int, {[NP-SBJ-104] -> [NP] [,] [SBAR] [,]: 1}),
     [NP-SBJ-105]: defaultdict(int, {[NP-SBJ-105] -> [DT] [NNS]: 1}),
     [NP-SBJ-106]: defaultdict(int, {[NP-SBJ-106] -> [-NONE-]: 1}),
     [NP-SBJ-107]: defaultdict(int, {[NP-SBJ-107] -> [-NONE-]: 1}),
     [NP-SBJ-108]: defaultdict(int, {[NP-SBJ-108] -> [-NONE-]: 1}),
     [NP-SBJ-109]: defaultdict(int, {[NP-SBJ-109] -> [-NONE-]: 1}),
     [NP-SBJ-10]: defaultdict(int,
                 {[NP-SBJ-10] -> [DT] [NN]: 1,
                  [NP-SBJ-10] -> [NP] [,] [NP] [,]: 1}),
     [NP-SBJ-110]: defaultdict(int, {[NP-SBJ-110] -> [-NONE-]: 1}),
     [NP-SBJ-111]: defaultdict(int, {[NP-SBJ-111] -> [DT] [VBG] [QP] [-NONE-]: 1}),
     [NP-SBJ-112]: defaultdict(int, {[NP-SBJ-112] -> [NNS]: 1}),
     [NP-SBJ-113]: defaultdict(int, {[NP-SBJ-113] -> [NP] [PP]: 1}),
     [NP-SBJ-114]: defaultdict(int, {[NP-SBJ-114] -> [NP] [NN]: 1}),
     [NP-SBJ-115]: defaultdict(int, {[NP-SBJ-115] -> [DT] [NN]: 1}),
     [NP-SBJ-116]: defaultdict(int, {[NP-SBJ-116] -> [-NONE-]: 1}),
     [NP-SBJ-117]: defaultdict(int, {[NP-SBJ-117] -> [-NONE-]: 1}),
     [NP-SBJ-118]: defaultdict(int, {[NP-SBJ-118] -> [NP] [SBAR]: 1}),
     [NP-SBJ-119]: defaultdict(int, {[NP-SBJ-119] -> [NP] [PP]: 1}),
     [NP-SBJ-11]: defaultdict(int,
                 {[NP-SBJ-11] -> [DT] [NN]: 1, [NP-SBJ-11] -> [NP] [SBAR]: 1}),
     [NP-SBJ-120]: defaultdict(int, {[NP-SBJ-120] -> [NP] [,] [ADJP] [,]: 1}),
     [NP-SBJ-121]: defaultdict(int, {[NP-SBJ-121] -> [NP] [PP]: 1}),
     [NP-SBJ-122]: defaultdict(int, {[NP-SBJ-122] -> [NP] [NNS]: 1}),
     [NP-SBJ-123]: defaultdict(int, {[NP-SBJ-123] -> [-NONE-]: 1}),
     [NP-SBJ-124]: defaultdict(int, {[NP-SBJ-124] -> [JJ] [NNS]: 1}),
     [NP-SBJ-125]: defaultdict(int, {[NP-SBJ-125] -> [DT] [JJ] [NN]: 1}),
     [NP-SBJ-126]: defaultdict(int, {[NP-SBJ-126] -> [DT] [JJ] [NN] [NN]: 1}),
     [NP-SBJ-127]: defaultdict(int, {[NP-SBJ-127] -> [-NONE-]: 1}),
     [NP-SBJ-128]: defaultdict(int, {[NP-SBJ-128] -> [NP] [PP]: 1}),
     [NP-SBJ-129]: defaultdict(int, {[NP-SBJ-129] -> [-NONE-]: 1}),
     [NP-SBJ-12]: defaultdict(int,
                 {[NP-SBJ-12] -> [-NONE-]: 1,
                  [NP-SBJ-12] -> [NNP] [NNP] [NNP]: 1}),
     [NP-SBJ-130]: defaultdict(int, {[NP-SBJ-130] -> [NP] [PP]: 1}),
     [NP-SBJ-131]: defaultdict(int, {[NP-SBJ-131] -> [-NONE-]: 1}),
     [NP-SBJ-132]: defaultdict(int, {[NP-SBJ-132] -> [ADJP] [JJ] [NN]: 1}),
     [NP-SBJ-133]: defaultdict(int, {[NP-SBJ-133] -> [-NONE-]: 1}),
     [NP-SBJ-134]: defaultdict(int, {[NP-SBJ-134] -> [DT] [NNS] [NN]: 1}),
     [NP-SBJ-135]: defaultdict(int, {[NP-SBJ-135] -> [PRP]: 1}),
     [NP-SBJ-136]: defaultdict(int, {[NP-SBJ-136] -> [NP] [PP]: 1}),
     [NP-SBJ-137]: defaultdict(int, {[NP-SBJ-137] -> [PRP$] [NNS]: 1}),
     [NP-SBJ-138]: defaultdict(int, {[NP-SBJ-138] -> [-NONE-]: 1}),
     [NP-SBJ-139]: defaultdict(int, {[NP-SBJ-139] -> [NP] [NP]: 1}),
     [NP-SBJ-13]: defaultdict(int,
                 {[NP-SBJ-13] -> [-NONE-]: 1, [NP-SBJ-13] -> [NNP] [NNP]: 1}),
     [NP-SBJ-140]: defaultdict(int, {[NP-SBJ-140] -> [-NONE-]: 1}),
     [NP-SBJ-141]: defaultdict(int, {[NP-SBJ-141] -> [-NONE-]: 1}),
     [NP-SBJ-142]: defaultdict(int, {[NP-SBJ-142] -> [NP] [PP]: 1}),
     [NP-SBJ-144]: defaultdict(int, {[NP-SBJ-144] -> [-NONE-]: 1}),
     [NP-SBJ-145]: defaultdict(int, {[NP-SBJ-145] -> [DT] [NNP] [NN] [NN]: 1}),
     [NP-SBJ-146]: defaultdict(int, {[NP-SBJ-146] -> [DT] [NNP]: 1}),
     [NP-SBJ-147]: defaultdict(int, {[NP-SBJ-147] -> [-NONE-]: 1}),
     [NP-SBJ-149]: defaultdict(int, {[NP-SBJ-149] -> [-NONE-]: 1}),
     [NP-SBJ-14]: defaultdict(int,
                 {[NP-SBJ-14] -> [DT] [NNP] [NNP] [NNP]: 1,
                  [NP-SBJ-14] -> [NNP]: 1}),
     [NP-SBJ-150]: defaultdict(int, {[NP-SBJ-150] -> [CD] [NNS]: 1}),
     [NP-SBJ-151]: defaultdict(int, {[NP-SBJ-151] -> [CD]: 1}),
     [NP-SBJ-152]: defaultdict(int, {[NP-SBJ-152] -> [NNP] [NNP]: 1}),
     [NP-SBJ-153]: defaultdict(int, {[NP-SBJ-153] -> [DT] [NP] [CC] [NP]: 1}),
     [NP-SBJ-154]: defaultdict(int, {[NP-SBJ-154] -> [NNP] [NNP]: 1}),
     [NP-SBJ-155]: defaultdict(int, {[NP-SBJ-155] -> [NP] [,] [SBAR] [,]: 1}),
     [NP-SBJ-156]: defaultdict(int, {[NP-SBJ-156] -> [NP] [,] [SBAR] [,]: 1}),
     [NP-SBJ-157]: defaultdict(int, {[NP-SBJ-157] -> [NP] [PP]: 1}),
     [NP-SBJ-158]: defaultdict(int, {[NP-SBJ-158] -> [NN] [NNS]: 1}),
     [NP-SBJ-159]: defaultdict(int, {[NP-SBJ-159] -> [PRP]: 1}),
     [NP-SBJ-15]: defaultdict(int, {[NP-SBJ-15] -> [NN] [NNS]: 1}),
     [NP-SBJ-160]: defaultdict(int, {[NP-SBJ-160] -> [NN] [NNS]: 1}),
     [NP-SBJ-161]: defaultdict(int, {[NP-SBJ-161] -> [NP] [PP]: 1}),
     [NP-SBJ-163]: defaultdict(int, {[NP-SBJ-163] -> [DT] [JJ] [NN]: 1}),
     [NP-SBJ-164]: defaultdict(int, {[NP-SBJ-164] -> [DT] [JJ] [NN]: 1}),
     [NP-SBJ-165]: defaultdict(int, {[NP-SBJ-165] -> [-NONE-]: 1}),
     [NP-SBJ-166]: defaultdict(int, {[NP-SBJ-166] -> [NNP] [NNP] [NNP]: 1}),
     [NP-SBJ-16]: defaultdict(int,
                 {[NP-SBJ-16] -> [NP] [PP]: 1, [NP-SBJ-16] -> [PRP]: 1}),
     [NP-SBJ-17]: defaultdict(int,
                 {[NP-SBJ-17] -> [-NONE-]: 1, [NP-SBJ-17] -> [NP] [PP-LOC]: 1}),
     [NP-SBJ-18]: defaultdict(int,
                 {[NP-SBJ-18] -> [-NONE-]: 1, [NP-SBJ-18] -> [NP] [SBAR]: 1}),
     [NP-SBJ-19]: defaultdict(int,
                 {[NP-SBJ-19] -> [DT] [JJ] [NN]: 1, [NP-SBJ-19] -> [NP] [PP]: 1}),
     [NP-SBJ-1]: defaultdict(int,
                 {[NP-SBJ-1] -> [-NONE-]: 74,
                  [NP-SBJ-1] -> [CD]: 1,
                  [NP-SBJ-1] -> [CD] [JJ] [NNS]: 1,
                  [NP-SBJ-1] -> [CD] [NN] [NN]: 1,
                  [NP-SBJ-1] -> [DT]: 1,
                  [NP-SBJ-1] -> [DT] [ADJP] [NN]: 1,
                  [NP-SBJ-1] -> [DT] [CD] [JJ] [NNS]: 1,
                  [NP-SBJ-1] -> [DT] [CD] [NNS] [NN]: 1,
                  [NP-SBJ-1] -> [DT] [JJ] [JJ] [NN]: 1,
                  [NP-SBJ-1] -> [DT] [JJ] [NNS]: 4,
                  [NP-SBJ-1] -> [DT] [JJ] [NN]: 8,
                  [NP-SBJ-1] -> [DT] [JJ] [NN] [NN]: 3,
                  [NP-SBJ-1] -> [DT] [NNP]: 10,
                  [NP-SBJ-1] -> [DT] [NNP] [NNPS] [NNP]: 1,
                  [NP-SBJ-1] -> [DT] [NNP] [NNP]: 4,
                  [NP-SBJ-1] -> [DT] [NNP] [NNP] [NNP]: 1,
                  [NP-SBJ-1] -> [DT] [NNP] [NNS] [NN]: 1,
                  [NP-SBJ-1] -> [DT] [NNP] [NN]: 6,
                  [NP-SBJ-1] -> [DT] [NNS]: 28,
                  [NP-SBJ-1] -> [DT] [NNS] [NN]: 1,
                  [NP-SBJ-1] -> [DT] [NN]: 59,
                  [NP-SBJ-1] -> [DT] [NN] [JJ] [NN]: 1,
                  [NP-SBJ-1] -> [DT] [NN] [NN]: 7,
                  [NP-SBJ-1] -> [DT] [NN] [NN] [NN]: 1,
                  [NP-SBJ-1] -> [DT] [QP] [NNS]: 1,
                  [NP-SBJ-1] -> [FW]: 1,
                  [NP-SBJ-1] -> [JJR] [NNS]: 2,
                  [NP-SBJ-1] -> [JJS]: 1,
                  [NP-SBJ-1] -> [JJ]: 1,
                  [NP-SBJ-1] -> [JJ] [JJ] [NNS]: 3,
                  [NP-SBJ-1] -> [JJ] [NNP]: 1,
                  [NP-SBJ-1] -> [JJ] [NNP] [NNP]: 2,
                  [NP-SBJ-1] -> [JJ] [NNS]: 16,
                  [NP-SBJ-1] -> [JJ] [NN]: 3,
                  [NP-SBJ-1] -> [JJ] [NN] [NNP] [NNP]: 1,
                  [NP-SBJ-1] -> [JJ] [NN] [NNS]: 4,
                  [NP-SBJ-1] -> [JJ] [NN] [NN]: 1,
                  [NP-SBJ-1] -> [JJ] [NN] [NN] [NNS]: 1,
                  [NP-SBJ-1] -> [JJ] [PRN] [JJ] [NNS]: 1,
                  [NP-SBJ-1] -> [NNP]: 21,
                  [NP-SBJ-1] -> [NNP] [NNP]: 54,
                  [NP-SBJ-1] -> [NNP] [NNP] [NNP]: 5,
                  [NP-SBJ-1] -> [NNP] [NNP] [NNP] [NNP]: 1,
                  [NP-SBJ-1] -> [NNP] [NNP] [NNS]: 2,
                  [NP-SBJ-1] -> [NNP] [NNP] [NN]: 2,
                  [NP-SBJ-1] -> [NNP] [NNP] [NN] [NNS]: 1,
                  [NP-SBJ-1] -> [NNP] [NNS]: 1,
                  [NP-SBJ-1] -> [NNP] [NN]: 2,
                  [NP-SBJ-1] -> [NNP] [NN] [NNS]: 1,
                  [NP-SBJ-1] -> [NNS]: 40,
                  [NP-SBJ-1] -> [NNS] [CC] [NNS]: 1,
                  [NP-SBJ-1] -> [NNS] [NNS]: 1,
                  [NP-SBJ-1] -> [NN]: 9,
                  [NP-SBJ-1] -> [NN] [NNP] [NNP]: 1,
                  [NP-SBJ-1] -> [NN] [NNS]: 6,
                  [NP-SBJ-1] -> [NN] [NN]: 5,
                  [NP-SBJ-1] -> [NP]: 1,
                  [NP-SBJ-1] -> [NP] [,] [ADJP]: 1,
                  [NP-SBJ-1] -> [NP] [,] [CC] [NP]: 2,
                  [NP-SBJ-1] -> [NP] [,] [NP-LOC]: 2,
                  [NP-SBJ-1] -> [NP] [,] [NP-LOC] [,]: 1,
                  [NP-SBJ-1] -> [NP] [,] [NP] [,]: 12,
                  [NP-SBJ-1] -> [NP] [,] [PP-LOC] [,]: 1,
                  [NP-SBJ-1] -> [NP] [,] [PP] [,]: 1,
                  [NP-SBJ-1] -> [NP] [,] [SBAR] [,]: 3,
                  [NP-SBJ-1] -> [NP] [,] [UCP] [,]: 1,
                  [NP-SBJ-1] -> [NP] [,] [VP] [,]: 4,
                  [NP-SBJ-1] -> [NP] [:] [PP-LOC] [:]: 1,
                  [NP-SBJ-1] -> [NP] [:] [SBAR] [:]: 1,
                  [NP-SBJ-1] -> [NP] [ADJP]: 4,
                  [NP-SBJ-1] -> [NP] [CC] [NP-TTL]: 1,
                  [NP-SBJ-1] -> [NP] [CC] [NP]: 10,
                  [NP-SBJ-1] -> [NP] [CC] [NP] [DT]: 1,
                  [NP-SBJ-1] -> [NP] [FRAG]: 1,
                  [NP-SBJ-1] -> [NP] [JJ] [NN]: 2,
                  [NP-SBJ-1] -> [NP] [JJ] [NN] [NN]: 1,
                  [NP-SBJ-1] -> [NP] [NNP] [NNP]: 3,
                  [NP-SBJ-1] -> [NP] [NNP] [NNP] [NNP]: 1,
                  [NP-SBJ-1] -> [NP] [NNS]: 3,
                  [NP-SBJ-1] -> [NP] [NN]: 3,
                  [NP-SBJ-1] -> [NP] [NN] [NNS]: 1,
                  [NP-SBJ-1] -> [NP] [NN] [NN]: 2,
                  [NP-SBJ-1] -> [NP] [NP]: 2,
                  [NP-SBJ-1] -> [NP] [PP-LOC]: 9,
                  [NP-SBJ-1] -> [NP] [PP-LOC] [PP-TMP]: 1,
                  [NP-SBJ-1] -> [NP] [PP]: 63,
                  [NP-SBJ-1] -> [NP] [PP] [PP-LOC]: 1,
                  [NP-SBJ-1] -> [NP] [PP] [PP]: 1,
                  [NP-SBJ-1] -> [NP] [PP] [VP]: 1,
                  [NP-SBJ-1] -> [NP] [PRN]: 3,
                  [NP-SBJ-1] -> [NP] [SBAR]: 3,
                  [NP-SBJ-1] -> [NP] [S]: 1,
                  [NP-SBJ-1] -> [NP] [VP]: 2,
                  [NP-SBJ-1] -> [PRP$] [$] [CD] [-NONE-]: 1,
                  [NP-SBJ-1] -> [PRP$] [JJ] [NN]: 2,
                  [NP-SBJ-1] -> [PRP$] [NNS]: 2,
                  [NP-SBJ-1] -> [PRP$] [NN]: 5,
                  [NP-SBJ-1] -> [PRP$] [NN] [NN]: 1,
                  [NP-SBJ-1] -> [PRP]: 157,
                  [NP-SBJ-1] -> [PRP] [CC] [NNS]: 1,
                  [NP-SBJ-1] -> [QP] [NNS]: 1,
                  [NP-SBJ-1] -> [RBR] [JJ] [NN] [NNS]: 1,
                  [NP-SBJ-1] -> [RBS] [JJ] [NN] [NNS]: 1,
                  [NP-SBJ-1] -> [RB] [DT] [JJ] [NN]: 1,
                  [NP-SBJ-1] -> [VBG] [NNS]: 1,
                  [NP-SBJ-1] -> [``] [NNP] [''] [NNS]: 1,
                  [NP-SBJ-1] -> [``] [NP] [''] [PP]: 1}),
     [NP-SBJ-20]: defaultdict(int,
                 {[NP-SBJ-20] -> [-NONE-]: 1, [NP-SBJ-20] -> [PRP]: 1}),
     [NP-SBJ-21]: defaultdict(int,
                 {[NP-SBJ-21] -> [-NONE-]: 1, [NP-SBJ-21] -> [NP] [PP]: 1}),
     [NP-SBJ-22]: defaultdict(int,
                 {[NP-SBJ-22] -> [-NONE-]: 1, [NP-SBJ-22] -> [DT] [JJ] [NN]: 1}),
     [NP-SBJ-23]: defaultdict(int,
                 {[NP-SBJ-23] -> [DT] [NN]: 1, [NP-SBJ-23] -> [NP] [PP]: 1}),
     [NP-SBJ-24]: defaultdict(int, {[NP-SBJ-24] -> [-NONE-]: 2}),
     [NP-SBJ-25]: defaultdict(int,
                 {[NP-SBJ-25] -> [NNP] [NNP]: 1, [NP-SBJ-25] -> [PRP]: 1}),
     [NP-SBJ-26]: defaultdict(int, {[NP-SBJ-26] -> [PRP]: 2}),
     [NP-SBJ-27]: defaultdict(int,
                 {[NP-SBJ-27] -> [NN]: 1, [NP-SBJ-27] -> [NP] [,] [ADJP] [,]: 1}),
     [NP-SBJ-28]: defaultdict(int,
                 {[NP-SBJ-28] -> [NP] [,] [NP] [,]: 1, [NP-SBJ-28] -> [PRP]: 1}),
     [NP-SBJ-29]: defaultdict(int,
                 {[NP-SBJ-29] -> [NP] [,] [NP] [,]: 1,
                  [NP-SBJ-29] -> [NP] [,] [VP] [,]: 1}),
     [NP-SBJ-2]: defaultdict(int,
                 {[NP-SBJ-2] -> [-NONE-]: 68,
                  [NP-SBJ-2] -> [DT]: 1,
                  [NP-SBJ-2] -> [DT] [ADJP] [NN]: 1,
                  [NP-SBJ-2] -> [DT] [DT] [NNS]: 1,
                  [NP-SBJ-2] -> [DT] [JJ] [NNS]: 1,
                  [NP-SBJ-2] -> [DT] [JJ] [NN]: 2,
                  [NP-SBJ-2] -> [DT] [NNP]: 4,
                  [NP-SBJ-2] -> [DT] [NNP] [NNP]: 1,
                  [NP-SBJ-2] -> [DT] [NNP] [NN]: 1,
                  [NP-SBJ-2] -> [DT] [NNS]: 6,
                  [NP-SBJ-2] -> [DT] [NN]: 15,
                  [NP-SBJ-2] -> [DT] [NN] [NNS]: 1,
                  [NP-SBJ-2] -> [DT] [NN] [NN]: 2,
                  [NP-SBJ-2] -> [DT] [NN] [S]: 1,
                  [NP-SBJ-2] -> [DT] [VBG] [NNS]: 1,
                  [NP-SBJ-2] -> [EX]: 1,
                  [NP-SBJ-2] -> [JJR] [NNS]: 1,
                  [NP-SBJ-2] -> [JJ] [JJ] [NNS]: 1,
                  [NP-SBJ-2] -> [JJ] [NNP] [NNS]: 1,
                  [NP-SBJ-2] -> [JJ] [NNS]: 4,
                  [NP-SBJ-2] -> [NNP]: 10,
                  [NP-SBJ-2] -> [NNP] [NNPS]: 1,
                  [NP-SBJ-2] -> [NNP] [NNP]: 7,
                  [NP-SBJ-2] -> [NNP] [NNP] [NNS]: 1,
                  [NP-SBJ-2] -> [NNP] [NN] [NNS]: 1,
                  [NP-SBJ-2] -> [NNS]: 12,
                  [NP-SBJ-2] -> [NNS] [CC] [NNS]: 1,
                  [NP-SBJ-2] -> [NN]: 2,
                  [NP-SBJ-2] -> [NN] [CC] [NNS]: 1,
                  [NP-SBJ-2] -> [NN] [NNS]: 2,
                  [NP-SBJ-2] -> [NN] [NN] [NN]: 1,
                  [NP-SBJ-2] -> [NP] [,] [NP-LOC] [,]: 1,
                  [NP-SBJ-2] -> [NP] [,] [NP]: 1,
                  [NP-SBJ-2] -> [NP] [,] [NP] [,]: 5,
                  [NP-SBJ-2] -> [NP] [,] [SBAR] [,]: 2,
                  [NP-SBJ-2] -> [NP] [,] [VP] [,]: 1,
                  [NP-SBJ-2] -> [NP] [ADJP]: 3,
                  [NP-SBJ-2] -> [NP] [NNS]: 2,
                  [NP-SBJ-2] -> [NP] [NN]: 2,
                  [NP-SBJ-2] -> [NP] [NN] [NN]: 1,
                  [NP-SBJ-2] -> [NP] [NP]: 2,
                  [NP-SBJ-2] -> [NP] [PP-LOC]: 1,
                  [NP-SBJ-2] -> [NP] [PP-LOC] [PP]: 1,
                  [NP-SBJ-2] -> [NP] [PP]: 11,
                  [NP-SBJ-2] -> [NP] [PRN]: 2,
                  [NP-SBJ-2] -> [NP] [SBAR]: 2,
                  [NP-SBJ-2] -> [NP] [UCP]: 1,
                  [NP-SBJ-2] -> [NP] [VP]: 1,
                  [NP-SBJ-2] -> [PDT] [DT] [NN]: 1,
                  [NP-SBJ-2] -> [PRP$] [NNS]: 1,
                  [NP-SBJ-2] -> [PRP$] [NN]: 3,
                  [NP-SBJ-2] -> [PRP]: 53,
                  [NP-SBJ-2] -> [RB] [JJ]: 1}),
     [NP-SBJ-30]: defaultdict(int, {[NP-SBJ-30] -> [NP] [NP] [:]: 1}),
     [NP-SBJ-31]: defaultdict(int,
                 {[NP-SBJ-31] -> [DT] [NN] [NN]: 1, [NP-SBJ-31] -> [PRP]: 1}),
     [NP-SBJ-32]: defaultdict(int,
                 {[NP-SBJ-32] -> [NP] [SBAR]: 1, [NP-SBJ-32] -> [PRP]: 1}),
     [NP-SBJ-33]: defaultdict(int,
                 {[NP-SBJ-33] -> [-NONE-]: 1, [NP-SBJ-33] -> [DT] [NN]: 1}),
     [NP-SBJ-34]: defaultdict(int,
                 {[NP-SBJ-34] -> [-NONE-]: 1, [NP-SBJ-34] -> [NP] [PP-DIR]: 1}),
     [NP-SBJ-35]: defaultdict(int,
                 {[NP-SBJ-35] -> [-NONE-]: 1, [NP-SBJ-35] -> [DT] [NNS]: 1}),
     [NP-SBJ-36]: defaultdict(int,
                 {[NP-SBJ-36] -> [-NONE-]: 1, [NP-SBJ-36] -> [DT] [NNS]: 1}),
     [NP-SBJ-37]: defaultdict(int,
                 {[NP-SBJ-37] -> [NNP] [NNP] [NNP]: 1,
                  [NP-SBJ-37] -> [NN] [NNS]: 1}),
     [NP-SBJ-38]: defaultdict(int,
                 {[NP-SBJ-38] -> [DT] [NN]: 1,
                  [NP-SBJ-38] -> [DT] [NP] [CC] [NP]: 1}),
     [NP-SBJ-39]: defaultdict(int,
                 {[NP-SBJ-39] -> [-NONE-]: 1,
                  [NP-SBJ-39] -> [NP] [,] [NP] [,]: 1}),
     [NP-SBJ-3]: defaultdict(int,
                 {[NP-SBJ-3] -> [-NONE-]: 25,
                  [NP-SBJ-3] -> [DT] [JJ] [JJ] [NN]: 1,
                  [NP-SBJ-3] -> [DT] [JJ] [NN] [NNS]: 1,
                  [NP-SBJ-3] -> [DT] [NNP]: 1,
                  [NP-SBJ-3] -> [DT] [NN]: 2,
                  [NP-SBJ-3] -> [EX]: 1,
                  [NP-SBJ-3] -> [JJ] [DT] [NN]: 1,
                  [NP-SBJ-3] -> [JJ] [NNS]: 3,
                  [NP-SBJ-3] -> [JJ] [NNS] [NNS]: 1,
                  [NP-SBJ-3] -> [JJ] [NN]: 1,
                  [NP-SBJ-3] -> [NNS]: 5,
                  [NP-SBJ-3] -> [NNS] [CC] [NNS]: 1,
                  [NP-SBJ-3] -> [NN] [NN] [NNS]: 1,
                  [NP-SBJ-3] -> [NP] [,] [NP-LOC]: 1,
                  [NP-SBJ-3] -> [NP] [,] [NP-LOC] [,]: 2,
                  [NP-SBJ-3] -> [NP] [,] [SBAR] [,]: 1,
                  [NP-SBJ-3] -> [NP] [FRAG]: 1,
                  [NP-SBJ-3] -> [NP] [JJ] [NNS]: 1,
                  [NP-SBJ-3] -> [NP] [PP]: 6,
                  [NP-SBJ-3] -> [NP] [PRN]: 1,
                  [NP-SBJ-3] -> [NP] [SBAR]: 5,
                  [NP-SBJ-3] -> [PRP$] [NNS]: 1,
                  [NP-SBJ-3] -> [PRP$] [NN] [S]: 1,
                  [NP-SBJ-3] -> [PRP]: 18}),
     [NP-SBJ-40]: defaultdict(int,
                 {[NP-SBJ-40] -> [NP] [,] [NP] [,]: 1,
                  [NP-SBJ-40] -> [NP] [PP]: 1}),
     [NP-SBJ-41]: defaultdict(int, {[NP-SBJ-41] -> [DT] [NN]: 2}),
     [NP-SBJ-42]: defaultdict(int,
                 {[NP-SBJ-42] -> [DT] [JJS] [CD] [NNS]: 1,
                  [NP-SBJ-42] -> [NNP] [NNP]: 1}),
     [NP-SBJ-43]: defaultdict(int,
                 {[NP-SBJ-43] -> [-NONE-]: 1, [NP-SBJ-43] -> [JJ] [NNS]: 1}),
     [NP-SBJ-44]: defaultdict(int,
                 {[NP-SBJ-44] -> [NP] [,] [NP] [,]: 1,
                  [NP-SBJ-44] -> [NP] [PP]: 1}),
     [NP-SBJ-45]: defaultdict(int,
                 {[NP-SBJ-45] -> [DT] [NN]: 1, [NP-SBJ-45] -> [PRP]: 1}),
     [NP-SBJ-46]: defaultdict(int,
                 {[NP-SBJ-46] -> [NP] [,] [NP] [,]: 1,
                  [NP-SBJ-46] -> [NP] [NN]: 1}),
     [NP-SBJ-47]: defaultdict(int,
                 {[NP-SBJ-47] -> [JJS] [NN] [NNS]: 1,
                  [NP-SBJ-47] -> [PRP$] [JJ] [NN]: 1}),
     [NP-SBJ-48]: defaultdict(int,
                 {[NP-SBJ-48] -> [DT] [NNS]: 1, [NP-SBJ-48] -> [PRP]: 1}),
     [NP-SBJ-49]: defaultdict(int,
                 {[NP-SBJ-49] -> [DT] [NNS]: 1, [NP-SBJ-49] -> [DT] [NN]: 1}),
     [NP-SBJ-4]: defaultdict(int,
                 {[NP-SBJ-4] -> [-NONE-]: 5,
                  [NP-SBJ-4] -> [DT] [NN]: 2,
                  [NP-SBJ-4] -> [NNP]: 1,
                  [NP-SBJ-4] -> [NNP] [NNP] [NNP]: 1,
                  [NP-SBJ-4] -> [NN] [NNS]: 1,
                  [NP-SBJ-4] -> [NP] [,] [NP-LOC]: 1,
                  [NP-SBJ-4] -> [NP] [,] [VP] [,]: 1,
                  [NP-SBJ-4] -> [NP] [SBAR-LOC]: 1,
                  [NP-SBJ-4] -> [NP] [SBAR]: 1,
                  [NP-SBJ-4] -> [PRP]: 2}),
     [NP-SBJ-50]: defaultdict(int,
                 {[NP-SBJ-50] -> [JJ] [NNS]: 1, [NP-SBJ-50] -> [NP] [PP]: 1}),
     [NP-SBJ-51]: defaultdict(int,
                 {[NP-SBJ-51] -> [DT] [NN]: 1, [NP-SBJ-51] -> [NP] [ADVP-LOC]: 1}),
     [NP-SBJ-52]: defaultdict(int,
                 {[NP-SBJ-52] -> [-NONE-]: 1, [NP-SBJ-52] -> [NP] [PRN]: 1}),
     [NP-SBJ-53]: defaultdict(int,
                 {[NP-SBJ-53] -> [NP] [PP]: 1, [NP-SBJ-53] -> [PRP]: 1}),
     [NP-SBJ-54]: defaultdict(int,
                 {[NP-SBJ-54] -> [PRP]: 1, [NP-SBJ-54] -> [PRP] [CC] [PRP]: 1}),
     [NP-SBJ-55]: defaultdict(int,
                 {[NP-SBJ-55] -> [-NONE-]: 1, [NP-SBJ-55] -> [DT] [NN]: 1}),
     [NP-SBJ-56]: defaultdict(int,
                 {[NP-SBJ-56] -> [-NONE-]: 1, [NP-SBJ-56] -> [NP] [NN]: 1}),
     [NP-SBJ-57]: defaultdict(int,
                 {[NP-SBJ-57] -> [JJ] [NNS]: 1, [NP-SBJ-57] -> [NP] [PP]: 1}),
     [NP-SBJ-58]: defaultdict(int, {[NP-SBJ-58] -> [-NONE-]: 1}),
     [NP-SBJ-59]: defaultdict(int,
                 {[NP-SBJ-59] -> [DT] [JJ] [NN]: 1, [NP-SBJ-59] -> [NNS]: 1}),
     [NP-SBJ-5]: defaultdict(int,
                 {[NP-SBJ-5] -> [-NONE-]: 2,
                  [NP-SBJ-5] -> [NP] [,] [NP-LOC] [,]: 2,
                  [NP-SBJ-5] -> [PRP]: 1}),
     [NP-SBJ-60]: defaultdict(int,
                 {[NP-SBJ-60] -> [-NONE-]: 1, [NP-SBJ-60] -> [NN]: 1}),
     [NP-SBJ-61]: defaultdict(int,
                 {[NP-SBJ-61] -> [-NONE-]: 1, [NP-SBJ-61] -> [DT] [NNP]: 1}),
     [NP-SBJ-62]: defaultdict(int,
                 {[NP-SBJ-62] -> [-NONE-]: 1, [NP-SBJ-62] -> [DT] [JJ] [NN]: 1}),
     [NP-SBJ-63]: defaultdict(int,
                 {[NP-SBJ-63] -> [DT] [NN]: 1,
                  [NP-SBJ-63] -> [PRP$] [JJ] [NNS]: 1}),
     [NP-SBJ-64]: defaultdict(int, {[NP-SBJ-64] -> [DT] [NNP]: 1}),
     [NP-SBJ-66]: defaultdict(int, {[NP-SBJ-66] -> [DT] [NN]: 1}),
     [NP-SBJ-67]: defaultdict(int,
                 {[NP-SBJ-67] -> [DT] [NN] [NNS]: 1, [NP-SBJ-67] -> [NP] [PP]: 1}),
     [NP-SBJ-68]: defaultdict(int,
                 {[NP-SBJ-68] -> [DT] [NN]: 1, [NP-SBJ-68] -> [DT] [NN] [NN]: 1}),
     [NP-SBJ-69]: defaultdict(int,
                 {[NP-SBJ-69] -> [DT] [JJ] [NN]: 1,
                  [NP-SBJ-69] -> [NNP] [NNP]: 1}),
     [NP-SBJ-6]: defaultdict(int,
                 {[NP-SBJ-6] -> [DT] [NNP] [CC] [NNP]: 1,
                  [NP-SBJ-6] -> [NP] [PP]: 1}),
     [NP-SBJ-70]: defaultdict(int,
                 {[NP-SBJ-70] -> [DT] [NNP] [NNP]: 1,
                  [NP-SBJ-70] -> [DT] [NN]: 1}),
     [NP-SBJ-71]: defaultdict(int,
                 {[NP-SBJ-71] -> [-NONE-]: 1, [NP-SBJ-71] -> [NP] [NNP]: 1}),
     [NP-SBJ-72]: defaultdict(int,
                 {[NP-SBJ-72] -> [DT] [NNP]: 1,
                  [NP-SBJ-72] -> [DT] [NNP] [CD] [NN]: 1}),
     [NP-SBJ-73]: defaultdict(int, {[NP-SBJ-73] -> [DT] [NNP]: 1}),
     [NP-SBJ-74]: defaultdict(int,
                 {[NP-SBJ-74] -> [-NONE-]: 1, [NP-SBJ-74] -> [DT] [NN]: 1}),
     [NP-SBJ-75]: defaultdict(int, {[NP-SBJ-75] -> [NP] [NN]: 1}),
     [NP-SBJ-76]: defaultdict(int,
                 {[NP-SBJ-76] -> [DT] [NN]: 1, [NP-SBJ-76] -> [DT] [NN] [NN]: 1}),
     [NP-SBJ-77]: defaultdict(int, {[NP-SBJ-77] -> [DT] [JJ] [NN]: 1}),
     [NP-SBJ-78]: defaultdict(int,
                 {[NP-SBJ-78] -> [NP] [VP]: 1, [NP-SBJ-78] -> [PRP]: 1}),
     [NP-SBJ-79]: defaultdict(int, {[NP-SBJ-79] -> [-NONE-]: 1}),
     [NP-SBJ-7]: defaultdict(int,
                 {[NP-SBJ-7] -> [NP] [,] [NP-LOC] [,]: 1,
                  [NP-SBJ-7] -> [NP] [PP-LOC]: 1,
                  [NP-SBJ-7] -> [NP] [PP]: 1}),
     [NP-SBJ-80]: defaultdict(int,
                 {[NP-SBJ-80] -> [-NONE-]: 1, [NP-SBJ-80] -> [NP] [PP]: 1}),
     [NP-SBJ-81]: defaultdict(int,
                 {[NP-SBJ-81] -> [DT] [NN]: 1,
                  [NP-SBJ-81] -> [RB] [DT] [JJ] [NN]: 1}),
     [NP-SBJ-82]: defaultdict(int, {[NP-SBJ-82] -> [-NONE-]: 1}),
     [NP-SBJ-83]: defaultdict(int,
                 {[NP-SBJ-83] -> [-NONE-]: 1, [NP-SBJ-83] -> [JJ] [NNS]: 1}),
     [NP-SBJ-84]: defaultdict(int,
                 {[NP-SBJ-84] -> [NP] [,] [NP] [,]: 1,
                  [NP-SBJ-84] -> [NP] [PP]: 1}),
     [NP-SBJ-85]: defaultdict(int, {[NP-SBJ-85] -> [-NONE-]: 1}),
     [NP-SBJ-86]: defaultdict(int, {[NP-SBJ-86] -> [DT] [NN]: 1}),
     [NP-SBJ-87]: defaultdict(int, {[NP-SBJ-87] -> [NP] [PP]: 2}),
     [NP-SBJ-88]: defaultdict(int, {[NP-SBJ-88] -> [VBN] [NNS]: 1}),
     [NP-SBJ-89]: defaultdict(int, {[NP-SBJ-89] -> [JJ] [NNS]: 1}),
     [NP-SBJ-8]: defaultdict(int,
                 {[NP-SBJ-8] -> [DT] [NN]: 1, [NP-SBJ-8] -> [NNP]: 1}),
     [NP-SBJ-90]: defaultdict(int, {[NP-SBJ-90] -> [NNS] [CC] [NNS]: 1}),
     [NP-SBJ-91]: defaultdict(int, {[NP-SBJ-91] -> [-NONE-]: 1}),
     [NP-SBJ-92]: defaultdict(int, {[NP-SBJ-92] -> [DT] [NN]: 1}),
     [NP-SBJ-93]: defaultdict(int, {[NP-SBJ-93] -> [DT] [NNS]: 1}),
     [NP-SBJ-94]: defaultdict(int, {[NP-SBJ-94] -> [DT] [NNS]: 1}),
     [NP-SBJ-95]: defaultdict(int, {[NP-SBJ-95] -> [NP] [PP]: 1}),
     [NP-SBJ-96]: defaultdict(int, {[NP-SBJ-96] -> [NNP] [NNP]: 1}),
     [NP-SBJ-97]: defaultdict(int, {[NP-SBJ-97] -> [DT] [NN]: 1}),
     [NP-SBJ-98]: defaultdict(int, {[NP-SBJ-98] -> [PRP]: 1}),
     [NP-SBJ-99]: defaultdict(int, {[NP-SBJ-99] -> [DT] [NN]: 1}),
     [NP-SBJ-9]: defaultdict(int,
                 {[NP-SBJ-9] -> [JJR] [NNS]: 1, [NP-SBJ-9] -> [NP] [PP]: 1}),
     [NP-SBJ=1]: defaultdict(int, {[NP-SBJ=1] -> [DT] [NN]: 1}),
     [NP-SBJ=2]: defaultdict(int, {[NP-SBJ=2] -> [DT] [JJ] [NN]: 1}),
     [NP-SBJ]: defaultdict(int,
                 {[NP-SBJ] -> [-NONE-]: 1782,
                  [NP-SBJ] -> [ADJP] [NNS]: 3,
                  [NP-SBJ] -> [ADJP] [NN]: 1,
                  [NP-SBJ] -> [ADJP] [VBG] [NN]: 1,
                  [NP-SBJ] -> [CD]: 4,
                  [NP-SBJ] -> [CD] [CD] [NNP]: 1,
                  [NP-SBJ] -> [CD] [JJ] [NNS]: 1,
                  [NP-SBJ] -> [CD] [JJ] [NN]: 2,
                  [NP-SBJ] -> [CD] [NNP] [NNP] [NNS]: 1,
                  [NP-SBJ] -> [CD] [NNS]: 1,
                  [NP-SBJ] -> [CD] [NNS] [CC] [NNS]: 1,
                  [NP-SBJ] -> [CD] [NN]: 7,
                  [NP-SBJ] -> [CD] [NN] [NN]: 2,
                  [NP-SBJ] -> [DT]: 60,
                  [NP-SBJ] -> [DT] [ADJP] [CD]: 1,
                  [NP-SBJ] -> [DT] [ADJP] [JJ] [NN]: 1,
                  [NP-SBJ] -> [DT] [ADJP] [NNP]: 1,
                  [NP-SBJ] -> [DT] [ADJP] [NNS]: 1,
                  [NP-SBJ] -> [DT] [ADJP] [NN]: 3,
                  [NP-SBJ] -> [DT] [ADJP] [NN] [NNS]: 1,
                  [NP-SBJ] -> [DT] [CD]: 2,
                  [NP-SBJ] -> [DT] [CD] [NNP]: 1,
                  [NP-SBJ] -> [DT] [CD] [NNS]: 5,
                  [NP-SBJ] -> [DT] [CD] [NNS] [NNS]: 1,
                  [NP-SBJ] -> [DT] [CD] [NNS] [RB]: 1,
                  [NP-SBJ] -> [DT] [CD] [NN]: 2,
                  [NP-SBJ] -> [DT] [CD] [NN] [NN]: 3,
                  [NP-SBJ] -> [DT] [DT] [NNS]: 1,
                  [NP-SBJ] -> [DT] [JJR] [NNS]: 1,
                  [NP-SBJ] -> [DT] [JJR] [NN]: 2,
                  [NP-SBJ] -> [DT] [JJS] [NNS]: 3,
                  [NP-SBJ] -> [DT] [JJS] [NN]: 1,
                  [NP-SBJ] -> [DT] [JJS] [NN] [NN]: 2,
                  [NP-SBJ] -> [DT] [JJ]: 2,
                  [NP-SBJ] -> [DT] [JJ] [ADJP] [NN]: 1,
                  [NP-SBJ] -> [DT] [JJ] [CD] [NNS]: 2,
                  [NP-SBJ] -> [DT] [JJ] [JJ] [NNS]: 1,
                  [NP-SBJ] -> [DT] [JJ] [JJ] [NN]: 4,
                  [NP-SBJ] -> [DT] [JJ] [NNPS]: 1,
                  [NP-SBJ] -> [DT] [JJ] [NNP]: 1,
                  [NP-SBJ] -> [DT] [JJ] [NNP] [NNP]: 2,
                  [NP-SBJ] -> [DT] [JJ] [NNS]: 19,
                  [NP-SBJ] -> [DT] [JJ] [NNS] [NNS]: 1,
                  [NP-SBJ] -> [DT] [JJ] [NNS] [NN]: 2,
                  [NP-SBJ] -> [DT] [JJ] [NN]: 67,
                  [NP-SBJ] -> [DT] [JJ] [NN] [NNS]: 3,
                  [NP-SBJ] -> [DT] [JJ] [NN] [NN]: 8,
                  [NP-SBJ] -> [DT] [JJ] [NX]: 1,
                  [NP-SBJ] -> [DT] [NAC-LOC] [NN]: 3,
                  [NP-SBJ] -> [DT] [NAC] [NN]: 1,
                  [NP-SBJ] -> [DT] [NNPS]: 2,
                  [NP-SBJ] -> [DT] [NNP]: 63,
                  [NP-SBJ] -> [DT] [NNP] [CD] [NN]: 1,
                  [NP-SBJ] -> [DT] [NNP] [JJ] [NN]: 2,
                  [NP-SBJ] -> [DT] [NNP] [NNP]: 31,
                  [NP-SBJ] -> [DT] [NNP] [NNP] [NNP]: 6,
                  [NP-SBJ] -> [DT] [NNP] [NNP] [NNS]: 2,
                  [NP-SBJ] -> [DT] [NNP] [NNP] [NN]: 11,
                  [NP-SBJ] -> [DT] [NNP] [NNS]: 8,
                  [NP-SBJ] -> [DT] [NNP] [NN]: 27,
                  [NP-SBJ] -> [DT] [NNP] [NN] [NN]: 1,
                  [NP-SBJ] -> [DT] [NNP] [POS] [NNP]: 1,
                  [NP-SBJ] -> [DT] [NNS]: 107,
                  [NP-SBJ] -> [DT] [NNS] [CC] [NNS]: 1,
                  [NP-SBJ] -> [DT] [NNS] [NNS]: 1,
                  [NP-SBJ] -> [DT] [NNS] [NN]: 5,
                  [NP-SBJ] -> [DT] [NNS] [RB]: 1,
                  [NP-SBJ] -> [DT] [NN]: 343,
                  [NP-SBJ] -> [DT] [NN] [NNS]: 17,
                  [NP-SBJ] -> [DT] [NN] [NN]: 41,
                  [NP-SBJ] -> [DT] [NN] [NN] [NN]: 2,
                  [NP-SBJ] -> [DT] [NN] [NN] [S]: 2,
                  [NP-SBJ] -> [DT] [NN] [SBAR]: 5,
                  [NP-SBJ] -> [DT] [NN] [S]: 1,
                  [NP-SBJ] -> [DT] [NN] [VBG] [NN]: 3,
                  [NP-SBJ] -> [DT] [NP] [CC] [NP]: 7,
                  [NP-SBJ] -> [DT] [PRP]: 1,
                  [NP-SBJ] -> [DT] [QP] [-NONE-]: 1,
                  [NP-SBJ] -> [DT] [RBS] [JJ] [NN]: 1,
                  [NP-SBJ] -> [DT] [VBG]: 1,
                  [NP-SBJ] -> [DT] [VBG] [CD] [NNS]: 1,
                  [NP-SBJ] -> [DT] [VBG] [NNS]: 2,
                  [NP-SBJ] -> [DT] [VBG] [NN]: 2,
                  [NP-SBJ] -> [DT] [VBN] [NNS]: 1,
                  [NP-SBJ] -> [DT] [VBN] [NN]: 2,
                  [NP-SBJ] -> [DT] [VBN] [NN] [NN]: 1,
                  [NP-SBJ] -> [EX]: 75,
                  [NP-SBJ] -> [IN]: 1,
                  [NP-SBJ] -> [IN] [DT]: 1,
                  [NP-SBJ] -> [IN] [JJ] [NNS]: 1,
                  [NP-SBJ] -> [JJR] [NNP] [NN] [NNS]: 1,
                  [NP-SBJ] -> [JJR] [NNS]: 7,
                  [NP-SBJ] -> [JJS]: 1,
                  [NP-SBJ] -> [JJS] [NNPS]: 1,
                  [NP-SBJ] -> [JJS] [NNS]: 2,
                  [NP-SBJ] -> [JJ]: 5,
                  [NP-SBJ] -> [JJ] [-LRB-] [NN] [-RRB-]: 1,
                  [NP-SBJ] -> [JJ] [CC] [NN] [NNS]: 1,
                  [NP-SBJ] -> [JJ] [DT] [NN]: 1,
                  [NP-SBJ] -> [JJ] [JJ] [NNS]: 4,
                  [NP-SBJ] -> [JJ] [NNPS]: 2,
                  [NP-SBJ] -> [JJ] [NNP] [NNP]: 1,
                  [NP-SBJ] -> [JJ] [NNP] [NNP] [NNP]: 2,
                  [NP-SBJ] -> [JJ] [NNP] [NNP] [NNS]: 1,
                  [NP-SBJ] -> [JJ] [NNS]: 66,
                  [NP-SBJ] -> [JJ] [NNS] [CC] [NNS]: 1,
                  [NP-SBJ] -> [JJ] [NNS] [NNS]: 1,
                  [NP-SBJ] -> [JJ] [NN]: 21,
                  [NP-SBJ] -> [JJ] [NN] [NNS]: 15,
                  [NP-SBJ] -> [JJ] [NN] [NN]: 5,
                  [NP-SBJ] -> [JJ] [NN] [NN] [NNS]: 2,
                  [NP-SBJ] -> [JJ] [VBG] [NNS]: 1,
                  [NP-SBJ] -> [JJ] [VBN] [NNS]: 1,
                  [NP-SBJ] -> [NAC] [NNP]: 1,
                  [NP-SBJ] -> [NAC] [NNS]: 1,
                  [NP-SBJ] -> [NNPS]: 3,
                  [NP-SBJ] -> [NNPS] [NNP] [CC] [NNP]: 2,
                  [NP-SBJ] -> [NNP]: 149,
                  [NP-SBJ] -> [NNP] [.] [NNP]: 1,
                  [NP-SBJ] -> [NNP] [CC] [NNP]: 7,
                  [NP-SBJ] -> [NNP] [CC] [NNP] [NNP]: 1,
                  [NP-SBJ] -> [NNP] [CD] [NNS]: 2,
                  [NP-SBJ] -> [NNP] [NNPS]: 4,
                  [NP-SBJ] -> [NNP] [NNPS] [NNP]: 3,
                  [NP-SBJ] -> [NNP] [NNP]: 287,
                  [NP-SBJ] -> [NNP] [NNP] [CC] [NNP]: 1,
                  [NP-SBJ] -> [NNP] [NNP] [NNP]: 26,
                  [NP-SBJ] -> [NNP] [NNP] [NNP] [NNP]: 11,
                  [NP-SBJ] -> [NNP] [NNP] [NNS]: 4,
                  [NP-SBJ] -> [NNP] [NNP] [NN]: 1,
                  [NP-SBJ] -> [NNP] [NNP] [POS]: 1,
                  [NP-SBJ] -> [NNP] [NNS]: 23,
                  [NP-SBJ] -> [NNP] [NN]: 4,
                  [NP-SBJ] -> [NNP] [NN] [NNS]: 5,
                  [NP-SBJ] -> [NNP] [NN] [NN]: 2,
                  [NP-SBJ] -> [NNP] [POS]: 6,
                  [NP-SBJ] -> [NNP] [VBZ]: 1,
                  [NP-SBJ] -> [NNS]: 162,
                  [NP-SBJ] -> [NNS] [CC] [NNS]: 1,
                  [NP-SBJ] -> [NNS] [NNS]: 4,
                  [NP-SBJ] -> [NNS] [SBAR]: 1,
                  [NP-SBJ] -> [NNS] [S]: 1,
                  [NP-SBJ] -> [NN]: 53,
                  [NP-SBJ] -> [NN] [.] [NNP]: 1,
                  [NP-SBJ] -> [NN] [CC] [NN]: 1,
                  [NP-SBJ] -> [NN] [CC] [NN] [NNS]: 1,
                  [NP-SBJ] -> [NN] [CD]: 1,
                  [NP-SBJ] -> [NN] [NNP] [NNS]: 1,
                  [NP-SBJ] -> [NN] [NNS]: 78,
                  [NP-SBJ] -> [NN] [NNS] [NN]: 1,
                  [NP-SBJ] -> [NN] [NN]: 25,
                  [NP-SBJ] -> [NN] [NN] [NNP] [NNP]: 2,
                  [NP-SBJ] -> [NN] [NN] [NNS]: 3,
                  [NP-SBJ] -> [NN] [NN] [NN]: 1,
                  [NP-SBJ] -> [NN] [NN] [NN] [NNS]: 1,
                  [NP-SBJ] -> [NN] [S]: 1,
                  [NP-SBJ] -> [NP-1] [VP]: 1,
                  [NP-SBJ] -> [NP-LOC] [SBAR] [,]: 1,
                  [NP-SBJ] -> [NP-TTL] [CC] [NP-TTL]: 1,
                  [NP-SBJ] -> [NP-TTL] [PP]: 1,
                  [NP-SBJ] -> [NP]: 4,
                  [NP-SBJ] -> [NP] [,] [ADJP] [,]: 2,
                  [NP-SBJ] -> [NP] [,] [CC] [NP]: 2,
                  [NP-SBJ] -> [NP] [,] [NP-LOC]: 9,
                  [NP-SBJ] -> [NP] [,] [NP-LOC] [,]: 35,
                  [NP-SBJ] -> [NP] [,] [NP]: 83,
                  [NP-SBJ] -> [NP] [,] [NP] [,]: 112,
                  [NP-SBJ] -> [NP] [,] [NP] [SBAR]: 2,
                  [NP-SBJ] -> [NP] [,] [PP]: 1,
                  [NP-SBJ] -> [NP] [,] [PP] [,]: 8,
                  [NP-SBJ] -> [NP] [,] [PRN]: 1,
                  [NP-SBJ] -> [NP] [,] [RRC] [,]: 2,
                  [NP-SBJ] -> [NP] [,] [SBAR-LOC] [,]: 1,
                  [NP-SBJ] -> [NP] [,] [SBAR]: 3,
                  [NP-SBJ] -> [NP] [,] [SBAR] [,]: 33,
                  [NP-SBJ] -> [NP] [,] [VP]: 4,
                  [NP-SBJ] -> [NP] [,] [VP] [,]: 11,
                  [NP-SBJ] -> [NP] [-LRB-] [PP-LOC] [-RRB-]: 1,
                  [NP-SBJ] -> [NP] [:] [NP]: 2,
                  [NP-SBJ] -> [NP] [:] [NP] [:]: 3,
                  [NP-SBJ] -> [NP] [ADJP]: 6,
                  [NP-SBJ] -> [NP] [ADVP-LOC]: 4,
                  [NP-SBJ] -> [NP] [CC] [NP]: 41,
                  [NP-SBJ] -> [NP] [JJ] [JJ] [NNS]: 1,
                  [NP-SBJ] -> [NP] [JJ] [NNS]: 1,
                  [NP-SBJ] -> [NP] [JJ] [NNS] [NNS]: 1,
                  [NP-SBJ] -> [NP] [JJ] [NNS] [NN]: 1,
                  [NP-SBJ] -> [NP] [JJ] [NNS] [S]: 1,
                  [NP-SBJ] -> [NP] [JJ] [NN]: 7,
                  [NP-SBJ] -> [NP] [JJ] [NN] [NNS]: 1,
                  [NP-SBJ] -> [NP] [JJ] [NN] [NN]: 1,
                  [NP-SBJ] -> [NP] [NNPS]: 1,
                  [NP-SBJ] -> [NP] [NNP]: 4,
                  [NP-SBJ] -> [NP] [NNP] [CD] [NN]: 1,
                  [NP-SBJ] -> [NP] [NNP] [NNP]: 7,
                  [NP-SBJ] -> [NP] [NNP] [NNP] [CD]: 1,
                  [NP-SBJ] -> [NP] [NNP] [NNP] [NNP]: 2,
                  [NP-SBJ] -> [NP] [NNP] [NNP] [NNS]: 1,
                  [NP-SBJ] -> [NP] [NNP] [NN]: 1,
                  [NP-SBJ] -> [NP] [NNS]: 16,
                  [NP-SBJ] -> [NP] [NNS] [NN]: 1,
                  [NP-SBJ] -> [NP] [NN]: 18,
                  [NP-SBJ] -> [NP] [NN] [CC] [NN]: 1,
                  [NP-SBJ] -> [NP] [NN] [JJ] [NN]: 1,
                  [NP-SBJ] -> [NP] [NN] [NNS]: 6,
                  [NP-SBJ] -> [NP] [NN] [NNS] [NN]: 1,
                  [NP-SBJ] -> [NP] [NN] [NN]: 7,
                  [NP-SBJ] -> [NP] [NN] [NN] [NNS]: 1,
                  [NP-SBJ] -> [NP] [NN] [PP-LOC]: 1,
                  [NP-SBJ] -> [NP] [NN] [S]: 3,
                  [NP-SBJ] -> [NP] [NP-ADV]: 1,
                  [NP-SBJ] -> [NP] [NP-TMP]: 1,
                  [NP-SBJ] -> [NP] [NP]: 9,
                  [NP-SBJ] -> [NP] [NP] [PP-LOC]: 1,
                  [NP-SBJ] -> [NP] [PP-DIR]: 6,
                  [NP-SBJ] -> [NP] [PP-LOC]: 61,
                  [NP-SBJ] -> [NP] [PP-LOC] [NP-TMP]: 1,
                  [NP-SBJ] -> [NP] [PP-LOC] [NP]: 1,
                  [NP-SBJ] -> [NP] [PP-LOC] [PP]: 1,
                  [NP-SBJ] -> [NP] [PP-TMP]: 7,
                  [NP-SBJ] -> [NP] [PP-TMP] [PP]: 1,
                  [NP-SBJ] -> [NP] [PP]: 322,
                  [NP-SBJ] -> [NP] [PP] [''] [VP]: 1,
                  [NP-SBJ] -> [NP] [PP] [,]: 1,
                  [NP-SBJ] -> [NP] [PP] [NP-TMP] [PRN]: 1,
                  [NP-SBJ] -> [NP] [PP] [NP]: 1,
                  [NP-SBJ] -> [NP] [PP] [PP-DIR]: 1,
                  [NP-SBJ] -> [NP] [PP] [PP-LOC]: 1,
                  [NP-SBJ] -> [NP] [PP] [PP-LOC] [PP]: 1,
                  [NP-SBJ] -> [NP] [PP] [PP-TMP]: 4,
                  [NP-SBJ] -> [NP] [PP] [PP]: 5,
                  [NP-SBJ] -> [NP] [PP] [PP] [PP]: 1,
                  [NP-SBJ] -> [NP] [PP] [PRN]: 1,
                  [NP-SBJ] -> [NP] [PP] [S-2]: 2,
                  [NP-SBJ] -> [NP] [PP] [SBAR]: 2,
                  [NP-SBJ] -> [NP] [PP] [VP]: 3,
                  [NP-SBJ] -> [NP] [PRN]: 16,
                  [NP-SBJ] -> [NP] [PRN] [PP]: 1,
                  [NP-SBJ] -> [NP] [RRC]: 1,
                  [NP-SBJ] -> [NP] [SBAR-ADV]: 1,
                  [NP-SBJ] -> [NP] [SBAR]: 55,
                  [NP-SBJ] -> [NP] [SBAR] [PP]: 1,
                  [NP-SBJ] -> [NP] [S]: 16,
                  [NP-SBJ] -> [NP] [VBG] [NNS]: 1,
                  [NP-SBJ] -> [NP] [VBG] [NN] [NNS]: 1,
                  [NP-SBJ] -> [NP] [VBN] [NNS]: 1,
                  [NP-SBJ] -> [NP] [VBN] [NN]: 1,
                  [NP-SBJ] -> [NP] [VP]: 23,
                  [NP-SBJ] -> [NP] [VP] [PP]: 1,
                  [NP-SBJ] -> [NP] [VP] [PRN]: 1,
                  [NP-SBJ] -> [NP] [VP] [SBAR] [,]: 1,
                  [NP-SBJ] -> [NP] [``] [NN] [S]: 1,
                  [NP-SBJ] -> [NP] [``] [NP-TTL] ['']: 1,
                  [NP-SBJ] -> [NP] [``] [S-TTL] ['']: 1,
                  [NP-SBJ] -> [PDT] [DT] [JJ] [NN]: 2,
                  [NP-SBJ] -> [PDT] [DT] [NN] [NNS]: 1,
                  [NP-SBJ] -> [PRP$]: 2,
                  [NP-SBJ] -> [PRP$] [JJS] [NN]: 1,
                  [NP-SBJ] -> [PRP$] [JJ] [NNS]: 3,
                  [NP-SBJ] -> [PRP$] [JJ] [NN]: 5,
                  [NP-SBJ] -> [PRP$] [NNP] [NNP] [NNP]: 1,
                  [NP-SBJ] -> [PRP$] [NNP] [NNP] [NN]: 1,
                  [NP-SBJ] -> [PRP$] [NNS]: 18,
                  [NP-SBJ] -> [PRP$] [NNS] [CC] [NNS]: 1,
                  [NP-SBJ] -> [PRP$] [NNS] [NN]: 1,
                  [NP-SBJ] -> [PRP$] [NN]: 28,
                  [NP-SBJ] -> [PRP$] [NN] [NNS]: 3,
                  [NP-SBJ] -> [PRP$] [NN] [NN]: 3,
                  [NP-SBJ] -> [PRP$] [NN] [POS]: 1,
                  [NP-SBJ] -> [PRP]: 946,
                  [NP-SBJ] -> [PRP] [NN]: 1,
                  [NP-SBJ] -> [QP]: 1,
                  [NP-SBJ] -> [QP] [NNS]: 2,
                  [NP-SBJ] -> [QP] [NN]: 1,
                  [NP-SBJ] -> [RBR] [JJ] [NNS]: 1,
                  [NP-SBJ] -> [RB]: 2,
                  [NP-SBJ] -> [RB] [JJ] [NNS]: 1,
                  [NP-SBJ] -> [RB] [JJ] [NN]: 1,
                  [NP-SBJ] -> [UCP] [NNS]: 1,
                  [NP-SBJ] -> [VBG]: 1,
                  [NP-SBJ] -> [VBG] [NNS]: 3,
                  [NP-SBJ] -> [VBG] [NN]: 2,
                  [NP-SBJ] -> [VBN] [NN]: 1,
                  [NP-SBJ] -> [VBN] [NN] [SBAR]: 1,
                  [NP-SBJ] -> [WDT]: 3}),
     [NP-TMP-2]: defaultdict(int, {[NP-TMP-2] -> [JJ] [JJ] [NN]: 1}),
     [NP-TMP-CLR]: defaultdict(int,
                 {[NP-TMP-CLR] -> [DT] [JJ] [NNS]: 1,
                  [NP-TMP-CLR] -> [DT] [NN]: 1,
                  [NP-TMP-CLR] -> [NNP] [CD]: 5,
                  [NP-TMP-CLR] -> [NNP] [CD] [,] [CD]: 1}),
     [NP-TMP-HLN]: defaultdict(int, {[NP-TMP-HLN] -> [NP] [,] [NP]: 1}),
     [NP-TMP=2]: defaultdict(int, {[NP-TMP=2] -> [JJ] [JJ] [NN]: 1}),
     [NP-TMP]: defaultdict(int,
                 {[NP-TMP] -> [CD]: 8,
                  [NP-TMP] -> [CD] [CC] [CD]: 1,
                  [NP-TMP] -> [CD] [NNS]: 2,
                  [NP-TMP] -> [CD] [NN]: 1,
                  [NP-TMP] -> [DT] [JJ] [NN]: 3,
                  [NP-TMP] -> [DT] [JJ] [NN] [NN]: 1,
                  [NP-TMP] -> [DT] [NNP]: 1,
                  [NP-TMP] -> [DT] [NNS]: 7,
                  [NP-TMP] -> [DT] [NN]: 44,
                  [NP-TMP] -> [IN] [NNP]: 1,
                  [NP-TMP] -> [IN] [NN]: 6,
                  [NP-TMP] -> [JJR] [DT] [NN]: 5,
                  [NP-TMP] -> [JJ] [CD]: 1,
                  [NP-TMP] -> [JJ] [DT] [NN]: 1,
                  [NP-TMP] -> [JJ] [NNP]: 13,
                  [NP-TMP] -> [JJ] [NNP] [CD]: 2,
                  [NP-TMP] -> [JJ] [NNS]: 1,
                  [NP-TMP] -> [JJ] [NN]: 41,
                  [NP-TMP] -> [NNP]: 21,
                  [NP-TMP] -> [NNP] [CD]: 14,
                  [NP-TMP] -> [NNP] [CD] [,] [CD]: 9,
                  [NP-TMP] -> [NNP] [NN]: 2,
                  [NP-TMP] -> [NN]: 49,
                  [NP-TMP] -> [NN] [CD]: 2,
                  [NP-TMP] -> [NN] [NN]: 1,
                  [NP-TMP] -> [NP] [,] [NP]: 4,
                  [NP-TMP] -> [NP] [,] [SBAR]: 3,
                  [NP-TMP] -> [NP] [ADVP]: 4,
                  [NP-TMP] -> [NP] [NP-ADV]: 1,
                  [NP-TMP] -> [NP] [PP]: 5,
                  [NP-TMP] -> [NP] [SBAR]: 4,
                  [NP-TMP] -> [QP] [NNS]: 2,
                  [NP-TMP] -> [QP] [NN]: 1,
                  [NP-TMP] -> [RBR] [DT] [NN]: 2,
                  [NP-TMP] -> [RB] [DT] [NN]: 3,
                  [NP-TMP] -> [RB] [JJ] [NN]: 1,
                  [NP-TMP] -> [RB] [NN]: 1}),
     [NP-TPC-3]: defaultdict(int, {[NP-TPC-3] -> [NP] [SBAR]: 1}),
     [NP-TPC]: defaultdict(int, {[NP-TPC] -> [NNP] [NNP]: 1}),
     [NP-TTL-PRD]: defaultdict(int, {[NP-TTL-PRD] -> [NNP]: 1}),
     [NP-TTL-SBJ-1]: defaultdict(int, {[NP-TTL-SBJ-1] -> [NNP] [NNP]: 2}),
     [NP-TTL-SBJ-2]: defaultdict(int, {[NP-TTL-SBJ-2] -> [NNP]: 1}),
     [NP-TTL-SBJ]: defaultdict(int,
                 {[NP-TTL-SBJ] -> [DT] [NNP] [NNP]: 1,
                  [NP-TTL-SBJ] -> [DT] [NNP] [NNP] [NNP]: 1,
                  [NP-TTL-SBJ] -> [NNP]: 4,
                  [NP-TTL-SBJ] -> [NNP] [NNPS]: 1,
                  [NP-TTL-SBJ] -> [NNP] [NNP]: 4,
                  [NP-TTL-SBJ] -> [PRP] [NNP] [NNP] [NNP]: 1}),
     [NP-TTL]: defaultdict(int,
                 {[NP-TTL] -> [-NONE-]: 2,
                  [NP-TTL] -> [DT] [CD] [NNP]: 1,
                  [NP-TTL] -> [DT] [NNP] [IN] [NNP]: 1,
                  [NP-TTL] -> [DT] [NNP] [NNP]: 2,
                  [NP-TTL] -> [DT] [NNP] [NNP] [NNP]: 1,
                  [NP-TTL] -> [NNP]: 4,
                  [NP-TTL] -> [NNP] [NNPS]: 6,
                  [NP-TTL] -> [NNP] [NNP]: 13,
                  [NP-TTL] -> [NNP] [NNP] [NNP]: 2,
                  [NP-TTL] -> [NP] [PP-LOC]: 1,
                  [NP-TTL] -> [NP] [PP]: 1,
                  [NP-TTL] -> [PRP] [NNP] [NNP] [,]: 1}),
     [NP-VOC]: defaultdict(int, {[NP-VOC] -> [NNP]: 1, [NP-VOC] -> [NNS]: 1}),
     [NP=2]: defaultdict(int,
                 {[NP=2] -> [$] [CD] [-NONE-]: 1, [NP=2] -> [QP] [-NONE-]: 1}),
     [NP]: defaultdict(int,
                 {[NP] -> [$] [CD] [-NONE-]: 138,
                  [NP] -> [$] [CD] [-NONE-] [QP]: 1,
                  [NP] -> [$] [CD] [CD] [-NONE-]: 1,
                  [NP] -> [$] [QP] [-NONE-]: 1,
                  [NP] -> [-NONE-]: 964,
                  [NP] -> [ADJP] [-LRB-] [NNS] [-RRB-]: 1,
                  [NP] -> [ADJP] [ADJP] [NNS]: 1,
                  [NP] -> [ADJP] [DT] [NN]: 1,
                  [NP] -> [ADJP] [JJR]: 1,
                  [NP] -> [ADJP] [JJ] [NNS]: 5,
                  [NP] -> [ADJP] [JJ] [NN]: 4,
                  [NP] -> [ADJP] [NNP]: 3,
                  [NP] -> [ADJP] [NNP] [NNPS] [NNP]: 1,
                  [NP] -> [ADJP] [NNP] [NNP]: 2,
                  [NP] -> [ADJP] [NNP] [NNS]: 2,
                  [NP] -> [ADJP] [NNS]: 26,
                  [NP] -> [ADJP] [NN]: 30,
                  [NP] -> [ADJP] [NN] [NNP] [NNP]: 1,
                  [NP] -> [ADJP] [NN] [NNS]: 6,
                  [NP] -> [ADJP] [NN] [NNS] [NN]: 1,
                  [NP] -> [ADJP] [NN] [NN]: 1,
                  [NP] -> [ADJP] [NN] [QP]: 1,
                  [NP] -> [ADJP] [VBG] [NNS]: 1,
                  [NP] -> [ADJP] [VBN] [NN]: 1,
                  [NP] -> [ADVP-TMP] [$] [CD] [-NONE-]: 1,
                  [NP] -> [ADVP-TMP] [NN]: 1,
                  [NP] -> [ADVP-TMP] [NN] [NN] [NN]: 1,
                  [NP] -> [ADVP-TMP] [NP] [PP]: 1,
                  [NP] -> [ADVP] [CD]: 1,
                  [NP] -> [ADVP] [DT]: 1,
                  [NP] -> [ADVP] [DT] [JJ] [NN]: 1,
                  [NP] -> [ADVP] [DT] [QP] [-NONE-]: 1,
                  [NP] -> [ADVP] [NP] [CC] [NP]: 1,
                  [NP] -> [CD]: 237,
                  [NP] -> [CD] [ADJP] [JJ] [NNS]: 1,
                  [NP] -> [CD] [ADJP] [NNS]: 1,
                  [NP] -> [CD] [CC] [CD]: 3,
                  [NP] -> [CD] [CC] [JJR] [NNS]: 1,
                  [NP] -> [CD] [CD]: 6,
                  [NP] -> [CD] [CD] [JJ] [NNS]: 1,
                  [NP] -> [CD] [CD] [NN]: 6,
                  [NP] -> [CD] [JJR] [NNS]: 1,
                  [NP] -> [CD] [JJ]: 1,
                  [NP] -> [CD] [JJ] [JJ] [NNS]: 4,
                  [NP] -> [CD] [JJ] [NNS]: 21,
                  [NP] -> [CD] [JJ] [NN]: 8,
                  [NP] -> [CD] [JJ] [NN] [NNS]: 4,
                  [NP] -> [CD] [JJ] [NN] [QP]: 1,
                  [NP] -> [CD] [NNP] [NNP]: 1,
                  [NP] -> [CD] [NNP] [NNP] [NN]: 1,
                  [NP] -> [CD] [NNP] [NNS]: 3,
                  [NP] -> [CD] [NNP] [NN]: 1,
                  [NP] -> [CD] [NNP] [NN] [NNS]: 1,
                  [NP] -> [CD] [NNS]: 170,
                  [NP] -> [CD] [NNS] [JJ]: 1,
                  [NP] -> [CD] [NNS] [QP]: 1,
                  [NP] -> [CD] [NN]: 166,
                  [NP] -> [CD] [NN] [-NONE-]: 1,
                  [NP] -> [CD] [NN] [JJ] [NNS]: 1,
                  [NP] -> [CD] [NN] [NNS]: 11,
                  [NP] -> [CD] [NN] [NNS] [NNS]: 1,
                  [NP] -> [CD] [NN] [NN]: 2,
                  [NP] -> [CD] [NN] [NN] [NNS]: 3,
                  [NP] -> [CD] [NN] [POS]: 1,
                  [NP] -> [CD] [NN] [QP]: 1,
                  [NP] -> [CD] [NP] [NNS]: 2,
                  [NP] -> [CD] [POS]: 1,
                  [NP] -> [CD] [RB]: 1,
                  [NP] -> [CD] [RB] [.]: 1,
                  [NP] -> [CD] [VBN] [NNS]: 3,
                  [NP] -> [DT]: 87,
                  [NP] -> [DT] [$] [CD] [-NONE-]: 4,
                  [NP] -> [DT] [''] [NNS]: 1,
                  [NP] -> [DT] [ADJP]: 1,
                  [NP] -> [DT] [ADJP] [CD]: 1,
                  [NP] -> [DT] [ADJP] [JJ] [NN]: 11,
                  [NP] -> [DT] [ADJP] [NNP]: 3,
                  [NP] -> [DT] [ADJP] [NNP] [NN]: 2,
                  [NP] -> [DT] [ADJP] [NNS]: 7,
                  [NP] -> [DT] [ADJP] [NNS] [NN]: 2,
                  [NP] -> [DT] [ADJP] [NN]: 77,
                  [NP] -> [DT] [ADJP] [NN] [NNS]: 2,
                  [NP] -> [DT] [ADJP] [NN] [NN]: 10,
                  [NP] -> [DT] [ADJP] [NN] [POS]: 1,
                  [NP] -> [DT] [ADJP] [NX-TTL]: 1,
                  [NP] -> [DT] [ADJP] [QP] [-NONE-]: 1,
                  [NP] -> [DT] [CC] [NN]: 1,
                  [NP] -> [DT] [CD]: 13,
                  [NP] -> [DT] [CD] [CC] [CD]: 2,
                  [NP] -> [DT] [CD] [CD]: 2,
                  [NP] -> [DT] [CD] [CD] [NNS]: 1,
                  [NP] -> [DT] [CD] [JJ] [NNS]: 7,
                  [NP] -> [DT] [CD] [NNP] [NN]: 1,
                  [NP] -> [DT] [CD] [NNS]: 15,
                  [NP] -> [DT] [CD] [NNS] [POS]: 1,
                  [NP] -> [DT] [CD] [NN]: 16,
                  [NP] -> [DT] [CD] [NN] [NNS]: 1,
                  [NP] -> [DT] [CD] [NN] [NN]: 7,
                  [NP] -> [DT] [CD] [NX]: 1,
                  [NP] -> [DT] [CD] [VBG] [NNS]: 1,
                  [NP] -> [DT] [CD] [VBN] [NNS]: 2,
                  [NP] -> [DT] [DT] [JJ] [NNS]: 1,
                  [NP] -> [DT] [DT] [NN]: 1,
                  [NP] -> [DT] [JJR]: 1,
                  [NP] -> [DT] [JJR] [ADJP] [NN]: 1,
                  [NP] -> [DT] [JJR] [CD]: 1,
                  [NP] -> [DT] [JJR] [JJ] [NN]: 1,
                  [NP] -> [DT] [JJR] [NNS]: 6,
                  [NP] -> [DT] [JJR] [NN]: 17,
                  [NP] -> [DT] [JJR] [NN] [NN]: 4,
                  [NP] -> [DT] [JJR] [NN] [S]: 1,
                  [NP] -> [DT] [JJS]: 14,
                  [NP] -> [DT] [JJS] [CD] [NNS]: 1,
                  [NP] -> [DT] [JJS] [JJ] [NNS]: 1,
                  [NP] -> [DT] [JJS] [JJ] [NN]: 6,
                  [NP] -> [DT] [JJS] [NNS]: 6,
                  [NP] -> [DT] [JJS] [NNS] [NN]: 1,
                  [NP] -> [DT] [JJS] [NN]: 12,
                  [NP] -> [DT] [JJS] [NN] [NNS]: 1,
                  [NP] -> [DT] [JJS] [NN] [NN]: 2,
                  [NP] -> [DT] [JJS] [NN] [RB]: 1,
                  [NP] -> [DT] [JJS] [RB]: 1,
                  [NP] -> [DT] [JJS] [VBG] [NNS]: 1,
                  [NP] -> [DT] [JJ]: 13,
                  [NP] -> [DT] [JJ] [ADJP] [NN]: 1,
                  [NP] -> [DT] [JJ] [CD]: 5,
                  [NP] -> [DT] [JJ] [CD] [NNS]: 24,
                  [NP] -> [DT] [JJ] [CD] [NN]: 5,
                  [NP] -> [DT] [JJ] [DT]: 1,
                  [NP] -> [DT] [JJ] [JJS] [NN]: 1,
                  [NP] -> [DT] [JJ] [JJ]: 3,
                  [NP] -> [DT] [JJ] [JJ] [NNS]: 7,
                  [NP] -> [DT] [JJ] [JJ] [NN]: 43,
                  [NP] -> [DT] [JJ] [NAC-LOC] [NN]: 1,
                  [NP] -> [DT] [JJ] [NNP]: 5,
                  [NP] -> [DT] [JJ] [NNP] [NNPS]: 1,
                  [NP] -> [DT] [JJ] [NNP] [NNP]: 6,
                  [NP] -> [DT] [JJ] [NNP] [NNS]: 2,
                  [NP] -> [DT] [JJ] [NNP] [NN]: 8,
                  [NP] -> [DT] [JJ] [NNS]: 107,
                  [NP] -> [DT] [JJ] [NNS] [NNS]: 2,
                  [NP] -> [DT] [JJ] [NNS] [NN]: 6,
                  [NP] -> [DT] [JJ] [NNS] [POS]: 1,
                  [NP] -> [DT] [JJ] [NNS] [S]: 1,
                  [NP] -> [DT] [JJ] [NN]: 576,
                  [NP] -> [DT] [JJ] [NN] [CD]: 1,
                  [NP] -> [DT] [JJ] [NN] [NNP]: 1,
                  [NP] -> [DT] [JJ] [NN] [NNS]: 15,
                  [NP] -> [DT] [JJ] [NN] [NN]: 75,
                  [NP] -> [DT] [JJ] [NN] [POS]: 8,
                  [NP] -> [DT] [JJ] [NN] [QP]: 3,
                  [NP] -> [DT] [JJ] [NN] [S]: 6,
                  [NP] -> [DT] [JJ] [NX]: 2,
                  [NP] -> [DT] [JJ] [QP] [-NONE-]: 4,
                  [NP] -> [DT] [JJ] [QP] [NNS]: 2,
                  [NP] -> [DT] [JJ] [VBG]: 2,
                  [NP] -> [DT] [JJ] [VBG] [NNS]: 1,
                  [NP] -> [DT] [JJ] [VBG] [NN]: 3,
                  [NP] -> [DT] [JJ] [VBN] [NNS]: 2,
                  [NP] -> [DT] [NAC-LOC] [NN]: 5,
                  [NP] -> [DT] [NAC-LOC] [NN] [NN]: 2,
                  [NP] -> [DT] [NAC-TMP] [NN]: 2,
                  [NP] -> [DT] [NAC] [NNP]: 2,
                  [NP] -> [DT] [NAC] [NNS]: 1,
                  [NP] -> [DT] [NAC] [NN]: 1,
                  [NP] -> [DT] [NNPS]: 15,
                  [NP] -> [DT] [NNPS] [NNP]: 1,
                  [NP] -> [DT] [NNPS] [NNP] [NN]: 1,
                  [NP] -> [DT] [NNP]: 114,
                  [NP] -> [DT] [NNP] [.]: 1,
                  [NP] -> [DT] [NNP] [CC] [NNP]: 2,
                  [NP] -> [DT] [NNP] [CD]: 7,
                  [NP] -> [DT] [NNP] [CD] [NNP]: 1,
                  [NP] -> [DT] [NNP] [CD] [NNS]: 1,
                  [NP] -> [DT] [NNP] [CD] [NN]: 8,
                  [NP] -> [DT] [NNP] [JJ] [NN]: 4,
                  [NP] -> [DT] [NNP] [NNPS]: 7,
                  [NP] -> [DT] [NNP] [NNP]: 76,
                  [NP] -> [DT] [NNP] [NNP] [CD]: 1,
                  [NP] -> [DT] [NNP] [NNP] [NNP]: 40,
                  [NP] -> [DT] [NNP] [NNP] [NNS]: 2,
                  [NP] -> [DT] [NNP] [NNP] [NN]: 15,
                  [NP] -> [DT] [NNP] [NNP] [POS]: 18,
                  [NP] -> [DT] [NNP] [NNS]: 7,
                  [NP] -> [DT] [NNP] [NNS] [NNS]: 1,
                  [NP] -> [DT] [NNP] [NNS] [NN]: 1,
                  [NP] -> [DT] [NNP] [NN]: 74,
                  [NP] -> [DT] [NNP] [NN] [CD]: 1,
                  [NP] -> [DT] [NNP] [NN] [NN]: 19,
                  [NP] -> [DT] [NNP] [NN] [POS]: 7,
                  [NP] -> [DT] [NNP] [NX]: 1,
                  [NP] -> [DT] [NNP] [POS]: 20,
                  [NP] -> [DT] [NNP] [VBG] [NN]: 1,
                  [NP] -> [DT] [NNS]: 308,
                  [NP] -> [DT] [NNS] [CC] [NNS]: 9,
                  [NP] -> [DT] [NNS] [CC] [NN]: 1,
                  [NP] -> [DT] [NNS] [CC] [VBZ]: 1,
                  [NP] -> [DT] [NNS] [NNS]: 3,
                  [NP] -> [DT] [NNS] [NN]: 23,
                  [NP] -> [DT] [NNS] [POS]: 14,
                  [NP] -> [DT] [NNS] [RB]: 1,
                  [NP] -> [DT] [NNS] [SBAR]: 1,
                  [NP] -> [DT] [NNS] [S]: 4,
                  [NP] -> [DT] [NN]: 1594,
                  [NP] -> [DT] [NN] [,] [SBAR]: 1,
                  [NP] -> [DT] [NN] [CC] [NNS]: 3,
                  [NP] -> [DT] [NN] [CC] [NN]: 19,
                  [NP] -> [DT] [NN] [CD]: 1,
                  [NP] -> [DT] [NN] [CD] [NN]: 1,
                  [NP] -> [DT] [NN] [JJR]: 1,
                  [NP] -> [DT] [NN] [JJ] [NNS]: 1,
                  [NP] -> [DT] [NN] [JJ] [NN]: 3,
                  [NP] -> [DT] [NN] [NNP]: 3,
                  [NP] -> [DT] [NN] [NNS]: 41,
                  [NP] -> [DT] [NN] [NNS] [NN]: 5,
                  [NP] -> [DT] [NN] [NNS] [POS]: 4,
                  [NP] -> [DT] [NN] [NN]: 234,
                  [NP] -> [DT] [NN] [NN] [NN]: 17,
                  [NP] -> [DT] [NN] [NN] [POS]: 8,
                  [NP] -> [DT] [NN] [NN] [SBAR]: 1,
                  [NP] -> [DT] [NN] [NN] [S]: 1,
                  [NP] -> [DT] [NN] [POS]: 144,
                  [NP] -> [DT] [NN] [PRN]: 1,
                  [NP] -> [DT] [NN] [QP] [-NONE-]: 1,
                  [NP] -> [DT] [NN] [SBAR]: 17,
                  [NP] -> [DT] [NN] [S]: 43,
                  [NP] -> [DT] [NN] [VBG] [NN]: 1,
                  [NP] -> [DT] [NN] [VBZ]: 1,
                  [NP] -> [DT] [NP]: 2,
                  [NP] -> [DT] [NP] [CC] [NP]: 2,
                  [NP] -> [DT] [NP] [NN] [SBAR]: 1,
                  [NP] -> [DT] [NX-TTL]: 1,
                  [NP] -> [DT] [NX]: 8,
                  [NP] -> [DT] [PRP]: 1,
                  [NP] -> [DT] [QP] [-NONE-]: 7,
                  [NP] -> [DT] [QP] [NNS]: 2,
                  [NP] -> [DT] [RBR] [JJ] [NN]: 3,
                  [NP] -> [DT] [RBS] [JJ] [NN]: 1,
                  [NP] -> [DT] [RB]: 1,
                  [NP] -> [DT] [RB] [CD] [NNS]: 1,
                  [NP] -> [DT] [RB] [JJS]: 1,
                  [NP] -> [DT] [RB] [JJ] [NN]: 3,
                  [NP] -> [DT] [UCP] [NN]: 1,
                  [NP] -> [DT] [VBG]: 2,
                  [NP] -> [DT] [VBG] [CD] [NNS]: 1,
                  [NP] -> [DT] [VBG] [JJ] [NNS]: 1,
                  [NP] -> [DT] [VBG] [JJ] [NN]: 4,
                  [NP] -> [DT] [VBG] [NNP]: 1,
                  [NP] -> [DT] [VBG] [NNP] [NN]: 1,
                  [NP] -> [DT] [VBG] [NNS]: 6,
                  [NP] -> [DT] [VBG] [NN]: 23,
                  [NP] -> [DT] [VBG] [NN] [NN]: 7,
                  [NP] -> [DT] [VBG] [NN] [SBAR]: 1,
                  [NP] -> [DT] [VBN] [ADJP] [NN]: 1,
                  [NP] -> [DT] [VBN] [CD] [CD]: 2,
                  [NP] -> [DT] [VBN] [CD] [NN]: 2,
                  [NP] -> [DT] [VBN] [NNS]: 3,
                  [NP] -> [DT] [VBN] [NN]: 24,
                  [NP] -> [DT] [VBN] [NN] [NNS]: 2,
                  [NP] -> [DT] [VBN] [NN] [NN]: 1,
                  [NP] -> [DT] [VBN] [NN] [POS]: 1,
                  [NP] -> [DT] [VBN] [QP] [-NONE-]: 1,
                  [NP] -> [DT] [``] [ADJP] [NN]: 1,
                  [NP] -> [DT] [``] [JJ] [NN]: 2,
                  [NP] -> [DT] [``] [NNS] ['']: 1,
                  [NP] -> [DT] [``] [NN]: 5,
                  [NP] -> [DT] [``] [NN] ['']: 3,
                  [NP] -> [DT] [``] [NN] [NN]: 1,
                  [NP] -> [DT] [``] [NN] [S]: 2,
                  [NP] -> [FW]: 1,
                  [NP] -> [IN]: 1,
                  [NP] -> [IN] [CD] [NNS]: 1,
                  [NP] -> [IN] [DT] [JJ] [NN]: 1,
                  [NP] -> [IN] [DT] [NN]: 1,
                  [NP] -> [IN] [JJ] [NN]: 1,
                  [NP] -> [IN] [JJ] [NN] [NN]: 1,
                  [NP] -> [JJR]: 14,
                  [NP] -> [JJR] [DT] [NN]: 1,
                  [NP] -> [JJR] [JJ] [NNS]: 6,
                  [NP] -> [JJR] [JJ] [NN]: 3,
                  [NP] -> [JJR] [JJ] [NX]: 1,
                  [NP] -> [JJR] [NNP] [NN] [NNS]: 1,
                  [NP] -> [JJR] [NNS]: 34,
                  [NP] -> [JJR] [NN]: 17,
                  [NP] -> [JJR] [NN] [NNS]: 5,
                  [NP] -> [JJR] [NN] [NN]: 3,
                  [NP] -> [JJR] [NN] [NN] [NN]: 1,
                  [NP] -> [JJS]: 11,
                  [NP] -> [JJS] [JJ] [JJ] [NNS]: 1,
                  [NP] -> [JJS] [JJ] [NNS]: 4,
                  [NP] -> [JJS] [NNS]: 6,
                  [NP] -> [JJS] [NN] [NNS]: 1,
                  [NP] -> [JJS] [RB] [JJ] [NNS]: 1,
                  [NP] -> [JJ]: 39,
                  [NP] -> [JJ] [,] [ADJP] [NNS]: 1,
                  [NP] -> [JJ] [,] [JJ] [NNS]: 2,
                  [NP] -> [JJ] [,] [JJ] [NN]: 3,
                  [NP] -> [JJ] [ADJP] [NNS]: 1,
                  [NP] -> [JJ] [CC] [DT] [NN]: 1,
                  [NP] -> [JJ] [CC] [JJ] [NNS]: 3,
                  [NP] -> [JJ] [CD]: 17,
                  [NP] -> [JJ] [CD] [NNP] [NNS]: 1,
                  [NP] -> [JJ] [CD] [NNS]: 2,
                  [NP] -> [JJ] [DT] [JJ] [NN]: 1,
                  [NP] -> [JJ] [DT] [NN]: 2,
                  [NP] -> [JJ] [JJ] [JJ] [NNS]: 4,
                  [NP] -> [JJ] [JJ] [NNP]: 1,
                  [NP] -> [JJ] [JJ] [NNP] [NNS]: 1,
                  [NP] -> [JJ] [JJ] [NNS]: 72,
                  [NP] -> [JJ] [JJ] [NNS] [NNS]: 1,
                  [NP] -> [JJ] [JJ] [NNS] [S]: 1,
                  [NP] -> [JJ] [JJ] [NN]: 33,
                  [NP] -> [JJ] [JJ] [NN] [NNS]: 8,
                  [NP] -> [JJ] [JJ] [NN] [NN]: 2,
                  [NP] -> [JJ] [JJ] [NX]: 1,
                  [NP] -> [JJ] [NNP]: 15,
                  [NP] -> [JJ] [NNP] [CD]: 1,
                  [NP] -> [JJ] [NNP] [JJ] [NNS]: 1,
                  [NP] -> [JJ] [NNP] [NNP]: 5,
                  [NP] -> [JJ] [NNP] [NNP] [NNP]: 4,
                  [NP] -> [JJ] [NNP] [NNP] [NN]: 2,
                  [NP] -> [JJ] [NNP] [NNS]: 9,
                  [NP] -> [JJ] [NNP] [NN] [NNS]: 2,
                  [NP] -> [JJ] [NNP] [POS]: 1,
                  [NP] -> [JJ] [NNS]: 535,
                  [NP] -> [JJ] [NNS] ['']: 1,
                  [NP] -> [JJ] [NNS] [CC] [NNS]: 5,
                  [NP] -> [JJ] [NNS] [CC] [NN]: 2,
                  [NP] -> [JJ] [NNS] [NNS]: 5,
                  [NP] -> [JJ] [NNS] [NN]: 2,
                  [NP] -> [JJ] [NNS] [POS]: 4,
                  [NP] -> [JJ] [NNS] [S]: 4,
                  [NP] -> [JJ] [NN]: 303,
                  [NP] -> [JJ] [NN] ['']: 1,
                  [NP] -> [JJ] [NN] [CC] [NN]: 7,
                  [NP] -> [JJ] [NN] [NNP] [NNP]: 2,
                  [NP] -> [JJ] [NN] [NNP] [NNS]: 1,
                  [NP] -> [JJ] [NN] [NNS]: 82,
                  [NP] -> [JJ] [NN] [NNS] [NN]: 1,
                  [NP] -> [JJ] [NN] [NN]: 39,
                  [NP] -> [JJ] [NN] [NN] [NNS]: 3,
                  [NP] -> [JJ] [NN] [NN] [NN]: 5,
                  [NP] -> [JJ] [NN] [POS]: 7,
                  [NP] -> [JJ] [NN] [SBAR]: 1,
                  [NP] -> [JJ] [NN] [S]: 4,
                  [NP] -> [JJ] [NN] [VBG] [NNS]: 1,
                  [NP] -> [JJ] [NN] [VBZ]: 1,
                  [NP] -> [JJ] [NX]: 8,
                  [NP] -> [JJ] [SBAR]: 1,
                  [NP] -> [JJ] [UCP] [NNS]: 1,
                  [NP] -> [JJ] [VBG]: 3,
                  [NP] -> [JJ] [VBG] [NNS]: 3,
                  [NP] -> [JJ] [VBG] [NN]: 1,
                  [NP] -> [JJ] [VBN] [NNS]: 3,
                  [NP] -> [JJ] [VBN] [NN]: 1,
                  [NP] -> [JJ] [``] [NN] ['']: 1,
                  [NP] -> [LST] [NP] [PP]: 1,
                  [NP] -> [LST] [NP] [VP]: 1,
                  [NP] -> [LST] [VBN] [NN]: 1,
                  [NP] -> [NAC-LOC] [CD] [NNP] [NNP]: 1,
                  [NP] -> [NAC-LOC] [NN]: 1,
                  [NP] -> [NAC] [JJ] [NN]: 1,
                  [NP] -> [NAC] [NNP] [NNP]: 1,
                  [NP] -> [NAC] [NNS]: 1,
                  [NP] -> [NAC] [NN] [NN]: 1,
                  [NP] -> [NAC] [POS]: 3,
                  [NP] -> [NNPS]: 12,
                  [NP] -> [NNPS] [NNPS]: 1,
                  [NP] -> [NNPS] [NNP]: 1,
                  [NP] -> [NNPS] [NNP] [NNP] [NNP]: 1,
                  [NP] -> [NNPS] [POS]: 1,
                  [NP] -> [NNP]: 669,
                  [NP] -> [NNP] [,] [NNP]: 1,
                  [NP] -> [NNP] [.]: 8,
                  [NP] -> [NNP] [:]: 1,
                  [NP] -> [NNP] [CC] [JJ] [NNS]: 1,
                  [NP] -> [NNP] [CC] [NNP]: 19,
                  [NP] -> [NNP] [CC] [NNP] [.]: 1,
                  [NP] -> [NNP] [CC] [NNP] [NNP]: 2,
                  [NP] -> [NNP] [CC] [NNP] [NNS]: 1,
                  [NP] -> [NNP] [CC] [NNP] [POS]: 7,
                  [NP] -> [NNP] [CD]: 39,
                  [NP] -> [NNP] [CD] [,] [CD]: 9,
                  [NP] -> [NNP] [CD] [NNS]: 2,
                  [NP] -> [NNP] [DT] [NNP]: 2,
                  [NP] -> [NNP] [IN] [NNP]: 1,
                  [NP] -> [NNP] [JJ] [NNS]: 4,
                  [NP] -> [NNP] [JJ] [NN]: 4,
                  [NP] -> [NNP] [NNPS]: 19,
                  [NP] -> [NNP] [NNPS] [NNP]: 12,
                  [NP] -> [NNP] [NNPS] [NNP] [NNP]: 3,
                  [NP] -> [NNP] [NNPS] [NNP] [POS]: 2,
                  [NP] -> [NNP] [NNPS] [POS]: 6,
                  [NP] -> [NNP] [NNP]: 616,
                  [NP] -> [NNP] [NNP] [.]: 2,
                  [NP] -> [NNP] [NNP] [.] [NNP]: 1,
                  [NP] -> [NNP] [NNP] [CC] [NNP]: 14,
                  [NP] -> [NNP] [NNP] [JJ] [NNS]: 2,
                  [NP] -> [NNP] [NNP] [JJ] [NN]: 2,
                  [NP] -> [NNP] [NNP] [NNPS]: 6,
                  [NP] -> [NNP] [NNP] [NNPS] [NNP]: 2,
                  [NP] -> [NNP] [NNP] [NNP]: 234,
                  [NP] -> [NNP] [NNP] [NNP] [.]: 3,
                  [NP] -> [NNP] [NNP] [NNP] [:]: 1,
                  [NP] -> [NNP] [NNP] [NNP] [NNP]: 51,
                  [NP] -> [NNP] [NNP] [NNP] [NNS]: 1,
                  [NP] -> [NNP] [NNP] [NNP] [NN]: 1,
                  [NP] -> [NNP] [NNP] [NNP] [POS]: 14,
                  [NP] -> [NNP] [NNP] [NNS]: 8,
                  [NP] -> [NNP] [NNP] [NN]: 2,
                  [NP] -> [NNP] [NNP] [NN] [NNS]: 1,
                  [NP] -> [NNP] [NNP] [POS]: 102,
                  [NP] -> [NNP] [NNP] [PRN] [NNP]: 1,
                  [NP] -> [NNP] [NNS]: 27,
                  [NP] -> [NNP] [NNS] [NNS]: 2,
                  [NP] -> [NNP] [NN]: 22,
                  [NP] -> [NNP] [NN] [NNP]: 1,
                  [NP] -> [NNP] [NN] [NNP] [NNP]: 1,
                  [NP] -> [NNP] [NN] [NNP] [NN]: 1,
                  [NP] -> [NNP] [NN] [NNS]: 6,
                  [NP] -> [NNP] [NN] [NN]: 5,
                  [NP] -> [NNP] [NN] [NN] [NN]: 1,
                  [NP] -> [NNP] [NN] [VBN] [NNS]: 1,
                  [NP] -> [NNP] [NP]: 1,
                  [NP] -> [NNP] [NX]: 2,
                  [NP] -> [NNP] [POS]: 149,
                  [NP] -> [NNP] [RB] [NNS]: 1,
                  [NP] -> [NNS]: 809,
                  [NP] -> [NNS] [CC] [NNS]: 22,
                  [NP] -> [NNS] [CC] [NN]: 1,
                  [NP] -> [NNS] [CC] [NN] [NNS]: 1,
                  [NP] -> [NNS] [CC] [NN] [NN]: 3,
                  [NP] -> [NNS] [CONJP] [NNS]: 1,
                  [NP] -> [NNS] [NNS]: 15,
                  [NP] -> [NNS] [NN]: 5,
                  [NP] -> [NNS] [POS]: 18,
                  [NP] -> [NNS] [RB]: 1,
                  [NP] -> [NNS] [SBAR]: 7,
                  [NP] -> [NNS] [S]: 5,
                  [NP] -> [NN]: 859,
                  [NP] -> [NN] [CC] [DT]: 1,
                  [NP] -> [NN] [CC] [JJ] [NNS]: 2,
                  [NP] -> [NN] [CC] [NNS]: 4,
                  [NP] -> [NN] [CC] [NNS] [NNS]: 1,
                  [NP] -> [NN] [CC] [NN]: 14,
                  [NP] -> [NN] [CC] [NN] [NNS]: 6,
                  [NP] -> [NN] [CC] [VBG] [NN]: 2,
                  [NP] -> [NN] [CD]: 8,
                  [NP] -> [NN] [CD] [NN] [NNS]: 1,
                  [NP] -> [NN] [JJ] [NNS]: 2,
                  [NP] -> [NN] [JJ] [NN]: 2,
                  [NP] -> [NN] [NNP] [NNP]: 6,
                  [NP] -> [NN] [NNP] [NNP] [NNP]: 1,
                  [NP] -> [NN] [NNP] [POS]: 1,
                  [NP] -> [NN] [NNS]: 227,
                  [NP] -> [NN] [NNS] [CC] [NNS]: 1,
                  [NP] -> [NN] [NNS] [NNS]: 1,
                  [NP] -> [NN] [NNS] [NN]: 1,
                  [NP] -> [NN] [NNS] [POS]: 1,
                  [NP] -> [NN] [NN]: 167,
                  [NP] -> [NN] [NN] [CC] [NNS]: 1,
                  [NP] -> [NN] [NN] [CC] [NN]: 3,
                  [NP] -> [NN] [NN] [CC] [VBZ]: 1,
                  [NP] -> [NN] [NN] [NNS]: 22,
                  [NP] -> [NN] [NN] [NN]: 14,
                  [NP] -> [NN] [NN] [NN] [NN]: 1,
                  [NP] -> [NN] [POS]: 14,
                  [NP] -> [NN] [RB]: 1,
                  [NP] -> [NN] [SBAR]: 5,
                  [NP] -> [NN] [S]: 3,
                  [NP] -> [NN] [VBD] [NNS]: 1,
                  [NP] -> [NN] [VBG]: 2,
                  [NP] -> [NN] [VBG] [NNS]: 1,
                  [NP] -> [NN] [VBG] [NN]: 1,
                  [NP] -> [NP-TTL] [,] [SBAR]: 1,
                  [NP] -> [NP-TTL] [CC] [NP-TTL]: 1,
                  [NP] -> [NP]: 13,
                  [NP] -> [NP] [''] [ADVP]: 1,
                  [NP] -> [NP] [''] [PP-LOC]: 5,
                  [NP] -> [NP] [''] [PP]: 2,
                  [NP] -> [NP] [''] [SBAR]: 3,
                  [NP] -> [NP] [''] [VP]: 1,
                  [NP] -> [NP] [,] [''] [NP]: 2,
                  [NP] -> [NP] [,] [''] [PP]: 1,
                  [NP] -> [NP] [,] [ADJP]: 5,
                  [NP] -> [NP] [,] [ADVP-TMP]: 1,
                  [NP] -> [NP] [,] [ADVP-TMP] [NP]: 2,
                  [NP] -> [NP] [,] [ADVP]: 6,
                  [NP] -> [NP] [,] [CC] [NP]: 28,
                  [NP] -> [NP] [,] [CONJP] [NP]: 4,
                  [NP] -> [NP] [,] [NP-LOC]: 21,
                  [NP] -> [NP] [,] [NP-LOC] [,]: 11,
                  [NP] -> [NP] [,] [NP-LOC] [.]: 1,
                  [NP] -> [NP] [,] [NP-LOC] [SBAR]: 1,
                  [NP] -> [NP] [,] [NP]: 129,
                  [NP] -> [NP] [,] [NP] [,]: 46,
                  [NP] -> [NP] [,] [NP] [.]: 1,
                  [NP] -> [NP] [,] [NP] [NP]: 1,
                  [NP] -> [NP] [,] [PP-DIR]: 1,
                  [NP] -> [NP] [,] [PP-DIR] [,]: 1,
                  [NP] -> [NP] [,] [PP-LOC]: 4,
                  [NP] -> [NP] [,] [PP-TMP]: 1,
                  [NP] -> [NP] [,] [PP]: 33,
                  [NP] -> [NP] [,] [PP] [,]: 3,
                  [NP] -> [NP] [,] [RB] [NP]: 2,
                  [NP] -> [NP] [,] [SBAR-LOC]: 3,
                  [NP] -> [NP] [,] [SBAR-TMP]: 4,
                  [NP] -> [NP] [,] [SBAR]: 63,
                  [NP] -> [NP] [,] [SBAR] [,]: 6,
                  [NP] -> [NP] [,] [UCP]: 1,
                  [NP] -> [NP] [,] [VP]: 12,
                  [NP] -> [NP] [,] [VP] [,]: 1,
                  [NP] -> [NP] [-LRB-] [NP] [-RRB-]: 1,
                  [NP] -> [NP] [.]: 1,
                  [NP] -> [NP] [:] [ADJP]: 1,
                  [NP] -> [NP] [:] [ADJP] [:]: 1,
                  [NP] -> [NP] [:] [ADVP-LOC]: 1,
                  [NP] -> [NP] [:] [CC] [NP]: 1,
                  [NP] -> [NP] [:] [NP]: 14,
                  [NP] -> [NP] [:] [NP] [.]: 20,
                  [NP] -> [NP] [:] [NP] [:]: 1,
                  [NP] -> [NP] [:] [SBAR-NOM]: 1,
                  [NP] -> [NP] [:] [SQ] [.]: 1,
                  [NP] -> [NP] [:] [S]: 4,
                  [NP] -> [NP] [:] [VP] [.]: 2,
                  [NP] -> [NP] [:] [``] [SBAR-ADV]: 1,
                  [NP] -> [NP] [:] [``] [S]: 1,
                  [NP] -> [NP] [ADJP]: 37,
                  [NP] -> [NP] [ADJP] [JJ] [NN]: 1,
                  [NP] -> [NP] [ADJP] [NNS]: 1,
                  [NP] -> [NP] [ADJP] [NN]: 4,
                  [NP] -> [NP] [ADJP] [NN] [NNS]: 1,
                  [NP] -> [NP] [ADJP] [NP-TMP]: 1,
                  [NP] -> [NP] [ADJP] [PP]: 2,
                  [NP] -> [NP] [ADJP] [PP] [SBAR]: 2,
                  [NP] -> [NP] [ADJP] [VP]: 1,
                  [NP] -> [NP] [ADVP-DIR] [PP-DIR]: 1,
                  [NP] -> [NP] [ADVP-LOC]: 6,
                  [NP] -> [NP] [ADVP-LOC] [PP]: 1,
                  [NP] -> [NP] [ADVP-TMP]: 9,
                  [NP] -> [NP] [ADVP]: 5,
                  [NP] -> [NP] [ADVP] [PP]: 2,
                  [NP] -> [NP] [CC] [ADVP] [NP]: 2,
                  [NP] -> [NP] [CC] [NP-TTL]: 1,
                  [NP] -> [NP] [CC] [NP]: 225,
                  [NP] -> [NP] [CC] [NP] [PP-1]: 3,
                  [NP] -> [NP] [CC] [PRN] [NP]: 1,
                  [NP] -> [NP] [CD] [JJS] [NNS]: 1,
                  [NP] -> [NP] [CD] [NN]: 2,
                  [NP] -> [NP] [CD] [NN] [NNS]: 2,
                  [NP] -> [NP] [CD] [NN] [NN]: 1,
                  [NP] -> [NP] [CONJP] [NP]: 4,
                  [NP] -> [NP] [JJR] [NNS]: 1,
                  [NP] -> [NP] [JJR] [NN]: 1,
                  [NP] -> [NP] [JJS] [CC] [JJS]: 1,
                  [NP] -> [NP] [JJS] [NNS]: 3,
                  [NP] -> [NP] [JJS] [NN]: 1,
                  [NP] -> [NP] [JJS] [NN] [NNS]: 1,
                  [NP] -> [NP] [JJS] [VBG] [NNS]: 1,
                  [NP] -> [NP] [JJS] [VBN] [NN]: 1,
                  [NP] -> [NP] [JJ]: 1,
                  [NP] -> [NP] [JJ] [ADJP] [NN]: 1,
                  [NP] -> [NP] [JJ] [CD]: 1,
                  [NP] -> [NP] [JJ] [CD] [NNS]: 1,
                  [NP] -> [NP] [JJ] [JJ] [NN]: 5,
                  [NP] -> [NP] [JJ] [JJ] [VBG]: 1,
                  [NP] -> [NP] [JJ] [NNP] [NNP]: 1,
                  [NP] -> [NP] [JJ] [NNS]: 22,
                  [NP] -> [NP] [JJ] [NN]: 39,
                  [NP] -> [NP] [JJ] [NN] [NNS]: 2,
                  [NP] -> [NP] [JJ] [NN] [NN]: 9,
                  [NP] -> [NP] [NAC-LOC] [NN] [NNS]: 1,
                  [NP] -> [NP] [NAC-LOC] [NN] [NN]: 1,
                  [NP] -> [NP] [NNPS]: 1,
                  [NP] -> [NP] [NNPS] [NNP] [NNP]: 2,
                  [NP] -> [NP] [NNP]: 10,
                  [NP] -> [NP] [NNP] [CD] [NN]: 1,
                  [NP] -> [NP] [NNP] [NNPS]: 1,
                  [NP] -> [NP] [NNP] [NNPS] [NNP]: 2,
                  [NP] -> [NP] [NNP] [NNP]: 12,
                  [NP] -> [NP] [NNP] [NNP] [NNP]: 6,
                  [NP] -> [NP] [NNP] [NNP] [NNS]: 1,
                  [NP] -> [NP] [NNP] [NNP] [NN]: 2,
                  [NP] -> [NP] [NNP] [NN]: 9,
                  [NP] -> [NP] [NNP] [NN] [NN]: 1,
                  [NP] -> [NP] [NNS]: 40,
                  [NP] -> [NP] [NNS] [CC] [NNS]: 1,
                  [NP] -> [NP] [NNS] [CC] [NN]: 1,
                  [NP] -> [NP] [NNS] [NNS]: 1,
                  [NP] -> [NP] [NNS] [NN]: 2,
                  [NP] -> [NP] [NNS] [SBAR]: 1,
                  [NP] -> [NP] [NNS] [S]: 2,
                  [NP] -> [NP] [NN]: 124,
                  [NP] -> [NP] [NN] [CC] [NN]: 1,
                  [NP] -> [NP] [NN] [JJ]: 2,
                  [NP] -> [NP] [NN] [JJ] [NN]: 1,
                  [NP] -> [NP] [NN] [NNS]: 8,
                  [NP] -> [NP] [NN] [NN]: 26,
                  [NP] -> [NP] [NN] [PRN] [S]: 1,
                  [NP] -> [NP] [NN] [SBAR]: 2,
                  [NP] -> [NP] [NN] [S]: 13,
                  [NP] -> [NP] [NP-ADV]: 64,
                  [NP] -> [NP] [NP-ADV] [ADVP]: 1,
                  [NP] -> [NP] [NP-ADV] [QP-1]: 1,
                  [NP] -> [NP] [NP-LOC]: 4,
                  [NP] -> [NP] [NP-LOC] [.]: 2,
                  [NP] -> [NP] [NP-TMP]: 8,
                  [NP] -> [NP] [NP-TMP] [PP-LOC]: 1,
                  [NP] -> [NP] [NP-TMP] [PP]: 2,
                  [NP] -> [NP] [NP]: 58,
                  [NP] -> [NP] [NP] [.]: 1,
                  [NP] -> [NP] [NP] [PP]: 1,
                  [NP] -> [NP] [NX]: 6,
                  [NP] -> [NP] [PP-CLR]: 4,
                  [NP] -> [NP] [PP-CLR] [PP]: 1,
                  [NP] -> [NP] [PP-DIR]: 16,
                  [NP] -> [NP] [PP-DIR] [,] [PP]: 1,
                  [NP] -> [NP] [PP-LOC-1] [PP-DIR-2]: 1,
                  [NP] -> [NP] [PP-LOC]: 293,
                  [NP] -> [NP] [PP-LOC] [,] [SBAR]: 3,
                  [NP] -> [NP] [PP-LOC] [ADJP]: 1,
                  [NP] -> [NP] [PP-LOC] [ADVP-TMP] [SBAR]: 1,
                  [NP] -> [NP] [PP-LOC] [NP-TMP]: 5,
                  [NP] -> [NP] [PP-LOC] [NP]: 1,
                  [NP] -> [NP] [PP-LOC] [PP-TMP]: 3,
                  [NP] -> [NP] [PP-LOC] [PP-TMP] [PP]: 1,
                  [NP] -> [NP] [PP-LOC] [PP]: 4,
                  [NP] -> [NP] [PP-LOC] [PRN]: 1,
                  [NP] -> [NP] [PP-LOC] [SBAR]: 12,
                  [NP] -> [NP] [PP-LOC] [VP]: 2,
                  [NP] -> [NP] [PP-TMP]: 47,
                  [NP] -> [NP] [PP-TMP] [PP-TMP]: 1,
                  [NP] -> [NP] [PP-TMP] [PP]: 3,
                  [NP] -> [NP] [PP-TMP] [SBAR]: 1,
                  [NP] -> [NP] [PP-TMP] [VP]: 1,
                  [NP] -> [NP] [PP]: 1643,
                  [NP] -> [NP] [PP] [''] [SBAR]: 1,
                  [NP] -> [NP] [PP] [,] [NP]: 3,
                  [NP] -> [NP] [PP] [,] [PP-LOC]: 1,
                  [NP] -> [NP] [PP] [,] [PP]: 4,
                  [NP] -> [NP] [PP] [,] [SBAR-LOC]: 1,
                  [NP] -> [NP] [PP] [,] [SBAR]: 5,
                  [NP] -> [NP] [PP] [,] [VP]: 4,
                  [NP] -> [NP] [PP] [.]: 4,
                  [NP] -> [NP] [PP] [:] [NP]: 1,
                  [NP] -> [NP] [PP] [ADVP-LOC] [SBAR-1]: 1,
                  [NP] -> [NP] [PP] [ADVP-TMP]: 2,
                  [NP] -> [NP] [PP] [ADVP]: 2,
                  [NP] -> [NP] [PP] [NP-LOC]: 1,
                  [NP] -> [NP] [PP] [NP-TMP]: 5,
                  [NP] -> [NP] [PP] [NP]: 1,
                  [NP] -> [NP] [PP] [PP-DIR]: 2,
                  [NP] -> [NP] [PP] [PP-DIR] [PP]: 1,
                  [NP] -> [NP] [PP] [PP-LOC]: 29,
                  [NP] -> [NP] [PP] [PP-LOC] [PP]: 1,
                  [NP] -> [NP] [PP] [PP-LOC] [SBAR]: 1,
                  [NP] -> [NP] [PP] [PP-PRP]: 1,
                  [NP] -> [NP] [PP] [PP-TMP]: 16,
                  [NP] -> [NP] [PP] [PP]: 47,
                  [NP] -> [NP] [PP] [PP] [.]: 1,
                  [NP] -> [NP] [PP] [PP] [NP-TMP]: 1,
                  [NP] -> [NP] [PP] [PP] [PP-3]: 1,
                  [NP] -> [NP] [PP] [PP] [PP-TMP]: 2,
                  [NP] -> [NP] [PP] [PP] [PP]: 2,
                  [NP] -> [NP] [PP] [PP] [SBAR-ADV]: 1,
                  [NP] -> [NP] [PP] [PRN]: 3,
                  [NP] -> [NP] [PP] [PRN] [NP]: 1,
                  [NP] -> [NP] [PP] [RRC]: 1,
                  [NP] -> [NP] [PP] [S-1]: 7,
                  [NP] -> [NP] [PP] [S-2]: 3,
                  [NP] -> [NP] [PP] [SBAR-PRP]: 1,
                  [NP] -> [NP] [PP] [SBAR-TMP]: 2,
                  [NP] -> [NP] [PP] [SBAR]: 37,
                  [NP] -> [NP] [PP] [S]: 1,
                  [NP] -> [NP] [PP] [VP]: 21,
                  [NP] -> [NP] [PRN]: 44,
                  [NP] -> [NP] [PRN] [:]: 1,
                  [NP] -> [NP] [PRN] [PP]: 6,
                  [NP] -> [NP] [PRN] [SBAR-TMP]: 1,
                  [NP] -> [NP] [PRN] [SBAR]: 1,
                  [NP] -> [NP] [PRN] [VP]: 1,
                  [NP] -> [NP] [QP] [.]: 5,
                  [NP] -> [NP] [RB] [NP]: 1,
                  [NP] -> [NP] [RRC]: 5,
                  [NP] -> [NP] [S-NOM]: 1,
                  [NP] -> [NP] [SBAR-LOC]: 9,
                  [NP] -> [NP] [SBAR-PRP]: 7,
                  [NP] -> [NP] [SBAR-TMP]: 4,
                  [NP] -> [NP] [SBAR]: 326,
                  [NP] -> [NP] [SBAR] [,] ['']: 1,
                  [NP] -> [NP] [SBAR] [,] [PP]: 2,
                  [NP] -> [NP] [SBAR] [.]: 1,
                  [NP] -> [NP] [SBAR] [PP]: 4,
                  [NP] -> [NP] [SBAR] [SBAR]: 1,
                  [NP] -> [NP] [TO] [NP]: 1,
                  [NP] -> [NP] [UCP]: 1,
                  [NP] -> [NP] [VBG] [NN]: 2,
                  [NP] -> [NP] [VBN] [NNP] [NN]: 1,
                  [NP] -> [NP] [VBN] [NNS]: 1,
                  [NP] -> [NP] [VBN] [NN] [NNS]: 1,
                  [NP] -> [NP] [VBN] [QP] [-NONE-]: 1,
                  [NP] -> [NP] [VP]: 211,
                  [NP] -> [NP] [VP] [.]: 4,
                  [NP] -> [NP] [VP] [PP-LOC]: 1,
                  [NP] -> [NP] [VP] [PP]: 3,
                  [NP] -> [NP] [VP] [SBAR]: 4,
                  [NP] -> [NP] [``] [JJ] [NNS]: 1,
                  [NP] -> [NP] [``] [S-TTL]: 1,
                  [NP] -> [NP] [``] [VP]: 1,
                  [NP] -> [NX-TTL] [NNS] [POS]: 1,
                  [NP] -> [PDT] [DT]: 3,
                  [NP] -> [PDT] [DT] [JJ] [NN]: 1,
                  [NP] -> [PDT] [DT] [NNS]: 1,
                  [NP] -> [PDT] [DT] [NN]: 4,
                  [NP] -> [PDT] [DT] [NN] [NN]: 1,
                  [NP] -> [PDT] [PRP$] [NNS]: 2,
                  [NP] -> [PP-LOC=1] [PP-DIR=2]: 1,
                  [NP] -> [PRP$]: 1,
                  [NP] -> [PRP$] [ADJP] [JJ] [NN]: 2,
                  [NP] -> [PRP$] [ADJP] [NN]: 1,
                  [NP] -> [PRP$] [ADJP] [NN] [NN]: 3,
                  [NP] -> [PRP$] [CD] [CC] [CD]: 1,
                  [NP] -> [PRP$] [CD] [JJR] [NNS]: 1,
                  [NP] -> [PRP$] [CD] [NNP]: 1,
                  [NP] -> [PRP$] [CD] [NNS]: 5,
                  [NP] -> [PRP$] [CD] [NN]: 1,
                  [NP] -> [PRP$] [CD] [NN] [NNS]: 2,
                  [NP] -> [PRP$] [IN] [NNS]: 1,
                  [NP] -> [PRP$] [JJR] [NN]: 1,
                  [NP] -> [PRP$] [JJS]: 1,
                  [NP] -> [PRP$] [JJS] [JJ] [NNS]: 1,
                  [NP] -> [PRP$] [JJS] [NNS]: 1,
                  [NP] -> [PRP$] [JJS] [NN]: 2,
                  [NP] -> [PRP$] [JJS] [NN] [NN]: 1,
                  [NP] -> [PRP$] [JJ]: 3,
                  [NP] -> [PRP$] [JJ] [ADJP] [NN]: 3,
                  [NP] -> [PRP$] [JJ] [CD] [NNS]: 1,
                  [NP] -> [PRP$] [JJ] [CD] [NN]: 1,
                  [NP] -> [PRP$] [JJ] [JJ] [NNS]: 4,
                  [NP] -> [PRP$] [JJ] [JJ] [NN]: 2,
                  [NP] -> [PRP$] [JJ] [NNP] [NNP]: 1,
                  [NP] -> [PRP$] [JJ] [NNP] [NN]: 2,
                  [NP] -> [PRP$] [JJ] [NNS]: 30,
                  [NP] -> [PRP$] [JJ] [NN]: 57,
                  [NP] -> [PRP$] [JJ] [NN] [NNS]: 2,
                  [NP] -> [PRP$] [JJ] [NN] [NN]: 4,
                  [NP] -> [PRP$] [JJ] [NN] [POS]: 1,
                  [NP] -> [PRP$] [JJ] [NN] [S]: 1,
                  [NP] -> [PRP$] [JJ] [NP] [NN]: 1,
                  [NP] -> [PRP$] [JJ] [VBG] [NNS]: 1,
                  [NP] -> [PRP$] [JJ] [VBG] [NN]: 1,
                  [NP] -> [PRP$] [JJ] [VBN] [NNS]: 1,
                  [NP] -> [PRP$] [NAC-LOC] [NN]: 1,
                  [NP] -> [PRP$] [NNP]: 2,
                  [NP] -> [PRP$] [NNP] [CD] [NN]: 2,
                  [NP] -> [PRP$] [NNP] [NNP] [NNP]: 3,
                  [NP] -> [PRP$] [NNP] [NNP] [NNS]: 2,
                  [NP] -> [PRP$] [NNP] [NNP] [NN]: 3,
                  [NP] -> [PRP$] [NNP] [NNS]: 2,
                  [NP] -> [PRP$] [NNP] [NN]: 2,
                  [NP] -> [PRP$] [NNP] [NN] [NN]: 2,
                  [NP] -> [PRP$] [NNS]: 100,
                  [NP] -> [PRP$] [NNS] [CC] [NNS]: 3,
                  [NP] -> [PRP$] [NNS] [NN]: 1,
                  [NP] -> [PRP$] [NNS] [POS]: 2,
                  [NP] -> [PRP$] [NNS] [S]: 2,
                  [NP] -> [PRP$] [NN]: 158,
                  [NP] -> [PRP$] [NN] [CC] [NN]: 1,
                  [NP] -> [PRP$] [NN] [NNS]: 13,
                  [NP] -> [PRP$] [NN] [NNS] [NN]: 2,
                  [NP] -> [PRP$] [NN] [NN]: 25,
                  [NP] -> [PRP$] [NN] [NN] [NNS]: 4,
                  [NP] -> [PRP$] [NN] [NN] [NN]: 3,
                  [NP] -> [PRP$] [NN] [POS]: 4,
                  [NP] -> [PRP$] [NN] [S]: 6,
                  [NP] -> [PRP$] [NP]: 1,
                  [NP] -> [PRP$] [NX-TTL] [JJ] [NNS]: 1,
                  [NP] -> [PRP$] [NX]: 3,
                  [NP] -> [PRP$] [PRN] [NN]: 1,
                  [NP] -> [PRP$] [QP] [NNS]: 1,
                  [NP] -> [PRP$] [UCP] [NN]: 1,
                  [NP] -> [PRP$] [VBG] [JJ] [NNS]: 1,
                  [NP] -> [PRP$] [VBN] [NNS] [NN]: 1,
                  [NP] -> [PRP$] [VBN] [NN]: 1,
                  [NP] -> [PRP$] [``] [NX-TTL]: 1,
                  [NP] -> [PRP]: 249,
                  [NP] -> [PRP] [NN]: 1,
                  [NP] -> [PRP] [NN] [NN]: 1,
                  [NP] -> [QP]: 34,
                  [NP] -> [QP] [-NONE-]: 226,
                  [NP] -> [QP] [-NONE-] [QP]: 2,
                  [NP] -> [QP] [DT] [JJ] [NN]: 1,
                  [NP] -> [QP] [DT] [NN]: 1,
                  [NP] -> [QP] [JJ] [NNS]: 12,
                  [NP] -> [QP] [JJ] [NN]: 1,
                  [NP] -> [QP] [NNP] [NNP] [NNS]: 1,
                  [NP] -> [QP] [NNP] [NNS]: 2,
                  [NP] -> [QP] [NNP] [NN]: 1,
                  [NP] -> [QP] [NNS]: 66,
                  [NP] -> [QP] [NNS] [NN]: 1,
                  [NP] -> [QP] [NN]: 36,
                  [NP] -> [QP] [NN] [NNS]: 4,
                  [NP] -> [QP] [NN] [NN]: 1,
                  [NP] -> [QP] [NN] [NN] [NNS]: 1,
                  [NP] -> [QP] [PRP$] [NN] [NN]: 1,
                  [NP] -> [QP] [VBN] [NNS]: 2,
                  [NP] -> [RBR]: 3,
                  [NP] -> [RBS]: 2,
                  [NP] -> [RB]: 17,
                  [NP] -> [RB] [CD]: 3,
                  [NP] -> [RB] [CD] [NNS]: 2,
                  [NP] -> [RB] [CD] [NN]: 2,
                  [NP] -> [RB] [DT]: 5,
                  [NP] -> [RB] [DT] [ADJP] [NNS]: 1,
                  [NP] -> [RB] [DT] [CD]: 1,
                  [NP] -> [RB] [DT] [JJ]: 1,
                  [NP] -> [RB] [DT] [JJ] [NNS]: 3,
                  [NP] -> [RB] [DT] [JJ] [NN]: 7,
                  [NP] -> [RB] [DT] [NNS]: 1,
                  [NP] -> [RB] [DT] [NN]: 5,
                  [NP] -> [RB] [DT] [QP] [NNS]: 1,
                  [NP] -> [RB] [DT] [VBG] [NNS]: 1,
                  [NP] -> [RB] [JJR]: 3,
                  [NP] -> [RB] [JJR] [NNS]: 1,
                  [NP] -> [RB] [JJ]: 3,
                  [NP] -> [RB] [JJ] [DT] [NN]: 2,
                  [NP] -> [RB] [JJ] [NNS]: 3,
                  [NP] -> [RB] [JJ] [NN]: 2,
                  [NP] -> [RB] [NNPS]: 1,
                  [NP] -> [RB] [NNP]: 1,
                  [NP] -> [RB] [NNS]: 3,
                  [NP] -> [RB] [NN]: 3,
                  [NP] -> [RB] [NN] [NNS]: 2,
                  [NP] -> [RB] [RB]: 1,
                  [NP] -> [S-NOM] [,] [NP]: 1,
                  [NP] -> [S-NOM] [CC] [NP]: 1,
                  [NP] -> [SBAR-NOM] [CC] [NP]: 1,
                  [NP] -> [UCP] [NNS]: 1,
                  [NP] -> [UCP] [NN]: 1,
                  [NP] -> [VBG]: 10,
                  [NP] -> [VBG] [CC] [NN]: 1,
                  [NP] -> [VBG] [JJ] [NNS]: 1,
                  [NP] -> [VBG] [JJ] [NN]: 1,
                  [NP] -> [VBG] [NNS]: 15,
                  [NP] -> [VBG] [NNS] [.]: 1,
                  [NP] -> [VBG] [NN]: 8,
                  [NP] -> [VBG] [NN] [NNS]: 2,
                  [NP] -> [VBG] [NX]: 1,
                  [NP] -> [VBN] [JJ] [NNS]: 1,
                  [NP] -> [VBN] [JJ] [NN]: 3,
                  [NP] -> [VBN] [NNS]: 14,
                  [NP] -> [VBN] [NNS] [NNS]: 1,
                  [NP] -> [VBN] [NN]: 10,
                  [NP] -> [VBN] [NN] [NNS]: 7,
                  [NP] -> [VBN] [NN] [NN]: 1,
                  [NP] -> [VBZ] [S]: 1,
                  [NP] -> [VB]: 2,
                  [NP] -> [VB] [NNS]: 2,
                  [NP] -> [VB] [NN]: 2,
                  [NP] -> [WDT]: 1,
                  [NP] -> [WP] [RB]: 1,
                  [NP] -> [``] [JJ] [''] [NNS]: 2,
                  [NP] -> [``] [NNP] [''] [NNS]: 1,
                  [NP] -> [``] [NN]: 1,
                  [NP] -> [``] [NN] [''] [NNS]: 1,
                  [NP] -> [``] [NP-TTL] [''] [PRN]: 2,
                  [NP] -> [``] [NP] [''] [PP-LOC]: 1,
                  [NP] -> [``] [NP] [''] [SBAR]: 1,
                  [NP] -> [``] [NP] [NN] ['']: 1,
                  [NP] -> [``] [QP] [''] [NNS]: 1}),
     [NX-1]: defaultdict(int, {[NX-1] -> [NNS]: 1, [NX-1] -> [NP] [SBAR]: 1}),
     [NX-TTL]: defaultdict(int,
                 {[NX-TTL] -> [NNP]: 1,
                  [NX-TTL] -> [NNP] [NNPS]: 1,
                  [NX-TTL] -> [NNP] [NNP]: 1,
                  [NX-TTL] -> [NNP] [NNP] [NNP]: 3,
                  [NX-TTL] -> [NP]: 1,
                  [NX-TTL] -> [NP] [PP]: 3}),
     [NX]: defaultdict(int,
                 {[NX] -> [-NONE-]: 4,
                  [NX] -> [DT] [JJ] [NN]: 1,
                  [NX] -> [DT] [NN]: 1,
                  [NX] -> [JJS] [JJ] [NN]: 1,
                  [NX] -> [JJS] [NN]: 1,
                  [NX] -> [JJS] [NN] [NN]: 1,
                  [NX] -> [JJ] [JJ] [NNS]: 1,
                  [NX] -> [JJ] [JJ] [NN]: 1,
                  [NX] -> [JJ] [NNS]: 5,
                  [NX] -> [JJ] [NN]: 5,
                  [NX] -> [JJ] [NN] [NNS]: 1,
                  [NX] -> [JJ] [NN] [NN]: 2,
                  [NX] -> [NNP] [NNP]: 1,
                  [NX] -> [NNP] [NNP] [NNP]: 1,
                  [NX] -> [NNP] [NNP] [NN]: 1,
                  [NX] -> [NNP] [NN]: 1,
                  [NX] -> [NNS]: 12,
                  [NX] -> [NNS] [NN]: 1,
                  [NX] -> [NN]: 14,
                  [NX] -> [NN] [JJ] [NN]: 1,
                  [NX] -> [NN] [NNS]: 5,
                  [NX] -> [NN] [NN]: 11,
                  [NX] -> [NN] [NN] [NN]: 1,
                  [NX] -> [NN] [VBG] [NN]: 1,
                  [NX] -> [NX-TTL] [CC] [NX-TTL]: 2,
                  [NX] -> [NX] [CC] [NX]: 21,
                  [NX] -> [NX] [CC] [NX] [PP-1]: 1,
                  [NX] -> [NX] [PP]: 3,
                  [NX] -> [VBN] [NNS]: 1}),
     [PDT]: defaultdict(int,
                 {[PDT] -> '<unk>': 1.0,
                  [PDT] -> 'Such': 3.0,
                  [PDT] -> 'all': 15.0,
                  [PDT] -> 'both': 3.0,
                  [PDT] -> 'half': 5.0,
                  [PDT] -> 'such': 5.0}),
     [POS]: defaultdict(int,
                 {[POS] -> ''': 53.0,
                  [POS] -> ''s': 548.0,
                  [POS] -> '<unk>': 1.0}),
     [PP-1]: defaultdict(int,
                 {[PP-1] -> [ADVP] [IN] [NP]: 1,
                  [PP-1] -> [IN] [NP]: 13,
                  [PP-1] -> [IN] [PP-LOC]: 1,
                  [PP-1] -> [IN] [PP-TMP]: 1,
                  [PP-1] -> [JJ] [IN] [NP]: 1,
                  [PP-1] -> [TO] [NP]: 1,
                  [PP-1] -> [VBG] [NP]: 1,
                  [PP-1] -> [VBN] [PP]: 1}),
     [PP-2]: defaultdict(int,
                 {[PP-2] -> [IN] [NP]: 5,
                  [PP-2] -> [IN] [PP]: 1,
                  [PP-2] -> [IN] [S-NOM]: 1,
                  [PP-2] -> [IN] [SBAR-NOM]: 1,
                  [PP-2] -> [IN] [``] [NP]: 1}),
     [PP-3]: defaultdict(int,
                 {[PP-3] -> [IN] [NP]: 2,
                  [PP-3] -> [RB] [IN] [NP]: 1,
                  [PP-3] -> [TO] [NP]: 1}),
     [PP-BNF]: defaultdict(int, {[PP-BNF] -> [IN] [NP]: 6}),
     [PP-CLR-2]: defaultdict(int,
                 {[PP-CLR-2] -> [IN] [NP]: 1, [PP-CLR-2] -> [TO] [NP]: 1}),
     [PP-CLR-LOC]: defaultdict(int, {[PP-CLR-LOC] -> [IN] [NP]: 2}),
     [PP-CLR=2]: defaultdict(int, {[PP-CLR=2] -> [TO] [NP]: 1}),
     [PP-CLR]: defaultdict(int,
                 {[PP-CLR] -> [-NONE-]: 3,
                  [PP-CLR] -> [ADVP] [IN] [NP]: 4,
                  [PP-CLR] -> [IN]: 1,
                  [PP-CLR] -> [IN] [''] [NP]: 1,
                  [PP-CLR] -> [IN] [ADJP]: 6,
                  [PP-CLR] -> [IN] [ADVP-TMP]: 1,
                  [PP-CLR] -> [IN] [NP-2]: 1,
                  [PP-CLR] -> [IN] [NP]: 636,
                  [PP-CLR] -> [IN] [PP]: 2,
                  [PP-CLR] -> [IN] [S-NOM]: 54,
                  [PP-CLR] -> [IN] [SBAR-NOM]: 9,
                  [PP-CLR] -> [IN] [SBAR]: 3,
                  [PP-CLR] -> [IN] [``] [NP-TTL]: 1,
                  [PP-CLR] -> [IN] [``] [NP]: 4,
                  [PP-CLR] -> [IN] [``] [NP] ['']: 3,
                  [PP-CLR] -> [IN] [``] [S-NOM]: 1,
                  [PP-CLR] -> [PP] [,] [ADVP] [PP]: 1,
                  [PP-CLR] -> [PP] [,] [CC] [PP]: 2,
                  [PP-CLR] -> [PP] [CC] [PP]: 1,
                  [PP-CLR] -> [PP] [CONJP] [PP]: 1,
                  [PP-CLR] -> [PP] [PP]: 3,
                  [PP-CLR] -> [PP] [PP] [PP]: 1,
                  [PP-CLR] -> [RB] [ADJP]: 2,
                  [PP-CLR] -> [RB] [NP]: 3,
                  [PP-CLR] -> [RB] [PP] [CC] [PP]: 1,
                  [PP-CLR] -> [RP] [NP]: 1,
                  [PP-CLR] -> [RP] [S-NOM]: 1,
                  [PP-CLR] -> [TO] [NP-1]: 1,
                  [PP-CLR] -> [TO] [NP]: 181,
                  [PP-CLR] -> [TO] [S-NOM]: 1}),
     [PP-DIR-2]: defaultdict(int,
                 {[PP-DIR-2] -> [IN] [NP]: 1, [PP-DIR-2] -> [TO] [NP]: 1}),
     [PP-DIR-3]: defaultdict(int, {[PP-DIR-3] -> [TO] [NP]: 1}),
     [PP-DIR-CLR]: defaultdict(int,
                 {[PP-DIR-CLR] -> [IN] [NP]: 5,
                  [PP-DIR-CLR] -> [IN] [PP]: 1,
                  [PP-DIR-CLR] -> [TO] [NP]: 5}),
     [PP-DIR=2]: defaultdict(int, {[PP-DIR=2] -> [IN] [NP]: 1}),
     [PP-DIR]: defaultdict(int,
                 {[PP-DIR] -> [-NONE-]: 2,
                  [PP-DIR] -> [ADVP] [IN] [NP]: 1,
                  [PP-DIR] -> [ADVP] [IN] [SBAR-NOM]: 1,
                  [PP-DIR] -> [IN] [ADVP-TMP]: 2,
                  [PP-DIR] -> [IN] [CC] [IN] [NP]: 1,
                  [PP-DIR] -> [IN] [NP-TMP]: 1,
                  [PP-DIR] -> [IN] [NP]: 125,
                  [PP-DIR] -> [IN] [NP] [ADVP-TMP]: 1,
                  [PP-DIR] -> [IN] [NP] [NP-TMP]: 1,
                  [PP-DIR] -> [IN] [NP] [PP-TMP]: 2,
                  [PP-DIR] -> [IN] [PP]: 1,
                  [PP-DIR] -> [PP] [CC] [PP]: 1,
                  [PP-DIR] -> [PP] [PP]: 1,
                  [PP-DIR] -> [PP] [PP] [NP-ADV-1]: 1,
                  [PP-DIR] -> [TO] [NP]: 151,
                  [PP-DIR] -> [TO] [NP] [PP-TMP]: 1,
                  [PP-DIR] -> [TO] [VP]: 1}),
     [PP-DTV]: defaultdict(int,
                 {[PP-DTV] -> [PP] [,] [CC] [PP]: 1, [PP-DTV] -> [TO] [NP]: 17}),
     [PP-EXT]: defaultdict(int, {[PP-EXT] -> [IN] [NP]: 11}),
     [PP-LGS]: defaultdict(int, {[PP-LGS] -> [IN] [NP]: 2}),
     [PP-LOC-1]: defaultdict(int, {[PP-LOC-1] -> [IN] [NP]: 1}),
     [PP-LOC-CLR-TPC-1]: defaultdict(int, {[PP-LOC-CLR-TPC-1] -> [IN] [NP]: 1}),
     [PP-LOC-CLR]: defaultdict(int,
                 {[PP-LOC-CLR] -> [-NONE-]: 2,
                  [PP-LOC-CLR] -> [IN] [NP]: 47,
                  [PP-LOC-CLR] -> [JJ] [PP]: 1}),
     [PP-LOC-PRD-TPC-1]: defaultdict(int, {[PP-LOC-PRD-TPC-1] -> [IN] [NP]: 1}),
     [PP-LOC-PRD]: defaultdict(int,
                 {[PP-LOC-PRD] -> [-NONE-]: 2,
                  [PP-LOC-PRD] -> [ADVP] [IN] [NP]: 2,
                  [PP-LOC-PRD] -> [IN] [NP]: 28,
                  [PP-LOC-PRD] -> [RB] [IN] [NP]: 1}),
     [PP-LOC-TPC-1]: defaultdict(int, {[PP-LOC-TPC-1] -> [IN] [NP]: 1}),
     [PP-LOC=1]: defaultdict(int, {[PP-LOC=1] -> [IN] [NP]: 1}),
     [PP-LOC]: defaultdict(int,
                 {[PP-LOC] -> [-NONE-]: 10,
                  [PP-LOC] -> [ADVP-TMP] [IN] [NP]: 1,
                  [PP-LOC] -> [ADVP] [IN] [NP]: 11,
                  [PP-LOC] -> [DT] [IN] [NP]: 1,
                  [PP-LOC] -> [IN] [NP]: 943,
                  [PP-LOC] -> [IN] [NP] [:]: 1,
                  [PP-LOC] -> [IN] [PP]: 1,
                  [PP-LOC] -> [IN] [S-NOM]: 4,
                  [PP-LOC] -> [IN] [SBAR-NOM]: 1,
                  [PP-LOC] -> [IN] [``] [NP-TTL]: 1,
                  [PP-LOC] -> [NNP] [NP]: 1,
                  [PP-LOC] -> [NP-ADV] [IN] [NP]: 1,
                  [PP-LOC] -> [PP] [:] [JJ] [PP]: 1,
                  [PP-LOC] -> [PP] [CC] [PP]: 2,
                  [PP-LOC] -> [RB]: 1,
                  [PP-LOC] -> [RB] [IN] [NP]: 1}),
     [PP-MNR-1]: defaultdict(int, {[PP-MNR-1] -> [IN] [NP]: 1}),
     [PP-MNR-CLR]: defaultdict(int, {[PP-MNR-CLR] -> [IN] [NP]: 1}),
     [PP-MNR]: defaultdict(int,
                 {[PP-MNR] -> [-NONE-]: 1,
                  [PP-MNR] -> [ADVP] [IN] [NP]: 3,
                  [PP-MNR] -> [IN] [ADVP]: 1,
                  [PP-MNR] -> [IN] [NP]: 78,
                  [PP-MNR] -> [IN] [S-NOM]: 32,
                  [PP-MNR] -> [IN] [``] [NP] ['']: 2,
                  [PP-MNR] -> [PP] [PP]: 1}),
     [PP-PRD-LOC]: defaultdict(int,
                 {[PP-PRD-LOC] -> [ADVP] [IN] [NP]: 1,
                  [PP-PRD-LOC] -> [IN] [NP]: 4}),
     [PP-PRD]: defaultdict(int,
                 {[PP-PRD] -> [-NONE-]: 2,
                  [PP-PRD] -> [ADJP] [IN] [NP]: 1,
                  [PP-PRD] -> [ADVP] [IN] [NP]: 4,
                  [PP-PRD] -> [IN] [ADJP]: 1,
                  [PP-PRD] -> [IN] [ADVP]: 1,
                  [PP-PRD] -> [IN] [NP]: 45,
                  [PP-PRD] -> [IN] [PP]: 1,
                  [PP-PRD] -> [IN] [S-NOM]: 4,
                  [PP-PRD] -> [IN] [SBAR-NOM]: 1,
                  [PP-PRD] -> [JJ] [TO] [NP]: 1,
                  [PP-PRD] -> [NP-ADV] [IN] [NP]: 1,
                  [PP-PRD] -> [PP] [SBAR]: 1,
                  [PP-PRD] -> [RB] [IN] [NP]: 1,
                  [PP-PRD] -> [TO] [NP]: 1,
                  [PP-PRD] -> [VBN] [PP]: 1}),
     [PP-PRP]: defaultdict(int,
                 {[PP-PRP] -> [ADVP] [IN] [IN] [NP]: 2,
                  [PP-PRP] -> [IN] [IN] [NP]: 16,
                  [PP-PRP] -> [IN] [IN] [SBAR-NOM]: 1,
                  [PP-PRP] -> [IN] [NP]: 34,
                  [PP-PRP] -> [IN] [PP]: 1,
                  [PP-PRP] -> [IN] [S-NOM]: 3,
                  [PP-PRP] -> [JJ] [PP]: 2,
                  [PP-PRP] -> [RB] [IN] [NP]: 1}),
     [PP-PUT]: defaultdict(int,
                 {[PP-PUT] -> [IN] [NP]: 13, [PP-PUT] -> [IN] [PP]: 1}),
     [PP-TMP-2]: defaultdict(int, {[PP-TMP-2] -> [IN] [NP]: 1}),
     [PP-TMP-3]: defaultdict(int, {[PP-TMP-3] -> [IN] [NP]: 2}),
     [PP-TMP-CLR]: defaultdict(int, {[PP-TMP-CLR] -> [IN] [NP]: 6}),
     [PP-TMP-PRD]: defaultdict(int, {[PP-TMP-PRD] -> [IN] [NP]: 2}),
     [PP-TMP=2]: defaultdict(int, {[PP-TMP=2] -> [IN] [NP]: 1}),
     [PP-TMP=3]: defaultdict(int, {[PP-TMP=3] -> [IN] [NP]: 2}),
     [PP-TMP]: defaultdict(int,
                 {[PP-TMP] -> [-NONE-]: 4,
                  [PP-TMP] -> [ADVP] [IN] [NP]: 7,
                  [PP-TMP] -> [IN] [ADJP]: 3,
                  [PP-TMP] -> [IN] [ADVP]: 1,
                  [PP-TMP] -> [IN] [NP]: 595,
                  [PP-TMP] -> [IN] [S-NOM]: 17,
                  [PP-TMP] -> [NP-ADV] [IN] [NP]: 2,
                  [PP-TMP] -> [NP-EXT] [IN] [NP]: 1,
                  [PP-TMP] -> [NP] [IN] [NP]: 1,
                  [PP-TMP] -> [NP] [IN] [S-NOM]: 1,
                  [PP-TMP] -> [PP-DIR] [PP-DIR]: 2,
                  [PP-TMP] -> [PP] [,] [PP]: 3,
                  [PP-TMP] -> [PP] [PP]: 1,
                  [PP-TMP] -> [RB] [IN] [S-NOM]: 1,
                  [PP-TMP] -> [RB] [S-NOM]: 2,
                  [PP-TMP] -> [TO] [NP]: 2,
                  [PP-TMP] -> [VBG] [NP]: 8}),
     [PP-TPC-1]: defaultdict(int, {[PP-TPC-1] -> [IN] [NP]: 3}),
     [PP-TPC-2]: defaultdict(int, {[PP-TPC-2] -> [IN] [NP]: 2}),
     [PP-TPC]: defaultdict(int, {[PP-TPC] -> [IN] [NP]: 1}),
     [PP-TTL]: defaultdict(int, {[PP-TTL] -> [NNP] [NP]: 2}),
     [PP]: defaultdict(int,
                 {[PP] -> [-NONE-]: 49,
                  [PP] -> [ADVP-TMP] [IN] [NP]: 1,
                  [PP] -> [ADVP] [IN] [NP-LGS]: 1,
                  [PP] -> [ADVP] [IN] [NP]: 21,
                  [PP] -> [ADVP] [IN] [S-NOM]: 2,
                  [PP] -> [ADVP] [PP] [PP]: 1,
                  [PP] -> [ADVP] [TO] [NP]: 2,
                  [PP] -> [ADVP] [``] [IN] [NP]: 1,
                  [PP] -> [CC] [ADVP] [RB] [PP-TMP]: 1,
                  [PP] -> [CC] [NP]: 4,
                  [PP] -> [CC] [PP]: 1,
                  [PP] -> [DT] [PP] [CC] [PP]: 2,
                  [PP] -> [DT] [TO] [NP]: 1,
                  [PP] -> [IN]: 3,
                  [PP] -> [IN] [''] [NP]: 1,
                  [PP] -> [IN] [ADJP]: 4,
                  [PP] -> [IN] [ADVP-TMP]: 1,
                  [PP] -> [IN] [ADVP]: 4,
                  [PP] -> [IN] [ADVP] [S-NOM]: 1,
                  [PP] -> [IN] [CC] [IN] [NP]: 1,
                  [PP] -> [IN] [FRAG]: 1,
                  [PP] -> [IN] [IN] [NP]: 3,
                  [PP] -> [IN] [NP-LGS]: 172,
                  [PP] -> [IN] [NP-LGS] [SBAR]: 1,
                  [PP] -> [IN] [NP-LOC]: 1,
                  [PP] -> [IN] [NP-TTL]: 1,
                  [PP] -> [IN] [NP]: 3015,
                  [PP] -> [IN] [NP] [,]: 2,
                  [PP] -> [IN] [NP] [.]: 1,
                  [PP] -> [IN] [NP] [ADVP-TMP]: 2,
                  [PP] -> [IN] [NP] [NP-TMP]: 5,
                  [PP] -> [IN] [NP] [PP-TMP]: 3,
                  [PP] -> [IN] [PP-LOC]: 1,
                  [PP] -> [IN] [PP-TMP]: 3,
                  [PP] -> [IN] [PP]: 9,
                  [PP] -> [IN] [S-MNR]: 1,
                  [PP] -> [IN] [S-NOM]: 112,
                  [PP] -> [IN] [SBAR-LOC]: 1,
                  [PP] -> [IN] [SBAR-NOM]: 14,
                  [PP] -> [IN] [SBAR]: 2,
                  [PP] -> [IN] [UCP]: 1,
                  [PP] -> [IN] [``] [ADJP] ['']: 1,
                  [PP] -> [IN] [``] [NP-TTL] ['']: 3,
                  [PP] -> [IN] [``] [NP]: 3,
                  [PP] -> [IN] [``] [NP] ['']: 3,
                  [PP] -> [IN] [``] [S]: 1,
                  [PP] -> [JJ] [IN] [NP]: 25,
                  [PP] -> [JJ] [IN] [S-NOM]: 1,
                  [PP] -> [JJ] [NP]: 2,
                  [PP] -> [NN] [NP]: 1,
                  [PP] -> [NP-ADV] [IN] [NP]: 3,
                  [PP] -> [PP] [,] [PP]: 1,
                  [PP] -> [PP] [ADVP]: 2,
                  [PP] -> [PP] [CC] [PP]: 5,
                  [PP] -> [PP] [PP]: 3,
                  [PP] -> [RBR] [IN] [NP]: 1,
                  [PP] -> [RBR] [NP]: 1,
                  [PP] -> [RB] [IN] [NP]: 7,
                  [PP] -> [RB] [IN] [S-NOM]: 3,
                  [PP] -> [RB] [NP]: 2,
                  [PP] -> [RB] [RB] [IN] [NP]: 1,
                  [PP] -> [TO] [NP]: 242,
                  [PP] -> [TO] [S-NOM]: 9,
                  [PP] -> [VBG] [NP]: 26,
                  [PP] -> [VBG] [PP]: 33,
                  [PP] -> [VBG] [PRN] [NP]: 1,
                  [PP] -> [VBN] [IN] [NP]: 1,
                  [PP] -> [VBN] [PP]: 17}),
     [PRN]: defaultdict(int,
                 {[PRN] -> [,] [''] [SINV] [,]: 5,
                  [PRN] -> [,] [''] [S] [,]: 6,
                  [PRN] -> [,] [ADVP-MNR] [,]: 1,
                  [PRN] -> [,] [ADVP-TMP] [,]: 2,
                  [PRN] -> [,] [ADVP] [,]: 7,
                  [PRN] -> [,] [CC] [NP]: 1,
                  [PRN] -> [,] [CC] [PP-CLR]: 1,
                  [PRN] -> [,] [INTJ] [NP] [,]: 1,
                  [PRN] -> [,] [IN] [DT] [,]: 1,
                  [PRN] -> [,] [NP-1] [,]: 1,
                  [PRN] -> [,] [NP-SBJ] [VP] [,]: 12,
                  [PRN] -> [,] [PP-LOC] [,]: 2,
                  [PRN] -> [,] [PP-MNR] [,]: 1,
                  [PRN] -> [,] [PP-TMP] [,]: 2,
                  [PRN] -> [,] [PP]: 1,
                  [PRN] -> [,] [PP] [,]: 28,
                  [PRN] -> [,] [SBAR-ADV] [,]: 2,
                  [PRN] -> [,] [SBAR-LOC] [,]: 2,
                  [PRN] -> [,] [SBAR] [,]: 1,
                  [PRN] -> [,] [SINV] [,]: 4,
                  [PRN] -> [,] [S] [,]: 33,
                  [PRN] -> [-LRB-] [ADJP] [-RRB-]: 2,
                  [PRN] -> [-LRB-] [ADVP] [NP] [-RRB-]: 1,
                  [PRN] -> [-LRB-] [CC] [VP] [-RRB-]: 1,
                  [PRN] -> [-LRB-] [NP-LOC] [-RRB-]: 8,
                  [PRN] -> [-LRB-] [NP] [-RRB-]: 36,
                  [PRN] -> [-LRB-] [NP] [PP] [-RRB-]: 1,
                  [PRN] -> [-LRB-] [PP] [-RRB-]: 4,
                  [PRN] -> [-LRB-] [S-ADV] [-RRB-]: 1,
                  [PRN] -> [-LRB-] [SBAR-ADV] [-RRB-]: 2,
                  [PRN] -> [-LRB-] [S] [-RRB-]: 4,
                  [PRN] -> [-LRB-] [VP] [-RRB-]: 3,
                  [PRN] -> [:] [ADJP]: 1,
                  [PRN] -> [:] [ADJP] [:]: 1,
                  [PRN] -> [:] [ADVP] [NP]: 1,
                  [PRN] -> [:] [CC] [JJ] [:]: 1,
                  [PRN] -> [:] [CC] [NN] [:]: 1,
                  [PRN] -> [:] [CC] [NP] [:]: 2,
                  [PRN] -> [:] [NP-LOC] [PP-TMP]: 1,
                  [PRN] -> [:] [NP]: 9,
                  [PRN] -> [:] [NP] [:]: 12,
                  [PRN] -> [:] [NP] [PP-DIR] [:]: 1,
                  [PRN] -> [:] [NP] [PP] [:]: 1,
                  [PRN] -> [:] [PP-TMP] [:]: 1,
                  [PRN] -> [:] [PP]: 1,
                  [PRN] -> [:] [PP] [:]: 8,
                  [PRN] -> [:] [PP] [NP]: 1,
                  [PRN] -> [:] [S-ADV] [:]: 1,
                  [PRN] -> [:] [SBAR-SBJ] [:]: 1,
                  [PRN] -> [:] [SBAR]: 1,
                  [PRN] -> [:] [SBAR] [:]: 3,
                  [PRN] -> [:] [S]: 1,
                  [PRN] -> [:] [S] [:]: 4,
                  [PRN] -> [:] [VP] [:]: 2,
                  [PRN] -> [SBAR]: 1,
                  [PRN] -> [SINV]: 4,
                  [PRN] -> [SINV] [,]: 3,
                  [PRN] -> [S]: 2}),
     [PRP$]: defaultdict(int,
                 {[PRP$] -> '<unk>': 1.0,
                  [PRP$] -> 'Her': 6.0,
                  [PRP$] -> 'His': 6.0,
                  [PRP$] -> 'Its': 8.0,
                  [PRP$] -> 'My': 4.0,
                  [PRP$] -> 'Their': 5.0,
                  [PRP$] -> 'Your': 9.0,
                  [PRP$] -> 'her': 34.0,
                  [PRP$] -> 'his': 108.0,
                  [PRP$] -> 'its': 243.0,
                  [PRP$] -> 'my': 19.0,
                  [PRP$] -> 'our': 27.0,
                  [PRP$] -> 'their': 166.0,
                  [PRP$] -> 'your': 24.0}),
     [PRP]: defaultdict(int,
                 {[PRP] -> '<unk>': 1.0,
                  [PRP] -> 'He': 68.0,
                  [PRP] -> 'I': 105.0,
                  [PRP] -> 'IT': 3.0,
                  [PRP] -> 'It': 81.0,
                  [PRP] -> 'She': 22.0,
                  [PRP] -> 'They': 47.0,
                  [PRP] -> 'We': 46.0,
                  [PRP] -> 'You': 25.0,
                  [PRP] -> 'he': 197.0,
                  [PRP] -> 'her': 20.0,
                  [PRP] -> 'herself': 3.0,
                  [PRP] -> 'him': 14.0,
                  [PRP] -> 'himself': 8.0,
                  [PRP] -> 'it': 382.0,
                  [PRP] -> 'itself': 8.0,
                  [PRP] -> 'me': 11.0,
                  [PRP] -> 'one': 4.0,
                  [PRP] -> 'she': 77.0,
                  [PRP] -> 'them': 64.0,
                  [PRP] -> 'themselves': 13.0,
                  [PRP] -> 'they': 178.0,
                  [PRP] -> 'us': 26.0,
                  [PRP] -> 'we': 49.0,
                  [PRP] -> 'you': 66.0,
                  [PRP] -> 'yourself': 4.0}),
     [PRT]: defaultdict(int,
                 {[PRT] -> [IN]: 9,
                  [PRT] -> [JJ]: 1,
                  [PRT] -> [RBR]: 1,
                  [PRT] -> [RB]: 2,
                  [PRT] -> [RP]: 171}),
     [QP-1]: defaultdict(int, {[QP-1] -> [CC] [RB]: 1}),
     [QP]: defaultdict(int,
                 {[QP] -> [#] [CD] [CD]: 9,
                  [QP] -> [$] [CD] [CD]: 202,
                  [QP] -> [-NONE-]: 1,
                  [QP] -> [CC] [CD]: 2,
                  [QP] -> [CC] [JJR]: 4,
                  [QP] -> [CC] [RBR]: 1,
                  [QP] -> [CC] [RB]: 4,
                  [QP] -> [CD] [CC] [CD]: 2,
                  [QP] -> [CD] [CC] [JJR]: 1,
                  [QP] -> [CD] [CC] [RB]: 1,
                  [QP] -> [CD] [CD]: 55,
                  [QP] -> [CD] [IN] [CD]: 2,
                  [QP] -> [CD] [NNS]: 5,
                  [QP] -> [CD] [TO] [CD]: 9,
                  [QP] -> [DT] [$] [CD] [CD]: 2,
                  [QP] -> [DT] [CD]: 2,
                  [QP] -> [DT] [CD] [CD]: 1,
                  [QP] -> [DT] [JJ] [CD]: 1,
                  [QP] -> [DT] [NN] [IN] [CD]: 1,
                  [QP] -> [IN] [#] [CD] [CD]: 2,
                  [QP] -> [IN] [$] [CD]: 3,
                  [QP] -> [IN] [$] [CD] [CD]: 13,
                  [QP] -> [IN] [CD]: 23,
                  [QP] -> [IN] [CD] [CD]: 4,
                  [QP] -> [IN] [IN] [CD]: 1,
                  [QP] -> [IN] [JJS] [CD]: 4,
                  [QP] -> [IN] [JJS] [DT]: 1,
                  [QP] -> [IN] [JJS] [DT] [NN]: 1,
                  [QP] -> [IN] [TO] [$] [CD]: 1,
                  [QP] -> [IN] [TO] [CD]: 3,
                  [QP] -> [JJR] [IN] [$] [CD]: 3,
                  [QP] -> [JJR] [IN] [CD]: 23,
                  [QP] -> [JJR] [IN] [CD] [CD]: 3,
                  [QP] -> [JJR] [IN] [DT]: 2,
                  [QP] -> [JJR] [IN] [DT] [JJ]: 1,
                  [QP] -> [JJR] [IN] [PDT]: 1,
                  [QP] -> [JJ] [CD] [CD]: 2,
                  [QP] -> [JJ] [IN] [CD] [NNS]: 1,
                  [QP] -> [JJ] [NNS]: 2,
                  [QP] -> [RBR] [IN] [CD]: 7,
                  [QP] -> [RBR] [IN] [CD] [NNS]: 1,
                  [QP] -> [RBR] [IN] [DT]: 1,
                  [QP] -> [RB]: 1,
                  [QP] -> [RB] [$] [CD]: 4,
                  [QP] -> [RB] [$] [CD] [CD]: 10,
                  [QP] -> [RB] [CD]: 26,
                  [QP] -> [RB] [CD] [CD]: 5,
                  [QP] -> [RB] [DT]: 1,
                  [QP] -> [RB] [DT] [JJ]: 1,
                  [QP] -> [RB] [DT] [NN]: 2,
                  [QP] -> [RB] [IN] [CD]: 2,
                  [QP] -> [RB] [IN] [CD] [CD]: 1,
                  [QP] -> [RB] [JJR] [IN] [CD]: 1,
                  [QP] -> [RB] [JJ]: 1,
                  [QP] -> [RB] [JJ] [IN] [CD]: 4,
                  [QP] -> [RB] [JJ] [IN] [DT]: 1,
                  [QP] -> [RB] [NN]: 3,
                  [QP] -> [RB] [RB] [$] [CD]: 1,
                  [QP] -> [RB] [RB] [DT]: 1,
                  [QP] -> [RP] [CD]: 1}),
     [RBR]: defaultdict(int,
                 {[RBR] -> '<unk>': 1.0,
                  [RBR] -> 'More': 4.0,
                  [RBR] -> 'better': 9.0,
                  [RBR] -> 'closer': 3.0,
                  [RBR] -> 'drearier': 3.0,
                  [RBR] -> 'earlier': 10.0,
                  [RBR] -> 'further': 4.0,
                  [RBR] -> 'harder': 3.0,
                  [RBR] -> 'higher': 4.0,
                  [RBR] -> 'later': 4.0,
                  [RBR] -> 'less': 13.0,
                  [RBR] -> 'longer': 6.0,
                  [RBR] -> 'lower': 3.0,
                  [RBR] -> 'more': 76.0,
                  [RBR] -> 'never': 3.0,
                  [RBR] -> 'sooner': 3.0}),
     [RBS]: defaultdict(int,
                 {[RBS] -> '<unk>': 1.0,
                  [RBS] -> 'Most': 3.0,
                  [RBS] -> 'most': 30.0}),
     [RB]: defaultdict(int,
                 {[RB] -> '<unk>': 1.0,
                  [RB] -> 'Academically': 3.0,
                  [RB] -> 'Actually': 3.0,
                  [RB] -> 'After': 3.0,
                  [RB] -> 'Again': 3.0,
                  [RB] -> 'Almost': 3.0,
                  [RB] -> 'Already': 3.0,
                  [RB] -> 'Also': 10.0,
                  [RB] -> 'Altogether': 3.0,
                  [RB] -> 'Always': 3.0,
                  [RB] -> 'As': 3.0,
                  [RB] -> 'Back': 3.0,
                  [RB] -> 'Certainly': 3.0,
                  [RB] -> 'Currently': 6.0,
                  [RB] -> 'Even': 9.0,
                  [RB] -> 'Far': 3.0,
                  [RB] -> 'Financially': 3.0,
                  [RB] -> 'Frankly': 3.0,
                  [RB] -> 'Further': 4.0,
                  [RB] -> 'Here': 4.0,
                  [RB] -> 'However': 10.0,
                  [RB] -> 'Indeed': 7.0,
                  [RB] -> 'Instead': 6.0,
                  [RB] -> 'Invariably': 3.0,
                  [RB] -> 'Just': 6.0,
                  [RB] -> 'LATE': 3.0,
                  [RB] -> 'Late': 4.0,
                  [RB] -> 'Little': 3.0,
                  [RB] -> 'Maybe': 3.0,
                  [RB] -> 'Meanwhile': 8.0,
                  [RB] -> 'Moreover': 7.0,
                  [RB] -> 'Mostly': 3.0,
                  [RB] -> 'Much': 4.0,
                  [RB] -> 'Nevertheless': 4.0,
                  [RB] -> 'No': 3.0,
                  [RB] -> 'Nonetheless': 3.0,
                  [RB] -> 'Not': 9.0,
                  [RB] -> 'Now': 11.0,
                  [RB] -> 'Often': 3.0,
                  [RB] -> 'Once': 4.0,
                  [RB] -> 'Only': 6.0,
                  [RB] -> 'Particularly': 3.0,
                  [RB] -> 'Partly': 5.0,
                  [RB] -> 'Perhaps': 4.0,
                  [RB] -> 'Previously': 5.0,
                  [RB] -> 'Prior': 3.0,
                  [RB] -> 'Probably': 3.0,
                  [RB] -> 'Rather': 4.0,
                  [RB] -> 'Recently': 3.0,
                  [RB] -> 'Right': 3.0,
                  [RB] -> 'Separately': 4.0,
                  [RB] -> 'Shortly': 3.0,
                  [RB] -> 'Similarly': 5.0,
                  [RB] -> 'So': 13.0,
                  [RB] -> 'Some': 4.0,
                  [RB] -> 'Sometimes': 3.0,
                  [RB] -> 'Soon': 4.0,
                  [RB] -> 'Still': 6.0,
                  [RB] -> 'Sure': 3.0,
                  [RB] -> 'Then': 9.0,
                  [RB] -> 'Thus': 5.0,
                  [RB] -> 'Too': 4.0,
                  [RB] -> 'Totally': 3.0,
                  [RB] -> 'Traditionally': 3.0,
                  [RB] -> 'Typically': 4.0,
                  [RB] -> 'Unfortunately': 3.0,
                  [RB] -> 'Virtually': 3.0,
                  [RB] -> 'Yet': 5.0,
                  [RB] -> 'about': 29.0,
                  [RB] -> 'above': 4.0,
                  [RB] -> 'abroad': 4.0,
                  [RB] -> 'absolutely': 3.0,
                  [RB] -> 'accidentally': 3.0,
                  [RB] -> 'accurately': 3.0,
                  [RB] -> 'actively': 3.0,
                  [RB] -> 'actually': 4.0,
                  [RB] -> 'adequately': 3.0,
                  [RB] -> 'after': 3.0,
                  [RB] -> 'afterwards': 3.0,
                  [RB] -> 'again': 14.0,
                  [RB] -> 'aggressively': 4.0,
                  [RB] -> 'ago': 18.0,
                  [RB] -> 'ahead': 10.0,
                  [RB] -> 'alike': 3.0,
                  [RB] -> 'all': 4.0,
                  [RB] -> 'allegedly': 5.0,
                  [RB] -> 'almost': 18.0,
                  [RB] -> 'alone': 8.0,
                  [RB] -> 'already': 21.0,
                  [RB] -> 'also': 110.0,
                  [RB] -> 'alternatively': 3.0,
                  [RB] -> 'altogether': 3.0,
                  [RB] -> 'always': 17.0,
                  [RB] -> 'amazingly': 3.0,
                  [RB] -> 'annually': 6.0,
                  [RB] -> 'any': 4.0,
                  [RB] -> 'anytime': 3.0,
                  [RB] -> 'anyway': 3.0,
                  [RB] -> 'anywhere': 3.0,
                  [RB] -> 'apart': 3.0,
                  [RB] -> 'apiece': 3.0,
                  [RB] -> 'apparently': 10.0,
                  [RB] -> 'approximately': 4.0,
                  [RB] -> 'around': 4.0,
                  [RB] -> 'as': 40.0,
                  [RB] -> 'away': 15.0,
                  [RB] -> 'awfully': 3.0,
                  [RB] -> 'back': 16.0,
                  [RB] -> 'badly': 5.0,
                  [RB] -> 'basically': 6.0,
                  [RB] -> 'because': 4.0,
                  [RB] -> 'before': 8.0,
                  [RB] -> 'beforehand': 3.0,
                  [RB] -> 'below': 3.0,
                  [RB] -> 'brilliantly': 3.0,
                  [RB] -> 'broadly': 3.0,
                  [RB] -> 'but': 3.0,
                  [RB] -> 'by': 3.0,
                  [RB] -> 'carefully': 3.0,
                  [RB] -> 'cautiously': 3.0,
                  [RB] -> 'certainly': 5.0,
                  [RB] -> 'chiefly': 3.0,
                  [RB] -> 'clear': 3.0,
                  [RB] -> 'clearly': 7.0,
                  [RB] -> 'close': 4.0,
                  [RB] -> 'closely': 12.0,
                  [RB] -> 'completely': 3.0,
                  [RB] -> 'considerably': 5.0,
                  [RB] -> 'consistently': 4.0,
                  [RB] -> 'constantly': 5.0,
                  [RB] -> 'continually': 5.0,
                  [RB] -> 'continuously': 3.0,
                  [RB] -> 'currently': 20.0,
                  [RB] -> 'damn': 4.0,
                  [RB] -> 'darned': 3.0,
                  [RB] -> 'deeply': 3.0,
                  [RB] -> 'derisively': 3.0,
                  [RB] -> 'desperately': 3.0,
                  [RB] -> 'differently': 3.0,
                  [RB] -> 'directly': 7.0,
                  [RB] -> 'domestically': 3.0,
                  [RB] -> 'down': 20.0,
                  [RB] -> 'downright': 3.0,
                  [RB] -> 'downward': 3.0,
                  [RB] -> 'dramatically': 4.0,
                  [RB] -> 'drastically': 3.0,
                  [RB] -> 'duly': 4.0,
                  [RB] -> 'earlier': 4.0,
                  [RB] -> 'early': 9.0,
                  [RB] -> 'easily': 7.0,
                  [RB] -> 'editorially': 4.0,
                  [RB] -> 'effectively': 6.0,
                  [RB] -> 'either': 4.0,
                  [RB] -> 'else': 5.0,
                  [RB] -> 'elsewhere': 4.0,
                  [RB] -> 'enormously': 3.0,
                  [RB] -> 'enough': 11.0,
                  [RB] -> 'entirely': 6.0,
                  [RB] -> 'equally': 6.0,
                  [RB] -> 'especially': 9.0,
                  [RB] -> 'essentially': 6.0,
                  [RB] -> 'even': 61.0,
                  [RB] -> 'evenly': 4.0,
                  [RB] -> 'eventually': 7.0,
                  [RB] -> 'ever': 9.0,
                  [RB] -> 'everywhere': 4.0,
                  [RB] -> 'exactly': 3.0,
                  [RB] -> 'exceedingly': 3.0,
                  [RB] -> 'exceptionally': 4.0,
                  [RB] -> 'excessively': 3.0,
                  [RB] -> 'exclusively': 3.0,
                  [RB] -> 'expressly': 3.0,
                  [RB] -> 'extremely': 3.0,
                  [RB] -> 'fairly': 6.0,
                  [RB] -> 'far': 26.0,
                  [RB] -> 'fast': 3.0,
                  [RB] -> 'faultlessly': 3.0,
                  [RB] -> 'favorably': 3.0,
                  [RB] -> 'federally': 3.0,
                  [RB] -> 'finally': 5.0,
                  [RB] -> 'financially': 4.0,
                  [RB] -> 'fine': 3.0,
                  [RB] -> 'first': 10.0,
                  [RB] -> 'flat': 3.0,
                  [RB] -> 'for': 3.0,
                  [RB] -> 'formerly': 4.0,
                  [RB] -> 'forward': 6.0,
                  [RB] -> 'fractionally': 4.0,
                  [RB] -> 'frankly': 3.0,
                  [RB] -> 'free': 3.0,
                  [RB] -> 'frequently': 6.0,
                  [RB] -> 'fully': 11.0,
                  [RB] -> 'fundamentally': 3.0,
                  [RB] -> 'further': 4.0,
                  [RB] -> 'generally': 10.0,
                  [RB] -> 'globally': 3.0,
                  [RB] -> 'gradually': 3.0,
                  [RB] -> 'greatly': 5.0,
                  [RB] -> 'hard': 7.0,
                  [RB] -> 'hardly': 6.0,
                  [RB] -> 'harshly': 4.0,
                  [RB] -> 'heavily': 7.0,
                  [RB] -> 'here': 19.0,
                  [RB] -> 'high': 4.0,
                  [RB] -> 'highly': 11.0,
                  [RB] -> 'historically': 5.0,
                  [RB] -> 'hither': 3.0,
                  [RB] -> 'home': 3.0,
                  [RB] -> 'honorably': 3.0,
                  [RB] -> 'hopefully': 5.0,
                  [RB] -> 'however': 21.0,
                  [RB] -> 'hydraulically': 3.0,
                  [RB] -> 'illegally': 3.0,
                  [RB] -> 'immediately': 4.0,
                  [RB] -> 'in': 4.0,
                  [RB] -> 'inaccurately': 3.0,
                  [RB] -> 'increasingly': 6.0,
                  [RB] -> 'indeed': 5.0,
                  [RB] -> 'indefinitely': 3.0,
                  [RB] -> 'informally': 3.0,
                  [RB] -> 'inherently': 3.0,
                  [RB] -> 'initially': 7.0,
                  [RB] -> 'instead': 9.0,
                  [RB] -> 'intimately': 3.0,
                  [RB] -> 'invariably': 3.0,
                  [RB] -> 'jointly': 9.0,
                  [RB] -> 'just': 38.0,
                  [RB] -> 'laboriously': 3.0,
                  [RB] -> 'largely': 6.0,
                  [RB] -> 'last': 3.0,
                  [RB] -> 'late': 4.0,
                  [RB] -> 'lately': 3.0,
                  [RB] -> 'likely': 3.0,
                  [RB] -> 'little': 9.0,
                  [RB] -> 'locally': 3.0,
                  [RB] -> 'long': 13.0,
                  [RB] -> 'longer': 3.0,
                  [RB] -> 'low': 3.0,
                  [RB] -> 'madly': 3.0,
                  [RB] -> 'mainly': 5.0,
                  [RB] -> 'manually': 4.0,
                  [RB] -> 'marginally': 3.0,
                  [RB] -> 'marvelously': 3.0,
                  [RB] -> 'maybe': 3.0,
                  [RB] -> 'meanwhile': 7.0,
                  [RB] -> 'mechanically': 3.0,
                  [RB] -> 'mentally': 4.0,
                  [RB] -> 'merely': 6.0,
                  [RB] -> 'mistakenly': 3.0,
                  [RB] -> 'moderately': 4.0,
                  [RB] -> 'modestly': 5.0,
                  [RB] -> 'moreover': 3.0,
                  [RB] -> 'mostly': 5.0,
                  [RB] -> 'much': 31.0,
                  [RB] -> 'n't': 272.0,
                  [RB] -> 'namely': 4.0,
                  [RB] -> 'narrowly': 3.0,
                  [RB] -> 'nearby': 3.0,
                  [RB] -> 'nearly': 17.0,
                  [RB] -> 'necessarily': 4.0,
                  [RB] -> 'never': 22.0,
                  [RB] -> 'newly': 4.0,
                  [RB] -> 'newsweekly': 3.0,
                  [RB] -> 'no': 11.0,
                  [RB] -> 'nonetheless': 3.0,
                  [RB] -> 'normally': 5.0,
                  [RB] -> 'not': 122.0,
                  [RB] -> 'notably': 5.0,
                  [RB] -> 'now': 53.0,
                  [RB] -> 'nowhere': 4.0,
                  [RB] -> 'obviously': 4.0,
                  [RB] -> 'occasionally': 3.0,
                  [RB] -> 'off': 4.0,
                  [RB] -> 'officially': 9.0,
                  [RB] -> 'often': 24.0,
                  [RB] -> 'on': 3.0,
                  [RB] -> 'once': 14.0,
                  [RB] -> 'only': 57.0,
                  [RB] -> 'openly': 4.0,
                  [RB] -> 'originally': 4.0,
                  [RB] -> 'out': 5.0,
                  [RB] -> 'over': 4.0,
                  [RB] -> 'overseas': 5.0,
                  [RB] -> 'p.m': 4.0,
                  [RB] -> 'partially': 3.0,
                  [RB] -> 'particularly': 13.0,
                  [RB] -> 'partly': 9.0,
                  [RB] -> 'perfectly': 4.0,
                  [RB] -> 'perhaps': 11.0,
                  [RB] -> 'personally': 3.0,
                  [RB] -> 'plus': 3.0,
                  [RB] -> 'politely': 3.0,
                  [RB] -> 'poorly': 6.0,
                  [RB] -> 'possibly': 7.0,
                  [RB] -> 'potentially': 3.0,
                  [RB] -> 'precisely': 6.0,
                  [RB] -> 'predictably': 3.0,
                  [RB] -> 'presumably': 4.0,
                  [RB] -> 'pretty': 9.0,
                  [RB] -> 'previously': 11.0,
                  [RB] -> 'primarily': 5.0,
                  [RB] -> 'prior': 3.0,
                  [RB] -> 'privately': 8.0,
                  [RB] -> 'probably': 13.0,
                  [RB] -> 'profitably': 4.0,
                  [RB] -> 'prominently': 3.0,
                  [RB] -> 'promptly': 4.0,
                  [RB] -> 'properly': 3.0,
                  [RB] -> 'prospectively': 3.0,
                  [RB] -> 'publicly': 11.0,
                  [RB] -> 'purely': 3.0,
                  [RB] -> 'quickly': 13.0,
                  [RB] -> 'quite': 6.0,
                  [RB] -> 'radically': 3.0,
                  [RB] -> 'rapidly': 8.0,
                  [RB] -> 'rarely': 3.0,
                  [RB] -> 'rather': 14.0,
                  [RB] -> 'really': 11.0,
                  [RB] -> 'recently': 21.0,
                  [RB] -> 'relatively': 9.0,
                  [RB] -> 'relentlessly': 3.0,
                  [RB] -> 'repeatedly': 3.0,
                  [RB] -> 'reportedly': 3.0,
                  [RB] -> 'rhythmically': 3.0,
                  [RB] -> 'right': 5.0,
                  [RB] -> 'robustly': 3.0,
                  [RB] -> 'roughly': 8.0,
                  [RB] -> 'scarcely': 3.0,
                  [RB] -> 'scrupulously': 3.0,
                  [RB] -> 'seasonally': 4.0,
                  [RB] -> 'separately': 3.0,
                  [RB] -> 'seriously': 5.0,
                  [RB] -> 'sharply': 12.0,
                  [RB] -> 'short': 4.0,
                  [RB] -> 'shortly': 6.0,
                  [RB] -> 'significantly': 4.0,
                  [RB] -> 'simply': 6.0,
                  [RB] -> 'simultaneously': 3.0,
                  [RB] -> 'single-handedly': 4.0,
                  [RB] -> 'skyward': 3.0,
                  [RB] -> 'slightly': 6.0,
                  [RB] -> 'slow': 3.0,
                  [RB] -> 'slowly': 5.0,
                  [RB] -> 'smartly': 3.0,
                  [RB] -> 'smoothly': 3.0,
                  [RB] -> 'so': 51.0,
                  [RB] -> 'solely': 3.0,
                  [RB] -> 'somehow': 3.0,
                  [RB] -> 'sometimes': 9.0,
                  [RB] -> 'soon': 10.0,
                  [RB] -> 'sooner': 3.0,
                  [RB] -> 'spectacularly': 3.0,
                  [RB] -> 'steadily': 3.0,
                  [RB] -> 'still': 30.0,
                  [RB] -> 'stocks': 3.0,
                  [RB] -> 'straight': 4.0,
                  [RB] -> 'strictly': 3.0,
                  [RB] -> 'stringently': 3.0,
                  [RB] -> 'strongly': 4.0,
                  [RB] -> 'structurally': 3.0,
                  [RB] -> 'studiously': 3.0,
                  [RB] -> 'substantially': 7.0,
                  [RB] -> 'successfully': 3.0,
                  [RB] -> 'suddenly': 4.0,
                  [RB] -> 'sufficiently': 3.0,
                  [RB] -> 'supposedly': 4.0,
                  [RB] -> 'sure': 3.0,
                  [RB] -> 'surely': 3.0,
                  [RB] -> 'surprisingly': 5.0,
                  [RB] -> 'surreptitiously': 3.0,
                  [RB] -> 'swiftly': 5.0,
                  [RB] -> 'technically': 3.0,
                  [RB] -> 'temporarily': 5.0,
                  [RB] -> 'tenfold': 3.0,
                  [RB] -> 'tentatively': 5.0,
                  [RB] -> 'that': 5.0,
                  [RB] -> 'then': 24.0,
                  [RB] -> 'there': 13.0,
                  [RB] -> 'therefore': 3.0,
                  [RB] -> 'though': 5.0,
                  [RB] -> 'thus': 4.0,
                  [RB] -> 'tidily': 3.0,
                  [RB] -> 'tight': 3.0,
                  [RB] -> 'together': 8.0,
                  [RB] -> 'too': 22.0,
                  [RB] -> 'traditionally': 4.0,
                  [RB] -> 'triple': 3.0,
                  [RB] -> 'twice': 3.0,
                  [RB] -> 'typically': 5.0,
                  [RB] -> 'ultimately': 4.0,
                  [RB] -> 'unbearably': 3.0,
                  [RB] -> 'unfairly': 4.0,
                  [RB] -> 'universally': 3.0,
                  [RB] -> 'unrealistically': 3.0,
                  [RB] -> 'unsuccessfully': 4.0,
                  [RB] -> 'unusually': 3.0,
                  [RB] -> 'up': 16.0,
                  [RB] -> 'upside': 3.0,
                  [RB] -> 'upstream': 3.0,
                  [RB] -> 'usually': 10.0,
                  [RB] -> 'utterly': 3.0,
                  [RB] -> 'vertically': 3.0,
                  [RB] -> 'very': 27.0,
                  [RB] -> 'vice': 3.0,
                  [RB] -> 'virtually': 8.0,
                  [RB] -> 'vitally': 3.0,
                  [RB] -> 'voluntarily': 4.0,
                  [RB] -> 'well': 40.0,
                  [RB] -> 'wide': 3.0,
                  [RB] -> 'widely': 10.0,
                  [RB] -> 'wildly': 3.0,
                  [RB] -> 'yes': 3.0,
                  [RB] -> 'yet': 11.0,
                  [RB] -> 'yon': 3.0}),
     [RP]: defaultdict(int,
                 {[RP] -> '<unk>': 1.0,
                  [RP] -> 'about': 5.0,
                  [RP] -> 'across': 3.0,
                  [RP] -> 'around': 5.0,
                  [RP] -> 'away': 6.0,
                  [RP] -> 'back': 5.0,
                  [RP] -> 'down': 14.0,
                  [RP] -> 'for': 3.0,
                  [RP] -> 'in': 17.0,
                  [RP] -> 'off': 22.0,
                  [RP] -> 'on': 7.0,
                  [RP] -> 'out': 42.0,
                  [RP] -> 'over': 7.0,
                  [RP] -> 'through': 3.0,
                  [RP] -> 'together': 5.0,
                  [RP] -> 'up': 67.0}),
     [RRC]: defaultdict(int,
                 {[RRC] -> [ADJP] [NP-TMP]: 1,
                  [RRC] -> [ADJP] [PP-LOC] [PP]: 1,
                  [RRC] -> [ADVP-TMP] [VP]: 3,
                  [RRC] -> [PP-TMP] [NP]: 1,
                  [RRC] -> [VP]: 4}),
     [S-1]: defaultdict(int,
                 {[S-1] -> [ADVP] [PRN] [NP-SBJ] [VP]: 1,
                  [S-1] -> [CC] [NP-SBJ] [VP] [.]: 1,
                  [S-1] -> [NP-SBJ-2] [PRN] [VP] [.]: 1,
                  [S-1] -> [NP-SBJ-2] [VP]: 1,
                  [S-1] -> [NP-SBJ] [PRN] [VP] [.]: 4,
                  [S-1] -> [NP-SBJ] [VP]: 29,
                  [S-1] -> [NP-SBJ] [VP] [.]: 2,
                  [S-1] -> [PP] [,] [NP-SBJ] [VP]: 1,
                  [S-1] -> [PRN] [NP-SBJ] [VP]: 2}),
     [S-2]: defaultdict(int,
                 {[S-2] -> [NP-SBJ-1] [VP]: 2,
                  [S-2] -> [NP-SBJ-1] [VP] [.]: 2,
                  [S-2] -> [NP-SBJ-80] [VP] [.]: 1,
                  [S-2] -> [NP-SBJ] [VP]: 15,
                  [S-2] -> [NP-SBJ] [VP] [.]: 2,
                  [S-2] -> [PP] [,] [NP-SBJ-1] [VP]: 1}),
     [S-3]: defaultdict(int,
                 {[S-3] -> [NP-SBJ] [VP] [.]: 1,
                  [S-3] -> [S-NOM-SBJ] [VP]: 1,
                  [S-3] -> [S] [,] [NP-SBJ-1] [VP]: 1}),
     [S-4]: defaultdict(int, {[S-4] -> [NP-SBJ] [VP]: 3}),
     [S-ADV-2]: defaultdict(int, {[S-ADV-2] -> [NP-SBJ] [VP]: 1}),
     [S-ADV]: defaultdict(int,
                 {[S-ADV] -> [-NONE-]: 1,
                  [S-ADV] -> [ADVP] [NP-SBJ] [VP]: 1,
                  [S-ADV] -> [NP-SBJ-19] [VP]: 1,
                  [S-ADV] -> [NP-SBJ-1] [VP]: 10,
                  [S-ADV] -> [NP-SBJ-24] [VP]: 1,
                  [S-ADV] -> [NP-SBJ-2] [ADVP] [VP]: 1,
                  [S-ADV] -> [NP-SBJ-2] [VP]: 10,
                  [S-ADV] -> [NP-SBJ-3] [ADJP-PRD]: 1,
                  [S-ADV] -> [NP-SBJ-3] [ADVP] [VP]: 1,
                  [S-ADV] -> [NP-SBJ-3] [VP]: 4,
                  [S-ADV] -> [NP-SBJ] [ADJP-PRD]: 11,
                  [S-ADV] -> [NP-SBJ] [ADVP-LOC-PRD] [PP]: 1,
                  [S-ADV] -> [NP-SBJ] [ADVP-TMP] [ADJP-PRD]: 1,
                  [S-ADV] -> [NP-SBJ] [ADVP-TMP] [NP-PRD]: 1,
                  [S-ADV] -> [NP-SBJ] [ADVP-TMP] [VP]: 1,
                  [S-ADV] -> [NP-SBJ] [ADVP] [PP-PRD]: 1,
                  [S-ADV] -> [NP-SBJ] [ADVP] [VP]: 3,
                  [S-ADV] -> [NP-SBJ] [NP-PRD]: 4,
                  [S-ADV] -> [NP-SBJ] [VP]: 116}),
     [S-CLF]: defaultdict(int,
                 {[S-CLF] -> [CC] [NP-SBJ] [VP] [.]: 1,
                  [S-CLF] -> [NP-SBJ] [VP]: 2,
                  [S-CLF] -> [NP-SBJ] [VP] [.]: 1}),
     [S-CLR]: defaultdict(int,
                 {[S-CLR] -> [NP-SBJ-1] [VP]: 1,
                  [S-CLR] -> [NP-SBJ-3] [VP]: 1,
                  [S-CLR] -> [NP-SBJ] [ADJP-PRD]: 1,
                  [S-CLR] -> [NP-SBJ] [VP]: 57,
                  [S-CLR] -> [S] [,] [CC] [S]: 1}),
     [S-HLN]: defaultdict(int,
                 {[S-HLN] -> [NP-SBJ-1] [VP]: 1,
                  [S-HLN] -> [NP-SBJ-1] [VP] [:]: 1,
                  [S-HLN] -> [NP-SBJ] [VP]: 4,
                  [S-HLN] -> [NP-SBJ] [VP] [.]: 7,
                  [S-HLN] -> [NP-SBJ] [VP] [:]: 1}),
     [S-MNR]: defaultdict(int, {[S-MNR] -> [NP-SBJ] [VP]: 3}),
     [S-NOM-PRD]: defaultdict(int, {[S-NOM-PRD] -> [NP-SBJ] [VP]: 1}),
     [S-NOM-SBJ]: defaultdict(int,
                 {[S-NOM-SBJ] -> [NP-SBJ-1] [VP]: 1,
                  [S-NOM-SBJ] -> [NP-SBJ] [VP]: 21}),
     [S-NOM]: defaultdict(int,
                 {[S-NOM] -> [NP-SBJ-1] [VP]: 8,
                  [S-NOM] -> [NP-SBJ-2] [ADVP-TMP] [VP]: 1,
                  [S-NOM] -> [NP-SBJ-2] [VP]: 5,
                  [S-NOM] -> [NP-SBJ-3] [VP]: 1,
                  [S-NOM] -> [NP-SBJ-4] [VP]: 1,
                  [S-NOM] -> [NP-SBJ-55] [VP]: 1,
                  [S-NOM] -> [NP-SBJ-88] [VP]: 1,
                  [S-NOM] -> [NP-SBJ] [ADVP-TMP] [VP]: 1,
                  [S-NOM] -> [NP-SBJ] [ADVP] [VP]: 2,
                  [S-NOM] -> [NP-SBJ] [IN] [VP]: 1,
                  [S-NOM] -> [NP-SBJ] [PP-LOC-PRD]: 1,
                  [S-NOM] -> [NP-SBJ] [RB] [VP]: 2,
                  [S-NOM] -> [NP-SBJ] [VP]: 230,
                  [S-NOM] -> [NP-SBJ] [VP] [,]: 1}),
     [S-PRD]: defaultdict(int,
                 {[S-PRD] -> [NP-SBJ-18] [VP]: 1,
                  [S-PRD] -> [NP-SBJ-2] [VP]: 2,
                  [S-PRD] -> [NP-SBJ-43] [VP]: 1,
                  [S-PRD] -> [NP-SBJ-79] [VP]: 1,
                  [S-PRD] -> [NP-SBJ] [VP]: 14}),
     [S-PRP-CLR]: defaultdict(int,
                 {[S-PRP-CLR] -> [NP-SBJ-1] [VP]: 1,
                  [S-PRP-CLR] -> [NP-SBJ] [VP]: 3}),
     [S-PRP]: defaultdict(int,
                 {[S-PRP] -> [ADVP] [NP-SBJ-2] [VP]: 1,
                  [S-PRP] -> [ADVP] [NP-SBJ] [VP]: 2,
                  [S-PRP] -> [NP-SBJ-3] [VP]: 2,
                  [S-PRP] -> [NP-SBJ-4] [VP]: 1,
                  [S-PRP] -> [NP-SBJ-55] [VP]: 1,
                  [S-PRP] -> [NP-SBJ] [VP]: 81,
                  [S-PRP] -> [S] [CC] [S]: 1}),
     [S-SBJ]: defaultdict(int,
                 {[S-SBJ] -> [NP-SBJ-1] [VP]: 1, [S-SBJ] -> [NP-SBJ] [VP]: 1}),
     [S-TMP]: defaultdict(int,
                 {[S-TMP] -> [NP-SBJ] [VP]: 1,
                  [S-TMP] -> [NP-SBJ] [VP] [PP-TMP]: 1}),
     [S-TPC-1]: defaultdict(int,
                 {[S-TPC-1] -> [ADVP-TMP] [,] [NP-SBJ] [VP]: 1,
                  [S-TPC-1] -> [ADVP-TMP] [NP-SBJ] [VP]: 1,
                  [S-TPC-1] -> [ADVP] [,] [NP-SBJ] [VP]: 5,
                  [S-TPC-1] -> [CC] [NP-SBJ] [NP-TMP] [VP]: 1,
                  [S-TPC-1] -> [CC] [NP-SBJ] [VP]: 2,
                  [S-TPC-1] -> [CC] [``] [NP-SBJ] [VP]: 1,
                  [S-TPC-1] -> [NP-SBJ-111] [VP]: 1,
                  [S-TPC-1] -> [NP-SBJ-2] [PRN] [VP]: 1,
                  [S-TPC-1] -> [NP-SBJ-2] [VP]: 12,
                  [S-TPC-1] -> [NP-SBJ-3] [VP]: 1,
                  [S-TPC-1] -> [NP-SBJ-87] [VP]: 1,
                  [S-TPC-1] -> [NP-SBJ] [ADVP] [ADVP-TMP] [VP]: 1,
                  [S-TPC-1] -> [NP-SBJ] [ADVP] [VP]: 3,
                  [S-TPC-1] -> [NP-SBJ] [VP]: 112,
                  [S-TPC-1] -> [NP-SBJ] [``] [VP]: 5,
                  [S-TPC-1] -> [NP-TMP] [,] [NP-SBJ] [VP]: 1,
                  [S-TPC-1] -> [PP-LOC] [,] [NP-SBJ-5] [VP]: 1,
                  [S-TPC-1] -> [PP-LOC] [,] [NP-SBJ] [VP]: 1,
                  [S-TPC-1] -> [PP-TMP] [,] [NP-SBJ-3] [VP]: 1,
                  [S-TPC-1] -> [PP-TMP] [,] [NP-SBJ] [VP]: 3,
                  [S-TPC-1] -> [PP] [,] [NP-SBJ] [VP]: 1,
                  [S-TPC-1] -> [RB] [NP-SBJ] [VP]: 1,
                  [S-TPC-1] -> [S-NOM-SBJ] [ADVP] [VP]: 1,
                  [S-TPC-1] -> [S-NOM-SBJ] [VP]: 4,
                  [S-TPC-1] -> [S-SBJ] [VP]: 1,
                  [S-TPC-1] -> [SBAR-ADV] [,] [NP-SBJ] [VP]: 3,
                  [S-TPC-1] -> [SBAR-NOM-SBJ] [VP]: 1,
                  [S-TPC-1] -> [SBAR-TMP] [,] [NP-SBJ] [VP]: 1,
                  [S-TPC-1] -> [S] [,] [CC] [S]: 8,
                  [S-TPC-1] -> [S] [:] [SBARQ]: 1,
                  [S-TPC-1] -> [S] [:] [S]: 1,
                  [S-TPC-1] -> [S] [CC] [S]: 1,
                  [S-TPC-1] -> [S] [IN] [S]: 1,
                  [S-TPC-1] -> [``] [NP-SBJ] [VP]: 1}),
     [S-TPC-2]: defaultdict(int,
                 {[S-TPC-2] -> [CC] [NP-SBJ-1] [VP]: 1,
                  [S-TPC-2] -> [NP-SBJ-1] [:] [VP]: 1,
                  [S-TPC-2] -> [NP-SBJ-1] [ADVP-TMP] [VP]: 1,
                  [S-TPC-2] -> [NP-SBJ-1] [VP]: 11,
                  [S-TPC-2] -> [NP-SBJ-1] [VP] [,]: 2,
                  [S-TPC-2] -> [NP-SBJ-3] [``] [VP]: 1,
                  [S-TPC-2] -> [NP-SBJ] [ADVP-TMP] [VP]: 2,
                  [S-TPC-2] -> [NP-SBJ] [ADVP] [VP]: 1,
                  [S-TPC-2] -> [NP-SBJ] [VP]: 21,
                  [S-TPC-2] -> [NP-SBJ] [VP] [,]: 1,
                  [S-TPC-2] -> [NP-TMP] [,] [NP-SBJ-1] [VP]: 1,
                  [S-TPC-2] -> [PP-TMP] [,] [NP-SBJ] [VP]: 1,
                  [S-TPC-2] -> [PP] [,] [NP-SBJ-1] [VP]: 1,
                  [S-TPC-2] -> [S-ADV] [,] [NP-SBJ-1] [VP]: 2,
                  [S-TPC-2] -> [S-PRP] [,] [NP-SBJ-1] [VP]: 1,
                  [S-TPC-2] -> [SBAR-ADV] [,] [NP-SBJ-1] [VP]: 1,
                  [S-TPC-2] -> [SBAR-ADV] [,] [NP-SBJ] [VP]: 2,
                  [S-TPC-2] -> [SBAR-TMP] [,] [NP-SBJ-3] [VP]: 1,
                  [S-TPC-2] -> [S] [,] [CC] [S]: 3,
                  [S-TPC-2] -> [S] [:] [S]: 1,
                  [S-TPC-2] -> [S] [CC] [S]: 2}),
     [S-TPC-3]: defaultdict(int,
                 {[S-TPC-3] -> [NP-SBJ-2] [VP]: 1,
                  [S-TPC-3] -> [NP-SBJ] [ADVP-TMP] [VP]: 1,
                  [S-TPC-3] -> [NP-SBJ] [ADVP] [VP]: 2,
                  [S-TPC-3] -> [NP-SBJ] [VP]: 6,
                  [S-TPC-3] -> [S-ADV] [,] [NP-SBJ] [VP]: 1,
                  [S-TPC-3] -> [SBAR-ADV] [,] [NP-SBJ] [VP]: 1,
                  [S-TPC-3] -> [S] [,] [CC] [S]: 1}),
     [S-TPC-4]: defaultdict(int,
                 {[S-TPC-4] -> [NP-SBJ] [VP]: 1,
                  [S-TPC-4] -> [SBAR-TMP] [,] [NP-SBJ] [VP]: 1,
                  [S-TPC-4] -> [S] [,] [CC] [S]: 1}),
     [S-TTL]: defaultdict(int, {[S-TTL] -> [NP-SBJ] [VP]: 2}),
     [SBAR-1]: defaultdict(int,
                 {[SBAR-1] -> [-NONE-] [S]: 3,
                  [SBAR-1] -> [DT] [S]: 1,
                  [SBAR-1] -> [IN] [S]: 13,
                  [SBAR-1] -> [SBAR] [:] [NN] [SBAR]: 1,
                  [SBAR-1] -> [WHNP-2] [S]: 1,
                  [SBAR-1] -> [WHNP-3] [S]: 1,
                  [SBAR-1] -> [WHPP-2] [S]: 1}),
     [SBAR-2]: defaultdict(int,
                 {[SBAR-2] -> [IN] [S]: 4,
                  [SBAR-2] -> [WHADVP-1] [S]: 2,
                  [SBAR-2] -> [WHNP-1] [S]: 2}),
     [SBAR-3]: defaultdict(int,
                 {[SBAR-3] -> [IN] [S]: 3,
                  [SBAR-3] -> [IN] [``] [S]: 1,
                  [SBAR-3] -> [WHNP-2] [S]: 1}),
     [SBAR-4]: defaultdict(int, {[SBAR-4] -> [WHNP-2] [S]: 1}),
     [SBAR-ADV-3]: defaultdict(int,
                 {[SBAR-ADV-3] -> [-NONE-]: 1, [SBAR-ADV-3] -> [IN] [S]: 1}),
     [SBAR-ADV=3]: defaultdict(int, {[SBAR-ADV=3] -> [IN] [S]: 1}),
     [SBAR-ADV]: defaultdict(int,
                 {[SBAR-ADV] -> [-NONE-]: 1,
                  [SBAR-ADV] -> [ADVP] [IN] [S]: 3,
                  [SBAR-ADV] -> [IN] [CC] [WHADVP-1] [S]: 1,
                  [SBAR-ADV] -> [IN] [FRAG]: 6,
                  [SBAR-ADV] -> [IN] [IN] [S]: 2,
                  [SBAR-ADV] -> [IN] [SINV]: 4,
                  [SBAR-ADV] -> [IN] [S]: 188,
                  [SBAR-ADV] -> [IN] [S] [CC] [RB]: 1,
                  [SBAR-ADV] -> [NN] [S]: 1,
                  [SBAR-ADV] -> [RB] [IN] [S]: 12,
                  [SBAR-ADV] -> [SBAR] [:] [CC] [SBAR]: 1,
                  [SBAR-ADV] -> [SBAR] [CC] [SBAR]: 1,
                  [SBAR-ADV] -> [SINV]: 3,
                  [SBAR-ADV] -> [VBN] [,] [IN] [S]: 1,
                  [SBAR-ADV] -> [WHNP-102] [S]: 1,
                  [SBAR-ADV] -> [WHNP-35] [S]: 1,
                  [SBAR-ADV] -> [WHNP-67] [S]: 1,
                  [SBAR-ADV] -> [WHNP-9] [S]: 1}),
     [SBAR-CLR]: defaultdict(int,
                 {[SBAR-CLR] -> [IN] [S-NOM]: 1,
                  [SBAR-CLR] -> [IN] [S]: 5,
                  [SBAR-CLR] -> [WHADVP-1] [S]: 1}),
     [SBAR-LOC-PRD]: defaultdict(int, {[SBAR-LOC-PRD] -> [WHADVP-1] [S]: 1}),
     [SBAR-LOC]: defaultdict(int,
                 {[SBAR-LOC] -> [-NONE-]: 1,
                  [SBAR-LOC] -> [SBAR] [CC] [SBAR]: 1,
                  [SBAR-LOC] -> [WHADVP-1] [S]: 8,
                  [SBAR-LOC] -> [WHADVP-2] [S]: 2,
                  [SBAR-LOC] -> [WHADVP-3] [S]: 1,
                  [SBAR-LOC] -> [WHADVP-4] [S]: 1,
                  [SBAR-LOC] -> [WHPP-1] [S]: 8}),
     [SBAR-MNR]: defaultdict(int,
                 {[SBAR-MNR] -> [IN] [IN] [S]: 1, [SBAR-MNR] -> [IN] [S]: 3}),
     [SBAR-NOM-1]: defaultdict(int,
                 {[SBAR-NOM-1] -> [WHADVP-2] [S]: 1,
                  [SBAR-NOM-1] -> [WHNP-2] [S]: 1}),
     [SBAR-NOM-PRD]: defaultdict(int,
                 {[SBAR-NOM-PRD] -> [WHNP-15] [S]: 1,
                  [SBAR-NOM-PRD] -> [WHNP-4] [S]: 1,
                  [SBAR-NOM-PRD] -> [WHNP-69] [S]: 1}),
     [SBAR-NOM-SBJ]: defaultdict(int,
                 {[SBAR-NOM-SBJ] -> [WHADVP-1] [S]: 1,
                  [SBAR-NOM-SBJ] -> [WHNP-14] [S]: 1,
                  [SBAR-NOM-SBJ] -> [WHNP-164] [S]: 1,
                  [SBAR-NOM-SBJ] -> [WHNP-1] [S]: 3,
                  [SBAR-NOM-SBJ] -> [WHNP-28] [S]: 1,
                  [SBAR-NOM-SBJ] -> [WHNP-41] [S]: 1,
                  [SBAR-NOM-SBJ] -> [WHNP-42] [S]: 1,
                  [SBAR-NOM-SBJ] -> [WHNP-97] [S]: 1}),
     [SBAR-NOM]: defaultdict(int,
                 {[SBAR-NOM] -> [IN] [S]: 2,
                  [SBAR-NOM] -> [SBAR] [CC] [SBAR]: 2,
                  [SBAR-NOM] -> [WHADVP-1] [S]: 5,
                  [SBAR-NOM] -> [WHADVP-2] [S]: 4,
                  [SBAR-NOM] -> [WHADVP-3] [S]: 1,
                  [SBAR-NOM] -> [WHNP-101] [S]: 1,
                  [SBAR-NOM] -> [WHNP-160] [S]: 1,
                  [SBAR-NOM] -> [WHNP-16] [S]: 1,
                  [SBAR-NOM] -> [WHNP-178] [S]: 1,
                  [SBAR-NOM] -> [WHNP-181] [S]: 1,
                  [SBAR-NOM] -> [WHNP-183] [S]: 1,
                  [SBAR-NOM] -> [WHNP-187] [S]: 1,
                  [SBAR-NOM] -> [WHNP-188] [S]: 1,
                  [SBAR-NOM] -> [WHNP-1] [S]: 15,
                  [SBAR-NOM] -> [WHNP-201] [S]: 1,
                  [SBAR-NOM] -> [WHNP-252] [S]: 1,
                  [SBAR-NOM] -> [WHNP-2] [S]: 7,
                  [SBAR-NOM] -> [WHNP-3] [S]: 2,
                  [SBAR-NOM] -> [WHNP-4] [S]: 1,
                  [SBAR-NOM] -> [WHNP-65] [S]: 1,
                  [SBAR-NOM] -> [WHNP-73] [S]: 1}),
     [SBAR-PRD]: defaultdict(int,
                 {[SBAR-PRD] -> [-NONE-] [S]: 2,
                  [SBAR-PRD] -> [DT] [S]: 1,
                  [SBAR-PRD] -> [IN] [IN] [S]: 1,
                  [SBAR-PRD] -> [IN] [S]: 24,
                  [SBAR-PRD] -> [WHADVP-1] [S]: 1,
                  [SBAR-PRD] -> [WHADVP-2] [S]: 1}),
     [SBAR-PRP-3]: defaultdict(int, {[SBAR-PRP-3] -> [WHNP-2] [S]: 1}),
     [SBAR-PRP]: defaultdict(int,
                 {[SBAR-PRP] -> [ADVP] [IN] [S]: 8,
                  [SBAR-PRP] -> [IN] [IN] [S]: 3,
                  [SBAR-PRP] -> [IN] [NN] [S]: 4,
                  [SBAR-PRP] -> [IN] [S]: 66,
                  [SBAR-PRP] -> [IN] [``] [S]: 4,
                  [SBAR-PRP] -> [RB] [IN] [S]: 1,
                  [SBAR-PRP] -> [RB] [S-1]: 1,
                  [SBAR-PRP] -> [SBAR] [,] [CC] [SBAR-PRP]: 1,
                  [SBAR-PRP] -> [WHADVP-1] [S]: 2,
                  [SBAR-PRP] -> [WHADVP] [S]: 1,
                  [SBAR-PRP] -> [WHNP-1] [S]: 5,
                  [SBAR-PRP] -> [WHNP-2] [S]: 1}),
     [SBAR-SBJ]: defaultdict(int,
                 {[SBAR-SBJ] -> [IN] [S]: 2, [SBAR-SBJ] -> [RB] [IN] [S]: 1}),
     [SBAR-TMP]: defaultdict(int,
                 {[SBAR-TMP] -> [ADVP] [IN] [S]: 4,
                  [SBAR-TMP] -> [IN] [NN] [S]: 1,
                  [SBAR-TMP] -> [IN] [S]: 76,
                  [SBAR-TMP] -> [NP-ADV] [IN] [S]: 1,
                  [SBAR-TMP] -> [RB] [IN] [S]: 1,
                  [SBAR-TMP] -> [RB] [S]: 3,
                  [SBAR-TMP] -> [RB] [WHADVP-1] [S]: 1,
                  [SBAR-TMP] -> [SBAR] [,] [CC] [SBAR]: 1,
                  [SBAR-TMP] -> [WHADVP-1] [PP] [S]: 1,
                  [SBAR-TMP] -> [WHADVP-1] [S]: 47,
                  [SBAR-TMP] -> [WHADVP-2] [S]: 13,
                  [SBAR-TMP] -> [WHADVP-3] [S]: 6,
                  [SBAR-TMP] -> [WHADVP-4] [S]: 1,
                  [SBAR-TMP] -> [WHADVP] [FRAG]: 1,
                  [SBAR-TMP] -> [WHADVP] [S]: 3,
                  [SBAR-TMP] -> [WHPP-1] [S]: 1}),
     [SBARQ-NOM]: defaultdict(int,
                 {[SBARQ-NOM] -> [WHADVP-2] [SQ] [.]: 1,
                  [SBARQ-NOM] -> [WHNP-1] [SQ] [.]: 1}),
     [SBARQ-TPC-1]: defaultdict(int, {[SBARQ-TPC-1] -> [WHNP-46] [SQ] [.]: 1}),
     [SBARQ-TPC-2]: defaultdict(int, {[SBARQ-TPC-2] -> [WHNP-1] [S]: 1}),
     [SBARQ]: defaultdict(int,
                 {[SBARQ] -> [-NONE-]: 3,
                  [SBARQ] -> [FRAG] [,] [SBARQ] [.]: 1,
                  [SBARQ] -> [RB] [WHNP-78] [SQ] [.]: 1,
                  [SBARQ] -> [WHADVP-1] [SQ] [.]: 4,
                  [SBARQ] -> [WHADVP-4] [SQ]: 1,
                  [SBARQ] -> [WHADVP-5] [SQ]: 1,
                  [SBARQ] -> [WHADVP] [SQ] [.]: 1,
                  [SBARQ] -> [WHNP-1] [SQ]: 1,
                  [SBARQ] -> [WHNP-1] [SQ] [.]: 2,
                  [SBARQ] -> [WHNP-1] [SQ] [.] ['']: 1,
                  [SBARQ] -> [WHNP-1] [S] [.]: 1,
                  [SBARQ] -> [WHNP-234] [SQ] [.]: 1,
                  [SBARQ] -> [WHNP-247] [SQ] [.]: 1,
                  [SBARQ] -> [WHNP-27] [SQ]: 1,
                  [SBARQ] -> [WHNP-2] [SQ] [.]: 1,
                  [SBARQ] -> [WRB] [RP] [FRAG] [.]: 1}),
     [SBAR]: defaultdict(int,
                 {[SBAR] -> [-LRB-] [WHNP-1] [-RRB-] [S]: 1,
                  [SBAR] -> [-NONE-]: 38,
                  [SBAR] -> [-NONE-] [S-CLF]: 1,
                  [SBAR] -> [-NONE-] [SINV]: 1,
                  [SBAR] -> [-NONE-] [S]: 622,
                  [SBAR] -> [DT] [S]: 3,
                  [SBAR] -> [IN] [,] [S]: 3,
                  [SBAR] -> [IN] [S-ADV]: 1,
                  [SBAR] -> [IN] [S]: 380,
                  [SBAR] -> [IN] [WHADVP-4] [S]: 1,
                  [SBAR] -> [IN] [``] [S]: 5,
                  [SBAR] -> [RB] [S]: 2,
                  [SBAR] -> [SBAR] [,] [CC] [SBAR]: 7,
                  [SBAR] -> [SBAR] [,] [SBAR]: 3,
                  [SBAR] -> [SBAR] [CC] [SBAR]: 12,
                  [SBAR] -> [SBAR] [SBAR]: 1,
                  [SBAR] -> [WHADVP-1] [IN] [S]: 3,
                  [SBAR] -> [WHADVP-1] [S]: 40,
                  [SBAR] -> [WHADVP-2] [S]: 25,
                  [SBAR] -> [WHADVP-3] [S]: 11,
                  [SBAR] -> [WHADVP-4] [S]: 1,
                  [SBAR] -> [WHADVP] [S]: 4,
                  [SBAR] -> [WHNP-100] [S]: 1,
                  [SBAR] -> [WHNP-103] [S]: 1,
                  [SBAR] -> [WHNP-104] [S]: 1,
                  [SBAR] -> [WHNP-105] [S]: 1,
                  [SBAR] -> [WHNP-106] [S]: 1,
                  [SBAR] -> [WHNP-107] [S]: 1,
                  [SBAR] -> [WHNP-108] [S]: 1,
                  [SBAR] -> [WHNP-109] [S]: 1,
                  [SBAR] -> [WHNP-10] [S]: 2,
                  [SBAR] -> [WHNP-110] [S]: 1,
                  [SBAR] -> [WHNP-111] [S]: 1,
                  [SBAR] -> [WHNP-112] [S]: 1,
                  [SBAR] -> [WHNP-113] [S]: 1,
                  [SBAR] -> [WHNP-114] [S]: 1,
                  [SBAR] -> [WHNP-115] [S]: 1,
                  [SBAR] -> [WHNP-116] [S]: 1,
                  [SBAR] -> [WHNP-117] [S]: 1,
                  [SBAR] -> [WHNP-118] [S]: 1,
                  [SBAR] -> [WHNP-119] [S]: 1,
                  [SBAR] -> [WHNP-11] [S]: 2,
                  [SBAR] -> [WHNP-120] [S]: 1,
                  [SBAR] -> [WHNP-121] [S]: 1,
                  [SBAR] -> [WHNP-122] [S]: 1,
                  [SBAR] -> [WHNP-123] [S]: 1,
                  [SBAR] -> [WHNP-124] [S]: 1,
                  [SBAR] -> [WHNP-125] [S]: 1,
                  [SBAR] -> [WHNP-126] [S]: 1,
                  [SBAR] -> [WHNP-127] [S]: 1,
                  [SBAR] -> [WHNP-128] [S]: 1,
                  [SBAR] -> [WHNP-129] [S]: 1,
                  [SBAR] -> [WHNP-12] [S]: 2,
                  [SBAR] -> [WHNP-130] [S]: 1,
                  [SBAR] -> [WHNP-131] [S]: 1,
                  [SBAR] -> [WHNP-132] [S]: 1,
                  [SBAR] -> [WHNP-133] [S]: 1,
                  [SBAR] -> [WHNP-134] [S]: 1,
                  [SBAR] -> [WHNP-135] [S]: 1,
                  [SBAR] -> [WHNP-136] [S]: 1,
                  [SBAR] -> [WHNP-137] [``] [S]: 1,
                  [SBAR] -> [WHNP-138] [S]: 1,
                  [SBAR] -> [WHNP-139] [S]: 1,
                  [SBAR] -> [WHNP-13] [S]: 2,
                  [SBAR] -> [WHNP-140] [S]: 1,
                  [SBAR] -> [WHNP-141] [S]: 1,
                  [SBAR] -> [WHNP-142] [S]: 1,
                  [SBAR] -> [WHNP-143] [S]: 1,
                  [SBAR] -> [WHNP-144] [S]: 1,
                  [SBAR] -> [WHNP-145] [S]: 1,
                  [SBAR] -> [WHNP-146] [S]: 1,
                  [SBAR] -> [WHNP-147] [S]: 1,
                  [SBAR] -> [WHNP-148] [S]: 1,
                  [SBAR] -> [WHNP-149] [S]: 1,
                  [SBAR] -> [WHNP-14] [S]: 1,
                  [SBAR] -> [WHNP-150] [S]: 1,
                  [SBAR] -> [WHNP-151] [S]: 1,
                  [SBAR] -> [WHNP-152] [S]: 1,
                  [SBAR] -> [WHNP-153] [S]: 1,
                  [SBAR] -> [WHNP-154] [S]: 1,
                  [SBAR] -> [WHNP-155] [S]: 1,
                  [SBAR] -> [WHNP-156] [S]: 1,
                  [SBAR] -> [WHNP-157] [S]: 1,
                  [SBAR] -> [WHNP-158] [S]: 1,
                  [SBAR] -> [WHNP-159] [S]: 1,
                  [SBAR] -> [WHNP-15] [S]: 1,
                  [SBAR] -> [WHNP-161] [S]: 1,
                  [SBAR] -> [WHNP-162] [S] [.]: 1,
                  [SBAR] -> [WHNP-163] [S]: 1,
                  [SBAR] -> [WHNP-165] [S]: 1,
                  [SBAR] -> [WHNP-166] [S]: 1,
                  [SBAR] -> [WHNP-167] [S]: 1,
                  [SBAR] -> [WHNP-168] [S]: 1,
                  [SBAR] -> [WHNP-169] [S]: 1,
                  [SBAR] -> [WHNP-16] [S]: 1,
                  [SBAR] -> [WHNP-170] [S]: 1,
                  [SBAR] -> [WHNP-171] [S]: 1,
                  [SBAR] -> [WHNP-172] [S]: 1,
                  [SBAR] -> [WHNP-173] [S]: 1,
                  [SBAR] -> [WHNP-174] [S]: 1,
                  [SBAR] -> [WHNP-175] [S]: 1,
                  [SBAR] -> [WHNP-176] [S]: 1,
                  [SBAR] -> [WHNP-177] [S]: 1,
                  [SBAR] -> [WHNP-179] [S]: 1,
                  [SBAR] -> [WHNP-17] [S]: 2,
                  [SBAR] -> [WHNP-180] [S]: 1,
                  [SBAR] -> [WHNP-182] [S]: 1,
                  [SBAR] -> [WHNP-184] [S]: 1,
                  [SBAR] -> [WHNP-185] [S]: 1,
                  [SBAR] -> [WHNP-186] [S]: 1,
                  [SBAR] -> [WHNP-189] [S]: 1,
                  [SBAR] -> [WHNP-18] [S]: 2,
                  [SBAR] -> [WHNP-190] [S]: 1,
                  [SBAR] -> [WHNP-191] [S]: 1,
                  [SBAR] -> [WHNP-192] [S]: 1,
                  [SBAR] -> [WHNP-193] [S]: 1,
                  [SBAR] -> [WHNP-194] [S]: 1,
                  [SBAR] -> [WHNP-195] [S]: 1,
                  [SBAR] -> [WHNP-196] [S]: 1,
                  [SBAR] -> [WHNP-197] [S]: 1,
                  [SBAR] -> [WHNP-198] [S]: 1,
                  [SBAR] -> [WHNP-199] [S]: 1,
                  [SBAR] -> [WHNP-19] [S]: 2,
                  [SBAR] -> [WHNP-1] [,] [S]: 1,
                  [SBAR] -> [WHNP-1] [S]: 195,
                  [SBAR] -> [WHNP-1] [``] [S]: 1,
                  [SBAR] -> [WHNP-200] [S]: 1,
                  [SBAR] -> [WHNP-202] [S]: 1,
                  [SBAR] -> [WHNP-203] [S]: 1,
                  [SBAR] -> [WHNP-204] [S]: 1,
                  [SBAR] -> [WHNP-205] [S]: 1,
                  [SBAR] -> [WHNP-206] [S]: 1,
                  [SBAR] -> [WHNP-207] [S]: 1,
                  [SBAR] -> [WHNP-208] [S]: 1,
                  [SBAR] -> [WHNP-20] [S]: 2,
                  [SBAR] -> [WHNP-210] [S]: 1,
                  [SBAR] -> [WHNP-211] [S]: 1,
                  [SBAR] -> [WHNP-212] [S]: 1,
                  [SBAR] -> [WHNP-213] [S]: 1,
                  [SBAR] -> [WHNP-214] [S]: 1,
                  [SBAR] -> [WHNP-215] [S]: 1,
                  [SBAR] -> [WHNP-216] [S]: 1,
                  [SBAR] -> [WHNP-217] [S]: 1,
                  [SBAR] -> [WHNP-218] [S]: 1,
                  [SBAR] -> [WHNP-219] [S]: 1,
                  [SBAR] -> [WHNP-21] [S]: 2,
                  [SBAR] -> [WHNP-220] [S]: 1,
                  [SBAR] -> [WHNP-221] [S]: 1,
                  [SBAR] -> [WHNP-222] [S]: 1,
                  [SBAR] -> [WHNP-223] [S]: 1,
                  [SBAR] -> [WHNP-224] [S]: 1,
                  [SBAR] -> [WHNP-225] [S]: 1,
                  [SBAR] -> [WHNP-226] [S]: 1,
                  [SBAR] -> [WHNP-227] [S]: 1,
                  [SBAR] -> [WHNP-228] [S]: 1,
                  [SBAR] -> [WHNP-229] [S]: 1,
                  [SBAR] -> [WHNP-22] [S]: 2,
                  [SBAR] -> [WHNP-230] [S]: 1,
                  [SBAR] -> [WHNP-231] [S]: 1,
                  [SBAR] -> [WHNP-232] [S]: 1,
                  [SBAR] -> [WHNP-233] [S]: 1,
                  [SBAR] -> [WHNP-235] [S]: 1,
                  [SBAR] -> [WHNP-236] [S]: 1,
                  [SBAR] -> [WHNP-237] [S]: 1,
                  [SBAR] -> [WHNP-238] [S]: 1,
                  [SBAR] -> [WHNP-239] [S]: 1,
                  [SBAR] -> [WHNP-23] [S]: 2,
                  [SBAR] -> [WHNP-240] [S]: 1,
                  [SBAR] -> [WHNP-241] [S]: 1,
                  [SBAR] -> [WHNP-242] [S]: 1,
                  [SBAR] -> [WHNP-243] [S]: 1,
                  [SBAR] -> [WHNP-244] [S]: 1,
                  [SBAR] -> [WHNP-245] [S]: 1,
                  [SBAR] -> [WHNP-246] [S]: 1,
                  [SBAR] -> [WHNP-248] [S]: 1,
                  [SBAR] -> [WHNP-249] [S]: 1,
                  [SBAR] -> [WHNP-24] [S]: 2,
                  [SBAR] -> [WHNP-250] [S]: 1,
                  [SBAR] -> [WHNP-251] [S]: 1,
                  [SBAR] -> [WHNP-253] [S]: 1,
                  [SBAR] -> [WHNP-254] [S]: 1,
                  [SBAR] -> [WHNP-255] [S]: 1,
                  [SBAR] -> [WHNP-256] [S]: 1,
                  [SBAR] -> [WHNP-257] [S]: 1,
                  [SBAR] -> [WHNP-258] [S]: 1,
                  [SBAR] -> [WHNP-259] [S]: 1,
                  [SBAR] -> [WHNP-25] [S]: 2,
                  [SBAR] -> [WHNP-260] [S]: 1,
                  [SBAR] -> [WHNP-26] [S]: 2,
                  [SBAR] -> [WHNP-27] [S]: 1,
                  [SBAR] -> [WHNP-28] [S]: 1,
                  [SBAR] -> [WHNP-29] [S]: 2,
                  [SBAR] -> [WHNP-2] [IN] [S]: 2,
                  [SBAR] -> [WHNP-2] [SQ]: 1,
                  [SBAR] -> [WHNP-2] [S]: 84,
                  [SBAR] -> [WHNP-2] [``] [S]: 1,
                  [SBAR] -> [WHNP-30] [S]: 2,
                  [SBAR] -> [WHNP-31] [S]: 2,
                  [SBAR] -> [WHNP-32] [S]: 2,
                  [SBAR] -> [WHNP-33] [S]: 2,
                  [SBAR] -> [WHNP-34] [S]: 2,
                  [SBAR] -> [WHNP-35] [S]: 1,
                  [SBAR] -> [WHNP-36] [S]: 2,
                  [SBAR] -> [WHNP-37] [S]: 2,
                  [SBAR] -> [WHNP-38] [S]: 2,
                  [SBAR] -> [WHNP-39] [S]: 2,
                  [SBAR] -> [WHNP-3] [S]: 23,
                  [SBAR] -> [WHNP-40] [S]: 2,
                  [SBAR] -> [WHNP-41] [S]: 1,
                  [SBAR] -> [WHNP-42] [S]: 1,
                  [SBAR] -> [WHNP-43] [S]: 2,
                  [SBAR] -> [WHNP-44] [S]: 2,
                  [SBAR] -> [WHNP-45] [S]: 2,
                  [SBAR] -> [WHNP-46] [S]: 1,
                  [SBAR] -> [WHNP-47] [S]: 2,
                  [SBAR] -> [WHNP-48] [S]: 2,
                  [SBAR] -> [WHNP-49] [S]: 2,
                  [SBAR] -> [WHNP-4] [S]: 4,
                  [SBAR] -> [WHNP-50] [S]: 2,
                  [SBAR] -> [WHNP-51] [S]: 2,
                  [SBAR] -> [WHNP-52] [S]: 2,
                  [SBAR] -> [WHNP-53] [S]: 2,
                  [SBAR] -> [WHNP-54] [S]: 2,
                  [SBAR] -> [WHNP-55] [S]: 2,
                  [SBAR] -> [WHNP-56] [S]: 2,
                  [SBAR] -> [WHNP-57] [S]: 2,
                  [SBAR] -> [WHNP-58] [S]: 2,
                  [SBAR] -> [WHNP-59] [S]: 2,
                  [SBAR] -> [WHNP-5] [S]: 2,
                  [SBAR] -> [WHNP-60] [S]: 2,
                  [SBAR] -> [WHNP-61] [S]: 2,
                  [SBAR] -> [WHNP-62] [S]: 2,
                  [SBAR] -> [WHNP-63] [S]: 2,
                  [SBAR] -> [WHNP-64] [S]: 2,
                  [SBAR] -> [WHNP-65] [S]: 1,
                  [SBAR] -> [WHNP-66] [S]: 2,
                  [SBAR] -> [WHNP-67] [S]: 1,
                  [SBAR] -> [WHNP-68] [S]: 2,
                  [SBAR] -> [WHNP-69] [S]: 1,
                  [SBAR] -> [WHNP-6] [S]: 2,
                  [SBAR] -> [WHNP-70] [S]: 2,
                  [SBAR] -> [WHNP-71] [S]: 2,
                  [SBAR] -> [WHNP-72] [S]: 2,
                  [SBAR] -> [WHNP-73] [S]: 1,
                  [SBAR] -> [WHNP-74] [S]: 2,
                  [SBAR] -> [WHNP-75] [S]: 2,
                  [SBAR] -> [WHNP-76] [S]: 2,
                  [SBAR] -> [WHNP-77] [S]: 2,
                  [SBAR] -> [WHNP-78] [S]: 1,
                  [SBAR] -> [WHNP-79] [S]: 2,
                  [SBAR] -> [WHNP-7] [S]: 2,
                  [SBAR] -> [WHNP-80] [S]: 2,
                  [SBAR] -> [WHNP-81] [S]: 2,
                  [SBAR] -> [WHNP-82] [S]: 1,
                  [SBAR] -> [WHNP-83] [S]: 1,
                  [SBAR] -> [WHNP-84] [S]: 1,
                  [SBAR] -> [WHNP-85] [S]: 1,
                  [SBAR] -> [WHNP-86] [S]: 1,
                  [SBAR] -> [WHNP-87] [S]: 1,
                  [SBAR] -> [WHNP-88] [S]: 1,
                  [SBAR] -> [WHNP-89] [S]: 1,
                  [SBAR] -> [WHNP-8] [S]: 2,
                  [SBAR] -> [WHNP-90] [S]: 1,
                  [SBAR] -> [WHNP-91] [S]: 1,
                  [SBAR] -> [WHNP-92] [S]: 1,
                  [SBAR] -> [WHNP-93] [S]: 1,
                  [SBAR] -> [WHNP-94] [S]: 1,
                  [SBAR] -> [WHNP-95] [S]: 1,
                  [SBAR] -> [WHNP-96] [S]: 1,
                  [SBAR] -> [WHNP-98] [S]: 1,
                  [SBAR] -> [WHNP-99] [S]: 1,
                  [SBAR] -> [WHNP-9] [S]: 1,
                  [SBAR] -> [WHNP] [S]: 1,
                  [SBAR] -> [WHPP-1] [S]: 7,
                  [SBAR] -> [WHPP-2] [S]: 5,
                  [SBAR] -> [WHPP-3] [S]: 1}),
     [SINV-TPC-1]: defaultdict(int,
                 {[SINV-TPC-1] -> [CC] [VBP] [NP-SBJ-2] [ADJP-PRD]: 1}),
     [SINV]: defaultdict(int,
                 {[SINV] -> [-NONE-]: 4,
                  [SINV] -> [ADVP-LOC-PRD-TPC-1] [VP] [NP-SBJ] [.]: 2,
                  [SINV] -> [ADVP-PRD-TPC-1] [VP] [NP-SBJ] [.]: 1,
                  [SINV] -> [ADVP-PRD-TPC-2] [VP] [NP-SBJ]: 1,
                  [SINV] -> [ADVP] [VP] [NP-SBJ]: 1,
                  [SINV] -> [MD] [NP-SBJ-2] [VP]: 1,
                  [SINV] -> [MD] [NP-SBJ] [VP]: 1,
                  [SINV] -> [PP-LOC-CLR-TPC-1] [VP] [NP-SBJ] [.]: 1,
                  [SINV] -> [PP-LOC-PRD-TPC-1] [VP] [NP-SBJ] [.]: 1,
                  [SINV] -> [PP-LOC-TPC-1] [VP] [NP-SBJ] [.]: 1,
                  [SINV] -> [PP-TPC-1] [VP] [NP-SBJ] [.]: 2,
                  [SINV] -> [PP-TPC-2] [VP] [NP-SBJ] [.]: 1,
                  [SINV] -> [S-TPC-2] [VP] [NP-SBJ] [.]: 1,
                  [SINV] -> [VBD] [NP-SBJ] [VP]: 1,
                  [SINV] -> [VBZ] [NP-SBJ-1] [VP]: 1,
                  [SINV] -> [VBZ] [NP-SBJ] [VP]: 1,
                  [SINV] -> [VB] [VP] [NP-SBJ]: 1,
                  [SINV] -> [VP-TPC-1] [VP] [NP-SBJ] [.]: 1,
                  [SINV] -> [VP] [NP-SBJ]: 18}),
     [SQ-TPC-1]: defaultdict(int, {[SQ-TPC-1] -> [VBP] [NP-SBJ] [VP] [.]: 1}),
     [SQ]: defaultdict(int,
                 {[SQ] -> [-NONE-]: 1,
                  [SQ] -> [FRAG]: 1,
                  [SQ] -> [MD] [NP-SBJ] [VP]: 3,
                  [SQ] -> [NP-SBJ] [VP]: 5,
                  [SQ] -> [VBD] [RB] [NP-SBJ] [VP]: 1,
                  [SQ] -> [VBP] [NP-SBJ-1] [ADVP-TMP] [VP]: 1,
                  [SQ] -> [VBP] [NP-SBJ] [VP]: 2,
                  [SQ] -> [VBP] [NP-SBJ] [VP] [ADJP-2]: 1,
                  [SQ] -> [VBZ] [NP-SBJ-2] [VP]: 1,
                  [SQ] -> [VBZ] [NP-SBJ] [ADJP-PRD]: 1,
                  [SQ] -> [VBZ] [NP-SBJ] [ADVP-PRD] [ADVP-TMP]: 1,
                  [SQ] -> [VBZ] [NP-SBJ] [ADVP-TMP] [VP]: 1,
                  [SQ] -> [VBZ] [NP-SBJ] [NP-PRD]: 1,
                  [SQ] -> [VBZ] [NP-SBJ] [PP-LOC-PRD]: 1,
                  [SQ] -> [VBZ] [NP-SBJ] [VP]: 4}),
     [SYM]: defaultdict(int, {[SYM] -> '&': 3.0, [SYM] -> '<unk>': 1.0}),
     [S]: defaultdict(int,
                 {[S] -> [''] [NP-SBJ-2] [VP] [.]: 1,
                  [S] -> [-NONE-]: 393,
                  [S] -> [:] [NP-SBJ] [VP] [.]: 2,
                  [S] -> [ADJP-PRD] [NP-SBJ]: 1,
                  [S] -> [ADJP-PRD] [SBAR-SBJ]: 1,
                  [S] -> [ADVP-MNR] [,] [NP-SBJ] [VP]: 1,
                  [S] -> [ADVP-MNR] [NP-SBJ] [VP] [.]: 1,
                  [S] -> [ADVP-TMP] [,] [NP-SBJ-1] [VP]: 1,
                  [S] -> [ADVP-TMP] [,] [NP-SBJ] [VP]: 4,
                  [S] -> [ADVP-TMP] [NP-SBJ-3] [VP] [.]: 1,
                  [S] -> [ADVP-TMP] [NP-SBJ-76] [VP] [.]: 1,
                  [S] -> [ADVP-TMP] [NP-SBJ] [VP]: 4,
                  [S] -> [ADVP-TMP] [NP-SBJ] [VP] [.]: 4,
                  [S] -> [ADVP-TMP] [S] [CC] [S]: 1,
                  [S] -> [ADVP] [,] [NP-SBJ-1] [VP]: 1,
                  [S] -> [ADVP] [,] [NP-SBJ] [VP]: 1,
                  [S] -> [ADVP] [NP-SBJ-1] [VP]: 2,
                  [S] -> [ADVP] [NP-SBJ-1] [VP] [.]: 1,
                  [S] -> [ADVP] [NP-SBJ] [VP]: 2,
                  [S] -> [ADVP] [NP-SBJ] [VP] [.]: 4,
                  [S] -> [CC] [NP-SBJ-1] [VP] [.]: 12,
                  [S] -> [CC] [NP-SBJ-2] [ADVP] [VP]: 1,
                  [S] -> [CC] [NP-SBJ-3] [VP] [.]: 1,
                  [S] -> [CC] [NP-SBJ-47] [VP] [.]: 1,
                  [S] -> [CC] [NP-SBJ-4] [VP] [.]: 1,
                  [S] -> [CC] [NP-SBJ-51] [VP] [.]: 1,
                  [S] -> [CC] [NP-SBJ] [ADVP-TMP] [VP]: 1,
                  [S] -> [CC] [NP-SBJ] [VP]: 2,
                  [S] -> [CC] [NP-SBJ] [VP] [.]: 73,
                  [S] -> [CC] [NP-TTL-SBJ] [VP] [.]: 1,
                  [S] -> [CC] [S-NOM-SBJ] [VP] [.]: 1,
                  [S] -> [INTJ] [,] [NP-SBJ] [VP]: 1,
                  [S] -> [IN] [NP-SBJ] [VP]: 1,
                  [S] -> [IN] [NP-SBJ] [VP] [.]: 1,
                  [S] -> [LST] [NP-SBJ] [VP] [.]: 5,
                  [S] -> [LST] [NP-SBJ] [VP] [PRN]: 1,
                  [S] -> [NP-MNR] [NP-SBJ-1] [VP] [.]: 1,
                  [S] -> [NP-SBJ-100] [VP]: 1,
                  [S] -> [NP-SBJ-103] [VP]: 1,
                  [S] -> [NP-SBJ-104] [VP] [.]: 1,
                  [S] -> [NP-SBJ-105] [VP]: 1,
                  [S] -> [NP-SBJ-106] [VP]: 1,
                  [S] -> [NP-SBJ-107] [VP]: 1,
                  [S] -> [NP-SBJ-108] [VP]: 1,
                  [S] -> [NP-SBJ-109] [VP]: 1,
                  [S] -> [NP-SBJ-10] [VP]: 1,
                  [S] -> [NP-SBJ-10] [VP] [.]: 1,
                  [S] -> [NP-SBJ-110] [VP]: 1,
                  [S] -> [NP-SBJ-112] [VP] [.]: 1,
                  [S] -> [NP-SBJ-113] [VP]: 1,
                  [S] -> [NP-SBJ-114] [VP]: 1,
                  [S] -> [NP-SBJ-115] [VP]: 1,
                  [S] -> [NP-SBJ-116] [VP]: 1,
                  [S] -> [NP-SBJ-117] [VP]: 1,
                  [S] -> [NP-SBJ-119] [VP] [.]: 1,
                  [S] -> [NP-SBJ-11] [VP] [.]: 2,
                  [S] -> [NP-SBJ-120] [VP] [.]: 1,
                  [S] -> [NP-SBJ-121] [VP] [.]: 1,
                  [S] -> [NP-SBJ-122] [VP]: 1,
                  [S] -> [NP-SBJ-123] [VP]: 1,
                  [S] -> [NP-SBJ-124] [VP]: 1,
                  [S] -> [NP-SBJ-125] [VP]: 1,
                  [S] -> [NP-SBJ-126] [VP]: 1,
                  [S] -> [NP-SBJ-127] [VP]: 1,
                  [S] -> [NP-SBJ-128] [VP]: 1,
                  [S] -> [NP-SBJ-129] [VP]: 1,
                  [S] -> [NP-SBJ-12] [VP]: 1,
                  [S] -> [NP-SBJ-12] [VP] [.]: 1,
                  [S] -> [NP-SBJ-130] [VP] [.]: 1,
                  [S] -> [NP-SBJ-131] [ADVP-TMP] [VP]: 1,
                  [S] -> [NP-SBJ-132] [VP]: 1,
                  [S] -> [NP-SBJ-133] [VP]: 1,
                  [S] -> [NP-SBJ-134] [VP] [.]: 1,
                  [S] -> [NP-SBJ-135] [VP]: 1,
                  [S] -> [NP-SBJ-136] [VP] [.]: 1,
                  [S] -> [NP-SBJ-137] [VP]: 1,
                  [S] -> [NP-SBJ-138] [VP]: 1,
                  [S] -> [NP-SBJ-139] [VP]: 1,
                  [S] -> [NP-SBJ-13] [VP]: 2,
                  [S] -> [NP-SBJ-140] [VP]: 1,
                  [S] -> [NP-SBJ-141] [VP]: 1,
                  [S] -> [NP-SBJ-142] [VP] [.]: 1,
                  [S] -> [NP-SBJ-144] [VP]: 1,
                  [S] -> [NP-SBJ-145] [VP]: 1,
                  [S] -> [NP-SBJ-147] [VP]: 1,
                  [S] -> [NP-SBJ-149] [VP]: 1,
                  [S] -> [NP-SBJ-14] [VP]: 1,
                  [S] -> [NP-SBJ-150] [VP]: 1,
                  [S] -> [NP-SBJ-151] [VP]: 1,
                  [S] -> [NP-SBJ-153] [VP] [.]: 1,
                  [S] -> [NP-SBJ-155] [ADVP] [VP] [.]: 1,
                  [S] -> [NP-SBJ-156] [ADVP] [VP] [.]: 1,
                  [S] -> [NP-SBJ-157] [VP] [.]: 1,
                  [S] -> [NP-SBJ-158] [VP]: 1,
                  [S] -> [NP-SBJ-159] [VP]: 1,
                  [S] -> [NP-SBJ-15] [VP]: 1,
                  [S] -> [NP-SBJ-15] [VP] [.]: 1,
                  [S] -> [NP-SBJ-160] [VP]: 1,
                  [S] -> [NP-SBJ-162] [VP] [.]: 1,
                  [S] -> [NP-SBJ-163] [VP]: 1,
                  [S] -> [NP-SBJ-164] [VP]: 1,
                  [S] -> [NP-SBJ-165] [VP]: 1,
                  [S] -> [NP-SBJ-166] [VP] [.]: 1,
                  [S] -> [NP-SBJ-16] [VP] [.]: 1,
                  [S] -> [NP-SBJ-17] [VP]: 1,
                  [S] -> [NP-SBJ-17] [VP] [.]: 1,
                  [S] -> [NP-SBJ-18] [VP]: 1,
                  [S] -> [NP-SBJ-19] [VP]: 1,
                  [S] -> [NP-SBJ-1] [,] [VP]: 1,
                  [S] -> [NP-SBJ-1] [:] [VP]: 1,
                  [S] -> [NP-SBJ-1] [ADJP-PRD]: 1,
                  [S] -> [NP-SBJ-1] [ADVP-TMP] [VP]: 6,
                  [S] -> [NP-SBJ-1] [ADVP-TMP] [VP] [.]: 4,
                  [S] -> [NP-SBJ-1] [ADVP] [VP]: 3,
                  [S] -> [NP-SBJ-1] [ADVP] [VP] [.]: 8,
                  [S] -> [NP-SBJ-1] [NP-TMP] [VP] [.]: 2,
                  [S] -> [NP-SBJ-1] [PRN] [VP]: 1,
                  [S] -> [NP-SBJ-1] [PRN] [VP] [.]: 2,
                  [S] -> [NP-SBJ-1] [VP]: 262,
                  [S] -> [NP-SBJ-1] [VP] [,]: 1,
                  [S] -> [NP-SBJ-1] [VP] [.]: 180,
                  [S] -> [NP-SBJ-1] [VP] [.] ['']: 10,
                  [S] -> [NP-SBJ-1] [VP] [:]: 1,
                  [S] -> [NP-SBJ-1] [VP] [CC] [VP]: 1,
                  [S] -> [NP-SBJ-1] [``] [VP]: 4,
                  [S] -> [NP-SBJ-20] [VP]: 1,
                  [S] -> [NP-SBJ-21] [VP]: 2,
                  [S] -> [NP-SBJ-22] [VP]: 2,
                  [S] -> [NP-SBJ-23] [VP]: 1,
                  [S] -> [NP-SBJ-23] [VP] [.]: 1,
                  [S] -> [NP-SBJ-24] [VP]: 1,
                  [S] -> [NP-SBJ-26] [VP]: 1,
                  [S] -> [NP-SBJ-27] [VP]: 1,
                  [S] -> [NP-SBJ-27] [VP] [.]: 1,
                  [S] -> [NP-SBJ-28] [VP]: 1,
                  [S] -> [NP-SBJ-28] [VP] [.]: 1,
                  [S] -> [NP-SBJ-29] [ADVP] [VP] [.]: 1,
                  [S] -> [NP-SBJ-29] [VP] [.]: 1,
                  [S] -> [NP-SBJ-2] [,] [VP] [.]: 1,
                  [S] -> [NP-SBJ-2] [ADJP-PRD]: 1,
                  [S] -> [NP-SBJ-2] [ADVP] [VP]: 2,
                  [S] -> [NP-SBJ-2] [ADVP] [VP] [.]: 2,
                  [S] -> [NP-SBJ-2] [VP]: 154,
                  [S] -> [NP-SBJ-2] [VP] [.]: 14,
                  [S] -> [NP-SBJ-30] [VP] [.]: 1,
                  [S] -> [NP-SBJ-31] [VP]: 1,
                  [S] -> [NP-SBJ-32] [VP]: 1,
                  [S] -> [NP-SBJ-32] [VP] [.]: 1,
                  [S] -> [NP-SBJ-33] [VP]: 1,
                  [S] -> [NP-SBJ-34] [VP]: 1,
                  [S] -> [NP-SBJ-34] [VP] [.]: 1,
                  [S] -> [NP-SBJ-35] [VP]: 2,
                  [S] -> [NP-SBJ-36] [VP]: 2,
                  [S] -> [NP-SBJ-37] [VP] [.]: 1,
                  [S] -> [NP-SBJ-38] [VP]: 1,
                  [S] -> [NP-SBJ-38] [VP] [.]: 1,
                  [S] -> [NP-SBJ-39] [VP]: 1,
                  [S] -> [NP-SBJ-39] [VP] [.]: 1,
                  [S] -> [NP-SBJ-3] [ADVP-TMP] [VP]: 1,
                  [S] -> [NP-SBJ-3] [ADVP] [VP]: 1,
                  [S] -> [NP-SBJ-3] [VP]: 48,
                  [S] -> [NP-SBJ-3] [VP] [.]: 3,
                  [S] -> [NP-SBJ-40] [VP]: 1,
                  [S] -> [NP-SBJ-41] [VP] [.]: 2,
                  [S] -> [NP-SBJ-42] [VP]: 1,
                  [S] -> [NP-SBJ-42] [VP] [.]: 1,
                  [S] -> [NP-SBJ-43] [VP]: 1,
                  [S] -> [NP-SBJ-44] [VP] [.]: 1,
                  [S] -> [NP-SBJ-45] [VP]: 1,
                  [S] -> [NP-SBJ-45] [VP] [.]: 1,
                  [S] -> [NP-SBJ-46] [VP]: 1,
                  [S] -> [NP-SBJ-47] [VP] [ADVP-TMP]: 1,
                  [S] -> [NP-SBJ-48] [VP]: 1,
                  [S] -> [NP-SBJ-48] [VP] [.]: 1,
                  [S] -> [NP-SBJ-49] [ADVP-TMP] [VP] [.]: 1,
                  [S] -> [NP-SBJ-49] [VP]: 1,
                  [S] -> [NP-SBJ-4] [VP]: 8,
                  [S] -> [NP-SBJ-4] [VP] [.]: 2,
                  [S] -> [NP-SBJ-50] [VP]: 1,
                  [S] -> [NP-SBJ-50] [VP] [.]: 1,
                  [S] -> [NP-SBJ-51] [VP]: 1,
                  [S] -> [NP-SBJ-52] [VP]: 2,
                  [S] -> [NP-SBJ-53] [VP]: 2,
                  [S] -> [NP-SBJ-54] [VP]: 2,
                  [S] -> [NP-SBJ-56] [VP]: 1,
                  [S] -> [NP-SBJ-56] [VP] [.]: 1,
                  [S] -> [NP-SBJ-57] [VP]: 2,
                  [S] -> [NP-SBJ-58] [VP]: 1,
                  [S] -> [NP-SBJ-59] [VP]: 1,
                  [S] -> [NP-SBJ-5] [VP]: 2,
                  [S] -> [NP-SBJ-60] [VP]: 2,
                  [S] -> [NP-SBJ-61] [VP]: 1,
                  [S] -> [NP-SBJ-61] [VP] [.]: 1,
                  [S] -> [NP-SBJ-62] [VP]: 2,
                  [S] -> [NP-SBJ-63] [VP]: 1,
                  [S] -> [NP-SBJ-63] [VP] [.]: 1,
                  [S] -> [NP-SBJ-67] [VP]: 1,
                  [S] -> [NP-SBJ-67] [VP] [.]: 1,
                  [S] -> [NP-SBJ-68] [VP]: 1,
                  [S] -> [NP-SBJ-68] [VP] [.]: 1,
                  [S] -> [NP-SBJ-69] [VP] [.]: 1,
                  [S] -> [NP-SBJ-70] [VP]: 2,
                  [S] -> [NP-SBJ-71] [VP]: 1,
                  [S] -> [NP-SBJ-72] [VP]: 1,
                  [S] -> [NP-SBJ-72] [VP] [.]: 1,
                  [S] -> [NP-SBJ-74] [VP]: 2,
                  [S] -> [NP-SBJ-75] [VP]: 1,
                  [S] -> [NP-SBJ-76] [VP]: 1,
                  [S] -> [NP-SBJ-77] [VP]: 1,
                  [S] -> [NP-SBJ-78] [VP]: 2,
                  [S] -> [NP-SBJ-79] [VP]: 1,
                  [S] -> [NP-SBJ-7] [VP] [.]: 1,
                  [S] -> [NP-SBJ-80] [VP]: 1,
                  [S] -> [NP-SBJ-81] [VP]: 2,
                  [S] -> [NP-SBJ-82] [VP]: 1,
                  [S] -> [NP-SBJ-83] [VP]: 2,
                  [S] -> [NP-SBJ-84] [VP]: 1,
                  [S] -> [NP-SBJ-85] [VP]: 1,
                  [S] -> [NP-SBJ-85] [VP] [.]: 1,
                  [S] -> [NP-SBJ-86] [VP] [.]: 1,
                  [S] -> [NP-SBJ-87] [VP]: 1,
                  [S] -> [NP-SBJ-89] [ADVP-TMP] [VP] [.]: 1,
                  [S] -> [NP-SBJ-8] [VP]: 2,
                  [S] -> [NP-SBJ-90] [VP]: 1,
                  [S] -> [NP-SBJ-91] [VP]: 1,
                  [S] -> [NP-SBJ-93] [VP] [.]: 1,
                  [S] -> [NP-SBJ-94] [VP]: 1,
                  [S] -> [NP-SBJ-95] [VP] [.]: 1,
                  [S] -> [NP-SBJ-96] [VP] [.]: 1,
                  [S] -> [NP-SBJ-97] [VP]: 1,
                  [S] -> [NP-SBJ-99] [VP]: 1,
                  [S] -> [NP-SBJ-9] [VP]: 1,
                  [S] -> [NP-SBJ-9] [VP] [.]: 1,
                  [S] -> [NP-SBJ=1] [PP-CLR=2]: 1,
                  [S] -> [NP-SBJ=2] [ADVP-PRD-LOC=3]: 1,
                  [S] -> [NP-SBJ=3] [NP-TMP=2]: 1,
                  [S] -> [NP-SBJ] [,] [VP]: 1,
                  [S] -> [NP-SBJ] [,] [VP] [.]: 2,
                  [S] -> [NP-SBJ] [:] [VP]: 1,
                  [S] -> [NP-SBJ] [:] [VP] [.]: 1,
                  [S] -> [NP-SBJ] [ADJP-PRD]: 38,
                  [S] -> [NP-SBJ] [ADJP-PRD] [ADVP]: 1,
                  [S] -> [NP-SBJ] [ADJP-PRD] [NP-TMP]: 1,
                  [S] -> [NP-SBJ] [ADJP-PRD] [PP]: 1,
                  [S] -> [NP-SBJ] [ADJP-PRD] [S-1]: 1,
                  [S] -> [NP-SBJ] [ADJP-PRD] [S-2]: 1,
                  [S] -> [NP-SBJ] [ADVP-LOC] [:] [VP]: 1,
                  [S] -> [NP-SBJ] [ADVP-LOC] [VP] [.]: 1,
                  [S] -> [NP-SBJ] [ADVP-MNR] [VP]: 3,
                  [S] -> [NP-SBJ] [ADVP-MNR] [VP] [.]: 1,
                  [S] -> [NP-SBJ] [ADVP-PRD]: 2,
                  [S] -> [NP-SBJ] [ADVP-TMP] [VP]: 46,
                  [S] -> [NP-SBJ] [ADVP-TMP] [VP] [.]: 22,
                  [S] -> [NP-SBJ] [ADVP-TMP] [``] [VP]: 1,
                  [S] -> [NP-SBJ] [ADVP] [VP]: 39,
                  [S] -> [NP-SBJ] [ADVP] [VP] [.]: 48,
                  [S] -> [NP-SBJ] [CONJP] [VP]: 1,
                  [S] -> [NP-SBJ] [DT] [VP] [.]: 2,
                  [S] -> [NP-SBJ] [NP-PRD-TTL]: 1,
                  [S] -> [NP-SBJ] [NP-PRD]: 36,
                  [S] -> [NP-SBJ] [NP-PRD] [S-2]: 1,
                  [S] -> [NP-SBJ] [NP-TMP] [VP]: 4,
                  [S] -> [NP-SBJ] [NP-TMP] [VP] [.]: 1,
                  [S] -> [NP-SBJ] [NP-TTL-PRD]: 1,
                  [S] -> [NP-SBJ] [PP-LOC-PRD]: 1,
                  [S] -> [NP-SBJ] [PP-PRD]: 4,
                  [S] -> [NP-SBJ] [PP-PRD] [S]: 1,
                  [S] -> [NP-SBJ] [PP-TMP] [VP]: 2,
                  [S] -> [NP-SBJ] [PP-TMP] [VP] [.]: 3,
                  [S] -> [NP-SBJ] [PP] [VP]: 1,
                  [S] -> [NP-SBJ] [PRN] [VP]: 3,
                  [S] -> [NP-SBJ] [PRN] [VP] [.]: 8,
                  [S] -> [NP-SBJ] [RB] [VP]: 5,
                  [S] -> [NP-SBJ] [RB] [VP] [.]: 1,
                  [S] -> [NP-SBJ] [UCP-PRD]: 1,
                  [S] -> [NP-SBJ] [VP]: 2672,
                  [S] -> [NP-SBJ] [VP] [,]: 1,
                  [S] -> [NP-SBJ] [VP] [.]: 1007,
                  [S] -> [NP-SBJ] [VP] [.] ['']: 53,
                  [S] -> [NP-SBJ] [VP] [:]: 3,
                  [S] -> [NP-SBJ] [VP] [ADVP-TMP]: 2,
                  [S] -> [NP-SBJ] [VP] [PP-LOC]: 2,
                  [S] -> [NP-SBJ] [VP] [PP-TMP]: 1,
                  [S] -> [NP-SBJ] [``] [NP-PRD]: 1,
                  [S] -> [NP-SBJ] [``] [NP-PRD] ['']: 3,
                  [S] -> [NP-SBJ] [``] [PP-TTL]: 1,
                  [S] -> [NP-SBJ] [``] [RB] [ADJP-PRD]: 1,
                  [S] -> [NP-SBJ] [``] [VP]: 14,
                  [S] -> [NP-SBJ] [``] [VP] [.]: 1,
                  [S] -> [NP-TMP] [NP-SBJ-1] [VP] [.]: 2,
                  [S] -> [NP-TMP] [NP-SBJ-3] [VP]: 1,
                  [S] -> [NP-TMP] [NP-SBJ] [VP]: 1,
                  [S] -> [NP-TMP] [NP-SBJ] [VP] [.]: 1,
                  [S] -> [NP-TPC-3] [,] [NP-SBJ] [VP]: 1,
                  [S] -> [NP-TTL-SBJ-1] [VP]: 1,
                  [S] -> [NP-TTL-SBJ] [ADVP-TMP] [VP]: 1,
                  [S] -> [NP-TTL-SBJ] [VP]: 2,
                  [S] -> [NP-TTL-SBJ] [VP] [.]: 1,
                  [S] -> [NP-VOC] [INTJ] [NP-SBJ] [VP]: 1,
                  [S] -> [PP-LOC] [,] [NP-SBJ-1] [VP]: 1,
                  [S] -> [PP-LOC] [,] [NP-SBJ] [VP]: 2,
                  [S] -> [PP-LOC] [NP-SBJ-1] [VP] [.]: 1,
                  [S] -> [PP-LOC] [NP-SBJ-2] [VP] [.]: 1,
                  [S] -> [PP-LOC] [NP-SBJ-7] [VP] [.]: 1,
                  [S] -> [PP-LOC] [NP-SBJ] [VP]: 1,
                  [S] -> [PP-LOC] [NP-SBJ] [VP] [.]: 7,
                  [S] -> [PP-MNR] [,] [NP-SBJ-1] [VP]: 1,
                  [S] -> [PP-PRP] [NP-SBJ-1] [VP]: 1,
                  [S] -> [PP-TMP] [,] [NP-SBJ-1] [VP]: 1,
                  [S] -> [PP-TMP] [,] [NP-SBJ-2] [VP]: 1,
                  [S] -> [PP-TMP] [,] [NP-SBJ-3] [VP]: 1,
                  [S] -> [PP-TMP] [,] [NP-SBJ] [VP]: 6,
                  [S] -> [PP-TMP] [NP-SBJ-2] [VP]: 1,
                  [S] -> [PP-TMP] [NP-SBJ] [VP]: 8,
                  [S] -> [PP-TMP] [NP-SBJ] [VP] [.]: 3,
                  [S] -> [PP-TPC-2] [,] [NP-SBJ] [VP]: 1,
                  [S] -> [PP] [,] [NP-SBJ-1] [VP]: 1,
                  [S] -> [PP] [,] [NP-SBJ-3] [VP]: 1,
                  [S] -> [PP] [,] [NP-SBJ] [VP]: 5,
                  [S] -> [PP] [NP-SBJ-1] [VP]: 1,
                  [S] -> [PP] [NP-SBJ-1] [VP] [.]: 1,
                  [S] -> [PP] [NP-SBJ-20] [VP]: 1,
                  [S] -> [PP] [NP-SBJ-98] [VP]: 1,
                  [S] -> [PP] [NP-SBJ] [VP]: 2,
                  [S] -> [PP] [NP-SBJ] [VP] [.]: 4,
                  [S] -> [RB] [NP-SBJ] [VP] [.]: 1,
                  [S] -> [S-1] [:] [S] [.]: 1,
                  [S] -> [S-ADV] [,] [NP-SBJ-146] [VP]: 1,
                  [S] -> [S-ADV] [,] [NP-SBJ-1] [VP]: 1,
                  [S] -> [S-ADV] [,] [NP-SBJ-2] [VP]: 1,
                  [S] -> [S-ADV] [,] [NP-SBJ] [VP]: 1,
                  [S] -> [S-ADV] [NP-SBJ-2] [VP] [.]: 1,
                  [S] -> [S-NOM-SBJ] [ADJP-PRD]: 1,
                  [S] -> [S-NOM-SBJ] [ADVP] [VP]: 2,
                  [S] -> [S-NOM-SBJ] [VP]: 8,
                  [S] -> [S-NOM-SBJ] [VP] [.]: 3,
                  [S] -> [S-SBJ] [''] [VP] [.]: 1,
                  [S] -> [S-TPC-1] [,] [NP-SBJ] [VP]: 1,
                  [S] -> [S-TPC-1] [NP-SBJ] [VP] [.]: 2,
                  [S] -> [S-TPC-2] [NP-SBJ] [VP] [.]: 1,
                  [S] -> [SBAR-ADV] [,] [NP-SBJ-16] [VP]: 1,
                  [S] -> [SBAR-ADV] [,] [NP-SBJ-44] [VP]: 1,
                  [S] -> [SBAR-ADV] [,] [NP-SBJ] [VP]: 10,
                  [S] -> [SBAR-ADV] [NP-SBJ] [VP]: 1,
                  [S] -> [SBAR-ADV] [NP-SBJ] [VP] [.]: 1,
                  [S] -> [SBAR-NOM-SBJ] [VP]: 2,
                  [S] -> [SBAR-NOM-SBJ] [VP] [.]: 5,
                  [S] -> [SBAR-NOM-SBJ] [VP] [.] ['']: 1,
                  [S] -> [SBAR-PRP] [,] [NP-SBJ-1] [VP]: 1,
                  [S] -> [SBAR-TMP] [,] [NP-SBJ-1] [VP]: 1,
                  [S] -> [SBAR-TMP] [,] [NP-SBJ-2] [VP]: 1,
                  [S] -> [SBAR-TMP] [,] [NP-SBJ-64] [VP]: 1,
                  [S] -> [SBAR-TMP] [,] [NP-SBJ] [VP]: 3,
                  [S] -> [SBAR-TMP] [NP-SBJ-1] [VP]: 1,
                  [S] -> [SBAR-TMP] [NP-SBJ] [VP]: 1,
                  [S] -> [S] [,] [CC] [S]: 13,
                  [S] -> [S] [,] [S]: 3,
                  [S] -> [S] [,] [S] [.]: 2,
                  [S] -> [S] [:] [NN] [S]: 1,
                  [S] -> [S] [:] [S]: 1,
                  [S] -> [S] [:] [S] [.]: 33,
                  [S] -> [S] [CC] [S]: 20,
                  [S] -> [S] [CC] [S] [.]: 14,
                  [S] -> [S] [CC] [S] [S-4]: 1,
                  [S] -> [UCP] [,] [NP-SBJ-1] [VP]: 1,
                  [S] -> [``] [NP-SBJ-1] [''] [VP]: 1,
                  [S] -> [``] [NP-SBJ-1] [VP]: 1,
                  [S] -> [``] [NP-SBJ-1] [VP] [.]: 3,
                  [S] -> [``] [NP-SBJ-1] [VP] [:]: 1,
                  [S] -> [``] [NP-SBJ] [''] [VP]: 2,
                  [S] -> [``] [NP-SBJ] [VP]: 2,
                  [S] -> [``] [NP-SBJ] [VP] [.]: 10,
                  [S] -> [``] [NP-SBJ] [VP] [:]: 1,
                  [S] -> [``] [NP-TTL-SBJ] [''] [VP]: 4,
                  [S] -> [``] [PP-MNR] [NP-SBJ-1] [VP]: 1,
                  [S] -> [``] [SBAR-NOM-SBJ] [VP] [.]: 1}),
     [TO]: defaultdict(int,
                 {[TO] -> '<unk>': 1.0,
                  [TO] -> 'TO': 3.0,
                  [TO] -> 'To': 18.0,
                  [TO] -> 'to': 1645.0}),
     [UCP-LOC-CLR]: defaultdict(int, {[UCP-LOC-CLR] -> [SBAR-NOM] [:] [PP]: 1}),
     [UCP-MNR]: defaultdict(int, {[UCP-MNR] -> [DT] [ADVP] [CC] [PP]: 1}),
     [UCP-PRD]: defaultdict(int,
                 {[UCP-PRD] -> [ADJP-PRD] [:] [NP-PRD]: 1,
                  [UCP-PRD] -> [ADJP] [:] [CC] [PP]: 1,
                  [UCP-PRD] -> [VP] [CC] [ADJP]: 1}),
     [UCP-TMP]: defaultdict(int, {[UCP-TMP] -> [PP] [CC] [NP]: 1}),
     [UCP]: defaultdict(int,
                 {[UCP] -> [ADJP] [CC] [NP]: 2,
                  [UCP] -> [ADVP] [CC] [PP]: 1,
                  [UCP] -> [JJ] [CC] [NNP] [NNP]: 1,
                  [UCP] -> [JJ] [CC] [NN]: 1,
                  [UCP] -> [NNP] [CC] [JJ]: 1,
                  [UCP] -> [NN] [CC] [JJ]: 2,
                  [UCP] -> [NP] [CC] [ADJP]: 1,
                  [UCP] -> [NP] [CC] [SBAR]: 1,
                  [UCP] -> [PP-TMP] [,] [CC] [S]: 1,
                  [UCP] -> [PP] [PRN]: 1,
                  [UCP] -> [SBAR-TMP] [CC] [S-PRP]: 1,
                  [UCP] -> [S] [CC] [SBAR]: 1}),
     [UH]: defaultdict(int,
                 {[UH] -> '<unk>': 1.0,
                  [UH] -> 'OK': 3.0,
                  [UH] -> 'Oh': 3.0,
                  [UH] -> 'no': 3.0}),
     [VBD]: defaultdict(int,
                 {[VBD] -> '<unk>': 1.0,
                  [VBD] -> 'Asked': 3.0,
                  [VBD] -> 'CHANGED': 3.0,
                  [VBD] -> 'acceded': 3.0,
                  [VBD] -> 'accelerated': 3.0,
                  [VBD] -> 'accepted': 3.0,
                  [VBD] -> 'accused': 3.0,
                  [VBD] -> 'acquired': 6.0,
                  [VBD] -> 'acted': 3.0,
                  [VBD] -> 'adapted': 3.0,
                  [VBD] -> 'added': 27.0,
                  [VBD] -> 'admitted': 4.0,
                  [VBD] -> 'adopted': 3.0,
                  [VBD] -> 'advised': 3.0,
                  [VBD] -> 'advocated': 3.0,
                  [VBD] -> 'aggravated': 3.0,
                  [VBD] -> 'agreed': 9.0,
                  [VBD] -> 'aimed': 3.0,
                  [VBD] -> 'aired': 3.0,
                  [VBD] -> 'alleged': 3.0,
                  [VBD] -> 'allowed': 3.0,
                  [VBD] -> 'amounted': 4.0,
                  [VBD] -> 'angered': 3.0,
                  [VBD] -> 'announced': 12.0,
                  [VBD] -> 'annoyed': 3.0,
                  [VBD] -> 'anticipated': 3.0,
                  [VBD] -> 'appeared': 7.0,
                  [VBD] -> 'applied': 4.0,
                  [VBD] -> 'approached': 3.0,
                  [VBD] -> 'approved': 15.0,
                  [VBD] -> 'argued': 5.0,
                  [VBD] -> 'arranged': 3.0,
                  [VBD] -> 'arrived': 3.0,
                  [VBD] -> 'asked': 11.0,
                  [VBD] -> 'asserted': 4.0,
                  [VBD] -> 'assured': 3.0,
                  [VBD] -> 'attached': 3.0,
                  [VBD] -> 'attended': 3.0,
                  [VBD] -> 'attributed': 4.0,
                  [VBD] -> 'authorized': 3.0,
                  [VBD] -> 'averaged': 3.0,
                  [VBD] -> 'awarded': 3.0,
                  [VBD] -> 'backed': 3.0,
                  [VBD] -> 'balked': 4.0,
                  [VBD] -> 'banned': 3.0,
                  [VBD] -> 'barred': 5.0,
                  [VBD] -> 'beat': 3.0,
                  [VBD] -> 'became': 15.0,
                  [VBD] -> 'befuddled': 3.0,
                  [VBD] -> 'began': 28.0,
                  [VBD] -> 'begot': 3.0,
                  [VBD] -> 'believed': 4.0,
                  [VBD] -> 'benefited': 4.0,
                  [VBD] -> 'bid': 7.0,
                  [VBD] -> 'billed': 3.0,
                  [VBD] -> 'blamed': 3.0,
                  [VBD] -> 'bled': 3.0,
                  [VBD] -> 'booked': 3.0,
                  [VBD] -> 'boosted': 4.0,
                  [VBD] -> 'bothered': 3.0,
                  [VBD] -> 'bought': 7.0,
                  [VBD] -> 'bowed': 4.0,
                  [VBD] -> 'breathed': 3.0,
                  [VBD] -> 'brightened': 3.0,
                  [VBD] -> 'broadened': 3.0,
                  [VBD] -> 'broke': 3.0,
                  [VBD] -> 'brought': 5.0,
                  [VBD] -> 'built': 5.0,
                  [VBD] -> 'called': 6.0,
                  [VBD] -> 'came': 20.0,
                  [VBD] -> 'cared': 3.0,
                  [VBD] -> 'carried': 3.0,
                  [VBD] -> 'caused': 5.0,
                  [VBD] -> 'cautioned': 3.0,
                  [VBD] -> 'changed': 6.0,
                  [VBD] -> 'chastised': 3.0,
                  [VBD] -> 'chose': 3.0,
                  [VBD] -> 'circulated': 3.0,
                  [VBD] -> 'cited': 5.0,
                  [VBD] -> 'claimed': 3.0,
                  [VBD] -> 'clicked': 3.0,
                  [VBD] -> 'climbed': 4.0,
                  [VBD] -> 'clipped': 3.0,
                  [VBD] -> 'closed': 10.0,
                  [VBD] -> 'collaborated': 3.0,
                  [VBD] -> 'committed': 3.0,
                  [VBD] -> 'compared': 3.0,
                  [VBD] -> 'complained': 4.0,
                  [VBD] -> 'completed': 8.0,
                  [VBD] -> 'concentrated': 4.0,
                  [VBD] -> 'concluded': 5.0,
                  [VBD] -> 'confirmed': 4.0,
                  [VBD] -> 'consented': 12.0,
                  [VBD] -> 'contained': 6.0,
                  [VBD] -> 'continued': 6.0,
                  [VBD] -> 'contracted': 4.0,
                  [VBD] -> 'contributed': 6.0,
                  [VBD] -> 'controlled': 3.0,
                  [VBD] -> 'copied': 3.0,
                  [VBD] -> 'cranked': 3.0,
                  [VBD] -> 'created': 6.0,
                  [VBD] -> 'criticized': 4.0,
                  [VBD] -> 'curled': 3.0,
                  [VBD] -> 'curtailed': 3.0,
                  [VBD] -> 'cut': 10.0,
                  [VBD] -> 'damaged': 3.0,
                  [VBD] -> 'decided': 15.0,
                  [VBD] -> 'declared': 6.0,
                  [VBD] -> 'declined': 16.0,
                  [VBD] -> 'decried': 3.0,
                  [VBD] -> 'deemed': 3.0,
                  [VBD] -> 'defended': 4.0,
                  [VBD] -> 'denied': 3.0,
                  [VBD] -> 'depended': 3.0,
                  [VBD] -> 'described': 5.0,
                  [VBD] -> 'determined': 3.0,
                  [VBD] -> 'developed': 6.0,
                  [VBD] -> 'devised': 3.0,
                  [VBD] -> 'devoted': 3.0,
                  [VBD] -> 'did': 56.0,
                  [VBD] -> 'died': 3.0,
                  [VBD] -> 'disagreed': 3.0,
                  [VBD] -> 'disciplined': 3.0,
                  [VBD] -> 'disclosed': 4.0,
                  [VBD] -> 'discussed': 3.0,
                  [VBD] -> 'dismissed': 3.0,
                  [VBD] -> 'distinguished': 3.0,
                  [VBD] -> 'doubled': 4.0,
                  [VBD] -> 'downgraded': 3.0,
                  [VBD] -> 'dreamed': 3.0,
                  [VBD] -> 'dreamt': 3.0,
                  [VBD] -> 'drifted': 3.0,
                  [VBD] -> 'drooled': 3.0,
                  [VBD] -> 'dropped': 9.0,
                  [VBD] -> 'drove': 4.0,
                  [VBD] -> 'dubbed': 3.0,
                  [VBD] -> 'dumped': 4.0,
                  [VBD] -> 'earned': 7.0,
                  [VBD] -> 'eased': 3.0,
                  [VBD] -> 'edged': 3.0,
                  [VBD] -> 'eliminated': 3.0,
                  [VBD] -> 'emphasized': 3.0,
                  [VBD] -> 'enabled': 3.0,
                  [VBD] -> 'ended': 8.0,
                  [VBD] -> 'endorsed': 3.0,
                  [VBD] -> 'enraged': 3.0,
                  [VBD] -> 'entered': 4.0,
                  [VBD] -> 'enticed': 3.0,
                  [VBD] -> 'entitled': 3.0,
                  [VBD] -> 'escaped': 3.0,
                  [VBD] -> 'established': 3.0,
                  [VBD] -> 'estimated': 4.0,
                  [VBD] -> 'evaluated': 3.0,
                  [VBD] -> 'evaporated': 3.0,
                  [VBD] -> 'evolved': 3.0,
                  [VBD] -> 'examined': 3.0,
                  [VBD] -> 'expanded': 4.0,
                  [VBD] -> 'expelled': 3.0,
                  [VBD] -> 'expired': 3.0,
                  [VBD] -> 'explained': 4.0,
                  [VBD] -> 'expressed': 5.0,
                  [VBD] -> 'exuded': 3.0,
                  [VBD] -> 'failed': 9.0,
                  [VBD] -> 'fared': 3.0,
                  [VBD] -> 'favored': 3.0,
                  [VBD] -> 'feared': 3.0,
                  [VBD] -> 'featured': 4.0,
                  [VBD] -> 'fed': 3.0,
                  [VBD] -> 'fell': 25.0,
                  [VBD] -> 'felt': 6.0,
                  [VBD] -> 'fielded': 3.0,
                  [VBD] -> 'filed': 3.0,
                  [VBD] -> 'finished': 4.0,
                  [VBD] -> 'fired': 5.0,
                  [VBD] -> 'folded': 3.0,
                  [VBD] -> 'followed': 7.0,
                  [VBD] -> 'forced': 3.0,
                  [VBD] -> 'formed': 3.0,
                  [VBD] -> 'fought': 3.0,
                  [VBD] -> 'found': 10.0,
                  [VBD] -> 'fretted': 3.0,
                  [VBD] -> 'fueled': 3.0,
                  [VBD] -> 'gained': 8.0,
                  [VBD] -> 'gave': 10.0,
                  [VBD] -> 'got': 12.0,
                  [VBD] -> 'graduated': 3.0,
                  [VBD] -> 'grew': 5.0,
                  [VBD] -> 'guided': 3.0,
                  [VBD] -> 'had': 129.0,
                  [VBD] -> 'halted': 3.0,
                  [VBD] -> 'handed': 3.0,
                  [VBD] -> 'happened': 3.0,
                  [VBD] -> 'harped': 3.0,
                  [VBD] -> 'hauled': 3.0,
                  [VBD] -> 'have': 3.0,
                  [VBD] -> 'heard': 3.0,
                  [VBD] -> 'held': 4.0,
                  [VBD] -> 'helped': 6.0,
                  [VBD] -> 'hid': 3.0,
                  [VBD] -> 'hired': 5.0,
                  [VBD] -> 'hoped': 3.0,
                  [VBD] -> 'hosted': 3.0,
                  [VBD] -> 'hung': 3.0,
                  [VBD] -> 'identified': 4.0,
                  [VBD] -> 'implied': 3.0,
                  [VBD] -> 'imported': 4.0,
                  [VBD] -> 'imposed': 4.0,
                  [VBD] -> 'inched': 4.0,
                  [VBD] -> 'included': 11.0,
                  [VBD] -> 'increased': 8.0,
                  [VBD] -> 'indicated': 9.0,
                  [VBD] -> 'inherited': 3.0,
                  [VBD] -> 'insisted': 5.0,
                  [VBD] -> 'inspired': 4.0,
                  [VBD] -> 'intended': 3.0,
                  [VBD] -> 'introduced': 8.0,
                  [VBD] -> 'invented': 3.0,
                  [VBD] -> 'invested': 3.0,
                  [VBD] -> 'involved': 5.0,
                  [VBD] -> 'issued': 4.0,
                  [VBD] -> 'joined': 6.0,
                  [VBD] -> 'jumped': 5.0,
                  [VBD] -> 'kept': 5.0,
                  [VBD] -> 'kicked': 3.0,
                  [VBD] -> 'killed': 4.0,
                  [VBD] -> 'knew': 5.0,
                  [VBD] -> 'knocked': 3.0,
                  [VBD] -> 'lacked': 3.0,
                  [VBD] -> 'lasted': 3.0,
                  [VBD] -> 'lauded': 3.0,
                  [VBD] -> 'launched': 6.0,
                  [VBD] -> 'lay': 3.0,
                  [VBD] -> 'leapt': 3.0,
                  [VBD] -> 'learned': 5.0,
                  [VBD] -> 'led': 7.0,
                  [VBD] -> 'left': 5.0,
                  [VBD] -> 'lengthened': 3.0,
                  [VBD] -> 'let': 3.0,
                  [VBD] -> 'licensed': 3.0,
                  [VBD] -> 'limited': 3.0,
                  [VBD] -> 'lost': 9.0,
                  [VBD] -> 'loved': 4.0,
                  [VBD] -> 'lowered': 3.0,
                  [VBD] -> 'made': 22.0,
                  [VBD] -> 'maintained': 4.0,
                  [VBD] -> 'managed': 3.0,
                  [VBD] -> 'marketed': 3.0,
                  [VBD] -> 'matched': 5.0,
                  [VBD] -> 'materialized': 3.0,
                  [VBD] -> 'meant': 4.0,
                  [VBD] -> 'merged': 3.0,
                  [VBD] -> 'met': 5.0,
                  [VBD] -> 'mixed': 3.0,
                  [VBD] -> 'mounted': 3.0,
                  [VBD] -> 'moved': 4.0,
                  [VBD] -> 'named': 4.0,
                  [VBD] -> 'needed': 7.0,
                  [VBD] -> 'negotiated': 3.0,
                  [VBD] -> 'nominated': 3.0,
                  [VBD] -> 'noted': 15.0,
                  [VBD] -> 'numbered': 3.0,
                  [VBD] -> 'obligated': 3.0,
                  [VBD] -> 'obtained': 3.0,
                  [VBD] -> 'occurred': 4.0,
                  [VBD] -> 'offered': 14.0,
                  [VBD] -> 'omitted': 3.0,
                  [VBD] -> 'opened': 7.0,
                  [VBD] -> 'opposed': 4.0,
                  [VBD] -> 'ordered': 5.0,
                  [VBD] -> 'overvalued': 3.0,
                  [VBD] -> 'owed': 4.0,
                  [VBD] -> 'paid': 6.0,
                  [VBD] -> 'participated': 3.0,
                  [VBD] -> 'passed': 6.0,
                  [VBD] -> 'patented': 3.0,
                  [VBD] -> 'picked': 3.0,
                  [VBD] -> 'placed': 4.0,
                  [VBD] -> 'planned': 6.0,
                  [VBD] -> 'pleaded': 4.0,
                  [VBD] -> 'plunged': 5.0,
                  [VBD] -> 'pointed': 4.0,
                  [VBD] -> 'polled': 3.0,
                  [VBD] -> 'possessed': 3.0,
                  [VBD] -> 'posted': 7.0,
                  [VBD] -> 'poured': 3.0,
                  [VBD] -> 'praised': 4.0,
                  [VBD] -> 'predicted': 4.0,
                  [VBD] -> 'printed': 3.0,
                  [VBD] -> 'produced': 4.0,
                  [VBD] -> 'profited': 3.0,
                  [VBD] -> 'prompted': 4.0,
                  [VBD] -> 'proposed': 11.0,
                  [VBD] -> 'published': 3.0,
                  [VBD] -> 'pulled': 3.0,
                  [VBD] -> 'purchased': 4.0,
                  [VBD] -> 'put': 5.0,
                  [VBD] -> 'quipped': 3.0,
                  [VBD] -> 'quoted': 3.0,
                  [VBD] -> 'raced': 3.0,
                  [VBD] -> 'raised': 8.0,
                  [VBD] -> 'ran': 8.0,
                  [VBD] -> 'ranged': 4.0,
                  [VBD] -> 'reached': 5.0,
                  [VBD] -> 'reacted': 3.0,
                  [VBD] -> 'read': 4.0,
                  [VBD] -> 'realized': 3.0,
                  [VBD] -> 'rebuffed': 3.0,
                  [VBD] -> 'rebuked': 3.0,
                  [VBD] -> 'received': 10.0,
                  [VBD] -> 'recommended': 3.0,
                  [VBD] -> 'recorded': 3.0,
                  [VBD] -> 'recovered': 3.0,
                  [VBD] -> 'reduced': 3.0,
                  [VBD] -> 'referred': 5.0,
                  [VBD] -> 'reflected': 3.0,
                  [VBD] -> 'refused': 5.0,
                  [VBD] -> 'registered': 3.0,
                  [VBD] -> 'rejected': 8.0,
                  [VBD] -> 'released': 4.0,
                  [VBD] -> 'remained': 4.0,
                  [VBD] -> 'remarked': 3.0,
                  [VBD] -> 'reminded': 3.0,
                  [VBD] -> 'removed': 3.0,
                  [VBD] -> 'renewed': 3.0,
                  [VBD] -> 'reopened': 3.0,
                  [VBD] -> 'replaced': 3.0,
                  [VBD] -> 'reported': 18.0,
                  [VBD] -> 'represented': 4.0,
                  [VBD] -> 'resigned': 6.0,
                  [VBD] -> 'resolved': 3.0,
                  [VBD] -> 'responded': 5.0,
                  [VBD] -> 'restored': 3.0,
                  [VBD] -> 'restructured': 3.0,
                  [VBD] -> 'resulted': 3.0,
                  [VBD] -> 'retired': 3.0,
                  [VBD] -> 'retraced': 3.0,
                  [VBD] -> 'returned': 4.0,
                  [VBD] -> 'reversed': 3.0,
                  [VBD] -> 'reviewed': 3.0,
                  [VBD] -> 'rose': 26.0,
                  [VBD] -> 'ruled': 6.0,
                  [VBD] -> 'rushed': 3.0,
                  [VBD] -> 'sacked': 3.0,
                  [VBD] -> 'said': 405.0,
                  [VBD] -> 'saved': 3.0,
                  [VBD] -> 'saw': 6.0,
                  [VBD] -> 'screened': 3.0,
                  [VBD] -> 'screwed': 3.0,
                  [VBD] -> 'secured': 3.0,
                  [VBD] -> 'seemed': 9.0,
                  [VBD] -> 'seized': 3.0,
                  [VBD] -> 'sent': 4.0,
                  [VBD] -> 'served': 3.0,
                  [VBD] -> 'set': 7.0,
                  [VBD] -> 'settled': 3.0,
                  [VBD] -> 'shot': 3.0,
                  [VBD] -> 'showed': 10.0,
                  [VBD] -> 'signed': 4.0,
                  [VBD] -> 'skidded': 3.0,
                  [VBD] -> 'skipped': 3.0,
                  [VBD] -> 'slid': 4.0,
                  [VBD] -> 'slipped': 5.0,
                  [VBD] -> 'snapped': 4.0,
                  [VBD] -> 'sneaked': 3.0,
                  [VBD] -> 'soared': 4.0,
                  [VBD] -> 'sold': 12.0,
                  [VBD] -> 'solved': 3.0,
                  [VBD] -> 'sought': 3.0,
                  [VBD] -> 'sounded': 4.0,
                  [VBD] -> 'speculated': 4.0,
                  [VBD] -> 'spent': 5.0,
                  [VBD] -> 'spoke': 3.0,
                  [VBD] -> 'spotted': 3.0,
                  [VBD] -> 'spurned': 3.0,
                  [VBD] -> 'squeezed': 3.0,
                  [VBD] -> 'started': 5.0,
                  [VBD] -> 'stated': 3.0,
                  [VBD] -> 'stepped': 4.0,
                  [VBD] -> 'stirred': 3.0,
                  [VBD] -> 'stood': 6.0,
                  [VBD] -> 'stopped': 6.0,
                  [VBD] -> 'stored': 3.0,
                  [VBD] -> 'strengthened': 3.0,
                  [VBD] -> 'stressed': 3.0,
                  [VBD] -> 'stretched': 3.0,
                  [VBD] -> 'struggled': 3.0,
                  [VBD] -> 'stuck': 3.0,
                  [VBD] -> 'studied': 3.0,
                  [VBD] -> 'succeeded': 4.0,
                  [VBD] -> 'sued': 4.0,
                  [VBD] -> 'suffered': 4.0,
                  [VBD] -> 'suggested': 7.0,
                  [VBD] -> 'summoned': 3.0,
                  [VBD] -> 'surfaced': 3.0,
                  [VBD] -> 'surged': 5.0,
                  [VBD] -> 'surrendered': 5.0,
                  [VBD] -> 'suspended': 3.0,
                  [VBD] -> 'sweetened': 3.0,
                  [VBD] -> 'taught': 5.0,
                  [VBD] -> 'terminated': 3.0,
                  [VBD] -> 'thought': 6.0,
                  [VBD] -> 'threatened': 3.0,
                  [VBD] -> 'tied': 3.0,
                  [VBD] -> 'told': 12.0,
                  [VBD] -> 'took': 26.0,
                  [VBD] -> 'totaled': 6.0,
                  [VBD] -> 'touched': 3.0,
                  [VBD] -> 'traced': 3.0,
                  [VBD] -> 'trailed': 3.0,
                  [VBD] -> 'transformed': 3.0,
                  [VBD] -> 'treated': 3.0,
                  [VBD] -> 'tried': 5.0,
                  [VBD] -> 'triggered': 3.0,
                  [VBD] -> 'tripled': 3.0,
                  [VBD] -> 'tumbled': 4.0,
                  [VBD] -> 'turned': 7.0,
                  [VBD] -> 'understood': 3.0,
                  [VBD] -> 'underwent': 3.0,
                  [VBD] -> 'unleashed': 3.0,
                  [VBD] -> 'upheld': 4.0,
                  [VBD] -> 'urged': 6.0,
                  [VBD] -> 'used': 5.0,
                  [VBD] -> 'ushered': 3.0,
                  [VBD] -> 'ventilated': 3.0,
                  [VBD] -> 'viewed': 3.0,
                  [VBD] -> 'violated': 3.0,
                  [VBD] -> 'visited': 3.0,
                  [VBD] -> 'voted': 3.0,
                  [VBD] -> 'waited': 3.0,
                  [VBD] -> 'waived': 3.0,
                  [VBD] -> 'wanted': 13.0,
                  [VBD] -> 'was': 271.0,
                  [VBD] -> 'weighed': 3.0,
                  [VBD] -> 'welcomed': 3.0,
                  [VBD] -> 'went': 12.0,
                  [VBD] -> 'were': 130.0,
                  [VBD] -> 'won': 10.0,
                  [VBD] -> 'worked': 6.0,
                  [VBD] -> 'wound': 3.0,
                  [VBD] -> 'wrote': 8.0,
                  [VBD] -> 'yielded': 3.0}),
     [VBG]: defaultdict(int,
                 {[VBG] -> '<unk>': 1.0,
                  [VBG] -> 'According': 7.0,
                  [VBG] -> 'Adopting': 3.0,
                  [VBG] -> 'Arbitraging': 3.0,
                  [VBG] -> 'Assuming': 4.0,
                  [VBG] -> 'Beginning': 3.0,
                  [VBG] -> 'Being': 3.0,
                  [VBG] -> 'Citing': 3.0,
                  [VBG] -> 'Continuing': 3.0,
                  [VBG] -> 'DIALING': 3.0,
                  [VBG] -> 'Defending': 3.0,
                  [VBG] -> 'Determining': 3.0,
                  [VBG] -> 'Encouraging': 3.0,
                  [VBG] -> 'Excluding': 3.0,
                  [VBG] -> 'Filling': 3.0,
                  [VBG] -> 'Following': 3.0,
                  [VBG] -> 'Getting': 3.0,
                  [VBG] -> 'Having': 3.0,
                  [VBG] -> 'Judging': 3.0,
                  [VBG] -> 'Knowing': 3.0,
                  [VBG] -> 'Legislating': 3.0,
                  [VBG] -> 'Moving': 3.0,
                  [VBG] -> 'Observing': 3.0,
                  [VBG] -> 'Offering': 3.0,
                  [VBG] -> 'PORTING': 3.0,
                  [VBG] -> 'Performing': 3.0,
                  [VBG] -> 'Reducing': 3.0,
                  [VBG] -> 'SWITCHING': 3.0,
                  [VBG] -> 'Standing': 3.0,
                  [VBG] -> 'TRIMMING': 3.0,
                  [VBG] -> 'Taking': 4.0,
                  [VBG] -> 'Winning': 3.0,
                  [VBG] -> 'abating': 3.0,
                  [VBG] -> 'abolishing': 3.0,
                  [VBG] -> 'abounding': 3.0,
                  [VBG] -> 'abridging': 3.0,
                  [VBG] -> 'accepting': 4.0,
                  [VBG] -> 'according': 29.0,
                  [VBG] -> 'accounting': 3.0,
                  [VBG] -> 'accusing': 3.0,
                  [VBG] -> 'achieving': 3.0,
                  [VBG] -> 'acknowledging': 3.0,
                  [VBG] -> 'acquiring': 4.0,
                  [VBG] -> 'adapting': 3.0,
                  [VBG] -> 'adding': 5.0,
                  [VBG] -> 'addressing': 3.0,
                  [VBG] -> 'adjusting': 4.0,
                  [VBG] -> 'admitting': 8.0,
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                  [VBG] -> 'bearing': 3.0,
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                  [VBG] -> 'being': 26.0,
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                  [VBG] -> 'betting': 3.0,
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                  [VBG] -> 'booming': 5.0,
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                  [VBG] -> 'broadcasting': 3.0,
                  [VBG] -> 'building': 6.0,
                  [VBG] -> 'bundling': 3.0,
                  [VBG] -> 'buying': 7.0,
                  [VBG] -> 'calling': 3.0,
                  [VBG] -> 'carrying': 3.0,
                  [VBG] -> 'cascading': 3.0,
                  [VBG] -> 'casting': 4.0,
                  [VBG] -> 'causing': 6.0,
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                  [VBG] -> 'changing': 4.0,
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                  [VBG] -> 'claiming': 4.0,
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                  [VBG] -> 'climbing': 3.0,
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                  [VBG] -> 'collecting': 3.0,
                  [VBG] -> 'coming': 11.0,
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                  [VBG] -> 'committing': 3.0,
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                  [VBG] -> 'condemning': 3.0,
                  [VBG] -> 'conducting': 3.0,
                  [VBG] -> 'considering': 5.0,
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                  [VBG] -> 'contesting': 3.0,
                  [VBG] -> 'continuing': 9.0,
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                  [VBG] -> 'controlling': 5.0,
                  [VBG] -> 'converting': 3.0,
                  [VBG] -> 'cooperating': 3.0,
                  [VBG] -> 'copying': 3.0,
                  [VBG] -> 'correcting': 3.0,
                  [VBG] -> 'counting': 3.0,
                  [VBG] -> 'covering': 3.0,
                  [VBG] -> 'crashing': 3.0,
                  [VBG] -> 'creating': 5.0,
                  [VBG] -> 'crossing': 3.0,
                  [VBG] -> 'cruising': 3.0,
                  [VBG] -> 'crying': 3.0,
                  [VBG] -> 'curbing': 3.0,
                  [VBG] -> 'cutting': 6.0,
                  [VBG] -> 'dating': 3.0,
                  [VBG] -> 'dealing': 3.0,
                  [VBG] -> 'declaring': 4.0,
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                  [VBG] -> 'delivering': 3.0,
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                  [VBG] -> 'demonstrating': 3.0,
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                  [VBG] -> 'denying': 8.0,
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                  [VBG] -> 'designing': 3.0,
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                  [VBG] -> 'deterring': 3.0,
                  [VBG] -> 'devastating': 3.0,
                  [VBG] -> 'developing': 6.0,
                  [VBG] -> 'devouring': 3.0,
                  [VBG] -> 'directing': 3.0,
                  [VBG] -> 'disclosing': 3.0,
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                  [VBG] -> 'discussing': 5.0,
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                  [VBG] -> 'dividing': 3.0,
                  [VBG] -> 'doing': 11.0,
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                  [VBG] -> 'drawing': 3.0,
                  [VBG] -> 'drinking': 3.0,
                  [VBG] -> 'driving': 5.0,
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                  [VBG] -> 'easing': 3.0,
                  [VBG] -> 'eating': 3.0,
                  [VBG] -> 'eliminating': 3.0,
                  [VBG] -> 'emerging': 3.0,
                  [VBG] -> 'enabling': 4.0,
                  [VBG] -> 'encircling': 3.0,
                  [VBG] -> 'encouraging': 4.0,
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                  [VBG] -> 'ending': 7.0,
                  [VBG] -> 'engaging': 3.0,
                  [VBG] -> 'enjoying': 3.0,
                  [VBG] -> 'entering': 4.0,
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                  [VBG] -> 'evaluating': 3.0,
                  [VBG] -> 'evoking': 3.0,
                  [VBG] -> 'exceeding': 4.0,
                  [VBG] -> 'exchanging': 3.0,
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                  [VBG] -> 'expanding': 6.0,
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                  [VBG] -> 'extending': 3.0,
                  [VBG] -> 'eyeing': 3.0,
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                  [VBG] -> 'falling': 6.0,
                  [VBG] -> 'fawning': 3.0,
                  [VBG] -> 'featuring': 4.0,
                  [VBG] -> 'feeling': 5.0,
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                  [VBG] -> 'financing': 5.0,
                  [VBG] -> 'finding': 4.0,
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                  [VBG] -> 'forecasting': 3.0,
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                  [VBG] -> 'frustrating': 3.0,
                  [VBG] -> 'fuming': 3.0,
                  [VBG] -> 'functioning': 3.0,
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                  [VBG] -> 'fundraising': 3.0,
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                  [VBG] -> 'gauging': 3.0,
                  [VBG] -> 'getting': 11.0,
                  [VBG] -> 'giving': 11.0,
                  [VBG] -> 'going': 18.0,
                  [VBG] -> 'granting': 3.0,
                  [VBG] -> 'growing': 21.0,
                  [VBG] -> 'guarding': 3.0,
                  [VBG] -> 'hailing': 3.0,
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                  [VBG] -> 'having': 12.0,
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                  [VBG] -> 'heating': 3.0,
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                  [VBG] -> 'hitting': 4.0,
                  [VBG] -> 'holding': 11.0,
                  [VBG] -> 'hurting': 4.0,
                  [VBG] -> 'ignoring': 4.0,
                  [VBG] -> 'impending': 3.0,
                  [VBG] -> 'imposing': 3.0,
                  [VBG] -> 'improving': 4.0,
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                  [VBG] -> 'initiating': 3.0,
                  [VBG] -> 'inquiring': 3.0,
                  [VBG] -> 'insinuating': 3.0,
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                  [VBG] -> 'introducing': 4.0,
                  [VBG] -> 'investigating': 5.0,
                  [VBG] -> 'investing': 4.0,
                  [VBG] -> 'inviting': 3.0,
                  [VBG] -> 'involving': 8.0,
                  [VBG] -> 'issuing': 3.0,
                  [VBG] -> 'jeopardizing': 3.0,
                  [VBG] -> 'joining': 5.0,
                  [VBG] -> 'jumping': 3.0,
                  [VBG] -> 'justifying': 3.0,
                  [VBG] -> 'keeping': 7.0,
                  [VBG] -> 'killing': 3.0,
                  [VBG] -> 'labeling': 3.0,
                  [VBG] -> 'lagging': 3.0,
                  [VBG] -> 'laughing': 4.0,
                  [VBG] -> 'leading': 12.0,
                  [VBG] -> 'leaving': 6.0,
                  [VBG] -> 'lending': 4.0,
                  [VBG] -> 'lessening': 3.0,
                  [VBG] -> 'letting': 4.0,
                  [VBG] -> 'leveling': 3.0,
                  [VBG] -> 'leveraging': 3.0,
                  [VBG] -> 'limiting': 4.0,
                  [VBG] -> 'limping': 3.0,
                  [VBG] -> 'living': 3.0,
                  [VBG] -> 'looking': 11.0,
                  [VBG] -> 'looming': 5.0,
                  [VBG] -> 'losing': 10.0,
                  [VBG] -> 'lowering': 4.0,
                  [VBG] -> 'lying': 7.0,
                  [VBG] -> 'mailing': 3.0,
                  [VBG] -> 'maintaining': 5.0,
                  [VBG] -> 'making': 19.0,
                  [VBG] -> 'managing': 6.0,
                  [VBG] -> 'manufacturing': 7.0,
                  [VBG] -> 'marching': 3.0,
                  [VBG] -> 'marketing': 4.0,
                  [VBG] -> 'mating': 3.0,
                  [VBG] -> 'maturing': 3.0,
                  [VBG] -> 'meaning': 3.0,
                  [VBG] -> 'mobilizing': 3.0,
                  [VBG] -> 'moving': 5.0,
                  [VBG] -> 'naming': 3.0,
                  [VBG] -> 'needing': 3.0,
                  [VBG] -> 'negotiating': 3.0,
                  [VBG] -> 'noticing': 3.0,
                  [VBG] -> 'noting': 4.0,
                  [VBG] -> 'obtaining': 3.0,
                  [VBG] -> 'occupying': 3.0,
                  [VBG] -> 'offending': 3.0,
                  [VBG] -> 'offering': 8.0,
                  [VBG] -> 'offsetting': 3.0,
                  [VBG] -> 'opening': 6.0,
                  [VBG] -> 'operating': 7.0,
                  [VBG] -> 'ordering': 3.0,
                  [VBG] -> 'outlawing': 3.0,
                  [VBG] -> 'overpaying': 3.0,
                  [VBG] -> 'overriding': 3.0,
                  [VBG] -> 'owning': 3.0,
                  [VBG] -> 'packaging': 3.0,
                  [VBG] -> 'passing': 4.0,
                  [VBG] -> 'paying': 15.0,
                  [VBG] -> 'pealing': 3.0,
                  [VBG] -> 'pending': 7.0,
                  [VBG] -> 'performing': 3.0,
                  [VBG] -> 'permitting': 3.0,
                  [VBG] -> 'phasing': 4.0,
                  [VBG] -> 'photocopying': 3.0,
                  [VBG] -> 'picking': 3.0,
                  [VBG] -> 'pitting': 3.0,
                  [VBG] -> 'placing': 4.0,
                  [VBG] -> 'planning': 3.0,
                  [VBG] -> 'playing': 7.0,
                  [VBG] -> 'plunging': 3.0,
                  [VBG] -> 'pointing': 4.0,
                  [VBG] -> 'posing': 3.0,
                  [VBG] -> 'posting': 3.0,
                  [VBG] -> 'practicing': 3.0,
                  [VBG] -> 'predicting': 4.0,
                  [VBG] -> 'preserving': 4.0,
                  [VBG] -> 'pressing': 3.0,
                  [VBG] -> 'prevailing': 4.0,
                  [VBG] -> 'preventing': 6.0,
                  [VBG] -> 'producing': 4.0,
                  [VBG] -> 'prohibiting': 3.0,
                  [VBG] -> 'promoting': 3.0,
                  [VBG] -> 'propelling': 3.0,
                  [VBG] -> 'proposing': 6.0,
                  [VBG] -> 'prosecuting': 3.0,
                  [VBG] -> 'protecting': 6.0,
                  [VBG] -> 'providing': 6.0,
                  [VBG] -> 'proving': 4.0,
                  [VBG] -> 'publishing': 6.0,
                  [VBG] -> 'pulling': 3.0,
                  [VBG] -> 'pumping': 4.0,
                  [VBG] -> 'punishing': 3.0,
                  [VBG] -> 'purchasing': 5.0,
                  [VBG] -> 'pushing': 4.0,
                  [VBG] -> 'putting': 4.0,
                  [VBG] -> 'quashing': 3.0,
                  [VBG] -> 'queuing': 3.0,
                  [VBG] -> 'quitting': 3.0,
                  [VBG] -> 'quoting': 3.0,
                  [VBG] -> 'racing': 3.0,
                  [VBG] -> 'raising': 9.0,
                  [VBG] -> 'rallying': 3.0,
                  [VBG] -> 'ranging': 3.0,
                  [VBG] -> 'ratcheting': 3.0,
                  [VBG] -> 'rebounding': 3.0,
                  [VBG] -> 'recalling': 3.0,
                  [VBG] -> 'receiving': 5.0,
                  [VBG] -> 'reciting': 3.0,
                  [VBG] -> 'recognizing': 3.0,
                  [VBG] -> 'recommending': 3.0,
                  [VBG] -> 'recovering': 3.0,
                  [VBG] -> 'recruiting': 3.0,
                  [VBG] -> 'redeeming': 3.0,
                  [VBG] -> 'reducing': 6.0,
                  [VBG] -> 'reeling': 3.0,
                  [VBG] -> 'referring': 3.0,
                  [VBG] -> 'refitting': 3.0,
                  [VBG] -> 'reflecting': 4.0,
                  [VBG] -> 'refreshing': 3.0,
                  [VBG] -> 'refunding': 3.0,
                  [VBG] -> 'regarding': 5.0,
                  [VBG] -> 'regulating': 3.0,
                  [VBG] -> 'reinstating': 3.0,
                  [VBG] -> 'relating': 3.0,
                  [VBG] -> 'remaining': 8.0,
                  [VBG] -> 'removing': 3.0,
                  [VBG] -> 'replacing': 3.0,
                  [VBG] -> 'replicating': 3.0,
                  [VBG] -> 'reporting': 6.0,
                  [VBG] -> 'representing': 4.0,
                  [VBG] -> 'requesting': 3.0,
                  [VBG] -> 'requiring': 4.0,
                  [VBG] -> 'researching': 3.0,
                  [VBG] -> 'reshaping': 3.0,
                  [VBG] -> 'resisting': 3.0,
                  [VBG] -> 'responding': 3.0,
                  [VBG] -> 'restricting': 3.0,
                  [VBG] -> 'restructuring': 3.0,
                  [VBG] -> 'resulting': 7.0,
                  [VBG] -> 'retaining': 3.0,
                  [VBG] -> 'retaliating': 3.0,
                  [VBG] -> 'retiring': 3.0,
                  [VBG] -> 'returning': 4.0,
                  [VBG] -> 'reviewing': 3.0,
                  [VBG] -> 'revising': 3.0,
                  [VBG] -> 'rewarding': 3.0,
                  [VBG] -> 'ringing': 4.0,
                  [VBG] -> 'rising': 13.0,
                  [VBG] -> 'running': 6.0,
                  [VBG] -> 'sacrificing': 3.0,
                  [VBG] -> 'safeguarding': 3.0,
                  [VBG] -> 'sagging': 3.0,
                  [VBG] -> 'satisfying': 3.0,
                  [VBG] -> 'saving': 3.0,
                  [VBG] -> 'saying': 12.0,
                  [VBG] -> 'scaring': 3.0,
                  [VBG] -> 'scrambling': 4.0,
                  [VBG] -> 'scrutinizing': 4.0,
                  [VBG] -> 'searching': 3.0,
                  [VBG] -> 'seeing': 5.0,
                  [VBG] -> 'seeking': 14.0,
                  [VBG] -> 'segmenting': 3.0,
                  [VBG] -> 'selling': 7.0,
                  [VBG] -> 'sending': 4.0,
                  [VBG] -> 'sentencing': 3.0,
                  [VBG] -> 'servicing': 3.0,
                  [VBG] -> 'serving': 3.0,
                  [VBG] -> 'setting': 3.0,
                  [VBG] -> 'shaping': 3.0,
                  [VBG] -> 'shoring': 3.0,
                  [VBG] -> 'showing': 5.0,
                  [VBG] -> 'shrinking': 3.0,
                  [VBG] -> 'signaling': 3.0,
                  [VBG] -> 'signing': 4.0,
                  [VBG] -> 'sitting': 3.0,
                  [VBG] -> 'sketching': 3.0,
                  [VBG] -> 'slashing': 3.0,
                  [VBG] -> 'sleeping': 3.0,
                  [VBG] -> 'sliding': 3.0,
                  [VBG] -> 'slowing': 9.0,
                  [VBG] -> 'smothering': 3.0,
                  [VBG] -> 'snaking': 3.0,
                  [VBG] -> 'soaring': 3.0,
                  [VBG] -> 'sorting': 3.0,
                  [VBG] -> 'sounding': 3.0,
                  [VBG] -> 'sparking': 3.0,
                  [VBG] -> 'speaking': 3.0,
                  [VBG] -> 'specializing': 3.0,
                  [VBG] -> 'spending': 4.0,
                  [VBG] -> 'spurring': 3.0,
                  [VBG] -> 'stacking': 3.0,
                  [VBG] -> 'starting': 7.0,
                  [VBG] -> 'stemming': 4.0,
                  [VBG] -> 'stepping': 5.0,
                  [VBG] -> 'stimulating': 3.0,
                  [VBG] -> 'stressing': 4.0,
                  [VBG] -> 'stretching': 3.0,
                  [VBG] -> 'striving': 3.0,
                  [VBG] -> 'struggling': 4.0,
                  [VBG] -> 'studying': 4.0,
                  [VBG] -> 'subjecting': 3.0,
                  [VBG] -> 'succeeding': 3.0,
                  [VBG] -> 'suing': 4.0,
                  [VBG] -> 'surrounding': 4.0,
                  [VBG] -> 'surviving': 3.0,
                  [VBG] -> 'sweeping': 4.0,
                  [VBG] -> 'swelling': 3.0,
                  [VBG] -> 'tailoring': 3.0,
                  [VBG] -> 'taking': 12.0,
                  [VBG] -> 'talking': 6.0,
                  [VBG] -> 'targeting': 5.0,
                  [VBG] -> 'teetering': 3.0,
                  [VBG] -> 'telling': 5.0,
                  [VBG] -> 'thinking': 7.0,
                  [VBG] -> 'thumbing': 3.0,
                  [VBG] -> 'totaling': 3.0,
                  [VBG] -> 'tracking': 3.0,
                  [VBG] -> 'trading': 18.0,
                  [VBG] -> 'transacting': 4.0,
                  [VBG] -> 'transferring': 4.0,
                  [VBG] -> 'transforming': 3.0,
                  [VBG] -> 'transporting': 3.0,
                  [VBG] -> 'traveling': 4.0,
                  [VBG] -> 'trying': 22.0,
                  [VBG] -> 'turning': 8.0,
                  [VBG] -> 'twisting': 3.0,
                  [VBG] -> 'undercutting': 3.0,
                  [VBG] -> 'undergoing': 3.0,
                  [VBG] -> 'underlying': 6.0,
                  [VBG] -> 'undertaking': 3.0,
                  [VBG] -> 'upsetting': 3.0,
                  [VBG] -> 'urging': 3.0,
                  [VBG] -> 'ushering': 3.0,
                  [VBG] -> 'using': 15.0,
                  [VBG] -> 'uttering': 3.0,
                  [VBG] -> 'varying': 5.0,
                  [VBG] -> 'viewing': 3.0,
                  [VBG] -> 'visiting': 4.0,
                  [VBG] -> 'waiting': 3.0,
                  [VBG] -> 'waiving': 3.0,
                  [VBG] -> 'walking': 3.0,
                  [VBG] -> 'wallowing': 3.0,
                  [VBG] -> 'warning': 4.0,
                  [VBG] -> 'watching': 3.0,
                  [VBG] -> 'weighing': 3.0,
                  [VBG] -> 'winning': 4.0,
                  [VBG] -> 'wooing': 3.0,
                  [VBG] -> 'working': 9.0,
                  [VBG] -> 'worrying': 3.0,
                  [VBG] -> 'wrecking': 3.0,
                  [VBG] -> 'writing': 4.0,
                  [VBG] -> 'yielding': 4.0}),
     [VBN]: defaultdict(int,
                 {[VBN] -> '<unk>': 1.0,
                  [VBN] -> 'Annualized': 3.0,
                  [VBN] -> 'Asked': 3.0,
                  [VBN] -> 'Concerned': 3.0,
                  [VBN] -> 'Confronted': 3.0,
                  [VBN] -> 'Developed': 3.0,
                  [VBN] -> 'Estimated': 3.0,
                  [VBN] -> 'Filmed': 3.0,
                  [VBN] -> 'Founded': 4.0,
                  [VBN] -> 'Funded': 3.0,
                  [VBN] -> 'Given': 3.0,
                  [VBN] -> 'Guaranteed': 4.0,
                  [VBN] -> 'Left': 3.0,
                  [VBN] -> 'OFFERED': 3.0,
                  [VBN] -> 'Posted': 4.0,
                  [VBN] -> 'Provided': 3.0,
                  [VBN] -> 'Put': 3.0,
                  [VBN] -> 'Rated': 3.0,
                  [VBN] -> 'Reached': 3.0,
                  [VBN] -> 'Regarded': 3.0,
                  [VBN] -> 'Rekindled': 3.0,
                  [VBN] -> 'Related': 3.0,
                  [VBN] -> 'Stung': 4.0,
                  [VBN] -> 'UPHELD': 3.0,
                  [VBN] -> 'abandoned': 5.0,
                  [VBN] -> 'absorbed': 4.0,
                  [VBN] -> 'accelerated': 3.0,
                  [VBN] -> 'accepted': 4.0,
                  [VBN] -> 'accounted': 3.0,
                  [VBN] -> 'accrued': 3.0,
                  [VBN] -> 'accumulated': 3.0,
                  [VBN] -> 'accused': 4.0,
                  [VBN] -> 'achieved': 3.0,
                  [VBN] -> 'acquired': 10.0,
                  [VBN] -> 'added': 3.0,
                  [VBN] -> 'adjusted': 7.0,
                  [VBN] -> 'adopted': 5.0,
                  [VBN] -> 'advertised': 4.0,
                  [VBN] -> 'advised': 3.0,
                  [VBN] -> 'afflicted': 3.0,
                  [VBN] -> 'agreed': 6.0,
                  [VBN] -> 'aimed': 11.0,
                  [VBN] -> 'alarmed': 3.0,
                  [VBN] -> 'alienated': 3.0,
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                  [VBN] -> 'tightened': 3.0,
                  [VBN] -> 'torn': 3.0,
                  [VBN] -> 'touted': 3.0,
                  [VBN] -> 'tracked': 3.0,
                  [VBN] -> 'traded': 11.0,
                  [VBN] -> 'trained': 4.0,
                  [VBN] -> 'transformed': 3.0,
                  [VBN] -> 'treated': 3.0,
                  [VBN] -> 'tried': 4.0,
                  [VBN] -> 'triggered': 5.0,
                  [VBN] -> 'tripled': 3.0,
                  [VBN] -> 'troubled': 3.0,
                  [VBN] -> 'turned': 6.0,
                  [VBN] -> 'twinned': 3.0,
                  [VBN] -> 'understood': 3.0,
                  [VBN] -> 'unsettled': 3.0,
                  [VBN] -> 'upheld': 3.0,
                  [VBN] -> 'upset': 3.0,
                  [VBN] -> 'used': 22.0,
                  [VBN] -> 'valued': 8.0,
                  [VBN] -> 'vested': 3.0,
                  [VBN] -> 'viewed': 4.0,
                  [VBN] -> 'voted': 4.0,
                  [VBN] -> 'vowed': 3.0,
                  [VBN] -> 'wanted': 3.0,
                  [VBN] -> 'warned': 3.0,
                  [VBN] -> 'wasted': 3.0,
                  [VBN] -> 'watched': 3.0,
                  [VBN] -> 'wedded': 3.0,
                  [VBN] -> 'welcomed': 3.0,
                  [VBN] -> 'withdrawn': 5.0,
                  [VBN] -> 'won': 3.0,
                  [VBN] -> 'worked': 4.0,
                  [VBN] -> 'worried': 6.0,
                  [VBN] -> 'written': 7.0,
                  [VBN] -> 'zoomed': 3.0}),
     [VBP]: defaultdict(int,
                 {[VBP] -> ''m': 15.0,
                  [VBP] -> ''re': 29.0,
                  [VBP] -> ''ve': 18.0,
                  [VBP] -> '<unk>': 1.0,
                  [VBP] -> 'Do': 5.0,
                  [VBP] -> 'Lure': 3.0,
                  [VBP] -> 'accept': 3.0,
                  [VBP] -> 'account': 5.0,
                  [VBP] -> 'add': 3.0,
                  [VBP] -> 'advise': 3.0,
                  [VBP] -> 'advocate': 3.0,
                  [VBP] -> 'agree': 4.0,
                  [VBP] -> 'ai': 3.0,
                  [VBP] -> 'air': 3.0,
                  [VBP] -> 'allow': 4.0,
                  [VBP] -> 'amass': 3.0,
                  [VBP] -> 'appeal': 3.0,
                  [VBP] -> 'appear': 4.0,
                  [VBP] -> 'applaud': 3.0,
                  [VBP] -> 'approach': 4.0,
                  [VBP] -> 'approve': 6.0,
                  [VBP] -> 'are': 315.0,
                  [VBP] -> 'argue': 7.0,
                  [VBP] -> 'arise': 3.0,
                  [VBP] -> 'ascribe': 3.0,
                  [VBP] -> 'ask': 3.0,
                  [VBP] -> 'assist': 3.0,
                  [VBP] -> 'assume': 4.0,
                  [VBP] -> 'attract': 4.0,
                  [VBP] -> 'avoid': 3.0,
                  [VBP] -> 'bankroll': 3.0,
                  [VBP] -> 'battle': 3.0,
                  [VBP] -> 'beat': 3.0,
                  [VBP] -> 'become': 3.0,
                  [VBP] -> 'begin': 3.0,
                  [VBP] -> 'believe': 12.0,
                  [VBP] -> 'belong': 3.0,
                  [VBP] -> 'blip': 3.0,
                  [VBP] -> 'build': 3.0,
                  [VBP] -> 'buy': 4.0,
                  [VBP] -> 'calculate': 3.0,
                  [VBP] -> 'call': 4.0,
                  [VBP] -> 'carry': 4.0,
                  [VBP] -> 'cater': 3.0,
                  [VBP] -> 'cause': 4.0,
                  [VBP] -> 'change': 3.0,
                  [VBP] -> 'channel': 3.0,
                  [VBP] -> 'charge': 4.0,
                  [VBP] -> 'cite': 3.0,
                  [VBP] -> 'claim': 6.0,
                  [VBP] -> 'come': 4.0,
                  [VBP] -> 'commit': 3.0,
                  [VBP] -> 'complain': 3.0,
                  [VBP] -> 'concede': 3.0,
                  [VBP] -> 'conclude': 3.0,
                  [VBP] -> 'conduct': 3.0,
                  [VBP] -> 'conflict': 3.0,
                  [VBP] -> 'consider': 5.0,
                  [VBP] -> 'consist': 4.0,
                  [VBP] -> 'constitute': 3.0,
                  [VBP] -> 'contain': 5.0,
                  [VBP] -> 'continue': 7.0,
                  [VBP] -> 'contrast': 3.0,
                  [VBP] -> 'convey': 3.0,
                  [VBP] -> 'copy': 3.0,
                  [VBP] -> 'create': 3.0,
                  [VBP] -> 'cry': 3.0,
                  [VBP] -> 'deal': 3.0,
                  [VBP] -> 'decide': 3.0,
                  [VBP] -> 'decline': 5.0,
                  [VBP] -> 'deem': 3.0,
                  [VBP] -> 'delay': 3.0,
                  [VBP] -> 'denounce': 3.0,
                  [VBP] -> 'describe': 3.0,
                  [VBP] -> 'deserve': 4.0,
                  [VBP] -> 'differ': 3.0,
                  [VBP] -> 'disagree': 4.0,
                  [VBP] -> 'disapprove': 3.0,
                  [VBP] -> 'dislike': 3.0,
                  [VBP] -> 'dismiss': 3.0,
                  [VBP] -> 'do': 51.0,
                  [VBP] -> 'draw': 3.0,
                  [VBP] -> 'drift': 3.0,
                  [VBP] -> 'drink': 4.0,
                  [VBP] -> 'drive': 4.0,
                  [VBP] -> 'ease': 3.0,
                  [VBP] -> 'eat': 3.0,
                  [VBP] -> 'eliminate': 3.0,
                  [VBP] -> 'encourage': 4.0,
                  [VBP] -> 'engage': 3.0,
                  [VBP] -> 'enjoy': 3.0,
                  [VBP] -> 'espouse': 3.0,
                  [VBP] -> 'evoke': 3.0,
                  [VBP] -> 'examine': 3.0,
                  [VBP] -> 'exceed': 3.0,
                  [VBP] -> 'exhaust': 3.0,
                  [VBP] -> 'expect': 8.0,
                  [VBP] -> 'expire': 5.0,
                  [VBP] -> 'extend': 3.0,
                  [VBP] -> 'face': 5.0,
                  [VBP] -> 'fail': 5.0,
                  [VBP] -> 'fall': 3.0,
                  [VBP] -> 'fare': 4.0,
                  [VBP] -> 'fear': 3.0,
                  [VBP] -> 'feed': 3.0,
                  [VBP] -> 'feel': 10.0,
                  [VBP] -> 'figure': 3.0,
                  [VBP] -> 'find': 6.0,
                  [VBP] -> 'flush': 3.0,
                  [VBP] -> 'fly': 3.0,
                  [VBP] -> 'get': 8.0,
                  [VBP] -> 'give': 7.0,
                  [VBP] -> 'go': 5.0,
                  [VBP] -> 'hang': 3.0,
                  [VBP] -> 'has': 3.0,
                  [VBP] -> 'have': 187.0,
                  [VBP] -> 'help': 4.0,
                  [VBP] -> 'hire': 3.0,
                  [VBP] -> 'hit': 3.0,
                  [VBP] -> 'hold': 4.0,
                  [VBP] -> 'hope': 5.0,
                  [VBP] -> 'imply': 3.0,
                  [VBP] -> 'import': 3.0,
                  [VBP] -> 'improve': 3.0,
                  [VBP] -> 'include': 10.0,
                  [VBP] -> 'indicate': 3.0,
                  [VBP] -> 'insist': 6.0,
                  [VBP] -> 'intend': 3.0,
                  [VBP] -> 'invest': 4.0,
                  [VBP] -> 'jet': 3.0,
                  [VBP] -> 'jostle': 3.0,
                  [VBP] -> 'keep': 3.0,
                  [VBP] -> 'kill': 3.0,
                  [VBP] -> 'know': 7.0,
                  [VBP] -> 'lack': 4.0,
                  [VBP] -> 'lead': 3.0,
                  [VBP] -> 'lengthen': 3.0,
                  [VBP] -> 'let': 3.0,
                  [VBP] -> 'like': 6.0,
                  [VBP] -> 'live': 4.0,
                  [VBP] -> 'lock': 3.0,
                  [VBP] -> 'look': 7.0,
                  [VBP] -> 'loom': 3.0,
                  [VBP] -> 'make': 12.0,
                  [VBP] -> 'manage': 3.0,
                  [VBP] -> 'mark': 3.0,
                  [VBP] -> 'materialize': 3.0,
                  [VBP] -> 'mature': 5.0,
                  [VBP] -> 'mean': 3.0,
                  [VBP] -> 'meet': 5.0,
                  [VBP] -> 'memorize': 3.0,
                  [VBP] -> 'mention': 3.0,
                  [VBP] -> 'mirror': 3.0,
                  [VBP] -> 'need': 15.0,
                  [VBP] -> 'note': 4.0,
                  [VBP] -> 'occur': 3.0,
                  [VBP] -> 'offer': 5.0,
                  [VBP] -> 'operate': 4.0,
                  [VBP] -> 'oppose': 5.0,
                  [VBP] -> 'own': 4.0,
                  [VBP] -> 'pay': 7.0,
                  [VBP] -> 'permit': 3.0,
                  [VBP] -> 'perpetuate': 3.0,
                  [VBP] -> 'pine': 3.0,
                  [VBP] -> 'place': 3.0,
                  [VBP] -> 'plan': 3.0,
                  [VBP] -> 'play': 3.0,
                  [VBP] -> 'point': 4.0,
                  [VBP] -> 'portray': 3.0,
                  [VBP] -> 'possess': 3.0,
                  [VBP] -> 'predict': 3.0,
                  [VBP] -> 'prefer': 3.0,
                  [VBP] -> 'prevent': 3.0,
                  [VBP] -> 'print': 3.0,
                  [VBP] -> 'profess': 3.0,
                  [VBP] -> 'promise': 3.0,
                  [VBP] -> 'promote': 3.0,
                  [VBP] -> 'propose': 3.0,
                  [VBP] -> 'provide': 4.0,
                  [VBP] -> 'pull': 3.0,
                  [VBP] -> 'pursue': 3.0,
                  [VBP] -> 'question': 3.0,
                  [VBP] -> 'raise': 5.0,
                  [VBP] -> 'range': 3.0,
                  [VBP] -> 'reach': 3.0,
                  [VBP] -> 'read': 4.0,
                  [VBP] -> 'realize': 3.0,
                  [VBP] -> 'recede': 3.0,
                  [VBP] -> 'receive': 4.0,
                  [VBP] -> 'recognize': 3.0,
                  [VBP] -> 'refer': 3.0,
                  [VBP] -> 'reflect': 4.0,
                  [VBP] -> 'refuse': 4.0,
                  [VBP] -> 'regard': 4.0,
                  [VBP] -> 'represent': 6.0,
                  [VBP] -> 'require': 4.0,
                  [VBP] -> 'resent': 3.0,
                  [VBP] -> 'respond': 3.0,
                  [VBP] -> 'return': 3.0,
                  [VBP] -> 'ring': 3.0,
                  [VBP] -> 'ripen': 3.0,
                  [VBP] -> 'rise': 5.0,
                  [VBP] -> 'run': 3.0,
                  [VBP] -> 'say': 53.0,
                  [VBP] -> 'see': 6.0,
                  [VBP] -> 'seek': 5.0,
                  [VBP] -> 'seem': 9.0,
                  [VBP] -> 'sell': 6.0,
                  [VBP] -> 'send': 3.0,
                  [VBP] -> 'set': 4.0,
                  [VBP] -> 'settle': 3.0,
                  [VBP] -> 'show': 5.0,
                  [VBP] -> 'sidestep': 3.0,
                  [VBP] -> 'skip': 3.0,
                  [VBP] -> 'sound': 3.0,
                  [VBP] -> 'spend': 3.0,
                  [VBP] -> 'spook': 3.0,
                  [VBP] -> 'stand': 7.0,
                  [VBP] -> 'stare': 3.0,
                  [VBP] -> 'start': 4.0,
                  [VBP] -> 'state': 3.0,
                  [VBP] -> 'stem': 3.0,
                  [VBP] -> 'stop': 3.0,
                  [VBP] -> 'stretch': 3.0,
                  [VBP] -> 'study': 3.0,
                  [VBP] -> 'subscribe': 3.0,
                  [VBP] -> 'succeed': 3.0,
                  [VBP] -> 'suffer': 4.0,
                  [VBP] -> 'suggest': 5.0,
                  [VBP] -> 'suspect': 3.0,
                  [VBP] -> 'swim': 3.0,
                  [VBP] -> 'swing': 3.0,
                  [VBP] -> 'take': 6.0,
                  [VBP] -> 'talk': 3.0,
                  [VBP] -> 'teach': 3.0,
                  [VBP] -> 'telegraph': 3.0,
                  [VBP] -> 'tell': 3.0,
                  [VBP] -> 'tend': 5.0,
                  [VBP] -> 'test': 3.0,
                  [VBP] -> 'test-drive': 3.0,
                  [VBP] -> 'think': 13.0,
                  [VBP] -> 'total': 4.0,
                  [VBP] -> 'touch': 3.0,
                  [VBP] -> 'trade': 7.0,
                  [VBP] -> 'transcribe': 3.0,
                  [VBP] -> 'trespass': 3.0,
                  [VBP] -> 'tune': 4.0,
                  [VBP] -> 'undercut': 3.0,
                  [VBP] -> 'underscore': 3.0,
                  [VBP] -> 'understand': 3.0,
                  [VBP] -> 'urge': 3.0,
                  [VBP] -> 'use': 6.0,
                  [VBP] -> 'view': 3.0,
                  [VBP] -> 'violate': 5.0,
                  [VBP] -> 'voice': 3.0,
                  [VBP] -> 'walk': 5.0,
                  [VBP] -> 'want': 16.0,
                  [VBP] -> 'warn': 3.0,
                  [VBP] -> 'watch': 5.0,
                  [VBP] -> 'weaken': 3.0,
                  [VBP] -> 'weigh': 3.0,
                  [VBP] -> 'whistle': 3.0,
                  [VBP] -> 'win': 3.0,
                  [VBP] -> 'work': 3.0,
                  [VBP] -> 'worry': 5.0}),
     [VBZ]: defaultdict(int,
                 {[VBZ] -> ''S': 3.0,
                  [VBZ] -> ''s': 97.0,
                  [VBZ] -> '<unk>': 1.0,
                  [VBZ] -> 'AGREES': 3.0,
                  [VBZ] -> 'Adds': 4.0,
                  [VBZ] -> 'CLEARS': 3.0,
                  [VBZ] -> 'Closes': 3.0,
                  [VBZ] -> 'Competes': 3.0,
                  [VBZ] -> 'Earns': 3.0,
                  [VBZ] -> 'Fails': 3.0,
                  [VBZ] -> 'Is': 3.0,
                  [VBZ] -> 'Says': 9.0,
                  [VBZ] -> 'Takes': 3.0,
                  [VBZ] -> 'Touches': 3.0,
                  [VBZ] -> 'accounts': 3.0,
                  [VBZ] -> 'aces': 3.0,
                  [VBZ] -> 'acknowledges': 3.0,
                  [VBZ] -> 'acquires': 3.0,
                  [VBZ] -> 'acts': 4.0,
                  [VBZ] -> 'adds': 11.0,
                  [VBZ] -> 'admits': 6.0,
                  [VBZ] -> 'agrees': 4.0,
                  [VBZ] -> 'aims': 3.0,
                  [VBZ] -> 'alerts': 3.0,
                  [VBZ] -> 'amounts': 3.0,
                  [VBZ] -> 'answers': 3.0,
                  [VBZ] -> 'anticipates': 3.0,
                  [VBZ] -> 'appears': 7.0,
                  [VBZ] -> 'approves': 3.0,
                  [VBZ] -> 'argues': 3.0,
                  [VBZ] -> 'asks': 7.0,
                  [VBZ] -> 'aspires': 3.0,
                  [VBZ] -> 'asserts': 3.0,
                  [VBZ] -> 'attempts': 4.0,
                  [VBZ] -> 'attracts': 3.0,
                  [VBZ] -> 'attributes': 3.0,
                  [VBZ] -> 'awards': 3.0,
                  [VBZ] -> 'bans': 3.0,
                  [VBZ] -> 'becomes': 7.0,
                  [VBZ] -> 'begins': 3.0,
                  [VBZ] -> 'believes': 11.0,
                  [VBZ] -> 'belongs': 4.0,
                  [VBZ] -> 'benefits': 4.0,
                  [VBZ] -> 'blames': 3.0,
                  [VBZ] -> 'blinks': 3.0,
                  [VBZ] -> 'blocks': 3.0,
                  [VBZ] -> 'boosts': 3.0,
                  [VBZ] -> 'breaks': 5.0,
                  [VBZ] -> 'brings': 4.0,
                  [VBZ] -> 'broadcasts': 3.0,
                  [VBZ] -> 'builds': 3.0,
                  [VBZ] -> 'calls': 7.0,
                  [VBZ] -> 'carries': 6.0,
                  [VBZ] -> 'casts': 4.0,
                  [VBZ] -> 'causes': 3.0,
                  [VBZ] -> 'centers': 3.0,
                  [VBZ] -> 'changes': 3.0,
                  [VBZ] -> 'charges': 4.0,
                  [VBZ] -> 'chooses': 4.0,
                  [VBZ] -> 'cites': 5.0,
                  [VBZ] -> 'claims': 5.0,
                  [VBZ] -> 'combines': 3.0,
                  [VBZ] -> 'comes': 7.0,
                  [VBZ] -> 'comments': 3.0,
                  [VBZ] -> 'compares': 3.0,
                  [VBZ] -> 'competes': 3.0,
                  [VBZ] -> 'complains': 4.0,
                  [VBZ] -> 'concedes': 3.0,
                  [VBZ] -> 'confirms': 3.0,
                  [VBZ] -> 'conforms': 3.0,
                  [VBZ] -> 'considers': 4.0,
                  [VBZ] -> 'consists': 3.0,
                  [VBZ] -> 'contains': 3.0,
                  [VBZ] -> 'contends': 5.0,
                  [VBZ] -> 'continues': 12.0,
                  [VBZ] -> 'contrasts': 3.0,
                  [VBZ] -> 'controls': 3.0,
                  [VBZ] -> 'costs': 6.0,
                  [VBZ] -> 'counts': 4.0,
                  [VBZ] -> 'covers': 3.0,
                  [VBZ] -> 'creates': 4.0,
                  [VBZ] -> 'decides': 3.0,
                  [VBZ] -> 'declines': 3.0,
                  [VBZ] -> 'decries': 3.0,
                  [VBZ] -> 'defeats': 3.0,
                  [VBZ] -> 'defends': 3.0,
                  [VBZ] -> 'demonstrates': 3.0,
                  [VBZ] -> 'denies': 5.0,
                  [VBZ] -> 'describes': 4.0,
                  [VBZ] -> 'develops': 3.0,
                  [VBZ] -> 'digs': 3.0,
                  [VBZ] -> 'disagrees': 3.0,
                  [VBZ] -> 'disappears': 3.0,
                  [VBZ] -> 'dissolves': 3.0,
                  [VBZ] -> 'disturbs': 3.0,
                  [VBZ] -> 'does': 48.0,
                  [VBZ] -> 'dominates': 3.0,
                  [VBZ] -> 'doubts': 3.0,
                  [VBZ] -> 'draws': 3.0,
                  [VBZ] -> 'earns': 4.0,
                  [VBZ] -> 'eases': 3.0,
                  [VBZ] -> 'eliminates': 5.0,
                  [VBZ] -> 'emerges': 3.0,
                  [VBZ] -> 'employs': 4.0,
                  [VBZ] -> 'empowers': 3.0,
                  [VBZ] -> 'enables': 4.0,
                  [VBZ] -> 'encourages': 3.0,
                  [VBZ] -> 'ends': 3.0,
                  [VBZ] -> 'enters': 5.0,
                  [VBZ] -> 'entitles': 4.0,
                  [VBZ] -> 'equals': 3.0,
                  [VBZ] -> 'erodes': 3.0,
                  [VBZ] -> 'estimates': 4.0,
                  [VBZ] -> 'executes': 3.0,
                  [VBZ] -> 'exhibits': 3.0,
                  [VBZ] -> 'exists': 3.0,
                  [VBZ] -> 'expands': 3.0,
                  [VBZ] -> 'expects': 15.0,
                  [VBZ] -> 'expires': 3.0,
                  [VBZ] -> 'explains': 6.0,
                  [VBZ] -> 'faces': 4.0,
                  [VBZ] -> 'factors': 3.0,
                  [VBZ] -> 'fails': 4.0,
                  [VBZ] -> 'favors': 3.0,
                  [VBZ] -> 'feels': 4.0,
                  [VBZ] -> 'fills': 4.0,
                  [VBZ] -> 'finds': 3.0,
                  [VBZ] -> 'flows': 3.0,
                  [VBZ] -> 'follows': 6.0,
                  [VBZ] -> 'forces': 4.0,
                  [VBZ] -> 'fumes': 3.0,
                  [VBZ] -> 'gains': 3.0,
                  [VBZ] -> 'gauges': 3.0,
                  [VBZ] -> 'gets': 6.0,
                  [VBZ] -> 'gives': 10.0,
                  [VBZ] -> 'goes': 12.0,
                  [VBZ] -> 'grows': 6.0,
                  [VBZ] -> 'hangs': 3.0,
                  [VBZ] -> 'happens': 3.0,
                  [VBZ] -> 'harms': 3.0,
                  [VBZ] -> 'has': 274.0,
                  [VBZ] -> 'heads': 6.0,
                  [VBZ] -> 'helps': 3.0,
                  [VBZ] -> 'holds': 5.0,
                  [VBZ] -> 'hopes': 7.0,
                  [VBZ] -> 'illustrates': 3.0,
                  [VBZ] -> 'implies': 4.0,
                  [VBZ] -> 'imposes': 3.0,
                  [VBZ] -> 'improves': 3.0,
                  [VBZ] -> 'includes': 9.0,
                  [VBZ] -> 'increases': 4.0,
                  [VBZ] -> 'indicates': 6.0,
                  [VBZ] -> 'initiatives': 3.0,
                  [VBZ] -> 'insists': 6.0,
                  [VBZ] -> 'interjects': 3.0,
                  [VBZ] -> 'introduces': 3.0,
                  [VBZ] -> 'invades': 3.0,
                  [VBZ] -> 'invests': 3.0,
                  [VBZ] -> 'involves': 4.0,
                  [VBZ] -> 'is': 543.0,
                  [VBZ] -> 'joins': 4.0,
                  [VBZ] -> 'keeps': 4.0,
                  [VBZ] -> 'knows': 6.0,
                  [VBZ] -> 'lacks': 3.0,
                  [VBZ] -> 'lapses': 3.0,
                  [VBZ] -> 'leaves': 5.0,
                  [VBZ] -> 'lives': 4.0,
                  [VBZ] -> 'looks': 3.0,
                  [VBZ] -> 'loses': 3.0,
                  [VBZ] -> 'makes': 11.0,
                  [VBZ] -> 'manages': 3.0,
                  [VBZ] -> 'markets': 3.0,
                  [VBZ] -> 'marks': 4.0,
                  [VBZ] -> 'matters': 3.0,
                  [VBZ] -> 'means': 6.0,
                  [VBZ] -> 'measures': 3.0,
                  [VBZ] -> 'meets': 3.0,
                  [VBZ] -> 'mirrors': 3.0,
                  [VBZ] -> 'moves': 3.0,
                  [VBZ] -> 'needs': 6.0,
                  [VBZ] -> 'notes': 5.0,
                  [VBZ] -> 'occurs': 4.0,
                  [VBZ] -> 'offers': 7.0,
                  [VBZ] -> 'opens': 3.0,
                  [VBZ] -> 'operates': 5.0,
                  [VBZ] -> 'opposes': 3.0,
                  [VBZ] -> 'orders': 3.0,
                  [VBZ] -> 'outranks': 3.0,
                  [VBZ] -> 'outstrips': 3.0,
                  [VBZ] -> 'owns': 17.0,
                  [VBZ] -> 'parallels': 3.0,
                  [VBZ] -> 'perceives': 3.0,
                  [VBZ] -> 'perpetuates': 3.0,
                  [VBZ] -> 'picks': 3.0,
                  [VBZ] -> 'pins': 3.0,
                  [VBZ] -> 'pitches': 3.0,
                  [VBZ] -> 'places': 3.0,
                  [VBZ] -> 'plans': 13.0,
                  [VBZ] -> 'plays': 4.0,
                  [VBZ] -> 'posts': 3.0,
                  [VBZ] -> 'predicts': 3.0,
                  [VBZ] -> 'presumes': 3.0,
                  [VBZ] -> 'prevents': 4.0,
                  [VBZ] -> 'prohibits': 5.0,
                  [VBZ] -> 'promises': 3.0,
                  [VBZ] -> 'prompts': 3.0,
                  [VBZ] -> 'propagandizes': 3.0,
                  [VBZ] -> 'proscribes': 3.0,
                  [VBZ] -> 'protects': 3.0,
                  [VBZ] -> 'provides': 6.0,
                  [VBZ] -> 'publishes': 4.0,
                  [VBZ] -> 'purrs': 3.0,
                  [VBZ] -> 'pushes': 3.0,
                  [VBZ] -> 'puts': 4.0,
                  [VBZ] -> 'quips': 3.0,
                  [VBZ] -> 'raises': 5.0,
                  [VBZ] -> 'rates': 3.0,
                  [VBZ] -> 'reaches': 3.0,
                  [VBZ] -> 'reasons': 3.0,
                  [VBZ] -> 'reasserts': 3.0,
                  [VBZ] -> 'recalls': 3.0,
                  [VBZ] -> 'receives': 3.0,
                  [VBZ] -> 'reflects': 5.0,
                  [VBZ] -> 'refuses': 3.0,
                  [VBZ] -> 'relies': 3.0,
                  [VBZ] -> 'remains': 11.0,
                  [VBZ] -> 'repeals': 3.0,
                  [VBZ] -> 'replies': 3.0,
                  [VBZ] -> 'reports': 4.0,
                  [VBZ] -> 'represents': 5.0,
                  [VBZ] -> 'requires': 8.0,
                  [VBZ] -> 'resembles': 3.0,
                  [VBZ] -> 'resists': 3.0,
                  [VBZ] -> 'responds': 3.0,
                  [VBZ] -> 'restricts': 3.0,
                  [VBZ] -> 'retires': 3.0,
                  [VBZ] -> 'returns': 3.0,
                  [VBZ] -> 'rings': 3.0,
                  [VBZ] -> 'runs': 11.0,
                  [VBZ] -> 'sanctions': 3.0,
                  [VBZ] -> 'says': 210.0,
                  [VBZ] -> 'scoffs': 3.0,
                  [VBZ] -> 'seeks': 6.0,
                  [VBZ] -> 'seems': 9.0,
                  [VBZ] -> 'sees': 3.0,
                  [VBZ] -> 'sells': 8.0,
                  [VBZ] -> 'sends': 3.0,
                  [VBZ] -> 'serves': 3.0,
                  [VBZ] -> 'sets': 4.0,
                  [VBZ] -> 'shows': 9.0,
                  [VBZ] -> 'shrinks': 4.0,
                  [VBZ] -> 'signals': 3.0,
                  [VBZ] -> 'sounds': 3.0,
                  [VBZ] -> 'speaks': 4.0,
                  [VBZ] -> 'specializes': 3.0,
                  [VBZ] -> 'spends': 4.0,
                  [VBZ] -> 'spurns': 3.0,
                  [VBZ] -> 'stands': 5.0,
                  [VBZ] -> 'starts': 4.0,
                  [VBZ] -> 'states': 4.0,
                  [VBZ] -> 'stays': 3.0,
                  [VBZ] -> 'stresses': 3.0,
                  [VBZ] -> 'succeeds': 4.0,
                  [VBZ] -> 'suggests': 8.0,
                  [VBZ] -> 'supplies': 4.0,
                  [VBZ] -> 'suspects': 3.0,
                  [VBZ] -> 'takes': 10.0,
                  [VBZ] -> 'talks': 4.0,
                  [VBZ] -> 'targets': 4.0,
                  [VBZ] -> 'teaches': 3.0,
                  [VBZ] -> 'tells': 5.0,
                  [VBZ] -> 'tempts': 3.0,
                  [VBZ] -> 'thinks': 5.0,
                  [VBZ] -> 'threatens': 3.0,
                  [VBZ] -> 'throws': 3.0,
                  [VBZ] -> 'tracks': 4.0,
                  [VBZ] -> 'trades': 3.0,
                  [VBZ] -> 'transfers': 3.0,
                  [VBZ] -> 'treats': 3.0,
                  [VBZ] -> 'turns': 5.0,
                  [VBZ] -> 'understands': 3.0,
                  [VBZ] -> 'uses': 5.0,
                  [VBZ] -> 'values': 3.0,
                  [VBZ] -> 'views': 3.0,
                  [VBZ] -> 'wants': 12.0,
                  [VBZ] -> 'warns': 3.0,
                  [VBZ] -> 'warrants': 3.0,
                  [VBZ] -> 'wears': 3.0,
                  [VBZ] -> 'wins': 3.0,
                  [VBZ] -> 'works': 4.0,
                  [VBZ] -> 'worries': 4.0}),
     [VB]: defaultdict(int,
                 {[VB] -> '<unk>': 1.0,
                  [VB] -> 'Buy': 5.0,
                  [VB] -> 'C'mon': 3.0,
                  [VB] -> 'Choose': 3.0,
                  [VB] -> 'Compare': 3.0,
                  [VB] -> 'Consider': 3.0,
                  [VB] -> 'Do': 3.0,
                  [VB] -> 'Eliminate': 3.0,
                  [VB] -> 'Forget': 3.0,
                  [VB] -> 'Kill': 3.0,
                  [VB] -> 'Make': 3.0,
                  [VB] -> 'Pick': 3.0,
                  [VB] -> 'Put': 4.0,
                  [VB] -> 'Remember': 3.0,
                  [VB] -> 'Send': 3.0,
                  [VB] -> 'Sit': 3.0,
                  [VB] -> 'Take': 8.0,
                  [VB] -> 'Think': 4.0,
                  [VB] -> 'abandon': 3.0,
                  [VB] -> 'abide': 3.0,
                  [VB] -> 'accept': 4.0,
                  [VB] -> 'accommodate': 5.0,
                  [VB] -> 'accompany': 3.0,
                  [VB] -> 'account': 3.0,
                  [VB] -> 'achieve': 3.0,
                  [VB] -> 'acknowledge': 3.0,
                  [VB] -> 'acquire': 7.0,
                  [VB] -> 'act': 8.0,
                  [VB] -> 'add': 6.0,
                  [VB] -> 'address': 3.0,
                  [VB] -> 'administer': 3.0,
                  [VB] -> 'advance': 3.0,
                  [VB] -> 'advertise': 5.0,
                  [VB] -> 'affect': 3.0,
                  [VB] -> 'afford': 3.0,
                  [VB] -> 'agree': 3.0,
                  [VB] -> 'aid': 3.0,
                  [VB] -> 'aim': 3.0,
                  [VB] -> 'allow': 4.0,
                  [VB] -> 'amend': 3.0,
                  [VB] -> 'analyze': 3.0,
                  [VB] -> 'announce': 4.0,
                  [VB] -> 'answer': 4.0,
                  [VB] -> 'apologize': 3.0,
                  [VB] -> 'appear': 3.0,
                  [VB] -> 'apply': 6.0,
                  [VB] -> 'appoint': 3.0,
                  [VB] -> 'approve': 6.0,
                  [VB] -> 'argue': 3.0,
                  [VB] -> 'arrest': 3.0,
                  [VB] -> 'ask': 5.0,
                  [VB] -> 'assemble': 3.0,
                  [VB] -> 'assert': 3.0,
                  [VB] -> 'assist': 3.0,
                  [VB] -> 'assure': 3.0,
                  [VB] -> 'attack': 3.0,
                  [VB] -> 'attend': 4.0,
                  [VB] -> 'attract': 5.0,
                  [VB] -> 'audit': 3.0,
                  [VB] -> 'augment': 3.0,
                  [VB] -> 'avoid': 8.0,
                  [VB] -> 'back': 3.0,
                  [VB] -> 'ban': 4.0,
                  [VB] -> 'bar': 3.0,
                  [VB] -> 'be': 267.0,
                  [VB] -> 'beat': 6.0,
                  [VB] -> 'become': 14.0,
                  [VB] -> 'beg': 3.0,
                  [VB] -> 'begin': 7.0,
                  [VB] -> 'believe': 4.0,
                  [VB] -> 'belong': 3.0,
                  [VB] -> 'bend': 3.0,
                  [VB] -> 'benefit': 3.0,
                  [VB] -> 'bless': 3.0,
                  [VB] -> 'blip': 3.0,
                  [VB] -> 'block': 7.0,
                  [VB] -> 'bludgeon': 3.0,
                  [VB] -> 'boast': 3.0,
                  [VB] -> 'bolster': 3.0,
                  [VB] -> 'book': 3.0,
                  [VB] -> 'boost': 6.0,
                  [VB] -> 'bounce': 3.0,
                  [VB] -> 'breach': 4.0,
                  [VB] -> 'break': 3.0,
                  [VB] -> 'breathe': 3.0,
                  [VB] -> 'brief': 3.0,
                  [VB] -> 'bring': 10.0,
                  [VB] -> 'broaden': 3.0,
                  [VB] -> 'buffet': 3.0,
                  [VB] -> 'build': 11.0,
                  [VB] -> 'buy': 25.0,
                  [VB] -> 'call': 3.0,
                  [VB] -> 'capture': 4.0,
                  [VB] -> 'care': 5.0,
                  [VB] -> 'carry': 8.0,
                  [VB] -> 'catch': 3.0,
                  [VB] -> 'cause': 7.0,
                  [VB] -> 'celebrate': 3.0,
                  [VB] -> 'change': 5.0,
                  [VB] -> 'charge': 5.0,
                  [VB] -> 'chase': 3.0,
                  [VB] -> 'chat': 3.0,
                  [VB] -> 'cheat': 3.0,
                  [VB] -> 'check': 5.0,
                  [VB] -> 'choose': 6.0,
                  [VB] -> 'cite': 3.0,
                  [VB] -> 'clarify': 3.0,
                  [VB] -> 'clean': 3.0,
                  [VB] -> 'clear': 4.0,
                  [VB] -> 'close': 7.0,
                  [VB] -> 'color': 3.0,
                  [VB] -> 'combat': 3.0,
                  [VB] -> 'combine': 3.0,
                  [VB] -> 'come': 10.0,
                  [VB] -> 'command': 3.0,
                  [VB] -> 'comment': 7.0,
                  [VB] -> 'commit': 3.0,
                  [VB] -> 'compel': 3.0,
                  [VB] -> 'compensate': 4.0,
                  [VB] -> 'compete': 5.0,
                  [VB] -> 'complete': 7.0,
                  [VB] -> 'complicate': 3.0,
                  [VB] -> 'compromise': 4.0,
                  [VB] -> 'computerize': 3.0,
                  [VB] -> 'concentrate': 4.0,
                  [VB] -> 'concern': 3.0,
                  [VB] -> 'conclude': 3.0,
                  [VB] -> 'conduct': 3.0,
                  [VB] -> 'confuse': 3.0,
                  [VB] -> 'consider': 7.0,
                  [VB] -> 'consist': 3.0,
                  [VB] -> 'contain': 5.0,
                  [VB] -> 'contest': 3.0,
                  [VB] -> 'continue': 11.0,
                  [VB] -> 'contract': 3.0,
                  [VB] -> 'contradict': 3.0,
                  [VB] -> 'contribute': 3.0,
                  [VB] -> 'control': 3.0,
                  [VB] -> 'convince': 3.0,
                  [VB] -> 'cope': 4.0,
                  [VB] -> 'copy': 4.0,
                  [VB] -> 'correct': 3.0,
                  [VB] -> 'cost': 4.0,
                  [VB] -> 'counteract': 3.0,
                  [VB] -> 'cover': 5.0,
                  [VB] -> 'crack': 3.0,
                  [VB] -> 'craft': 3.0,
                  [VB] -> 'create': 6.0,
                  [VB] -> 'curb': 5.0,
                  [VB] -> 'cure': 3.0,
                  [VB] -> 'cut': 9.0,
                  [VB] -> 'deal': 3.0,
                  [VB] -> 'debate': 3.0,
                  [VB] -> 'decide': 6.0,
                  [VB] -> 'declare': 3.0,
                  [VB] -> 'decline': 6.0,
                  [VB] -> 'decrease': 3.0,
                  [VB] -> 'default': 3.0,
                  [VB] -> 'defeat': 3.0,
                  [VB] -> 'define': 4.0,
                  [VB] -> 'defuse': 3.0,
                  [VB] -> 'delete': 3.0,
                  [VB] -> 'deliver': 3.0,
                  [VB] -> 'demand': 3.0,
                  [VB] -> 'denounce': 3.0,
                  [VB] -> 'deny': 4.0,
                  [VB] -> 'depend': 3.0,
                  [VB] -> 'describe': 3.0,
                  [VB] -> 'deserve': 3.0,
                  [VB] -> 'design': 4.0,
                  [VB] -> 'despise': 3.0,
                  [VB] -> 'destroy': 3.0,
                  [VB] -> 'determine': 4.0,
                  [VB] -> 'develop': 5.0,
                  [VB] -> 'devote': 4.0,
                  [VB] -> 'die': 6.0,
                  [VB] -> 'diminish': 3.0,
                  [VB] -> 'direct': 5.0,
                  [VB] -> 'disappear': 3.0,
                  [VB] -> 'discharge': 3.0,
                  [VB] -> 'disclose': 3.0,
                  [VB] -> 'discontinue': 3.0,
                  [VB] -> 'discourage': 3.0,
                  [VB] -> 'discredit': 3.0,
                  [VB] -> 'discuss': 7.0,
                  [VB] -> 'disgorge': 8.0,
                  [VB] -> 'display': 3.0,
                  [VB] -> 'disseminate': 3.0,
                  [VB] -> 'diversify': 4.0,
                  [VB] -> 'divest': 3.0,
                  [VB] -> 'do': 31.0,
                  [VB] -> 'double': 3.0,
                  [VB] -> 'draw': 4.0,
                  [VB] -> 'drop': 5.0,
                  [VB] -> 'duck': 3.0,
                  [VB] -> 'earn': 3.0,
                  [VB] -> 'ease': 7.0,
                  [VB] -> 'eclipse': 3.0,
                  [VB] -> 'elaborate': 7.0,
                  [VB] -> 'eliminate': 5.0,
                  [VB] -> 'emasculate': 3.0,
                  [VB] -> 'emerge': 3.0,
                  [VB] -> 'emigrate': 3.0,
                  [VB] -> 'enable': 3.0,
                  [VB] -> 'enact': 3.0,
                  [VB] -> 'encounter': 3.0,
                  [VB] -> 'encourage': 4.0,
                  [VB] -> 'end': 7.0,
                  [VB] -> 'endorse': 3.0,
                  [VB] -> 'enforce': 4.0,
                  [VB] -> 'engage': 3.0,
                  [VB] -> 'ensure': 3.0,
                  [VB] -> 'enter': 3.0,
                  [VB] -> 'entertain': 3.0,
                  [VB] -> 'entice': 3.0,
                  [VB] -> 'entrench': 3.0,
                  [VB] -> 'equip': 3.0,
                  [VB] -> 'erect': 3.0,
                  [VB] -> 'erode': 3.0,
                  [VB] -> 'establish': 3.0,
                  [VB] -> 'even': 3.0,
                  [VB] -> 'evolve': 3.0,
                  [VB] -> 'exceed': 4.0,
                  [VB] -> 'excise': 3.0,
                  [VB] -> 'execute': 6.0,
                  [VB] -> 'exercise': 5.0,
                  [VB] -> 'exist': 3.0,
                  [VB] -> 'expand': 5.0,
                  [VB] -> 'expect': 4.0,
                  [VB] -> 'experience': 3.0,
                  [VB] -> 'expire': 4.0,
                  [VB] -> 'explain': 4.0,
                  [VB] -> 'exploit': 3.0,
                  [VB] -> 'export': 3.0,
                  [VB] -> 'extend': 6.0,
                  [VB] -> 'fabricate': 3.0,
                  [VB] -> 'face': 9.0,
                  [VB] -> 'facilitate': 3.0,
                  [VB] -> 'fail': 3.0,
                  [VB] -> 'faint': 3.0,
                  [VB] -> 'fall': 6.0,
                  [VB] -> 'favor': 3.0,
                  [VB] -> 'feel': 4.0,
                  [VB] -> 'fend': 3.0,
                  [VB] -> 'figure': 4.0,
                  [VB] -> 'file': 6.0,
                  [VB] -> 'fill': 4.0,
                  [VB] -> 'finance': 7.0,
                  [VB] -> 'find': 9.0,
                  [VB] -> 'flourish': 3.0,
                  [VB] -> 'fly': 3.0,
                  [VB] -> 'focus': 5.0,
                  [VB] -> 'fold': 4.0,
                  [VB] -> 'follow': 3.0,
                  [VB] -> 'force': 6.0,
                  [VB] -> 'fund': 4.0,
                  [VB] -> 'gain': 5.0,
                  [VB] -> 'gauge': 3.0,
                  [VB] -> 'generate': 3.0,
                  [VB] -> 'get': 37.0,
                  [VB] -> 'give': 16.0,
                  [VB] -> 'glamorize': 3.0,
                  [VB] -> 'go': 20.0,
                  [VB] -> 'grant': 5.0,
                  [VB] -> 'grapple': 3.0,
                  [VB] -> 'halve': 3.0,
                  [VB] -> 'handle': 4.0,
                  [VB] -> 'hang': 3.0,
                  [VB] -> 'happen': 6.0,
                  [VB] -> 'harass': 4.0,
                  [VB] -> 'have': 86.0,
                  [VB] -> 'head': 3.0,
                  [VB] -> 'hear': 6.0,
                  [VB] -> 'help': 29.0,
                  [VB] -> 'herald': 3.0,
                  [VB] -> 'highlight': 3.0,
                  [VB] -> 'hire': 3.0,
                  [VB] -> 'hit': 4.0,
                  [VB] -> 'hold': 4.0,
                  [VB] -> 'honor': 5.0,
                  [VB] -> 'hope': 3.0,
                  [VB] -> 'house': 4.0,
                  [VB] -> 'hunker': 3.0,
                  [VB] -> 'hurt': 5.0,
                  [VB] -> 'identify': 4.0,
                  [VB] -> 'imagine': 3.0,
                  [VB] -> 'impart': 3.0,
                  [VB] -> 'impede': 3.0,
                  [VB] -> 'implant': 3.0,
                  [VB] -> 'implement': 3.0,
                  [VB] -> 'impose': 5.0,
                  [VB] -> 'improve': 11.0,
                  [VB] -> 'include': 5.0,
                  [VB] -> 'increase': 11.0,
                  [VB] -> 'indicate': 4.0,
                  [VB] -> 'inform': 3.0,
                  [VB] -> 'inhibit': 3.0,
                  [VB] -> 'insert': 3.0,
                  [VB] -> 'install': 4.0,
                  [VB] -> 'institute': 3.0,
                  [VB] -> 'intend': 3.0,
                  [VB] -> 'intimidate': 3.0,
                  [VB] -> 'introduce': 9.0,
                  [VB] -> 'invent': 3.0,
                  [VB] -> 'invite': 3.0,
                  [VB] -> 'involve': 5.0,
                  [VB] -> 'issue': 5.0,
                  [VB] -> 'join': 6.0,
                  [VB] -> 'juggle': 3.0,
                  [VB] -> 'jump': 3.0,
                  [VB] -> 'justify': 4.0,
                  [VB] -> 'keep': 16.0,
                  [VB] -> 'know': 12.0,
                  [VB] -> 'last': 4.0,
                  [VB] -> 'launch': 4.0,
                  [VB] -> 'lead': 10.0,
                  [VB] -> 'learn': 3.0,
                  [VB] -> 'leave': 8.0,
                  [VB] -> 'lessen': 3.0,
                  [VB] -> 'let': 8.0,
                  [VB] -> 'license': 3.0,
                  [VB] -> 'lift': 6.0,
                  [VB] -> 'like': 9.0,
                  [VB] -> 'limit': 4.0,
                  [VB] -> 'link': 4.0,
                  [VB] -> 'live': 4.0,
                  [VB] -> 'load': 4.0,
                  [VB] -> 'lock': 3.0,
                  [VB] -> 'log': 3.0,
                  [VB] -> 'look': 6.0,
                  [VB] -> 'lose': 4.0,
                  [VB] -> 'lure': 4.0,
                  [VB] -> 'maintain': 3.0,
                  [VB] -> 'make': 58.0,
                  [VB] -> 'manipulate': 3.0,
                  [VB] -> 'manufacture': 4.0,
                  [VB] -> 'map': 3.0,
                  [VB] -> 'match': 3.0,
                  [VB] -> 'matter': 3.0,
                  [VB] -> 'mature': 6.0,
                  [VB] -> 'maximize': 3.0,
                  [VB] -> 'mean': 4.0,
                  [VB] -> 'measure': 3.0,
                  [VB] -> 'meet': 8.0,
                  [VB] -> 'mend': 3.0,
                  [VB] -> 'mention': 4.0,
                  [VB] -> 'merge': 4.0,
                  [VB] -> 'merit': 3.0,
                  [VB] -> 'migrate': 3.0,
                  [VB] -> 'mind': 3.0,
                  [VB] -> 'modify': 4.0,
                  [VB] -> 'monopolize': 3.0,
                  [VB] -> 'move': 8.0,
                  [VB] -> 'name': 3.0,
                  [VB] -> 'negotiate': 5.0,
                  [VB] -> 'nominate': 4.0,
                  [VB] -> 'note': 3.0,
                  [VB] -> 'notify': 3.0,
                  [VB] -> 'obtain': 5.0,
                  [VB] -> 'occur': 6.0,
                  [VB] -> 'offend': 3.0,
                  [VB] -> 'offer': 5.0,
                  [VB] -> 'offset': 4.0,
                  [VB] -> 'open': 3.0,
                  [VB] -> 'operate': 3.0,
                  [VB] -> 'oppose': 3.0,
                  [VB] -> 'overcome': 3.0,
                  [VB] -> 'overlap': 3.0,
                  [VB] -> 'override': 3.0,
                  [VB] -> 'oversee': 3.0,
                  [VB] -> 'own': 5.0,
                  [VB] -> 'pair': 3.0,
                  [VB] -> 'panic': 3.0,
                  [VB] -> 'parallel': 3.0,
                  [VB] -> 'pass': 6.0,
                  [VB] -> 'pay': 25.0,
                  [VB] -> 'penetrate': 3.0,
                  [VB] -> 'perform': 4.0,
                  [VB] -> 'permit': 4.0,
                  [VB] -> 'persuade': 4.0,
                  [VB] -> 'phase': 3.0,
                  [VB] -> 'photocopy': 3.0,
                  [VB] -> 'pick': 4.0,
                  [VB] -> 'place': 3.0,
                  [VB] -> 'plan': 3.0,
                  [VB] -> 'play': 5.0,
                  [VB] -> 'please': 3.0,
                  [VB] -> 'polish': 3.0,
                  [VB] -> 'pose': 3.0,
                  [VB] -> 'post': 4.0,
                  [VB] -> 'pour': 3.0,
                  [VB] -> 'preclude': 3.0,
                  [VB] -> 'predict': 3.0,
                  [VB] -> 'predispose': 3.0,
                  [VB] -> 'prepare': 3.0,
                  [VB] -> 'prescribe': 3.0,
                  [VB] -> 'pressure': 4.0,
                  [VB] -> 'prevent': 11.0,
                  [VB] -> 'print': 8.0,
                  [VB] -> 'produce': 7.0,
                  [VB] -> 'profit': 5.0,
                  [VB] -> 'project': 3.0,
                  [VB] -> 'promote': 4.0,
                  [VB] -> 'propagandize': 3.0,
                  [VB] -> 'prosecute': 3.0,
                  [VB] -> 'protect': 5.0,
                  [VB] -> 'prove': 9.0,
                  [VB] -> 'provide': 10.0,
                  [VB] -> 'provoke': 3.0,
                  [VB] -> 'publish': 4.0,
                  [VB] -> 'pull': 3.0,
                  [VB] -> 'punish': 3.0,
                  [VB] -> 'purchase': 3.0,
                  [VB] -> 'pursue': 6.0,
                  [VB] -> 'push': 3.0,
                  [VB] -> 'put': 12.0,
                  [VB] -> 'qualify': 3.0,
                  [VB] -> 'quote': 3.0,
                  [VB] -> 'raise': 17.0,
                  [VB] -> 'range': 3.0,
                  [VB] -> 'rate': 3.0,
                  [VB] -> 'reach': 3.0,
                  [VB] -> 'read': 8.0,
                  [VB] -> 'realize': 6.0,
                  [VB] -> 'reallocate': 3.0,
                  [VB] -> 'reap': 3.0,
                  [VB] -> 'recall': 3.0,
                  [VB] -> 'receive': 11.0,
                  [VB] -> 'reclaim': 3.0,
                  [VB] -> 'recognize': 4.0,
                  [VB] -> 'recommend': 4.0,
                  [VB] -> 'record': 4.0,
                  [VB] -> 'recover': 3.0,
                  [VB] -> 'recruit': 3.0,
                  [VB] -> 'red-flag': 3.0,
                  [VB] -> 'redeem': 4.0,
                  [VB] -> 'redeploy': 3.0,
                  [VB] -> 'redistribute': 3.0,
                  [VB] -> 'reduce': 9.0,
                  [VB] -> 'refile': 3.0,
                  [VB] -> 'reflect': 4.0,
                  [VB] -> 'refund': 5.0,
                  [VB] -> 'regenerate': 3.0,
                  [VB] -> 'regulate': 4.0,
                  [VB] -> 'reject': 4.0,
                  [VB] -> 'remain': 12.0,
                  [VB] -> 'remove': 5.0,
                  [VB] -> 'renew': 4.0,
                  [VB] -> 'reopen': 3.0,
                  [VB] -> 'replace': 6.0,
                  [VB] -> 'replicate': 3.0,
                  [VB] -> 'report': 9.0,
                  [VB] -> 'represent': 4.0,
                  [VB] -> 'reprint': 3.0,
                  [VB] -> 'reprove': 3.0,
                  [VB] -> 'require': 10.0,
                  [VB] -> 'resist': 4.0,
                  [VB] -> 'resolve': 5.0,
                  [VB] -> 'resonate': 3.0,
                  [VB] -> 'respond': 4.0,
                  [VB] -> 'restore': 5.0,
                  [VB] -> 'resubmit': 3.0,
                  [VB] -> 'result': 13.0,
                  [VB] -> 'resume': 3.0,
                  [VB] -> 'retain': 4.0,
                  [VB] -> 'retard': 3.0,
                  [VB] -> 'return': 7.0,
                  [VB] -> 'review': 6.0,
                  [VB] -> 'revive': 3.0,
                  [VB] -> 'reward': 4.0,
                  [VB] -> 'rewrite': 4.0,
                  [VB] -> 'ring': 5.0,
                  [VB] -> 'rise': 8.0,
                  [VB] -> 'risk': 7.0,
                  [VB] -> 'roll': 4.0,
                  [VB] -> 'rule': 4.0,
                  [VB] -> 'run': 7.0,
                  [VB] -> 'sacrifice': 3.0,
                  [VB] -> 'save': 4.0,
                  [VB] -> 'say': 20.0,
                  [VB] -> 'scrape': 3.0,
                  [VB] -> 'scream': 3.0,
                  [VB] -> 'seduce': 3.0,
                  [VB] -> 'see': 25.0,
                  [VB] -> 'seek': 10.0,
                  [VB] -> 'seem': 4.0,
                  [VB] -> 'seize': 3.0,
                  [VB] -> 'select': 3.0,
                  [VB] -> 'sell': 24.0,
                  [VB] -> 'send': 7.0,
                  [VB] -> 'serve': 5.0,
                  [VB] -> 'set': 8.0,
                  [VB] -> 'settle': 4.0,
                  [VB] -> 'sew': 3.0,
                  [VB] -> 'shake': 3.0,
                  [VB] -> 'share': 5.0,
                  [VB] -> 'shoot': 3.0,
                  [VB] -> 'shore': 3.0,
                  [VB] -> 'shrug': 3.0,
                  [VB] -> 'shut': 3.0,
                  [VB] -> 'sign': 5.0,
                  [VB] -> 'signal': 5.0,
                  [VB] -> 'single': 3.0,
                  [VB] -> 'sink': 4.0,
                  [VB] -> 'sit': 3.0,
                  [VB] -> 'slash': 3.0,
                  [VB] -> 'sleep': 4.0,
                  [VB] -> 'slide': 3.0,
                  [VB] -> 'slip': 3.0,
                  [VB] -> 'slow': 7.0,
                  [VB] -> 'sound': 3.0,
                  [VB] -> 'spark': 3.0,
                  [VB] -> 'speak': 3.0,
                  [VB] -> 'specialize': 3.0,
                  [VB] -> 'speculate': 3.0,
                  [VB] -> 'speed': 3.0,
                  [VB] -> 'spend': 5.0,
                  [VB] -> 'split': 3.0,
                  [VB] -> 'spread': 4.0,
                  [VB] -> 'spur': 4.0,
                  [VB] -> 'stake': 3.0,
                  [VB] -> 'stand': 4.0,
                  [VB] -> 'start': 5.0,
                  [VB] -> 'stay': 6.0,
                  [VB] -> 'steal': 3.0,
                  [VB] -> 'stem': 3.0,
                  [VB] -> 'step': 4.0,
                  [VB] -> 'stifle': 3.0,
                  [VB] -> 'stop': 6.0,
                  [VB] -> 'store': 3.0,
                  [VB] -> 'string': 3.0,
                  [VB] -> 'strip': 3.0,
                  [VB] -> 'study': 4.0,
                  [VB] -> 'submit': 3.0,
                  [VB] -> 'succeed': 6.0,
                  [VB] -> 'sue': 3.0,
                  [VB] -> 'suffer': 5.0,
                  [VB] -> 'suit': 3.0,
                  [VB] -> 'supply': 3.0,
                  [VB] -> 'support': 11.0,
                  [VB] -> 'survive': 4.0,
                  [VB] -> 'suspect': 3.0,
                  [VB] -> 'suspend': 5.0,
                  [VB] -> 'swallow': 3.0,
                  [VB] -> 'swap': 4.0,
                  [VB] -> 'swing': 3.0,
                  [VB] -> 'switch': 3.0,
                  [VB] -> 'take': 36.0,
                  [VB] -> 'talk': 6.0,
                  [VB] -> 'taper': 3.0,
                  [VB] -> 'target': 4.0,
                  [VB] -> 'teach': 4.0,
                  [VB] -> 'telephone': 3.0,
                  [VB] -> 'test': 3.0,
                  [VB] -> 'testify': 3.0,
                  [VB] -> 'think': 11.0,
                  [VB] -> 'tilt': 3.0,
                  [VB] -> 'time': 3.0,
                  [VB] -> 'tip': 3.0,
                  [VB] -> 'tolerate': 4.0,
                  [VB] -> 'top': 3.0,
                  [VB] -> 'total': 3.0,
                  [VB] -> 'tote': 3.0,
                  [VB] -> 'touch': 3.0,
                  [VB] -> 'trade': 9.0,
                  [VB] -> 'train': 4.0,
                  [VB] -> 'transfer': 3.0,
                  [VB] -> 'trash': 3.0,
                  [VB] -> 'travel': 3.0,
                  [VB] -> 'treat': 5.0,
                  [VB] -> 'trust': 3.0,
                  [VB] -> 'try': 5.0,
                  [VB] -> 'tuck': 3.0,
                  [VB] -> 'turn': 7.0,
                  [VB] -> 'underline': 3.0,
                  [VB] -> 'underpin': 3.0,
                  [VB] -> 'understand': 4.0,
                  [VB] -> 'undo': 3.0,
                  [VB] -> 'unload': 3.0,
                  [VB] -> 'unwind': 3.0,
                  [VB] -> 'uptick': 3.0,
                  [VB] -> 'use': 12.0,
                  [VB] -> 'usurp': 3.0,
                  [VB] -> 'vary': 4.0,
                  [VB] -> 'veto': 5.0,
                  [VB] -> 'view': 3.0,
                  [VB] -> 'violate': 6.0,
                  [VB] -> 'vote': 4.0,
                  [VB] -> 'wait': 5.0,
                  [VB] -> 'want': 14.0,
                  [VB] -> 'ward': 3.0,
                  [VB] -> 'watch': 6.0,
                  [VB] -> 'weaken': 4.0,
                  [VB] -> 'wear': 3.0,
                  [VB] -> 'weather': 3.0,
                  [VB] -> 'welcome': 4.0,
                  [VB] -> 'whipsaw': 3.0,
                  [VB] -> 'wield': 3.0,
                  [VB] -> 'win': 10.0,
                  [VB] -> 'wish': 4.0,
                  [VB] -> 'withdraw': 5.0,
                  [VB] -> 'withhold': 3.0,
                  [VB] -> 'withstand': 4.0,
                  [VB] -> 'work': 9.0,
                  [VB] -> 'worry': 3.0,
                  [VB] -> 'yield': 20.0}),
     [VP-1]: defaultdict(int,
                 {[VP-1] -> [VBG] [:] [``] [S]: 1,
                  [VP-1] -> [VBG] [NP]: 2,
                  [VP-1] -> [VBG] [PP]: 1,
                  [VP-1] -> [VBG] [SBAR]: 1,
                  [VP-1] -> [VBN] [NP] [PP-LOC]: 1,
                  [VP-1] -> [VBN] [NP] [PP]: 1}),
     [VP-TPC-1]: defaultdict(int, {[VP-TPC-1] -> [VBG] [NP]: 1}),
     [VP]: defaultdict(int,
                 {[VP] -> [ADVP] [VBG] [S]: 1,
                  [VP] -> [VBN] [NP]: 195,
                  [VP] -> [VBG] [NP] [PP-CLR] [S-1]: 1,
                  [VP] -> [VBZ] [S] [,] [SBAR-ADV]: 2,
                  [VP] -> [VBN] [NP] [ADVP-TMP] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [PRT] [SBAR]: 3,
                  [VP] -> [ADVP-TMP] [VBD] [NP]: 1,
                  [VP] -> [VBD] [NP-CLR] [PP-LOC-CLR] [ADVP-TMP]: 1,
                  [VP] -> [VP] [CC] [VP] [PP-LOC]: 1,
                  [VP] -> [VBD] [ADVP-TMP]: 3,
                  [VP] -> [VBN] [NP-TTL] [SBAR-PRP]: 1,
                  [VP] -> [VBP] [PRT] [NP] [PP-CLR]: 1,
                  [VP] -> [NP=2] [PP-TMP=3]: 2,
                  [VP] -> [VBD] [RB] [ADJP-PRD] [SBAR-PRP]: 1,
                  [VP] -> [VBD] [ADJP-PRD] [SBAR-PRP]: 1,
                  [VP] -> [VBG] [NP] [NP]: 7,
                  [VP] -> [VB] [PP-PRD] [PP-TMP]: 2,
                  [VP] -> [ADVP-MNR] [VBD] [NP] [PP-LOC]: 1,
                  [VP] -> [VBZ] [PRT]: 2,
                  [VP] -> [ADVP] [-LRB-] [MD] [VP]: 1,
                  [VP] -> [CC] [VP] [CC] [VP]: 2,
                  [VP] -> [VBN] [NP] [ADVP-TMP] [PP-LOC]: 1,
                  [VP] -> [VBD] [ADJP-PRD] [:] [PP-TMP]: 1,
                  [VP] -> [JJ] [NP] [PP]: 3,
                  [VP] -> [VBZ] [ADVP-TMP] [VP]: 20,
                  [VP] -> [VBG] [NP-3] [S]: 1,
                  [VP] -> [VBP] [ADVP-MNR] [ADVP-TMP]: 1,
                  [VP] -> [VBD] [PP-DIR] [PP-TMP] [S]: 1,
                  [VP] -> [VBP] [ADVP-TMP] [PP-PRD] [PP]: 1,
                  [VP] -> [ADVP-MNR] [VBP] [SBAR-NOM]: 1,
                  [VP] -> [VBZ] [S] [''] [PP-TMP]: 1,
                  [VP] -> [VBG] [NP] [PRT]: 1,
                  [VP] -> [VB] [ADJP-CLR]: 1,
                  [VP] -> [VBP] [NP-CLR] [PP-CLR]: 3,
                  [VP] -> [VB] [NP-PRD] [PP-LOC]: 1,
                  [VP] -> [VBG] [PRT] [NP] [PP-TMP]: 1,
                  [VP] -> [VBP] [PP-PRD] [ADVP-TMP]: 1,
                  [VP] -> [VBD] [PRT] [PP-CLR]: 1,
                  [VP] -> [VBN] [NP-PRD]: 16,
                  [VP] -> [ADVP-MNR] [VBZ] [S]: 1,
                  [VP] -> [VBD] [RB] [VP]: 58,
                  [VP] -> [VBD] [ADVP-TMP] [S]: 1,
                  [VP] -> [VBN] [NP-PRD] [PRN] [PP]: 1,
                  [VP] -> [VBN] [NP-6] [S]: 1,
                  [VP] -> [VBG] [NP] [PP-2]: 1,
                  [VP] -> [VBZ] [ADJP-PRD] [S-PRP]: 1,
                  [VP] -> [VBP] [SBAR] [,] [SBAR-ADV]: 1,
                  [VP] -> [VB] [``] [NP]: 1,
                  [VP] -> [VBD] [RB] [ADJP-PRD] [PP-PRP]: 1,
                  [VP] -> [VBG] [NP] [PRT] [PP-MNR]: 1,
                  [VP] -> [VB] [PP-CLR] [NP-TMP]: 2,
                  [VP] -> [VBP] [ADJP-PRD] [SBAR-ADV]: 3,
                  [VP] -> [VBN] [NP-PRD] [,] [S-ADV]: 1,
                  [VP] -> [VBD] [NP-EXT] [PP-DIR] [PP-DIR]: 8,
                  [VP] -> [VBN] [NP] [SBAR-PRP]: 2,
                  [VP] -> [VBN] [PP] [PP-TMP]: 1,
                  [VP] -> [VB] [ADVP] [ADVP]: 1,
                  [VP] -> [VBD] [ADVP-TMP] [PP-LOC-PRD]: 1,
                  [VP] -> [-NONE-] [NP]: 2,
                  [VP] -> [VBD] [NP] [PP-TMP]: 20,
                  [VP] -> [VBZ] [NP] [SBAR-TMP]: 2,
                  [VP] -> [VBD] [NP-EXT]: 4,
                  [VP] -> [VBD] [PP-LOC] [,] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [NP] [PP] [PP-TMP]: 2,
                  [VP] -> [VBG] [NP] [ADVP-DIR] [S-PRP]: 1,
                  [VP] -> [VBN] [PRT] [PP] [PP-TMP]: 1,
                  [VP] -> [VB] [NP] [ADVP-CLR] [ADVP-TMP]: 1,
                  [VP] -> [VBD] [NP] [NP-TMP] [PP-MNR]: 1,
                  [VP] -> [VB] [PRT] [PP-LOC-CLR]: 1,
                  [VP] -> [VBD] [PP-TMP] [PP-TMP]: 1,
                  [VP] -> [VBN] [``] [ADJP-PRD]: 2,
                  [VP] -> [VBP] [ADVP-DIR]: 4,
                  [VP] -> [VBP] [PP] [PP-CLR]: 1,
                  [VP] -> [VBD] [ADVP-MNR] [PP-LOC]: 1,
                  [VP] -> [VB] [ADJP-PRD]: 50,
                  [VP] -> [VBZ] [SBAR-PRD]: 26,
                  [VP] -> [VBN] [PP-CLR] [PP-MNR]: 2,
                  [VP] -> [VBD] [NP] [SBAR]: 9,
                  [VP] -> [VBN] [PP-CLR]: 26,
                  [VP] -> [VBP] [NP] [ADVP-MNR]: 1,
                  [VP] -> [VBP] [NP-PRD] [,] [S-ADV]: 1,
                  [VP] -> [VB] [NP] [PP-CLR] [PP]: 1,
                  [VP] -> [VBP] [NP-3] [S]: 1,
                  [VP] -> [VBD] [PP-LOC-CLR] [NP-TMP] [S-PRP]: 1,
                  [VP] -> [VBP] [S-CLR]: 1,
                  [VP] -> [VBD] [PP-LOC] [PP-TMP]: 1,
                  [VP] -> [VBG] [NP] [PP]: 9,
                  [VP] -> [VBG] [PRN] [NP]: 1,
                  [VP] -> [VBG] [NP] [SBAR-PRP]: 3,
                  [VP] -> [VB] [PP-DIR] [PP-LOC]: 1,
                  [VP] -> [VB] [ADJP-PRD] [S-2]: 1,
                  [VP] -> [VBD] [PP-LOC] [PP-LOC]: 1,
                  [VP] -> [ADVP-MNR] [VBN]: 1,
                  [VP] -> [VBN] [PP-CLR] [PP-LOC]: 2,
                  [VP] -> [VBD] [NP-PRD] [,] [S-ADV]: 1,
                  [VP] -> [NNS] [NP]: 1,
                  [VP] -> [VBZ] [PP-LOC]: 2,
                  [VP] -> [VBG] [PP-LOC-CLR]: 4,
                  [VP] -> [VBN] [ADVP-CLR] [PP-LOC] [PP-TMP]: 1,
                  [VP] -> [VBD] [PRT] [PP-LOC] [NP-TMP]: 1,
                  [VP] -> [ADVP] [VBP] [ADVP-DIR]: 1,
                  [VP] -> [VBD] [PP-CLR] [NP-TMP] [S-PRP]: 1,
                  [VP] -> [MD] [ADVP] [RB] [VP]: 3,
                  [VP] -> [VBG] [ADVP-MNR] [VP]: 1,
                  [VP] -> [VB] [ADVP-DIR] [S-ADV] [ADVP-LOC]: 1,
                  [VP] -> [VBD] [PP-TMP-PRD]: 2,
                  [VP] -> [VBZ] [SBAR] [SBAR-PRP]: 1,
                  [VP] -> [PP] [''] [VB] [NP]: 1,
                  [VP] -> [VBG] [ADVP-CLR] [ADVP-TMP] [S-PRP]: 1,
                  [VP] -> [VBD] [PP-TMP] [PP-LOC]: 1,
                  [VP] -> [VBP] [ADJP-PRD] [PP-CLR]: 1,
                  [VP] -> [VBG] [NP] [PP-CLR] [VP-1]: 1,
                  [VP] -> [VBN] [NP] [NP-MNR]: 1,
                  [VP] -> [VBD] [S]: 169,
                  [VP] -> [VBZ] [ADJP-PRD] [NP-TMP]: 1,
                  [VP] -> [VBZ] [``] [NP-PRD]: 3,
                  [VP] -> [VBD] [ADVP-TMP] [NP-PRD]: 2,
                  [VP] -> [PRN] [VBN] [NP]: 3,
                  [VP] -> [VBG] [NP] [PRN] [PP-CLR]: 1,
                  [VP] -> [VBP] [NP]: 158,
                  [VP] -> [VB] [NP] [PP-CLR] [NP-TMP]: 1,
                  [VP] -> [VBD] [NP] [S]: 1,
                  [VP] -> [VBP] [PRT] [NP]: 3,
                  [VP] -> [VBZ] [NP] [PP] [PP-CLR]: 1,
                  [VP] -> [VP] [NP]: 1,
                  [VP] -> [VBD] [ADJP-PRD] [ADVP-TMP]: 3,
                  [VP] -> [VBD] [NP] [PP-CLR]: 49,
                  [VP] -> [VBD] [NP-PRD]: 58,
                  [VP] -> [VBG] [ADVP-MNR] [:] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [PP-DIR] [PP-PRP]: 2,
                  [VP] -> [VBG] [PP-DIR] [NP-ADV]: 1,
                  [VP] -> [VBN] [PP-DIR] [S-ADV]: 1,
                  [VP] -> [ADVP] [VBD] [S]: 1,
                  [VP] -> [VBG] [PRT] [PP-LOC] [SBAR-MNR]: 1,
                  [VP] -> [VBD] [ADVP-PRD] [PP-TMP]: 1,
                  [VP] -> [ADVP-TMP] [VBG]: 1,
                  [VP] -> [VBD] [NP] [PP-LOC] [ADVP-TMP]: 1,
                  [VP] -> [VBZ] [RB] [ADVP-PRD]: 1,
                  [VP] -> [VBN] [ADVP-MNR]: 2,
                  [VP] -> [VB] [NP] [PP]: 23,
                  [VP] -> [VBG] [ADVP-MNR] [PP-CLR]: 3,
                  [VP] -> [VBZ] [S] [,] [S-ADV]: 1,
                  [VP] -> [VBD] [NP] [PP-MNR] [S-PRP]: 1,
                  [VP] -> [VBD] [PP-LOC-CLR] [SBAR-TMP]: 1,
                  [VP] -> [VBD] [SBAR] [,] [PP-1]: 1,
                  [VP] -> [VBN] [NP] [PP-LOC] [PP-PRP]: 1,
                  [VP] -> [VB] [UCP]: 1,
                  [VP] -> [VBD] [ADVP-DIR] [PP-DIR]: 1,
                  [VP] -> [VBD] [NP-EXT] [PP-TMP] [PP-DIR]: 1,
                  [VP] -> [VBZ] [ADVP] [ADJP-PRD] [S-1]: 1,
                  [VP] -> [VBN] [NP] [PP-CLR] [PP-LOC]: 3,
                  [VP] -> [VBZ] [PP-LOC-PRD] [ADVP-PRP]: 1,
                  [VP] -> [VBD] [PP-TMP] [VP]: 1,
                  [VP] -> [VBD] [NP-CLR]: 1,
                  [VP] -> [VBG] [NP] [PP-TMP]: 8,
                  [VP] -> [VBG] [NP-TMP]: 1,
                  [VP] -> [VBG] [NP] [S-PRP]: 5,
                  [VP] -> [VBD] [PP-DIR] [PP]: 1,
                  [VP] -> [VBP] [NP] [,] [SBAR-ADV]: 1,
                  [VP] -> [VBG] [NP] [NP] [SBAR-TMP]: 1,
                  [VP] -> [VB] [PP-CLR] [SBAR]: 1,
                  [VP] -> [VBN] [S] [ADVP-TMP-CLR]: 2,
                  [VP] -> [VBZ] [PP-CLR] [PP-CLR]: 1,
                  [VP] -> [VBG] [PP-DIR] [PP-TMP]: 1,
                  [VP] -> [VBN] [NP] [PP-CLR] [ADVP-MNR]: 1,
                  [VP] -> [VBD] [PP-DIR] [,] [S-ADV]: 1,
                  [VP] -> [VBP] [NP-PRD] [ADVP-TMP]: 1,
                  [VP] -> [VBN] [NP] [ADVP-TMP] [S-PRP]: 1,
                  [VP] -> [VBN] [ADJP-PRD] [SBAR-TMP]: 1,
                  [VP] -> [VBD] [PP-CLR] [SBAR-PRP]: 1,
                  [VP] -> [VBD] [PP-CLR] [,] [SBAR-ADV]: 1,
                  [VP] -> [VBN] [NP] [PP-CLR]: 136,
                  [VP] -> [VBG] [PP-CLR] [S-CLR]: 1,
                  [VP] -> [VB] [NP] [SBAR-TMP]: 6,
                  [VP] -> [VBN] [NP-3] [S-CLR]: 3,
                  [VP] -> [VBN] [ADJP-PRD] [PP-LOC]: 1,
                  [VP] -> [RB] [VBG] [NP]: 2,
                  [VP] -> [VBD] [NP] [ADVP]: 4,
                  [VP] -> [VBG] [:] [``] [S]: 1,
                  [VP] -> [-NONE-] [,] [S-ADV]: 1,
                  [VP] -> [VBD] [PP-LOC-PRD]: 4,
                  [VP] -> [VB] [NP] [,] [S-ADV]: 5,
                  [VP] -> [VP] [,] [RB] [VP]: 1,
                  [VP] -> [VBN] [ADJP-PRD] [PP-TMP]: 4,
                  [VP] -> [VBD] [PRT] [NP] [PP]: 2,
                  [VP] -> [VB] [NP] [PP-LOC] [NP-TMP]: 1,
                  [VP] -> [VBN] [PP-LOC] [PP-TMP]: 1,
                  [VP] -> [VBN] [S] [ADJP-ADV]: 1,
                  [VP] -> [VB] [PP-CLR] [PP-CLR]: 1,
                  [VP] -> [VBP] [ADVP-LOC] [PP-CLR]: 1,
                  [VP] -> [VBD] [PP-TMP]: 10,
                  [VP] -> [VP]: 7,
                  [VP] -> [VBZ] [SBAR-TMP]: 3,
                  [VP] -> [VBD] [NP] [PP-CLR] [ADVP-TMP]: 2,
                  [VP] -> [VBZ] [ADJP-PRD] [PP]: 4,
                  [VP] -> [VBZ] [RB] [ADJP-PRD] [S-1]: 2,
                  [VP] -> [VBG] [PP-MNR]: 2,
                  [VP] -> [VBN] [NP] [NP] [PP-LOC]: 1,
                  [VP] -> [VBD] [SBAR] [NP-TMP]: 3,
                  [VP] -> [VBN] [ADJP-PRD] [NP-TMP] [PP]: 1,
                  [VP] -> [VBD] [ADVP] [ADVP-TMP]: 1,
                  [VP] -> [VBZ] [NP] [:] [S-ADV]: 1,
                  [VP] -> [ADVP-MNR] [VBD] [NP] [SBAR-TMP]: 1,
                  [VP] -> [VBP] [NP] [,] [PP]: 2,
                  [VP] -> [VBN] [PRT] [,] [ADVP-TMP]: 1,
                  [VP] -> [VBG] [NP] [PP-BNF]: 1,
                  [VP] -> [VBD] [NP] [ADVP-DIR] [ADVP-TMP]: 1,
                  [VP] -> [VBZ] [NP-PRD] [,] [S-ADV]: 1,
                  [VP] -> [VBD] [NP-EXT] [PP]: 1,
                  [VP] -> [VBD] [NP-EXT] [ADVP-TMP]: 2,
                  [VP] -> [VBD] [S] [PP] [SBAR-TMP]: 1,
                  [VP] -> [VB] [ADVP] [PP-MNR]: 1,
                  [VP] -> [VBG] [PP-LOC-CLR] [PP-LOC]: 1,
                  [VP] -> [VB] [NP] [PP-LOC]: 22,
                  [VP] -> [VBD] [S] [PP-LOC] [SBAR-TMP]: 1,
                  [VP] -> [VBD] [PRT] [NP] [PP-PRP]: 1,
                  [VP] -> [VB] [NP] [PP-PUT]: 6,
                  [VP] -> [VB] [ADVP-MNR] [SBAR]: 2,
                  [VP] -> [VB] [S-PRD]: 2,
                  [VP] -> [VBN] [S-CLR] [PP-TMP]: 1,
                  [VP] -> [VB] [NP] [ADVP]: 13,
                  [VP] -> [VBN] [NP] [PP-LOC] [SBAR-2]: 1,
                  [VP] -> [VBZ] [NP] [PP-LOC]: 6,
                  [VP] -> [VBG] [PP-DIR]: 9,
                  [VP] -> [VBG] [NP] [PP-MNR]: 6,
                  [VP] -> [VP] [CC] [VP] [VP-1]: 1,
                  [VP] -> [VBG] [PP-DIR] [,] [S-ADV]: 1,
                  [VP] -> [VBG] [NP-1] [S]: 2,
                  [VP] -> [VBN] [NP-2] [PP] [PP-CLR]: 1,
                  [VP] -> [VBD] [PP-LOC] [ADVP-TMP]: 1,
                  [VP] -> [VBZ] [``] [S]: 1,
                  [VP] -> [VBN] [PP] [PP] [ADVP-TMP]: 1,
                  [VP] -> [VBG] [S-ADV] [S-PRP]: 1,
                  [VP] -> [NN] [PP-DIR]: 1,
                  [VP] -> [VBZ] [NP-PRD] [SBAR]: 1,
                  [VP] -> [VB] [PP-CLR] [:] [SBAR-ADV]: 1,
                  [VP] -> [VB] [ADVP-PRP]: 1,
                  [VP] -> [VBD] [PP-CLR] [PP-TMP] [PP]: 1,
                  [VP] -> [NN] [ADVP-MNR] [PP-CLR]: 1,
                  [VP] -> [VBD] [SBAR-CLR]: 1,
                  [VP] -> [VBP] [PP-PRD]: 12,
                  [VP] -> [VBD] [NP] [S] [ADVP-TMP]: 1,
                  [VP] -> [VBG] [PRT] [PP] [PP-TMP]: 1,
                  [VP] -> [VBN] [S-CLR]: 3,
                  [VP] -> [VBZ] [PRT] [PP-CLR]: 1,
                  [VP] -> [VBN] [ADJP-PRD] [,] [SBAR-ADV]: 1,
                  [VP] -> [VBZ] [``] [ADJP-PRD] [S-1]: 1,
                  [VP] -> [VBD] [NP] [SBAR-NOM]: 1,
                  [VP] -> [VBD] [ADVP-CLR] [PP-TMP] [PP-TMP]: 1,
                  [VP] -> [VBP] [ADVP] [NP-PRD]: 2,
                  [VP] -> [VBZ] [ADJP-PRD] [PP-1] [ADVP-TMP]: 1,
                  [VP] -> [VBN] [ADVP-EXT] [PP-TMP]: 1,
                  [VP] -> [VBN] [NP] [NP-TMP] [ADVP-TMP]: 1,
                  [VP] -> [VBN] [PP-CLR] [PP-TMP] [PP]: 1,
                  [VP] -> [VBN] [NP] [PP-3]: 1,
                  [VP] -> [VBD] [NP] [PP-DIR] [PP-DIR]: 1,
                  [VP] -> [VBN] [NP-TMP] [S]: 1,
                  [VP] -> [VBD] [PP-DIR] [PP-TMP] [ADVP-TMP]: 1,
                  [VP] -> [VBD] [ADVP] [NP-PRD]: 1,
                  [VP] -> [VBN] [SBAR-NOM]: 3,
                  [VP] -> [VBN] [NP] [PP-CLR] [ADVP-TMP]: 3,
                  [VP] -> [ADVP] [VBD] [SBAR]: 2,
                  [VP] -> [ADVP-MNR] [VBN] [``] [SBAR]: 1,
                  [VP] -> [ADVP-MNR] [VBD] [PRT] [NP]: 1,
                  [VP] -> [VBG] [ADVP-MNR] [PP-LOC]: 1,
                  [VP] -> [VBP] [RB] [ADJP-PRD] [PP-LOC]: 1,
                  [VP] -> [VBN] [NP] [PP-LOC-CLR] [SBAR-TMP]: 1,
                  [VP] -> [VB] [NP] [PP-MNR] [ADVP-MNR]: 1,
                  [VP] -> [VBG] [PRT]: 3,
                  [VP] -> [VBZ] [NP]: 199,
                  [VP] -> [VBG] [ADVP-DIR]: 2,
                  [VP] -> [VBZ] [ADVP] [PP-CLR]: 1,
                  [VP] -> [VBD] [PP-DIR] [S-PRP]: 1,
                  [VP] -> [VBP] [NP-PRD] [PP-LOC]: 1,
                  [VP] -> [VBN] [NP] [PRT] [PP]: 1,
                  [VP] -> [VBD] [ADVP] [PP-TMP] [S-PRP]: 1,
                  [VP] -> [VBP] [S] [SBAR-ADV]: 1,
                  [VP] -> [ADVP] [VBG] [NP] [PP-DIR]: 1,
                  [VP] -> [VBN] [S] [PP]: 2,
                  [VP] -> [ADVP] [VBG] [NP]: 3,
                  [VP] -> [VBP] [NP] [SBAR]: 1,
                  [VP] -> [TO] [ADVP] [VP]: 2,
                  [VP] -> [VBP] [PP-LOC-PRD]: 3,
                  [VP] -> [VBG] [NP] [SBAR-TMP]: 4,
                  [VP] -> [VBZ] [NP] [,] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [NP] [NP-TMP-CLR] [PP-MNR]: 1,
                  [VP] -> [NN]: 3,
                  [VP] -> [NN] [SBAR]: 2,
                  [VP] -> [JJ] [VP]: 1,
                  [VP] -> [VP] [CC] [VP] [ADVP-LOC]: 2,
                  [VP] -> [VB] [CC] [VB] [NP]: 6,
                  [VP] -> [VBD] [S-PRD]: 3,
                  [VP] -> [VBP] [PP-TMP]: 1,
                  [VP] -> [VB] [PP-TMP-CLR]: 1,
                  [VP] -> [VBP] [RB] [ADJP-PRD] [ADVP]: 1,
                  [VP] -> [ADVP-TMP] [VBN] [NP] [PP-CLR]: 1,
                  [VP] -> [MD] [PRN] [ADVP] [VP]: 1,
                  [VP] -> [VBD] [NP-PRD] [PP-TMP]: 1,
                  [VP] -> [VBZ] [ADVP-MNR] [PP-CLR]: 2,
                  [VP] -> [VBZ] [SBAR-NOM]: 1,
                  [VP] -> [VBD] [NP-CLR] [PP-CLR]: 2,
                  [VP] -> [ADVP-TMP] [VBP] [NP]: 1,
                  [VP] -> [VBD] [RB] [ADJP-PRD] [SBAR-NOM-1]: 1,
                  [VP] -> [ADVP-TMP] [VBZ] [PP-CLR]: 1,
                  [VP] -> [VBD] [''] [NP]: 1,
                  [VP] -> [VBP] [ADVP-MNR]: 1,
                  [VP] -> [VBD] [NP-EXT] [PP-DIR] [PP-LOC]: 2,
                  [VP] -> [VB] [NP] [PP-EXT] [S-PRP]: 1,
                  [VP] -> [VBZ] [PP-CLR] [,] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [NP] [PP-DIR]: 6,
                  [VP] -> [VB] [ADVP-MNR]: 7,
                  [VP] -> [VBG] [NP] [PP-PUT]: 2,
                  [VP] -> [VBD] [ADJP] [PP-CLR]: 1,
                  [VP] -> [ADVP] [VBD] [PP-DIR] [PP-DIR]: 2,
                  [VP] -> [VBD] [ADVP] [PP]: 1,
                  [VP] -> [VBZ] [NP] [ADVP-LOC]: 2,
                  [VP] -> [VBD] [S] [SBAR-TMP]: 2,
                  [VP] -> [VBD] [NP] [PP] [PP]: 1,
                  [VP] -> [VBZ] [PRT] [NP]: 5,
                  [VP] -> [VBD] [PP]: 9,
                  [VP] -> [VB] [NP-PRD] [SBAR-PRP]: 1,
                  [VP] -> [VBN] [PP-DIR]: 5,
                  [VP] -> [VB] [ADVP-MNR] [PP-CLR]: 1,
                  [VP] -> [VBN] [NP] [,] [SBAR-ADV]: 4,
                  [VP] -> [VBZ] [ADVP-PRD] [PP] [ADVP-LOC]: 1,
                  [VP] -> [VB] [PP-CLR]: 82,
                  [VP] -> [VBP] [NP] [S-PRP]: 2,
                  [VP] -> [VBN] [NP] [NP-TMP]: 13,
                  [VP] -> [VBP] [NP] [PP-TMP]: 2,
                  [VP] -> [VBN] [NP] [PP-CLR] [PP-TMP]: 2,
                  [VP] -> [VBN] [NP-TMP]: 1,
                  [VP] -> [ADVP] [MD] [VP]: 1,
                  [VP] -> [VBN] [NP] [PRT] [PP-LOC]: 1,
                  [VP] -> [VBG] [NP] [PP-PRP]: 1,
                  [VP] -> [VBD] [PP-EXT] [PP-TMP] [PP-DIR]: 1,
                  [VP] -> [VBN] [``] [NP]: 1,
                  [VP] -> [VBZ] [PP-MNR]: 1,
                  [VP] -> [MD] [RB] [VP]: 64,
                  [VP] -> [VB] [NP] [SBAR-PRP]: 4,
                  [VP] -> [VBZ] [S] [PP-LOC]: 1,
                  [VP] -> [VBZ] [PP-TMP] [SBAR]: 1,
                  [VP] -> [VBZ] [RB] [S-PRD]: 2,
                  [VP] -> [VBP] [SBAR]: 107,
                  [VP] -> [VBN] [NP] [SBAR]: 4,
                  [VP] -> [VBZ] [PP-DIR] [ADVP-TMP] [PP-DIR-2]: 1,
                  [VP] -> [VBD] [ADVP-PRD] [PP-TMP] [PP-DIR-3]: 1,
                  [VP] -> [VBP] [S] [ADVP-TMP]: 1,
                  [VP] -> [VB] [PP] [NP-PRD]: 1,
                  [VP] -> [VBG] [NP-2] [PP-TMP] [S]: 1,
                  [VP] -> [VBD] [NP-3] [PP-CLR]: 1,
                  [VP] -> [VBD] [SBAR] [ADVP-TMP]: 5,
                  [VP] -> [VBP] [NP] [ADVP-MNR] [ADVP-MNR]: 1,
                  [VP] -> [VBD] [NP-ADV] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [ADVP-DIR]: 5,
                  [VP] -> [VBG] [PP-CLR] [PP-LOC]: 1,
                  [VP] -> [VBD] [,] [``] [S]: 8,
                  [VP] -> [VBG] [NP] [,] [S-ADV]: 3,
                  [VP] -> [VBD] [PRT] [NP]: 11,
                  [VP] -> [VBZ] [NP-1] [S]: 1,
                  [VP] -> [VBP] [NP] [PP-LOC]: 6,
                  [VP] -> [VB] [ADVP-MNR] [SBAR-ADV]: 2,
                  [VP] -> [VBD] [PRT] [PP-TMP] [NP]: 1,
                  [VP] -> [VB] [NP] [PP-CLR] [SBAR-TMP]: 1,
                  [VP] -> [ADVP] [VBN] [PP-TMP]: 1,
                  [VP] -> [VBP] [PRT] [PP-TMP]: 1,
                  [VP] -> [VBD] [PP-TMP] [NP-TMP]: 1,
                  [VP] -> [VBG] [ADVP-DIR] [PP]: 2,
                  [VP] -> [VBZ] [NP] [S-MNR]: 1,
                  [VP] -> [VBZ] [RB] [NP-PRD]: 14,
                  [VP] -> [VBD] [NP] [,] [PP-LOC]: 1,
                  [VP] -> [VBD] [NP] [PRT] [PP-CLR]: 1,
                  [VP] -> [VBZ] [NP] [SBAR-NOM] [ADVP-MNR]: 1,
                  [VP] -> [VBD] [NP-PRD] [ADVP-TMP]: 1,
                  [VP] -> [VBD] [NP-TMP-CLR]: 5,
                  [VP] -> [VBG] [PP-MNR] [NP]: 1,
                  [VP] -> [VBZ] [ADVP-PRD] [PP-TMP]: 1,
                  [VP] -> [VBD] [SBAR] [PP-LOC]: 1,
                  [VP] -> [VB] [SBAR-NOM]: 3,
                  [VP] -> [VBD] [NP] [PP-CLR] [PP-LOC]: 1,
                  [VP] -> [VBZ] [``] [ADJP-PRD]: 3,
                  [VP] -> [VBZ] [NP-PRD]: 138,
                  [VP] -> [VB] [NP-PRD] [,] [SBAR-ADV]: 1,
                  [VP] -> [ADVP] [VBD] [PP-DIR] [ADVP-TMP]: 1,
                  [VP] -> [VBP] [PRN] [VP]: 1,
                  [VP] -> [VBD] [NP] [PP-CLR] [VP-1]: 1,
                  [VP] -> [VB] [NP] [S-PRP]: 8,
                  [VP] -> [VBN] [NP] [PP]: 127,
                  [VP] -> [VB] [PP-TMP] [S-CLR]: 1,
                  [VP] -> [VB] [SBAR-CLR]: 1,
                  [VP] -> [VBD] [NP-1] [PP-CLR]: 3,
                  [VP] -> [IN] [S]: 2,
                  [VP] -> [IN] [NP]: 1,
                  [VP] -> [VB] [NP] [PP-CLR] [SBAR-ADV]: 1,
                  [VP] -> [VB] [NP] [ADVP-CLR]: 3,
                  [VP] -> [VBN] [NP] [SBAR-1]: 1,
                  [VP] -> [VBD] [PP-CLR] [PP-TMP]: 2,
                  [VP] -> [VBD] [NP-TMP] [,] [SBAR-TMP]: 1,
                  [VP] -> [VB] [NP] [PP-PRP]: 4,
                  [VP] -> [VBP] [ADVP-TMP] [NP-PRD] [SBAR-PRP]: 1,
                  [VP] -> [VB] [NP] [SBAR-TMP] [PRN]: 1,
                  [VP] -> [VBD] [NP-PRD] [PP]: 1,
                  [VP] -> [VB] [NP-TMP]: 7,
                  [VP] -> [VBN] [NP] [PP-TMP] [SBAR-PRP]: 1,
                  [VP] -> [VP] [CC] [,] [VP]: 1,
                  [VP] -> [VBP] [NP] [SBAR-TMP]: 1,
                  [VP] -> [VBN] [PP-MNR-1]: 1,
                  [VP] -> [VBN] [S] [,] [S-ADV]: 4,
                  [VP] -> [VB] [ADVP-MNR] [PP-LOC]: 1,
                  [VP] -> [VBP] [RB] [ADJP-PRD]: 8,
                  [VP] -> [VBD] [``] [ADJP-PRD]: 1,
                  [VP] -> [VBG] [NP] [PP-CLR] [S-PRP]: 1,
                  [VP] -> [VBD] [SBAR]: 409,
                  [VP] -> [VBN] [NP] [NP-EXT] [PP-TMP]: 1,
                  [VP] -> [VBN] [NP] [PP] [PP]: 2,
                  [VP] -> [VBD] [ADJP-PRD] [PP-TMP]: 1,
                  [VP] -> [VB] [NP] [,] [PP]: 3,
                  [VP] -> [ADVP-TMP] [VBN] [NP]: 1,
                  [VP] -> [VB] [ADJP-PRD] [SBAR-ADV]: 2,
                  [VP] -> [VB] [NP-3] [PP-CLR]: 1,
                  [VP] -> [VB] [NP-TMP] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [:] [``] [S]: 1,
                  [VP] -> [VBD] [PP-DIR] [NP-TMP]: 1,
                  [VP] -> [-NONE-] [PP-LOC]: 3,
                  [VP] -> [VBD] [PP-TMP] [PP] [PP-TMP]: 1,
                  [VP] -> [VB] [PP-TMP] [S-PRP-CLR]: 1,
                  [VP] -> [VBG] [ADVP-DIR] [S-PRP]: 1,
                  [VP] -> [VBN] [NP] [PP-DIR] [PP-LOC]: 1,
                  [VP] -> [VBP] [NP-2] [PP]: 1,
                  [VP] -> [VBD] [PP-PRD] [PP]: 1,
                  [VP] -> [ADVP-MNR] [VBD] [NP]: 4,
                  [VP] -> [VB] [PP] [,] [S-ADV]: 1,
                  [VP] -> [VBZ] [RB] [ADJP-PRD] [PP]: 1,
                  [VP] -> [VBN] [NP] [NP-TMP] [PP]: 1,
                  [VP] -> [VBN] [NP] [SINV]: 1,
                  [VP] -> [VBN] [PRT] [NP] [PP-CLR]: 1,
                  [VP] -> [VBZ] [PP-CLR] [PP-TMP]: 1,
                  [VP] -> [VBZ] [``] [ADVP-TMP] [NP-PRD]: 1,
                  [VP] -> [VBD] [NP] [ADVP] [PP]: 1,
                  [VP] -> [VBP] [ADVP-LOC-PRD]: 3,
                  [VP] -> [VBN] [PP-PRP] [S]: 1,
                  [VP] -> [VB] [NP] [PP-CLR]: 72,
                  [VP] -> [VBD] [PP-CLR] [PP-LOC]: 1,
                  [VP] -> [ADVP-MNR] [VBN] [NP] [SBAR-TMP]: 1,
                  [VP] -> [VBD] [ADVP-PRD]: 5,
                  [VP] -> [VBP] [ADVP] [PP-PRD]: 1,
                  [VP] -> [VBP]: 17,
                  [VP] -> [ADVP] [VBN] [PP-CLR]: 1,
                  [VP] -> [VBN] [ADJP-PRD] [PP-MNR] [PP-TMP]: 1,
                  [VP] -> [VBN] [NP] [S]: 1,
                  [VP] -> [VBD] [PRT] [UCP]: 1,
                  [VP] -> [VBD] [PP-TMP] [SBAR-TMP]: 1,
                  [VP] -> [VB] [NP-EXT] [NP-TMP] [S-CLR]: 1,
                  [VP] -> [VBG] [NP-1] [PP-CLR]: 2,
                  [VP] -> [VB] [NP] [ADVP-DIR] [PP-DIR]: 1,
                  [VP] -> [-NONE-] [ADVP-PRD]: 2,
                  [VP] -> [VB] [S] [NP-ADV]: 1,
                  [VP] -> [VBD] [PP-LOC-PRD] [S-ADV]: 1,
                  [VP] -> [VB] [PRN] [PP-CLR]: 1,
                  [VP] -> [VB] [PP-PRP]: 1,
                  [VP] -> [VB] [PRT] [NP] [ADVP-TMP]: 1,
                  [VP] -> [VBN] [NP] [PP-LOC]: 49,
                  [VP] -> [VBD] [NP] [PP-DIR-CLR]: 2,
                  [VP] -> [VB] [ADJP-PRD] [,] [SBAR-PRP]: 1,
                  [VP] -> [VBZ] [ADVP-TMP]: 2,
                  [VP] -> [VBD] [SBAR] [PP-TMP]: 3,
                  [VP] -> [VBZ] [PP-LOC] [NP-PRD]: 1,
                  [VP] -> [VBD] [PP-PRD]: 8,
                  [VP] -> [VBN] [PP-CLR] [PP]: 3,
                  [VP] -> [VB] [PP-DIR] [PP-PRP]: 2,
                  [VP] -> [VBD] [NP] [PP-DIR] [PP-LOC]: 1,
                  [VP] -> [VBD] [PP-LOC] [PP-CLR]: 1,
                  [VP] -> [VBZ] [SBAR-NOM-PRD]: 2,
                  [VP] -> [VBN] [NP] [ADVP-TMP] [NP-TMP]: 1,
                  [VP] -> [VBD] [S] [,] [PP-LOC]: 1,
                  [VP] -> [VB] [ADVP] [ADJP-PRD] [PP-2]: 1,
                  [VP] -> [VBD] [NP-CLR] [ADVP-TMP]: 1,
                  [VP] -> [ADVP-MNR] [VBN] [NP] [PP]: 2,
                  [VP] -> [VBD] [PP-PRD] [PP-LOC]: 1,
                  [VP] -> [VBG] [PP-DIR] [PP]: 1,
                  [VP] -> [VBZ] [S-PRD]: 11,
                  [VP] -> [VB] [ADVP] [PP-CLR]: 1,
                  [VP] -> [VBZ] [SQ]: 1,
                  [VP] -> [VBN] [PRT] [PP-CLR]: 3,
                  [VP] -> [VBG] [NP] [ADVP-MNR] [SBAR-TMP]: 1,
                  [VP] -> [VB] [PP-CLR] [S-PRP]: 1,
                  [VP] -> [VBD] [PRT] [PP]: 1,
                  [VP] -> [VBZ]: 16,
                  [VP] -> [VBG] [NP] [ADVP-MNR] [PP-LOC]: 1,
                  [VP] -> [VBZ] [PRT] [PP-LOC]: 1,
                  [VP] -> [VB] [PP-LOC-PRD] [PP-PRP]: 1,
                  [VP] -> [VBD] [NP] [PP-CLR] [ADVP-LOC]: 1,
                  [VP] -> [VBD] [PP-CLR] [PP-MNR]: 1,
                  [VP] -> [VBD] [NP] [ADVP-MNR] [PP-DIR-CLR]: 1,
                  [VP] -> [VBG] [NP-TMP-2]: 1,
                  [VP] -> [VB] [PP-DIR-CLR] [SBAR-PRP]: 1,
                  [VP] -> [-NONE-] [ADVP-TMP]: 1,
                  [VP] -> [VBN] [NP] [NP] [ADVP-LOC]: 1,
                  [VP] -> [VBP] [PP-DIR] [S-ADV]: 1,
                  [VP] -> [VBD] [NP-TMP] [PP-LOC]: 1,
                  [VP] -> [VBZ] [NP-PRD] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [ADJP-PRD] [PP-TMP] [PP-TMP]: 1,
                  [VP] -> [VBD] [S] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [PP-CLR-LOC] [PP-DIR]: 1,
                  [VP] -> [VBN] [PP-CLR] [S-CLR]: 1,
                  [VP] -> [VBD] [PP-CLR] [SBAR]: 1,
                  [VP] -> [VB] [NP] [NP]: 13,
                  [VP] -> [VBP] [NP] [ADVP-LOC]: 3,
                  [VP] -> [VB] [ADVP-LOC] [SBAR-NOM-1]: 1,
                  [VP] -> [VBZ] [NP] [NP-ADV]: 1,
                  [VP] -> [VBN] [NP] [PP-DIR] [ADVP-TMP]: 1,
                  [VP] -> [VBN] [NP] [PP-TMP] [PP-DTV]: 1,
                  [VP] -> [VBZ] [ADVP-MNR] [PP-CLR] [ADVP-LOC]: 1,
                  [VP] -> [VBZ] [NP-2] [PP-CLR]: 2,
                  [VP] -> [VBP] [PP-DIR] [ADVP-TMP]: 1,
                  [VP] -> [VBD] [PP-TMP-CLR] [PP]: 1,
                  [VP] -> [VBD] [VP]: 260,
                  [VP] -> [TO] [``] [VP]: 4,
                  [VP] -> [VBG] [NP] [PP-CLR]: 43,
                  [VP] -> [VBD] [PP-CLR] [,] [ADVP]: 3,
                  [VP] -> [VBN] [VP]: 66,
                  [VP] -> [VBG] [NP] [PP-LOC-CLR] [PP-TMP]: 1,
                  [VP] -> [VBP] [ADVP-MNR] [PP-CLR] [PP]: 1,
                  [VP] -> [VB] [NP-MNR]: 1,
                  [VP] -> [VBG] [PP-LOC] [PP-MNR]: 1,
                  [VP] -> [VBN] [CC] [VBN] [NP]: 4,
                  [VP] -> [VB] [NP] [S-ADV]: 1,
                  [VP] -> [VBD] [ADVP-DIR] [NP-TMP] [PP]: 1,
                  [VP] -> [ADVP-TMP] [VBD] [PP-CLR] [PP-TMP]: 1,
                  [VP] -> [ADVP-MNR] [VBG] [NP] [PP-CLR]: 3,
                  [VP] -> [VBG] [PP-LOC] [,] [S-ADV]: 1,
                  [VP] -> [VBN] [NP-4] [SBAR-CLR]: 1,
                  [VP] -> [VBD] [NP-PRD] [SBAR-TMP]: 1,
                  [VP] -> [VBD] [NP]: 288,
                  [VP] -> [MD] [ADVP-MNR] [VP]: 1,
                  [VP] -> [VBP] [PP-LOC-CLR]: 1,
                  [VP] -> [VBZ] [NP] [,] [PP]: 1,
                  [VP] -> [VB] [NP] [:] [PP-TMP]: 1,
                  [VP] -> [VBG] [SBAR-NOM]: 3,
                  [VP] -> [VB] [PP-MNR]: 1,
                  [VP] -> [VBZ] [``] [NP]: 1,
                  [VP] -> [VBP] [``] [NP-TTL] ['']: 1,
                  [VP] -> [VBP] [PP-LOC] [PP-TMP]: 1,
                  [VP] -> [VBN] [ADVP-MNR] [PP-CLR]: 1,
                  [VP] -> [VBG] [NP] [PP-LOC]: 16,
                  [VP] -> [VBZ] [NP] [NP] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [ADVP-MNR] [PP-CLR]: 2,
                  [VP] -> [VB] [PP-CLR] [PP-TMP]: 3,
                  [VP] -> [VBN] [NP] [PP-LOC] [PP-1]: 1,
                  [VP] -> [VBD] [ADVP-CLR] [PP-DIR] [PP-DIR]: 1,
                  [VP] -> [VBG] [PRT] [NP-1] [S-CLR]: 1,
                  [VP] -> [VBG] [ADVP-LOC]: 1,
                  [VP] -> [PP-TMP] [VBZ] [VP]: 1,
                  [VP] -> [VBD] [S] [SBAR-PRP]: 1,
                  [VP] -> [VB] [NP] [PP-TMP] [PP-TMP]: 1,
                  [VP] -> [VBP] [``] [VP]: 1,
                  [VP] -> [VB] [PRN] [SBAR]: 1,
                  [VP] -> [VBN] [NP] [NP]: 25,
                  [VP] -> [ADVP] [VBP] [SBAR]: 1,
                  [VP] -> [VBG] [NP] [PP-TMP] [PRN]: 1,
                  [VP] -> [VBZ] [ADJP-PRD] [PP-PRP]: 1,
                  [VP] -> [VB] [PP-LOC-PRD] [PP-TMP]: 1,
                  [VP] -> [VB] [NP] [NP-ADV]: 1,
                  [VP] -> [ADVP-MNR] [VBN] [NP] [PP-CLR]: 4,
                  [VP] -> [VBG] [NP] [:] [S-ADV]: 1,
                  [VP] -> [VBD] [ADVP] [S-PRP]: 1,
                  [VP] -> [VBZ] [RB] [PP-PRD]: 3,
                  [VP] -> [VB] [UCP-MNR]: 1,
                  [VP] -> [VBD] [NP] [PP-2] [PP-LOC]: 1,
                  [VP] -> [VBP] [NP] [S-CLR]: 2,
                  [VP] -> [VBZ] [''] [PP-2]: 1,
                  [VP] -> [VB] [PP-TMP] [SBAR-ADV]: 1,
                  [VP] -> [VBG] [PP-TMP]: 4,
                  [VP] -> [VBD] [ADJP-PRD] [PRN]: 1,
                  [VP] -> [VBD] [NP] [PRT] [PP-DIR]: 1,
                  [VP] -> [VBZ] [ADVP-TMP] [NP-PRD]: 3,
                  [VP] -> [VBZ] [RB]: 1,
                  [VP] -> [VBZ] [RB] [PP-LOC-PRD]: 1,
                  [VP] -> [VBN] [S] [PP-TMP]: 3,
                  [VP] -> [VBZ] [PP-TMP-CLR]: 1,
                  [VP] -> [VBG] [PRN] [S]: 1,
                  [VP] -> [VBD] [PP-TMP] [PP-CLR]: 1,
                  [VP] -> [VBD] [PP-TMP] [S]: 2,
                  [VP] -> [VBN] [:] [NP-1]: 1,
                  [VP] -> [VBD] [NP-PRD] [ADVP-MNR]: 1,
                  [VP] -> [VBG] [NP] [NP-TMP]: 5,
                  [VP] -> [NN] [PP-LOC] [NP-TMP]: 1,
                  [VP] -> [VBN] [NP] [PP] [PP-TMP]: 4,
                  [VP] -> [VBN] [NP] [ADVP-LOC]: 10,
                  [VP] -> [VBG] [PP-CLR]: 51,
                  [VP] -> [VBZ] [RB] [NP-PRD] [PP-LOC]: 2,
                  [VP] -> [VBD] [PP-DIR] [ADVP-TMP]: 2,
                  [VP] -> [VBZ] [SBAR] [,] [S-ADV]: 2,
                  [VP] -> [ADVP-TMP] [VBN] [NP] [PP-LGS]: 1,
                  [VP] -> [VBN] [NP] [ADVP-TMP] [SBAR-4]: 1,
                  [VP] -> [MD] [ADVP-TMP] [VP]: 15,
                  [VP] -> [VBP] [ADVP-MNR] [PP]: 1,
                  [VP] -> [VB] [-RRB-] [NP-PRD]: 1,
                  [VP] -> [VBD] [PP-MNR] [S-ADV]: 1,
                  [VP] -> [VB] [UCP-LOC-CLR]: 1,
                  [VP] -> [VBD] [NP] [,] [SBAR-ADV]: 1,
                  [VP] -> [VB] [ADVP]: 5,
                  [VP] -> [VBN] [PP-DIR] [PP-DIR]: 2,
                  [VP] -> [VBN] [NP] [PP-LOC-CLR]: 21,
                  [VP] -> [VB] [PP-DIR] [PP-TMP]: 1,
                  [VP] -> [VB] [VP]: 189,
                  [VP] -> [VB] [NP-EXT] [PP-DIR]: 1,
                  [VP] -> [VBZ] [PP-LOC] [NP-TMP]: 1,
                  [VP] -> [VBN] [PP-TMP] [,] [S-ADV]: 1,
                  [VP] -> [VB] [SBAR-ADV]: 3,
                  [VP] -> [VBN] [NP] [PP-1]: 2,
                  [VP] -> [VB] [PP-TMP] [''] [SBAR-ADV]: 1,
                  [VP] -> [VBG] [SBAR]: 32,
                  [VP] -> [VBG] [NP] [PP-CLR] [SBAR-TMP]: 1,
                  [VP] -> [VBN] [NP] [,] [PP]: 3,
                  [VP] -> [VBZ] [ADJP-PRD] [SBAR-PRP]: 3,
                  [VP] -> [VBP] [RB] [VP]: 57,
                  [VP] -> [VBD] [NP] [S-CLR] [SBAR-PRP]: 1,
                  [VP] -> [VBD] [ADJP]: 2,
                  [VP] -> [VBN] [PRT] [NP]: 4,
                  [VP] -> [-NONE-] [PP-TMP]: 2,
                  [VP] -> [VB] [NP] [PP-CLR] [PP-LOC]: 1,
                  [VP] -> [VBN] [NP] [PP-LOC] [ADVP-MNR]: 1,
                  [VP] -> [VP] [:] [NP]: 2,
                  [VP] -> [VBZ] [NP] [PP-DIR]: 4,
                  [VP] -> [VBN] [NP] [ADVP-MNR] [PP]: 2,
                  [VP] -> [VBD] [S] [,] [S-ADV]: 1,
                  [VP] -> [VBP] [ADJP-PRD] [SBAR-PRP]: 2,
                  [VP] -> [VBG] [ADVP] [PP-DIR]: 1,
                  [VP] -> [VBZ] [NP] [PP]: 3,
                  [VP] -> [VB] [ADVP-DIR] [NP]: 3,
                  [VP] -> [VBG] [PRT] [NP] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [ADVP-MNR]: 1,
                  [VP] -> [VBP] [PP-MNR] [,] [S-ADV]: 1,
                  [VP] -> [VP] [PRN] [SBAR-PRP]: 1,
                  [VP] -> [VBZ] [RB] [ADJP-PRD]: 13,
                  [VP] -> [VBD] [NP-1] [S]: 6,
                  [VP] -> [VBG] [NP] [ADVP-MNR]: 2,
                  [VP] -> [VB] [NP] [S-MNR] [PP-TMP]: 1,
                  [VP] -> [VBZ] [NP] [PP-LOC-CLR]: 1,
                  [VP] -> [VBD] [PP] [NP]: 1,
                  [VP] -> [VBG] [NP] [NP-TMP] [PP]: 1,
                  [VP] -> [VB] [:] [SBARQ]: 1,
                  [VP] -> [VBD]: 28,
                  [VP] -> [VBZ] [NP-PRD] [PP-LOC]: 9,
                  [VP] -> [VBD] [PP-DIR] [PP-DIR] [PP-TMP]: 1,
                  [VP] -> [VB] [SBAR-NOM] [ADVP-MNR]: 1,
                  [VP] -> [ADVP-MNR] [VBG]: 2,
                  [VP] -> [VBZ] [NP-TTL]: 1,
                  [VP] -> [VBG] [PP-CLR] [UCP-TMP]: 1,
                  [VP] -> [VBZ] [PRT] [PP-LOC-CLR]: 1,
                  [VP] -> [VB] [``] [NP-PRD]: 2,
                  [VP] -> [JJ]: 1,
                  [VP] -> [VBN] [NP] [SBAR-MNR]: 2,
                  [VP] -> [VBD] [RB] [ADVP]: 1,
                  [VP] -> [VB] [UCP-PRD]: 1,
                  [VP] -> [VBN] [NP] [ADVP-TMP] [PP]: 1,
                  [VP] -> [VB] [PRT] [PP-TMP] [SBAR-ADV]: 1,
                  [VP] -> [VB] [NP] [ADVP-TMP] [PP-DIR]: 1,
                  [VP] -> [VBG] [NP] [NP-EXT]: 1,
                  [VP] -> [VBZ] [NP] [NP] [PP-MNR]: 1,
                  [VP] -> [VBD] [S] [PP] [PP-TMP]: 1,
                  [VP] -> [VB] [PP] [PP-LOC]: 1,
                  [VP] -> [VBD] [PP-EXT] [PP-DIR] [PP]: 1,
                  [VP] -> [VBN] [NP] [PP-PRP]: 7,
                  [VP] -> [VB] [NP] [PP-CLR] [ADVP-MNR]: 1,
                  [VP] -> [VBD] [NP-TMP]: 3,
                  [VP] -> [VBZ] [NP] [S-CLR]: 1,
                  [VP] -> [VB] [PP-DIR-CLR]: 1,
                  [VP] -> [VBN] [ADVP-TMP] [VP]: 1,
                  [VP] -> [VBD] [NP] [SBAR-PRP]: 6,
                  [VP] -> [VBG] [PRT] [NP]: 14,
                  [VP] -> [VBZ] [NP] [PP-MNR]: 3,
                  [VP] -> [VB] [NP] [NP-TMP]: 6,
                  [VP] -> [VBN] [NP] [PP-CLR] [PP-PRP]: 2,
                  [VP] -> [ADVP-MNR] [VBN] [PP-CLR]: 1,
                  [VP] -> [VBZ] [ADVP-DIR]: 2,
                  [VP] -> [VB] [NP] [PP-CLR] [ADVP-LOC]: 1,
                  [VP] -> [VBZ] [PRN] [SBAR]: 1,
                  [VP] -> [VB] [ADVP-PRD]: 2,
                  [VP] -> [VBP] [NP] [,] [ADVP]: 1,
                  [VP] -> [VBP] [NP] [SBAR-PRP]: 3,
                  [VP] -> [VBG] [NP] [PP-LOC-CLR]: 1,
                  [VP] -> [VB] [NP] [PP-TMP] [SBAR-ADV]: 1,
                  [VP] -> [VBZ] [NP] [ADVP-MNR]: 1,
                  [VP] -> [VBD] [SBAR] [,] [SBAR-ADV]: 2,
                  [VP] -> [VBG] [NP] [PP] [PP-MNR]: 1,
                  [VP] -> [VBN] [PRT] [ADVP-LOC]: 1,
                  [VP] -> [VBP] [PP-TMP-CLR]: 2,
                  [VP] -> [VBD] [NP] [PP-TMP] [PP]: 2,
                  [VP] -> [VBD] [ADVP-MNR] [PP-DIR]: 1,
                  [VP] -> [VBG] [NP-1] [S-CLR]: 1,
                  [VP] -> [ADVP] [VBP] [NP]: 2,
                  [VP] -> [VBD] [SBAR-TMP]: 3,
                  [VP] -> [VBN] [NP] [PP-DTV]: 1,
                  [VP] -> [VBG] [NP-3] [PP-CLR]: 1,
                  [VP] -> [NN] [PP-CLR]: 3,
                  [VP] -> [VBZ] [PRT] [PP]: 1,
                  [VP] -> [VP] [,] [CC] [VP]: 31,
                  [VP] -> [VBZ] [``] [INTJ]: 1,
                  [VP] -> [VB] [NP] [S-TMP]: 1,
                  [VP] -> [VBZ] [ADJP-PRD] [SBAR-3]: 2,
                  [VP] -> [VBP] [SBAR-TMP]: 1,
                  [VP] -> [VBZ] [,] [``] [FRAG]: 1,
                  [VP] -> [VBP] [ADVP-PRD] [PP-TMP]: 1,
                  [VP] -> [VBG] [PP-CLR] [,] [VP-1]: 1,
                  [VP] -> [VBD] [PP-DIR] [SBAR-PRP]: 1,
                  [VP] -> [VBP] [ADVP-DIR] [,] [S-ADV]: 1,
                  [VP] -> [VBD] [PP-TMP] [ADVP-TMP]: 1,
                  [VP] -> [VB] [PP-LOC]: 7,
                  [VP] -> [VBG] [NP-TMP-CLR]: 2,
                  [VP] -> [VBN] [NP] [``] [PP-MNR]: 1,
                  [VP] -> [VBD] [S] [PP-MNR]: 1,
                  [VP] -> [VBN] [PP] [SBAR-TMP]: 1,
                  [VP] -> [VBD] [NP] [PP-LOC] [SBAR-3]: 1,
                  [VP] -> [VBD] [ADJP-PRD]: 48,
                  [VP] -> [VB] [PP-TMP]: 10,
                  [VP] -> [VBG] [ADJP] [SBAR-PRP]: 1,
                  [VP] -> [VBG] [NP-2] [S]: 1,
                  [VP] -> [VBN] [ADVP-DIR] [PP-TMP]: 2,
                  [VP] -> [VBG] [PP-PRP] [PP-DIR] [PP-TMP]: 1,
                  [VP] -> [VBN] [NP] [S-PRP-CLR]: 1,
                  [VP] -> [VBN] [NP] [PP] [ADVP-LOC]: 1,
                  [VP] -> [VBP] [PRT] [PP-DIR]: 1,
                  [VP] -> [VBN] [NP] [PP-TMP] [PP-MNR]: 1,
                  [VP] -> [VBG] [NP] [SBAR-ADV]: 1,
                  [VP] -> [VB] [NP] [ADVP-LOC]: 2,
                  [VP] -> [TO] [``] [VP] ['']: 1,
                  [VP] -> [ADVP-MNR] [VBG] [PP-CLR]: 1,
                  [VP] -> [VBN] [NP] [PP-LOC] [PP-CLR]: 1,
                  [VP] -> [VBN] [PP-CLR] [ADVP-MNR]: 1,
                  [VP] -> [VBZ] [NP] [PP] [PP-LOC]: 1,
                  [VP] -> [VB] [PRT] [PP-LOC]: 1,
                  [VP] -> [VBD] [NP-EXT] [,] [PP-TMP]: 1,
                  [VP] -> [VBN] [S] [SBAR-ADV]: 3,
                  [VP] -> [VBN] [ADJP-PRD] [ADVP]: 1,
                  [VP] -> [VBZ] [PP] [NP-PRD]: 1,
                  [VP] -> [VBD] [NP] [PP-BNF]: 2,
                  [VP] -> [VP] [,] [CONJP] [VP]: 1,
                  [VP] -> [VBZ] [NP-PRD] [ADVP-TMP]: 3,
                  [VP] -> [VBN] [NP-1] [S]: 1,
                  [VP] -> [VBZ] [PP-LOC-PRD]: 6,
                  [VP] -> [VBG] [NP-2] [PP-CLR] [PP-CLR]: 1,
                  [VP] -> [VBD] [S] [PP-TMP]: 2,
                  [VP] -> [VB] [PP-CLR-2]: 1,
                  [VP] -> [VBD] [PP-LOC-CLR]: 1,
                  [VP] -> [VBZ] [RB] [VP]: 46,
                  [VP] -> [VBP] [NP] [PP-PRP]: 2,
                  [VP] -> [VBN] [NP] [PP-PUT]: 2,
                  [VP] -> [VBZ] [ADVP-LOC-CLR]: 1,
                  [VP] -> [VBP] [ADVP] [PP-LOC-PRD]: 1,
                  [VP] -> [VBD] [SBAR-PRD]: 2,
                  [VP] -> [VBG] [PP-PRP]: 1,
                  [VP] -> [VBN] [NP] [SBAR-ADV]: 3,
                  [VP] -> [VP] [CC] [VP]: 180,
                  [VP] -> [VBP] [SBAR-PRP]: 1,
                  [VP] -> [VBP] [NP-PRD] [NP-TMP]: 1,
                  [VP] -> [VBN] [NP] [PP-TMP] [PP]: 2,
                  [VP] -> [VBN] [NP] [PP-CLR] [PP-CLR]: 3,
                  [VP] -> [VBN] [PP-LOC-CLR] [ADVP]: 1,
                  [VP] -> [VBZ] [PP-MNR-CLR] [SBAR-PRP]: 1,
                  [VP] -> [VBZ] [PP-DIR] [ADVP-TMP]: 1,
                  [VP] -> [VBP] [ADVP-LOC]: 2,
                  [VP] -> [VBD] [NP] [S-PRP]: 9,
                  [VP] -> [VBZ] [ADVP] [NP-PRD] [SBAR-1]: 1,
                  [VP] -> [VB] [ADVP-CLR] [PP-DIR]: 1,
                  [VP] -> [VBD] [NP] [PP-TMP] [VP-1]: 1,
                  [VP] -> [VBD] [NP-PRD] [NP-TMP]: 1,
                  [VP] -> [VBD] [NP-ADV] [NP-TMP] [PP-TMP]: 1,
                  [VP] -> [VBZ] [ADVP] [ADJP-PRD] [SBAR-1]: 1,
                  [VP] -> [VBN] [NP] [S-CLR]: 10,
                  [VP] -> [VBN] [NP] [PP-CLR] [PP-TMP-3]: 1,
                  [VP] -> [VBN] [NP] [S-PRP]: 4,
                  [VP] -> [VBD] [ADVP]: 1,
                  [VP] -> [VBG] [NP] [''] [PP-CLR]: 1,
                  [VP] -> [VBZ] [NP] [PP-CLR] [S-PRP]: 1,
                  [VP] -> [VBP] [ADVP] [ADJP-PRD]: 2,
                  [VP] -> [VBG] [CC] [VBG] [NP]: 7,
                  [VP] -> [VBD] [:] [VP]: 1,
                  [VP] -> [VBN] [NP] [PP] [PP-LOC]: 1,
                  [VP] -> [VBN] [NP] [PP-LOC] [PP-TMP]: 3,
                  [VP] -> [VBP] [ADJP-PRD]: 59,
                  [VP] -> [VBN] [S] [PP-LOC]: 1,
                  [VP] -> [VBD] [NP] [PRN] [S-PRP]: 1,
                  [VP] -> [VBD] [NP] [PP-PUT]: 2,
                  [VP] -> [VB] [NP] [ADVP-DIR] [PP-TMP]: 1,
                  [VP] -> [VBP] [PRT] [PP-CLR]: 1,
                  [VP] -> [VP] [,] [VP]: 2,
                  [VP] -> [VBZ] [SBAR-LOC-PRD]: 1,
                  [VP] -> [VBG] [PP-LOC] [S-PRP]: 1,
                  [VP] -> [VBG] [NP] [PP-TMP] [PP-MNR]: 1,
                  [VP] -> [VBZ] [PP-1]: 1,
                  [VP] -> [VB] [NP] [PP-TMP] [SBAR-TMP]: 1,
                  [VP] -> [VBD] [ADVP-MNR] [SBAR-PRP]: 1,
                  [VP] -> [VBZ] [NP-PRD] [PP]: 1,
                  [VP] -> [VBD] [PP-PRP]: 1,
                  [VP] -> [VB] [PRT] [NP] [PP]: 1,
                  [VP] -> [ADVP-MNR] [VBZ] [NP]: 2,
                  [VP] -> [VBN] [NP-EXT]: 3,
                  [VP] -> [VBP] [ADVP-TMP] [VP]: 18,
                  [VP] -> [VP] [:] [CC] [VP]: 1,
                  [VP] -> [VB] [PP]: 8,
                  [VP] -> [VBD] [NP] [ADVP-PRP]: 1,
                  [VP] -> [VBN] [NP] [PP-MNR] [PP]: 2,
                  [VP] -> [VBD] [CC] [VBD] [NP]: 3,
                  [VP] -> [VBN] [NP] [ADVP] [PP-TMP]: 1,
                  [VP] -> [VB] [ADVP-CLR]: 3,
                  [VP] -> [VBG] [NP-PRD]: 5,
                  [VP] -> [VBZ] [PP-PRD] [SBAR-1]: 1,
                  [VP] -> [VBG] [ADVP-CLR] [PP-LOC]: 1,
                  [VP] -> [VBP] [NP] [PP-MNR]: 3,
                  [VP] -> [VBZ] [ADJP-PRD] [S-2]: 1,
                  [VP] -> [VBZ] [S]: 190,
                  [VP] -> [VB] [NP] [S-CLR]: 4,
                  [VP] -> [VBP] [PP-PRD-LOC]: 2,
                  [VP] -> [VBG] [PP]: 10,
                  [VP] -> [VBG] [PP-TMP-CLR]: 1,
                  [VP] -> [VBD] [ADVP-MNR] [ADVP]: 1,
                  [VP] -> [VBZ] [ADVP-MNR] [S-CLR]: 1,
                  [VP] -> [VBD] [PP-CLR] [NP-TMP]: 1,
                  [VP] -> [VBG] [NP-CLR]: 1,
                  [VP] -> [VBZ] [RB] [ADVP-TMP] [VP]: 2,
                  [VP] -> [TO] [NP]: 1,
                  [VP] -> [VBN] [ADVP-DIR] [ADVP-TMP]: 1,
                  [VP] -> [VB] [NP-1] [PP]: 1,
                  [VP] -> [VBD] [NP] [``] [PP-MNR]: 1,
                  [VP] -> [VBD] [NP] [PP-TMP] [S-PRP]: 1,
                  [VP] -> [VB] [ADVP-MNR] [VP]: 3,
                  [VP] -> [VBD] [NP] [PP-DTV]: 4,
                  [VP] -> [VB] [PP-LOC-CLR] [PP-LOC]: 1,
                  [VP] -> [VBG] [PP] [SBAR]: 1,
                  [VP] -> [VBN] [NP] [PP-MNR]: 15,
                  [VP] -> [VB] [PRT] [NP] [SBAR-TMP]: 1,
                  [VP] -> [VBZ] [PRT] [SBAR]: 1,
                  [VP] -> [VBG] [NP] [,] [PP]: 1,
                  [VP] -> [MD] [VP]: 567,
                  [VP] -> [VBD] [NP] [PP-TMP] [ADVP-TMP]: 1,
                  [VP] -> [VBN] [NP] [PP-LOC-CLR] [PP-LOC]: 1,
                  [VP] -> [VP] [,] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [NP-EXT] [S-CLR]: 1,
                  [VP] -> [VB] [NP] [PP-CLR] [SBAR-2]: 1,
                  [VP] -> [VB] [PP] [ADVP]: 1,
                  [VP] -> [VBN] [PP-LOC-CLR] [,] [ADVP]: 1,
                  [VP] -> [VBD] [NP-EXT] [PP-TMP]: 2,
                  [VP] -> [VBN] [NP-PRD] [SBAR-TMP]: 1,
                  [VP] -> [VBZ] [ADJP-PRD] [SBAR-2]: 1,
                  [VP] -> [VBP] [PP-CLR] [ADVP-TMP]: 2,
                  [VP] -> [VB] [NP-1] [S]: 1,
                  [VP] -> [VBZ] [ADVP-TMP] [ADJP-PRD]: 2,
                  [VP] -> [VB] [NP] [ADVP-TMP]: 10,
                  [VP] -> [VBG] [NP-EXT] [PP-TMP]: 1,
                  [VP] -> [VBZ] [``] [VP]: 3,
                  [VP] -> [VBG] [PP-CLR] [PP-CLR]: 3,
                  [VP] -> [VBP] [RB] [NP]: 1,
                  [VP] -> [VBZ] [RB] [ADJP-PRD] [SBAR-1]: 1,
                  [VP] -> [VBD] [PP-LOC]: 5,
                  [VP] -> [VB] [NP] [PP-CLR] [PP-CLR]: 1,
                  [VP] -> [VP] [,] [ADVP] [VP]: 1,
                  [VP] -> [VB] [NP] [PP-LOC] [SBAR-TMP]: 1,
                  [VP] -> [VB] [PP-CLR] [PP-LOC] [PRN]: 1,
                  [VP] -> [VB] [ADJP-PRD] [SBAR-TMP]: 1,
                  [VP] -> [VB] [CC] [VB]: 1,
                  [VP] -> [VBP] [SBAR] [ADVP-TMP]: 1,
                  [VP] -> [VBZ] [NP-PRD] [,] [SBAR]: 1,
                  [VP] -> [VB] [ADJP-PRD] [,] [SBAR-ADV]: 1,
                  [VP] -> [VBG] [NP] [PP-LOC] [PP-LOC]: 1,
                  [VP] -> [VBN] [NP] [PP-CLR-2]: 1,
                  [VP] -> [VBP] [ADJP-PRD] [,] [S-ADV]: 1,
                  [VP] -> [VBZ] [NP-PRD] [PP-TMP]: 3,
                  [VP] -> [VBN] [SBAR-ADV]: 1,
                  [VP] -> [VBD] [NP-EXT] [PP-DIR]: 9,
                  [VP] -> [VBD] [ADVP-PRD] [NP-TMP]: 1,
                  [VP] -> [VBP] [NP-TMP] [PP-DIR] [PP]: 1,
                  [VP] -> [VB] [NP-3] [PP]: 1,
                  [VP] -> [VBG] [ADVP] [NP-TMP]: 1,
                  [VP] -> [VP] [,] [NP-ADV]: 2,
                  [VP] -> [ADVP-MNR] [VBN] [PP-LOC-CLR]: 1,
                  [VP] -> [VBZ] [RB] [ADVP] [VP]: 4,
                  [VP] -> [VBD] [PP-CLR]: 38,
                  [VP] -> [VB] [ADVP-LOC]: 2,
                  [VP] -> [VBZ] [FRAG]: 1,
                  [VP] -> [VBD] [SBAR-NOM] [,] [S-PRP]: 1,
                  [VP] -> [VBD] [NP] [ADVP-MNR]: 1,
                  [VP] -> [VBG] [VP]: 21,
                  [VP] -> [VBZ] [ADVP-TMP] [S]: 1,
                  [VP] -> [VBD] [NP] [PP-CLR] [S-PRP]: 1,
                  [VP] -> [VBN] [NP] [PP] [PP-PRP]: 1,
                  [VP] -> [VB] [PP-DIR] [PP-DIR]: 6,
                  [VP] -> [VB] [RB] [ADVP] [VP]: 1,
                  [VP] -> [VBD] [ADVP-CLR] [PP-TMP]: 1,
                  [VP] -> [ADVP] [RB] [VBG] [ADVP]: 1,
                  [VP] -> [VBP] [PRT] [PP] [NP-TMP]: 1,
                  [VP] -> [VBD] [PP-DIR-CLR]: 1,
                  [VP] -> [VBN] [PP-MNR]: 2,
                  [VP] -> [VP] [CC] [VP] [S-PRP]: 1,
                  [VP] -> [VB] [NP] [PRN]: 1,
                  [VP] -> [VB] [S] [NP-TMP]: 1,
                  [VP] -> [-NONE-] [NP] [PP-LOC]: 1,
                  [VP] -> [VB] [NP-PRD]: 39,
                  [VP] -> [VBP] [PP-MNR]: 2,
                  [VP] -> [VBZ] [SBARQ]: 2,
                  [VP] -> [VBD] [ADVP] [ADJP-PRD]: 2,
                  [VP] -> [VBN] [NP] [ADJP-ADV]: 1,
                  [VP] -> [VBZ] [ADVP-CLR] [PP-CLR]: 1,
                  [VP] -> [VBN] [PP-LOC]: 2,
                  [VP] -> [VBZ] [ADJP-PRD] [S-1]: 5,
                  [VP] -> [VB] [PRN] [NP-PRD]: 1,
                  [VP] -> [VBD] [ADJP-PRD] [SBAR-1]: 1,
                  [VP] -> [VBG] [S] [SBAR-ADV]: 1,
                  [VP] -> [VBZ] [S] [S-ADV]: 1,
                  [VP] -> [VBZ] [ADVP] [NP-PRD] [PP]: 1,
                  [VP] -> [VBZ] [ADJP-PRD] [PP-2]: 1,
                  [VP] -> [VBD] [SBAR-PRP]: 1,
                  [VP] -> [VBD] [ADVP-PRD] [ADVP] [PP-LOC]: 1,
                  [VP] -> [VP] [CC] [VP] [SBAR-PRP]: 1,
                  [VP] -> [VBN] [PP-LOC-PRD] [NP-TMP] [S-ADV]: 1,
                  [VP] -> [MD] [ADVP] [ADVP-TMP] [VP]: 1,
                  [VP] -> [VBG] [NP-EXT] [NP-TMP]: 2,
                  [VP] -> [VBN] [NP] [ADVP]: 2,
                  [VP] -> [VBG] [NP] [ADVP-TMP] [SBAR-PRP]: 1,
                  [VP] -> [VBZ] [S] [S-PRP]: 1,
                  [VP] -> [VBG] [NP] [PP-DIR] [SBAR-2]: 1,
                  [VP] -> [VB] [NP] [PP-DIR-CLR]: 2,
                  [VP] -> [VB] [PP-PRD]: 4,
                  [VP] -> [VBP] [S]: 78,
                  [VP] -> [VBG] [NP-TMP] [PP-LOC]: 2,
                  [VP] -> [ADVP-TMP] [VBG] [PP-CLR]: 1,
                  [VP] -> [VBN] [PRT] [SBAR-PRP]: 1,
                  [VP] -> [NN] [NP] [PP]: 1,
                  [VP] -> [VBD] [PP-LOC] [SBAR-1]: 1,
                  [VP] -> [VBD] [PP-PRD] [PP-TMP]: 1,
                  [VP] -> [VB] [ADJP-PRD] [SBAR-1]: 1,
                  [VP] -> [VBN] [PRT] [NP] [PP-PRP]: 1,
                  [VP] -> [VBZ] [ADVP] [S-NOM-PRD]: 1,
                  [VP] -> [VB] [NP] [PP-DIR-CLR] [PP-PRP]: 1,
                  [VP] -> [ADVP-MNR] [VBD] [NP] [PP-CLR]: 1,
                  [VP] -> [VBN] [NP] [ADVP-DIR] [PP-DIR]: 1,
                  [VP] -> [VBD] [NP] [,] [ADVP]: 1,
                  [VP] -> [VBD] [PP-TMP] [SBAR]: 2,
                  [VP] -> [VBP] [NP-PRD]: 30,
                  [VP] -> [VB] [NP] [PP-DTV]: 4,
                  [VP] -> [VBD] [NP] [NP-TMP] [PP-LOC]: 1,
                  [VP] -> [VBD] [ADVP-TMP] [VP]: 4,
                  [VP] -> [VBD] [PP-CLR] [PP-CLR]: 2,
                  [VP] -> [VBD] [ADVP-MNR] [VP]: 1,
                  [VP] -> [VB] [NP] [PP-LOC-CLR]: 1,
                  [VP] -> [VBZ] [PP-CLR] [NP]: 2,
                  [VP] -> [VBD] [PP-LOC-PRD] [,] [ADVP]: 1,
                  [VP] -> [VBZ] [PP-LOC] [SBAR-ADV]: 1,
                  [VP] -> [VBN] [NP] [,] [S-ADV]: 5,
                  [VP] -> [VBZ] [NP] [S-PRP]: 1,
                  [VP] -> [VBD] [NP] [PP-DIR] [NP-TMP]: 1,
                  [VP] -> [VBZ] [NP] [PP-TMP]: 6,
                  [VP] -> [VBD] [NP-EXT] [NP-TMP] [SBAR-TMP]: 1,
                  [VP] -> [VBD] [ADVP-DIR] [PP-TMP]: 1,
                  [VP] -> [VBP] [SBAR-NOM-PRD]: 1,
                  [VP] -> [ADVP] [VBN] [NP] [PP]: 2,
                  [VP] -> [VB] [NP]: 625,
                  [VP] -> [VBN] [PP-CLR-LOC] [S-PRP]: 1,
                  [VP] -> [VB] [NP] [PP] [PP-LOC]: 1,
                  [VP] -> [VB] [PRT] [S-PRP]: 1,
                  [VP] -> [VBP] [NP-2] [PP-CLR]: 1,
                  [VP] -> [NP-TMP] [VBD] [NP]: 1,
                  [VP] -> [VBD] [NP] [ADVP-TMP]: 10,
                  [VP] -> [ADVP] [VB] [NP]: 2,
                  [VP] -> [VB] [PRT] [PP]: 1,
                  [VP] -> [VBZ] [NP] [,] [S-ADV]: 2,
                  [VP] -> [VBP] [PRT] [SBAR]: 1,
                  [VP] -> [VBD] [S] [PP-TMP] [NP-TMP]: 1,
                  [VP] -> [VBP] [UCP]: 1,
                  [VP] -> [VBZ] [ADJP]: 3,
                  [VP] -> [VBG] [NP]: 287,
                  [VP] -> [VB] [NP] [PP-TMP] [SBAR-PRP]: 1,
                  [VP] -> [VBN] [NP] [PP-TMP]: 36,
                  [VP] -> [VBG] [PP-MNR] [ADVP-TMP]: 1,
                  [VP] -> [VBN] [NP] [PP-TMP] [PP-LOC]: 1,
                  [VP] -> [VBD] [NP] [,] [NP-2]: 1,
                  [VP] -> [VBP] [NP-PRD] [,] [SBAR-ADV]: 1,
                  [VP] -> [VBP] [S] [,] [SBAR-PRP]: 1,
                  [VP] -> [VBD] [NP] [NP]: 10,
                  [VP] -> [VBD] [SBAR-NOM]: 2,
                  [VP] -> [VBZ] [PP-CLR] [PP]: 1,
                  [VP] -> [VBN] [PP-PRD] [NP-TMP]: 1,
                  [VP] -> [VBP] [NP] [PP]: 4,
                  [VP] -> [VBZ] [NP] [PP-CLR] [PP-LOC]: 1,
                  [VP] -> [VBZ] [NP] [PP-CLR]: 17,
                  [VP] -> [VBD] [PP-CLR] [ADVP-TMP]: 1,
                  [VP] -> [VBZ] [NP] [NP] [SBAR-PRP]: 1,
                  [VP] -> [VBG] [ADVP-MNR] [NP-TMP]: 1,
                  [VP] -> [VBN] [NP] [PP] [PP-CLR]: 3,
                  [VP] -> [ADVP-MNR] [VBD] [NP-PRD]: 1,
                  [VP] -> [VBD] [NP] [NP-ADV]: 1,
                  [VP] -> [VBG] [``] [NP-TTL]: 1,
                  [VP] -> [VBN] [NP] [PP-CLR] [PP]: 4,
                  [VP] -> [VBG] [NP] [PP-TMP] [PP-1]: 1,
                  [VP] -> [VBD] [PRT] [ADVP-MNR] [PP-TMP]: 1,
                  [VP] -> [VB] [ADVP] [VP]: 2,
                  [VP] -> [VBZ] [NP] [NP]: 8,
                  [VP] -> [VBP] [NP] [PP-CLR]: 15,
                  [VP] -> [VBP] [NP] [NP]: 3,
                  [VP] -> [VBG] [NP] [ADVP]: 2,
                  ...}),
     [WDT]: defaultdict(int,
                 {[WDT] -> '<unk>': 1.0,
                  [WDT] -> 'THAT': 3.0,
                  [WDT] -> 'That': 4.0,
                  [WDT] -> 'that': 176.0,
                  [WDT] -> 'what': 5.0,
                  [WDT] -> 'which': 146.0,
                  [WDT] -> 'whichever': 3.0}),
     [WHADVP-1]: defaultdict(int,
                 {[WHADVP-1] -> [-NONE-]: 31,
                  [WHADVP-1] -> [WRB]: 87,
                  [WHADVP-1] -> [WRB] [JJ]: 1}),
     [WHADVP-2]: defaultdict(int,
                 {[WHADVP-2] -> [-NONE-]: 13,
                  [WHADVP-2] -> [IN]: 2,
                  [WHADVP-2] -> [WRB]: 31,
                  [WHADVP-2] -> [WRB] [JJ]: 1}),
     [WHADVP-3]: defaultdict(int,
                 {[WHADVP-3] -> [-NONE-]: 9,
                  [WHADVP-3] -> [WRB]: 9,
                  [WHADVP-3] -> [WRB] [RB]: 1}),
     [WHADVP-4]: defaultdict(int,
                 {[WHADVP-4] -> [-NONE-]: 2, [WHADVP-4] -> [WRB]: 3}),
     [WHADVP-5]: defaultdict(int, {[WHADVP-5] -> [WRB]: 1}),
     [WHADVP]: defaultdict(int, {[WHADVP] -> [RB]: 1, [WHADVP] -> [WRB]: 11}),
     [WHNP-100]: defaultdict(int, {[WHNP-100] -> [WP]: 1}),
     [WHNP-101]: defaultdict(int, {[WHNP-101] -> [WP]: 1}),
     [WHNP-102]: defaultdict(int, {[WHNP-102] -> [WP]: 1}),
     [WHNP-103]: defaultdict(int, {[WHNP-103] -> [WP]: 1}),
     [WHNP-104]: defaultdict(int, {[WHNP-104] -> [WDT]: 1}),
     [WHNP-105]: defaultdict(int, {[WHNP-105] -> [WDT]: 1}),
     [WHNP-106]: defaultdict(int, {[WHNP-106] -> [WDT]: 1}),
     [WHNP-107]: defaultdict(int, {[WHNP-107] -> [WDT]: 1}),
     [WHNP-108]: defaultdict(int, {[WHNP-108] -> [WDT]: 1}),
     [WHNP-109]: defaultdict(int, {[WHNP-109] -> [WDT]: 1}),
     [WHNP-10]: defaultdict(int, {[WHNP-10] -> [WDT]: 1, [WHNP-10] -> [WP]: 1}),
     [WHNP-110]: defaultdict(int, {[WHNP-110] -> [WDT]: 1}),
     [WHNP-111]: defaultdict(int, {[WHNP-111] -> [WDT]: 1}),
     [WHNP-112]: defaultdict(int, {[WHNP-112] -> [WDT]: 1}),
     [WHNP-113]: defaultdict(int, {[WHNP-113] -> [WP]: 1}),
     [WHNP-114]: defaultdict(int, {[WHNP-114] -> [WDT]: 1}),
     [WHNP-115]: defaultdict(int, {[WHNP-115] -> [WDT]: 1}),
     [WHNP-116]: defaultdict(int, {[WHNP-116] -> [WDT]: 1}),
     [WHNP-117]: defaultdict(int, {[WHNP-117] -> [WDT]: 1}),
     [WHNP-118]: defaultdict(int, {[WHNP-118] -> [WDT]: 1}),
     [WHNP-119]: defaultdict(int, {[WHNP-119] -> [WDT]: 1}),
     [WHNP-11]: defaultdict(int, {[WHNP-11] -> [WP]: 2}),
     [WHNP-120]: defaultdict(int, {[WHNP-120] -> [WP]: 1}),
     [WHNP-121]: defaultdict(int, {[WHNP-121] -> [WP$] [NNS]: 1}),
     [WHNP-122]: defaultdict(int, {[WHNP-122] -> [WDT]: 1}),
     [WHNP-123]: defaultdict(int, {[WHNP-123] -> [WP]: 1}),
     [WHNP-124]: defaultdict(int, {[WHNP-124] -> [WP]: 1}),
     [WHNP-125]: defaultdict(int, {[WHNP-125] -> [WP]: 1}),
     [WHNP-126]: defaultdict(int, {[WHNP-126] -> [WP]: 1}),
     [WHNP-127]: defaultdict(int, {[WHNP-127] -> [WP]: 1}),
     [WHNP-128]: defaultdict(int, {[WHNP-128] -> [WP]: 1}),
     [WHNP-129]: defaultdict(int, {[WHNP-129] -> [WP]: 1}),
     [WHNP-12]: defaultdict(int, {[WHNP-12] -> [WDT]: 1, [WHNP-12] -> [WP]: 1}),
     [WHNP-130]: defaultdict(int, {[WHNP-130] -> [WP]: 1}),
     [WHNP-131]: defaultdict(int, {[WHNP-131] -> [WP]: 1}),
     [WHNP-132]: defaultdict(int, {[WHNP-132] -> [WP]: 1}),
     [WHNP-133]: defaultdict(int, {[WHNP-133] -> [WDT]: 1}),
     [WHNP-134]: defaultdict(int, {[WHNP-134] -> [WDT]: 1}),
     [WHNP-135]: defaultdict(int, {[WHNP-135] -> [WP]: 1}),
     [WHNP-136]: defaultdict(int, {[WHNP-136] -> [WDT]: 1}),
     [WHNP-137]: defaultdict(int, {[WHNP-137] -> [WDT]: 1}),
     [WHNP-138]: defaultdict(int, {[WHNP-138] -> [WDT]: 1}),
     [WHNP-139]: defaultdict(int, {[WHNP-139] -> [WDT]: 1}),
     [WHNP-13]: defaultdict(int, {[WHNP-13] -> [WDT]: 2}),
     [WHNP-140]: defaultdict(int, {[WHNP-140] -> [WDT]: 1}),
     [WHNP-141]: defaultdict(int, {[WHNP-141] -> [WDT]: 1}),
     [WHNP-142]: defaultdict(int, {[WHNP-142] -> [WDT]: 1}),
     [WHNP-143]: defaultdict(int, {[WHNP-143] -> [WDT]: 1}),
     [WHNP-144]: defaultdict(int, {[WHNP-144] -> [WDT]: 1}),
     [WHNP-145]: defaultdict(int, {[WHNP-145] -> [WDT]: 1}),
     [WHNP-146]: defaultdict(int, {[WHNP-146] -> [WDT]: 1}),
     [WHNP-147]: defaultdict(int, {[WHNP-147] -> [WDT]: 1}),
     [WHNP-148]: defaultdict(int, {[WHNP-148] -> [WDT]: 1}),
     [WHNP-149]: defaultdict(int, {[WHNP-149] -> [WDT]: 1}),
     [WHNP-14]: defaultdict(int, {[WHNP-14] -> [WDT]: 1, [WHNP-14] -> [WP]: 1}),
     [WHNP-150]: defaultdict(int, {[WHNP-150] -> [WDT]: 1}),
     [WHNP-151]: defaultdict(int, {[WHNP-151] -> [WP$] [NNS]: 1}),
     [WHNP-152]: defaultdict(int, {[WHNP-152] -> [WDT]: 1}),
     [WHNP-153]: defaultdict(int, {[WHNP-153] -> [WDT]: 1}),
     [WHNP-154]: defaultdict(int, {[WHNP-154] -> [WDT]: 1}),
     [WHNP-155]: defaultdict(int, {[WHNP-155] -> [WDT]: 1}),
     [WHNP-156]: defaultdict(int, {[WHNP-156] -> [WDT]: 1}),
     [WHNP-157]: defaultdict(int, {[WHNP-157] -> [WDT]: 1}),
     [WHNP-158]: defaultdict(int, {[WHNP-158] -> [WP]: 1}),
     [WHNP-159]: defaultdict(int, {[WHNP-159] -> [WP]: 1}),
     [WHNP-15]: defaultdict(int,
                 {[WHNP-15] -> [WP$] [NN]: 1, [WHNP-15] -> [WP]: 1}),
     [WHNP-160]: defaultdict(int, {[WHNP-160] -> [WP]: 1}),
     [WHNP-161]: defaultdict(int, {[WHNP-161] -> [WP]: 1}),
     [WHNP-162]: defaultdict(int, {[WHNP-162] -> [WDT]: 1}),
     [WHNP-163]: defaultdict(int, {[WHNP-163] -> [WDT]: 1}),
     [WHNP-164]: defaultdict(int, {[WHNP-164] -> [WP]: 1}),
     [WHNP-165]: defaultdict(int, {[WHNP-165] -> [WDT]: 1}),
     [WHNP-166]: defaultdict(int, {[WHNP-166] -> [WDT]: 1}),
     [WHNP-167]: defaultdict(int, {[WHNP-167] -> [WDT]: 1}),
     [WHNP-168]: defaultdict(int, {[WHNP-168] -> [WDT]: 1}),
     [WHNP-169]: defaultdict(int, {[WHNP-169] -> [WP]: 1}),
     [WHNP-16]: defaultdict(int, {[WHNP-16] -> [WP]: 2}),
     [WHNP-170]: defaultdict(int, {[WHNP-170] -> [WP]: 1}),
     [WHNP-171]: defaultdict(int, {[WHNP-171] -> [WP]: 1}),
     [WHNP-172]: defaultdict(int, {[WHNP-172] -> [WP]: 1}),
     [WHNP-173]: defaultdict(int, {[WHNP-173] -> [WDT]: 1}),
     [WHNP-174]: defaultdict(int, {[WHNP-174] -> [WDT]: 1}),
     [WHNP-175]: defaultdict(int, {[WHNP-175] -> [WDT]: 1}),
     [WHNP-176]: defaultdict(int, {[WHNP-176] -> [WDT]: 1}),
     [WHNP-177]: defaultdict(int, {[WHNP-177] -> [WDT]: 1}),
     [WHNP-178]: defaultdict(int, {[WHNP-178] -> [WP]: 1}),
     [WHNP-179]: defaultdict(int, {[WHNP-179] -> [WDT]: 1}),
     [WHNP-17]: defaultdict(int, {[WHNP-17] -> [WDT]: 2}),
     [WHNP-180]: defaultdict(int, {[WHNP-180] -> [WDT]: 1}),
     [WHNP-181]: defaultdict(int, {[WHNP-181] -> [WP]: 1}),
     [WHNP-182]: defaultdict(int, {[WHNP-182] -> [WP]: 1}),
     [WHNP-183]: defaultdict(int, {[WHNP-183] -> [WP]: 1}),
     [WHNP-184]: defaultdict(int, {[WHNP-184] -> [WP]: 1}),
     [WHNP-185]: defaultdict(int, {[WHNP-185] -> [WP]: 1}),
     [WHNP-186]: defaultdict(int, {[WHNP-186] -> [WDT]: 1}),
     [WHNP-187]: defaultdict(int, {[WHNP-187] -> [WP]: 1}),
     [WHNP-188]: defaultdict(int, {[WHNP-188] -> [WHNP] [ADVP]: 1}),
     [WHNP-189]: defaultdict(int, {[WHNP-189] -> [WDT]: 1}),
     [WHNP-18]: defaultdict(int, {[WHNP-18] -> [WP]: 2}),
     [WHNP-190]: defaultdict(int, {[WHNP-190] -> [WDT]: 1}),
     [WHNP-191]: defaultdict(int, {[WHNP-191] -> [IN]: 1}),
     [WHNP-192]: defaultdict(int, {[WHNP-192] -> [WDT]: 1}),
     [WHNP-193]: defaultdict(int, {[WHNP-193] -> [WDT]: 1}),
     [WHNP-194]: defaultdict(int, {[WHNP-194] -> [WDT]: 1}),
     [WHNP-195]: defaultdict(int, {[WHNP-195] -> [WDT]: 1}),
     [WHNP-196]: defaultdict(int, {[WHNP-196] -> [WP]: 1}),
     [WHNP-197]: defaultdict(int, {[WHNP-197] -> [WDT]: 1}),
     [WHNP-198]: defaultdict(int, {[WHNP-198] -> [WDT]: 1}),
     [WHNP-199]: defaultdict(int, {[WHNP-199] -> [WDT]: 1}),
     [WHNP-19]: defaultdict(int, {[WHNP-19] -> [WDT]: 1, [WHNP-19] -> [WP]: 1}),
     [WHNP-1]: defaultdict(int,
                 {[WHNP-1] -> [-NONE-]: 83,
                  [WHNP-1] -> [DT]: 1,
                  [WHNP-1] -> [IN]: 17,
                  [WHNP-1] -> [NP] [WHPP]: 2,
                  [WHNP-1] -> [WDT]: 78,
                  [WHNP-1] -> [WDT] [JJ] [NNS]: 1,
                  [WHNP-1] -> [WDT] [NN] [NNS]: 1,
                  [WHNP-1] -> [WHNP] [PP]: 1,
                  [WHNP-1] -> [WHNP] [PP] [ADJP]: 1,
                  [WHNP-1] -> [WHNP] [WHPP]: 2,
                  [WHNP-1] -> [WP$] [NN]: 1,
                  [WHNP-1] -> [WP$] [NN] [CC] [NN]: 1,
                  [WHNP-1] -> [WP$] [NP]: 1,
                  [WHNP-1] -> [WP]: 39,
                  [WHNP-1] -> [WP] [RB]: 1}),
     [WHNP-200]: defaultdict(int, {[WHNP-200] -> [WDT]: 1}),
     [WHNP-201]: defaultdict(int, {[WHNP-201] -> [WP]: 1}),
     [WHNP-202]: defaultdict(int, {[WHNP-202] -> [WP]: 1}),
     [WHNP-203]: defaultdict(int, {[WHNP-203] -> [WP]: 1}),
     [WHNP-204]: defaultdict(int, {[WHNP-204] -> [WDT]: 1}),
     [WHNP-205]: defaultdict(int, {[WHNP-205] -> [WDT]: 1}),
     [WHNP-206]: defaultdict(int, {[WHNP-206] -> [WP]: 1}),
     [WHNP-207]: defaultdict(int, {[WHNP-207] -> [WP]: 1}),
     [WHNP-208]: defaultdict(int, {[WHNP-208] -> [WDT]: 1}),
     [WHNP-20]: defaultdict(int,
                 {[WHNP-20] -> [WP$] [NNS]: 1, [WHNP-20] -> [WP]: 1}),
     [WHNP-210]: defaultdict(int, {[WHNP-210] -> [WDT]: 1}),
     [WHNP-211]: defaultdict(int, {[WHNP-211] -> [WDT]: 1}),
     [WHNP-212]: defaultdict(int, {[WHNP-212] -> [WDT]: 1}),
     [WHNP-213]: defaultdict(int, {[WHNP-213] -> [WDT]: 1}),
     [WHNP-214]: defaultdict(int, {[WHNP-214] -> [WP]: 1}),
     [WHNP-215]: defaultdict(int, {[WHNP-215] -> [WDT]: 1}),
     [WHNP-216]: defaultdict(int, {[WHNP-216] -> [WP]: 1}),
     [WHNP-217]: defaultdict(int, {[WHNP-217] -> [WDT]: 1}),
     [WHNP-218]: defaultdict(int, {[WHNP-218] -> [WDT]: 1}),
     [WHNP-219]: defaultdict(int, {[WHNP-219] -> [WDT]: 1}),
     [WHNP-21]: defaultdict(int, {[WHNP-21] -> [WDT]: 1, [WHNP-21] -> [WP]: 1}),
     [WHNP-220]: defaultdict(int, {[WHNP-220] -> [WDT]: 1}),
     [WHNP-221]: defaultdict(int, {[WHNP-221] -> [WP]: 1}),
     [WHNP-222]: defaultdict(int, {[WHNP-222] -> [WP]: 1}),
     [WHNP-223]: defaultdict(int, {[WHNP-223] -> [WDT]: 1}),
     [WHNP-224]: defaultdict(int, {[WHNP-224] -> [WDT]: 1}),
     [WHNP-225]: defaultdict(int, {[WHNP-225] -> [WDT]: 1}),
     [WHNP-226]: defaultdict(int, {[WHNP-226] -> [WDT]: 1}),
     [WHNP-227]: defaultdict(int, {[WHNP-227] -> [WDT]: 1}),
     [WHNP-228]: defaultdict(int, {[WHNP-228] -> [WP]: 1}),
     [WHNP-229]: defaultdict(int, {[WHNP-229] -> [WDT]: 1}),
     [WHNP-22]: defaultdict(int, {[WHNP-22] -> [WDT]: 2}),
     [WHNP-230]: defaultdict(int, {[WHNP-230] -> [WDT]: 1}),
     [WHNP-231]: defaultdict(int, {[WHNP-231] -> [WDT]: 1}),
     [WHNP-232]: defaultdict(int, {[WHNP-232] -> [WDT]: 1}),
     [WHNP-233]: defaultdict(int, {[WHNP-233] -> [WP]: 1}),
     [WHNP-234]: defaultdict(int, {[WHNP-234] -> [WP]: 1}),
     [WHNP-235]: defaultdict(int, {[WHNP-235] -> [WP]: 1}),
     [WHNP-236]: defaultdict(int, {[WHNP-236] -> [WDT]: 1}),
     [WHNP-237]: defaultdict(int, {[WHNP-237] -> [WDT]: 1}),
     [WHNP-238]: defaultdict(int, {[WHNP-238] -> [WDT]: 1}),
     [WHNP-239]: defaultdict(int, {[WHNP-239] -> [WDT]: 1}),
     [WHNP-23]: defaultdict(int, {[WHNP-23] -> [WDT]: 2}),
     [WHNP-240]: defaultdict(int, {[WHNP-240] -> [WP]: 1}),
     [WHNP-241]: defaultdict(int, {[WHNP-241] -> [WDT]: 1}),
     [WHNP-242]: defaultdict(int, {[WHNP-242] -> [WP]: 1}),
     [WHNP-243]: defaultdict(int, {[WHNP-243] -> [WDT]: 1}),
     [WHNP-244]: defaultdict(int, {[WHNP-244] -> [WDT]: 1}),
     [WHNP-245]: defaultdict(int, {[WHNP-245] -> [WDT]: 1}),
     [WHNP-246]: defaultdict(int, {[WHNP-246] -> [WP]: 1}),
     [WHNP-247]: defaultdict(int, {[WHNP-247] -> [WP]: 1}),
     [WHNP-248]: defaultdict(int, {[WHNP-248] -> [WP]: 1}),
     [WHNP-249]: defaultdict(int, {[WHNP-249] -> [WP]: 1}),
     [WHNP-24]: defaultdict(int, {[WHNP-24] -> [WDT]: 1, [WHNP-24] -> [WP]: 1}),
     [WHNP-250]: defaultdict(int, {[WHNP-250] -> [WP]: 1}),
     [WHNP-251]: defaultdict(int, {[WHNP-251] -> [WDT]: 1}),
     [WHNP-252]: defaultdict(int, {[WHNP-252] -> [WP]: 1}),
     [WHNP-253]: defaultdict(int, {[WHNP-253] -> [WDT]: 1}),
     [WHNP-254]: defaultdict(int, {[WHNP-254] -> [WP]: 1}),
     [WHNP-255]: defaultdict(int, {[WHNP-255] -> [WDT]: 1}),
     [WHNP-256]: defaultdict(int, {[WHNP-256] -> [WP]: 1}),
     [WHNP-257]: defaultdict(int, {[WHNP-257] -> [WP]: 1}),
     [WHNP-258]: defaultdict(int, {[WHNP-258] -> [WDT]: 1}),
     [WHNP-259]: defaultdict(int, {[WHNP-259] -> [WDT]: 1}),
     [WHNP-25]: defaultdict(int,
                 {[WHNP-25] -> [WDT]: 1, [WHNP-25] -> [WDT] [NNS]: 1}),
     [WHNP-260]: defaultdict(int, {[WHNP-260] -> [WP]: 1}),
     [WHNP-26]: defaultdict(int, {[WHNP-26] -> [WDT]: 2}),
     [WHNP-27]: defaultdict(int, {[WHNP-27] -> [WDT]: 1, [WHNP-27] -> [WP]: 1}),
     [WHNP-28]: defaultdict(int, {[WHNP-28] -> [WDT]: 1, [WHNP-28] -> [WP]: 1}),
     [WHNP-29]: defaultdict(int, {[WHNP-29] -> [WP]: 2}),
     [WHNP-2]: defaultdict(int,
                 {[WHNP-2] -> [-NONE-]: 49,
                  [WHNP-2] -> [IN]: 7,
                  [WHNP-2] -> [WDT]: 28,
                  [WHNP-2] -> [WDT] [NNS]: 1,
                  [WHNP-2] -> [WHNP] [,] [NP] [,]: 1,
                  [WHNP-2] -> [WP$] [NN]: 1,
                  [WHNP-2] -> [WP]: 15}),
     [WHNP-30]: defaultdict(int, {[WHNP-30] -> [WDT]: 1, [WHNP-30] -> [WP]: 1}),
     [WHNP-31]: defaultdict(int, {[WHNP-31] -> [WDT]: 1, [WHNP-31] -> [WP]: 1}),
     [WHNP-32]: defaultdict(int, {[WHNP-32] -> [WDT]: 1, [WHNP-32] -> [WP]: 1}),
     [WHNP-33]: defaultdict(int, {[WHNP-33] -> [WDT]: 1, [WHNP-33] -> [WP]: 1}),
     [WHNP-34]: defaultdict(int, {[WHNP-34] -> [WDT]: 2}),
     [WHNP-35]: defaultdict(int, {[WHNP-35] -> [WDT]: 2}),
     [WHNP-36]: defaultdict(int, {[WHNP-36] -> [WDT]: 1, [WHNP-36] -> [WP]: 1}),
     [WHNP-37]: defaultdict(int, {[WHNP-37] -> [WDT]: 1, [WHNP-37] -> [WP]: 1}),
     [WHNP-38]: defaultdict(int, {[WHNP-38] -> [WDT]: 1, [WHNP-38] -> [WP]: 1}),
     [WHNP-39]: defaultdict(int, {[WHNP-39] -> [WDT]: 1, [WHNP-39] -> [WP]: 1}),
     [WHNP-3]: defaultdict(int,
                 {[WHNP-3] -> [-NONE-]: 9,
                  [WHNP-3] -> [DT] [WHPP]: 1,
                  [WHNP-3] -> [IN]: 5,
                  [WHNP-3] -> [WDT]: 5,
                  [WHNP-3] -> [WDT] [JJ] [NN]: 1,
                  [WHNP-3] -> [WHNP] [WHPP]: 1,
                  [WHNP-3] -> [WP]: 4}),
     [WHNP-40]: defaultdict(int, {[WHNP-40] -> [WDT]: 2}),
     [WHNP-41]: defaultdict(int,
                 {[WHNP-41] -> [WDT]: 1, [WHNP-41] -> [WHNP] [PP]: 1}),
     [WHNP-42]: defaultdict(int, {[WHNP-42] -> [WDT]: 1, [WHNP-42] -> [WP]: 1}),
     [WHNP-43]: defaultdict(int, {[WHNP-43] -> [WDT]: 1, [WHNP-43] -> [WP]: 1}),
     [WHNP-44]: defaultdict(int, {[WHNP-44] -> [WDT]: 2}),
     [WHNP-45]: defaultdict(int, {[WHNP-45] -> [WDT]: 1, [WHNP-45] -> [WP]: 1}),
     [WHNP-46]: defaultdict(int,
                 {[WHNP-46] -> [WDT]: 1, [WHNP-46] -> [WP] [NN]: 1}),
     [WHNP-47]: defaultdict(int, {[WHNP-47] -> [WDT]: 1, [WHNP-47] -> [WP]: 1}),
     [WHNP-48]: defaultdict(int, {[WHNP-48] -> [WDT]: 1, [WHNP-48] -> [WP]: 1}),
     [WHNP-49]: defaultdict(int, {[WHNP-49] -> [WDT]: 1, [WHNP-49] -> [WP]: 1}),
     [WHNP-4]: defaultdict(int,
                 {[WHNP-4] -> [IN]: 1,
                  [WHNP-4] -> [WDT] [NN]: 1,
                  [WHNP-4] -> [WP]: 4}),
     [WHNP-50]: defaultdict(int, {[WHNP-50] -> [WDT]: 1, [WHNP-50] -> [WP]: 1}),
     [WHNP-51]: defaultdict(int, {[WHNP-51] -> [WP]: 2}),
     [WHNP-52]: defaultdict(int, {[WHNP-52] -> [WDT]: 1, [WHNP-52] -> [WP]: 1}),
     [WHNP-53]: defaultdict(int, {[WHNP-53] -> [WP]: 2}),
     [WHNP-54]: defaultdict(int,
                 {[WHNP-54] -> [WP$] [JJ] [NNS]: 1, [WHNP-54] -> [WP]: 1}),
     [WHNP-55]: defaultdict(int, {[WHNP-55] -> [WP]: 2}),
     [WHNP-56]: defaultdict(int, {[WHNP-56] -> [WDT]: 1, [WHNP-56] -> [WP]: 1}),
     [WHNP-57]: defaultdict(int, {[WHNP-57] -> [WDT]: 1, [WHNP-57] -> [WP]: 1}),
     [WHNP-58]: defaultdict(int, {[WHNP-58] -> [WP]: 2}),
     [WHNP-59]: defaultdict(int, {[WHNP-59] -> [WP]: 2}),
     [WHNP-5]: defaultdict(int, {[WHNP-5] -> [WP]: 2}),
     [WHNP-60]: defaultdict(int, {[WHNP-60] -> [WDT]: 2}),
     [WHNP-61]: defaultdict(int, {[WHNP-61] -> [WDT]: 1, [WHNP-61] -> [WP]: 1}),
     [WHNP-62]: defaultdict(int, {[WHNP-62] -> [WDT]: 2}),
     [WHNP-63]: defaultdict(int, {[WHNP-63] -> [WP]: 2}),
     [WHNP-64]: defaultdict(int, {[WHNP-64] -> [WDT]: 1, [WHNP-64] -> [WP]: 1}),
     [WHNP-65]: defaultdict(int, {[WHNP-65] -> [WP]: 2}),
     [WHNP-66]: defaultdict(int, {[WHNP-66] -> [WP]: 2}),
     [WHNP-67]: defaultdict(int, {[WHNP-67] -> [WDT]: 1, [WHNP-67] -> [WP]: 1}),
     [WHNP-68]: defaultdict(int, {[WHNP-68] -> [WP]: 2}),
     [WHNP-69]: defaultdict(int, {[WHNP-69] -> [WP]: 2}),
     [WHNP-6]: defaultdict(int, {[WHNP-6] -> [WDT]: 1, [WHNP-6] -> [WP]: 1}),
     [WHNP-70]: defaultdict(int, {[WHNP-70] -> [WDT]: 2}),
     [WHNP-71]: defaultdict(int, {[WHNP-71] -> [WP]: 2}),
     [WHNP-72]: defaultdict(int, {[WHNP-72] -> [WDT]: 1, [WHNP-72] -> [WP]: 1}),
     [WHNP-73]: defaultdict(int, {[WHNP-73] -> [WDT]: 1, [WHNP-73] -> [WP]: 1}),
     [WHNP-74]: defaultdict(int, {[WHNP-74] -> [WDT]: 2}),
     [WHNP-75]: defaultdict(int, {[WHNP-75] -> [WDT]: 1, [WHNP-75] -> [WP]: 1}),
     [WHNP-76]: defaultdict(int, {[WHNP-76] -> [WDT]: 2}),
     [WHNP-77]: defaultdict(int, {[WHNP-77] -> [WP]: 2}),
     [WHNP-78]: defaultdict(int, {[WHNP-78] -> [WP]: 2}),
     [WHNP-79]: defaultdict(int,
                 {[WHNP-79] -> [WDT]: 1, [WHNP-79] -> [WDT] [NN]: 1}),
     [WHNP-7]: defaultdict(int, {[WHNP-7] -> [WDT]: 2}),
     [WHNP-80]: defaultdict(int, {[WHNP-80] -> [WDT]: 1, [WHNP-80] -> [WP]: 1}),
     [WHNP-81]: defaultdict(int, {[WHNP-81] -> [WDT]: 1, [WHNP-81] -> [WP]: 1}),
     [WHNP-82]: defaultdict(int, {[WHNP-82] -> [WP]: 1}),
     [WHNP-83]: defaultdict(int, {[WHNP-83] -> [WP]: 1}),
     [WHNP-84]: defaultdict(int, {[WHNP-84] -> [WP]: 1}),
     [WHNP-85]: defaultdict(int, {[WHNP-85] -> [WDT]: 1}),
     [WHNP-86]: defaultdict(int, {[WHNP-86] -> [WDT]: 1}),
     [WHNP-87]: defaultdict(int, {[WHNP-87] -> [WP]: 1}),
     [WHNP-88]: defaultdict(int, {[WHNP-88] -> [WDT]: 1}),
     [WHNP-89]: defaultdict(int, {[WHNP-89] -> [WP]: 1}),
     [WHNP-8]: defaultdict(int, {[WHNP-8] -> [WDT]: 2}),
     [WHNP-90]: defaultdict(int, {[WHNP-90] -> [WP]: 1}),
     [WHNP-91]: defaultdict(int, {[WHNP-91] -> [WP]: 1}),
     [WHNP-92]: defaultdict(int, {[WHNP-92] -> [WDT]: 1}),
     [WHNP-93]: defaultdict(int, {[WHNP-93] -> [WP]: 1}),
     [WHNP-94]: defaultdict(int, {[WHNP-94] -> [WP]: 1}),
     [WHNP-95]: defaultdict(int, {[WHNP-95] -> [WP]: 1}),
     [WHNP-96]: defaultdict(int, {[WHNP-96] -> [WP]: 1}),
     [WHNP-97]: defaultdict(int, {[WHNP-97] -> [WP]: 1}),
     [WHNP-98]: defaultdict(int, {[WHNP-98] -> [WP]: 1}),
     [WHNP-99]: defaultdict(int, {[WHNP-99] -> [WDT]: 1}),
     [WHNP-9]: defaultdict(int, {[WHNP-9] -> [WDT]: 2}),
     [WHNP]: defaultdict(int,
                 {[WHNP] -> [-NONE-]: 1,
                  [WHNP] -> [DT] [NN]: 1,
                  [WHNP] -> [PRP]: 1,
                  [WHNP] -> [QP] [-NONE-]: 1,
                  [WHNP] -> [WDT]: 27,
                  [WHNP] -> [WDT] [NNS]: 1,
                  [WHNP] -> [WP$] [NN] [NN]: 1,
                  [WHNP] -> [WP]: 4,
                  [WHNP] -> [WRB] [JJ]: 1,
                  [WHNP] -> [WRB] [RB]: 1}),
     [WHPP-1]: defaultdict(int, {[WHPP-1] -> [IN] [WHNP]: 16}),
     [WHPP-2]: defaultdict(int, {[WHPP-2] -> [IN] [WHNP]: 6}),
     [WHPP-3]: defaultdict(int, {[WHPP-3] -> [IN] [WHNP]: 1}),
     [WHPP]: defaultdict(int, {[WHPP] -> [IN] [WHNP]: 6}),
     [WP$]: defaultdict(int, {[WP$] -> '<unk>': 1.0, [WP$] -> 'whose': 12.0}),
     [WP]: defaultdict(int,
                 {[WP] -> '<unk>': 1.0,
                  [WP] -> 'What': 21.0,
                  [WP] -> 'Who': 6.0,
                  [WP] -> 'what': 48.0,
                  [WP] -> 'who': 142.0,
                  [WP] -> 'whom': 8.0}),
     [WRB]: defaultdict(int,
                 {[WRB] -> '<unk>': 1.0,
                  [WRB] -> 'How': 4.0,
                  [WRB] -> 'When': 21.0,
                  [WRB] -> 'Where': 4.0,
                  [WRB] -> 'Why': 7.0,
                  [WRB] -> 'how': 23.0,
                  [WRB] -> 'when': 63.0,
                  [WRB] -> 'where': 33.0,
                  [WRB] -> 'whereby': 3.0,
                  [WRB] -> 'why': 8.0}),
     [X-HLN]: defaultdict(int, {[X-HLN] -> [NNP] [NNP] [.]: 1}),
     [X]: defaultdict(int, {[X] -> [IN]: 1, [X] -> [PP]: 1}),
     [``]: defaultdict(int,
                 {[``] -> '<unk>': 1.0, [``] -> '`': 11.0, [``] -> '``': 610.0})}

```python
def compute_maximum_likelihood_estimates(cfg: CFG, joint_counts):
    """
    Use the gathered counts to compute the maximum likelihood estimates.

    :param cfg: a CFG object
    :param joint_counts: counts as computed by `count_rules` and smoothed by `add_pseudo_counts_and_unk_rules`
    :returns: cpds as a dictionary of dictionaries where
        cpds[X][r] is the MLE parameter for rule r whose LHS is X
    """
    joint_probs = dict()
    for key, rules in joint_counts.items():
        if key not in joint_probs:
            joint_probs[key] = defaultdict(float)
        total = sum(rules.values())
        for rule, prob in rules.items():
            joint_probs[key][rule] = prob / total

    return joint_probs
```

```python
# Try the following
# p_R = compute_maximum_likelihood_estimates(ptb_grammar, joint_counts)
```

### Herhaling vraag c en d
* **[1 point]** Estimate MLE parameters using the treebank `training_parses` above (first 3000 examples of NLTK's PTB data), and save your MLE solutions to a file where each line contains ```PROB LHS -> RHS```, make sure your file is sorted by LHS (lexicographically) and then by probability value (best first). Example:

```
0.6 NP -> N
0.4 NP -> D N
0.9 S -> NP VP
0.1 S -> VP
0.5 VP -> V
0.5 VP -> VP VP
```
* **[1 point]** Show examples of string generated by sampling from the grammar using the function `generate_sample` you implemented earlier.

```python
# Create count and prob dicts
joint_counts = count_rules(training_parses)
add_pseudo_counts_and_unk_rules(ptb_grammar, joint_counts, 1.)
p_R = compute_maximum_likelihood_estimates(ptb_grammar, joint_counts)
```

```python
import pandas as pd

prob_set = list()
for key, prob_dist in p_R.items():
    for rule, p in prob_dist.items():
        lhs = str(rule.lhs)
        rhs = ' '.join(map(str, list(rule.rhs)))
        item = (round(p,4), lhs, rhs)
        prob_set.append(item)

# Use pandas and dataframes because super awesome!! ^.^
df = pd.DataFrame(prob_set)
df.columns = ['P', 'LHS', 'RHS']
df = df.sort_values(by=['LHS', 'P'], ascending=[True, False])
with open('export_file.txt', 'w') as of:
    df.to_csv(of, sep=' ', index=False)

# Generate 10 random sentences based on cpd of treebank parse trees
for i in range(10):
    print(' '.join([str(w).replace('\'', '') for w in generate_sample(ptb_grammar, p_R)]))

```

    request succeed also A yen Stark bricks exempt hostile with obviously American for three improvements *-1 * set 1989 and any Advanced Trotter contains the largest % People .
    0 done is be latest
    *
    0 to to says Christian , own sign by subjects that Mr. if *-1 for Daily Dec. Barbados said old public , Thursday for several air
    It has make not belong *-1 and journalists competed *-1 have requesting in department .
    *-1 resists universally brought Canada House
    *-1 to spent a Spreads yet these denominator and *T*-1 second moons
    We herald clarify off million taxpayers .
    the merchandising think a venture And the guarantee if use with 0 flows expressly The harassment in *T*-1
    *ICH*-2