cs224d problem set2 (三) 用RNNLM模型实现Language Model，来预测下一个单词的出现

时间：2017-09-29 23:13:43 阅读：916 评论：0 收藏：0 [点我收藏+]

标签：地方 import halt nop 映射 factor des ken end

今天将的还是cs224d 的problem set2 的第三部分习题，

原来国外大学的系统难度真的如此之大，相比之下还是默默地再天朝继续搬砖吧

（注意前方高能，一大批天书即将来袭）

‘‘‘
Created on 2017年9月26日

@author: weizhen
‘‘‘
import getpass
import sys
import time
import numpy as np
from copy import deepcopy
from utils import calculate_perplexity, get_ptb_dataset, Vocab
from utils import ptb_iterator, sample
import tensorflow as tf
from model import LanguageModel
from tensorflow.contrib.legacy_seq2seq.python.ops.seq2seq import sequence_loss


class Config(object):
    """储存超参数和数据信息"""
    batch_size = 64
    embed_size = 50
    hidden_size = 100
    num_steps = 10
    max_epochs = 16
    early_stopping = 2
    dropout = 0.9
    lr = 0.001


class RNNLM_Model(LanguageModel):
    def load_data(self, debug=False):
        """加载词向量并且训练   train/dev/test 数据"""
        self.vocab = Vocab()
        self.vocab.construct(get_ptb_dataset(‘train‘))
        self.encoded_train = np.array([self.vocab.encode(word) for word in get_ptb_dataset(‘train‘)], dtype=np.int32)
        self.encoded_valid = np.array([self.vocab.encode(word) for word in get_ptb_dataset(‘valid‘)], dtype=np.int32)
        self.encoded_test = np.array([self.vocab.encode(word) for word in get_ptb_dataset(‘test‘)])
        if debug:
            num_debug = 1024
            self.encoded_train = self.encoded_train[:num_debug]
            self.encoded_valid = self.encoded_valid[:num_debug]
            self.encoded_test = self.encoded_test[:num_debug]

    def add_placeholders(self):
        """生成placeholder 变量来表示输入的 tensors
            这些placeholder 被用来在模型的其他地方被填充
                            并且在训练的过程中会被填充
            input_placeholder:Input placeholder shape (None,num_steps),type  tf.int32
            labels_placeholder:label placeholder shape (None,num_steps) type tf.float32
            dropout_placeholder:dropput value placeholder (scalar), type tf.float32
        """
        self.input_placeholder = tf.placeholder(tf.int32, shape=[None, self.config.num_steps], name=‘Input‘)
        self.labels_placeholder = tf.placeholder(tf.int32, shape=[None, self.config.num_steps], name=‘Target‘)
        self.dropout_placeholder = tf.placeholder(tf.float32, name=‘Dropout‘)

    def add_embedding(self):
        """添加词嵌入层
        Hint : 这一层应该用input_placeholder 来索引词嵌入
        Hint : 你或许能发现tf.nn.embedding_lookup 是有用的
        Hint : 你或许能发现tf.split , tf.squeeze 是有用的在构造tensor 的输入的时候
        Hint : 下面是你需要创建的变量的维度
                L:(len(self.vocab),embed_size)
        Returns:
            inputs:一个训练次数的列表,每一个元素应该是
                    一个张量 大小是 (batch_size,embed_size)
        tf.split(dimension,num_split,input)
                dimension表示输入张量的哪一个维度,
                                        如果是0就表示对第0维度进行切割,
                num_split就是切割的数量,
                                        如果是2就表示输入张量被切成2份,
                                        每一份是一个列表
        tf.squeeze(input,squeeze_dims=None,name=None)
                                        从tensor中删除所有大小是1的维度
                example: t is a tensor of shape [1,2,1,3,1,1]
                        shape(squeeze(t))==>[2,3]
                        t is a tensor of shape [1,2,1,3,1,1]
                        shape(squeeze(t,[2,4]))==>[1,2,3,1]
        tf.nn.embedding_lookup 将词的索引映射到词的向量
        """
        with tf.device(‘/cpu:0‘):
            embedding = tf.get_variable(‘Embedding‘, [len(self.vocab), self.config.embed_size], trainable=True)
            inputs = tf.nn.embedding_lookup(embedding, self.input_placeholder)
            inputs = [tf.squeeze(x, [1]) for x in tf.split(inputs, self.config.num_steps, 1)]
            return inputs

    def add_projection(self, rnn_outputs):
        """添加一个投影层
            投影层将隐藏层的表示变换到整个词向量上的分布式表示
            Hint:下面是你需要去创建的维度
                U(hidden_size,len(vocab))
                b_2:(len(vocab),)
            参数:
                rnn_outputs:一个训练次数的列表，每一个元素应该是一个张量
                            大小是(batch_size,embed_size)
            Returns:
                outputs:一个长度的列表，每一个元素是一个张量(batch_size,len(vocab))
        """
        with tf.variable_scope(‘Projection‘):
            U = tf.get_variable(‘Matrix‘, [self.config.hidden_size, len(self.vocab)])
            proj_b = tf.get_variable(‘Bias‘, [len(self.vocab)])
            outputs = [tf.matmul(o, U) + proj_b for o in rnn_outputs]
        return outputs
    
    def add_loss_op(self, output):
        """将损失添加到目标函数上面
            Hint:使用tensorflow.python.ops.seq2seq.sequence_loss 来实现序列损失
                              参数:
                                        输出:一个张量   大小是 (None,self.vocab)
                              返回:
                                        损失：一个0-d大小的张量
        """
        all_ones = [tf.ones([self.config.batch_size * self.config.num_steps])]
        cross_entropy = sequence_loss([output], [tf.reshape(self.labels_placeholder, [-1])], all_ones, len(self.vocab))
        tf.add_to_collection(‘total_loss‘, cross_entropy)
        loss = tf.add_n(tf.get_collection(‘total_loss‘))
        return loss
        
        
    def add_training_op(self, loss):
        """将目标损失添加到计算图上
            创建一个优化器并且应用梯度下降到所有的训练变量上面
            Hint:使用tf.train.AdamOptimizer 对于这个模型
                使用optimizer.minimize() 会返回一个train_op的对象
            参数:
                loss: 损失张量，来自于cross_entropy_loss 交叉熵损失
            返回:
                train_op:训练的目标
        """
        with tf.variable_scope("Optimizer") as scope:
            train_op = tf.train.AdamOptimizer(self.config.lr).minimize(loss)
        return train_op

    def __init__(self, config):
        self.config = config
        self.load_data(debug=False)
        self.add_placeholders()
        self.inputs = self.add_embedding()
        self.rnn_outputs = self.add_model(self.inputs)
        self.outputs = self.add_projection(self.rnn_outputs)

        # 我们想去检验下一个词预测得多好
        # 我们把o转变成float64 位 因为如果不这样就会有数值问题
        # sum(output of softmax) = 1.00000298179 并且不是 1
        self.predictions = [tf.nn.softmax(tf.cast(o, ‘float64‘)) for o in self.outputs]
        # 将输出值转变成 len(vocab) 的大小
        output = tf.reshape(tf.concat(self.outputs, 1), [-1, len(self.vocab)])
        self.calculate_loss = self.add_loss_op(output)
        self.train_step = self.add_training_op(self.calculate_loss)

    def add_model(self, inputs):
        """创建RNN LM 模型
                      在下面的实现里面你需要去实现RNN LM 模型的等式
        Hint: 使用一个零向量 大小是 (batch_size,hidden_size) 作为初始的RNN的状态
        Hint: 将最后RNN输出 作为实例变量
            self.final_state
        Hint : 确保将dropout应用到 输入和输出的 变量上面
        Hint : 使用变量域 RNN 来定义 RNN变量
        Hint : 表现一个明显的 for-loop 在输入上面
                你可以使用scope.reuse_variable() 来确定权重
                在每一次迭代都是相同的
                确保不会在第一次循环的时候调用这个，因为没有变量会被初始化
        Hint : 下面变量的不同的维度 ， 你需要去创建的

            H: (hidden_size,hidden_size)
            I: (embed_size,hidden_size)
            b_1:(hidden_size,)
        Args:
            inputs:一个记录num_steps的列表，里边的每一个元素应该是一个张量
                    大小是(batch_size,embed_size)的大小
        Returns:返回
            outputs:一个记录num_steps的列表，里面每一个元素应该是一个张量
                    大小是(batch_size,hidden_size)
        """
        with tf.variable_scope(‘InputDropout‘):
            inputs = [tf.nn.dropout(x, self.dropout_placeholder) for x in inputs]

        with tf.variable_scope(‘RNN‘) as scope:
            self.initial_state = tf.zeros([self.config.batch_size, self.config.hidden_size])
            state = self.initial_state
            rnn_outputs = []
            for tstep, current_input in enumerate(inputs):
                if tstep > 0:
                    scope.reuse_variables()
                RNN_H = tf.get_variable(‘HMatrix‘, [self.config.hidden_size, self.config.hidden_size])
                RNN_I = tf.get_variable(‘IMatrix‘, [self.config.embed_size, self.config.hidden_size])
                RNN_b = tf.get_variable(‘B‘, [self.config.hidden_size])
                state = tf.nn.sigmoid(tf.matmul(state, RNN_H) + tf.matmul(current_input, RNN_I) + RNN_b)
                rnn_outputs.append(state)
            self.final_state = rnn_outputs[-1]

        with tf.variable_scope(‘RNNDropout‘):
            rnn_outputs = [tf.nn.dropout(x, self.dropout_placeholder) for x in rnn_outputs]
        return rnn_outputs

    def run_epoch(self, session, data, train_op=None, verbose=10):
        config = self.config
        dp = config.dropout
        if not train_op:
            train_op = tf.no_op()
            dp = 1
        total_steps = sum(1 for x in ptb_iterator(data, config.batch_size, config.num_steps))
        total_loss = []
        state = self.initial_state.eval()
        for step, (x, y) in enumerate(ptb_iterator(data, config.batch_size, config.num_steps)):
            # 我们需要通过初始状态，并且从最终状态中抽取数据来进行填充
            # RNN 合适的 历史
            feed = {self.input_placeholder: x,
                    self.labels_placeholder: y,
                    self.initial_state: state,
                    self.dropout_placeholder: dp
                    }
            loss, state, _ = session.run([self.calculate_loss, self.final_state, train_op], feed_dict=feed)
            total_loss.append(loss)
            if verbose and step % verbose == 0:
                sys.stdout.write(‘\r{} / {} : pp = {} ‘.format(step, total_steps, np.exp(np.mean(total_loss))))
                sys.stdout.flush()
        if verbose:
            sys.stdout.write(‘\r‘)
        return np.exp(np.mean(total_loss))

def generate_text(session, model, config, starting_text=‘<eos>‘, stop_length=100, stop_tokens=None, temp=1.0):
    """从模型自动生成文字
        Hint:创建一个feed-dictionary 并且使用sess.run()方法去执行这个模型
                你会需要使用model.initial_state 作为一个键传递给feed_dict
        Hint:得到model.final_state 和 model.predictions[-1].
             在add_model()方法中设置model.final_state  。
             model.predictions 是在 __init__方法中设置的
        Hint:在模型的训练中存储输出的参数值，和预测的y_pred的值
        参数:
        Args:
            session : tf.Session() object
            model : Object of type RNNLM Model
            config : A Config() object
            starting_text:Initial text passed to model
        Returns:
            output : List of word idxs
    """
    state = model.initial_state.eval()
    # Imagine tokens as a batch size of one, length of len(tokens[0])
    tokens = [model.vocab.encode(word) for word in starting_text.split()]
    for i in range(stop_length):
        feed = {model.input_placeholder: [tokens[-1:]],
                model.initial_state: state,
                model.dropout_placeholder: 1}
        state, y_pred = session.run([model.final_state, model.predictions[-1]], feed_dict=feed)
        next_word_idx = sample(y_pred[0], temperature=temp)
        tokens.append(next_word_idx)
        if stop_tokens and model.vocab.decode(tokens[-1]) in stop_tokens:
            break
    output = [model.vocab.decode(word_idx) for word_idx in tokens]
    return output

def generate_sentence(session, model, config, *args, **kwargs):
    """方便从模型来生成句子"""
    return generate_text(session, model, config, *args, stop_tokens=[‘<eos>‘], **kwargs)

def test_RNNLM():
    config = Config()
    gen_config = deepcopy(config)
    gen_config.batch_size = gen_config.num_steps = 1

    # 创建训练模型，并且生成模型
    with tf.variable_scope(‘RNNLM‘,reuse=None) as scope:
        model = RNNLM_Model(config)
        # 这个指示gen_model来重新使用相同的变量作为以上的模型
        scope.reuse_variables()
        gen_model = RNNLM_Model(gen_config)

    init = tf.global_variables_initializer()
    saver = tf.train.Saver()

    with tf.Session() as session:
        best_val_pp = float(‘inf‘)
        best_val_epoch = 0
        session.run(init)
        for epoch in range(config.max_epochs):
            print(‘Epoch {0}‘.format(epoch))
            start = time.time()

            train_pp = model.run_epoch(session,
                                       model.encoded_train,
                                       train_op=model.train_step)
            valid_pp = model.run_epoch(session, model.encoded_valid)
            print(‘Training perplexity: {0}‘.format(train_pp))
            print(‘Validation perplexity:{0}‘.format(valid_pp))
            if valid_pp < best_val_pp:
                best_val_pp = valid_pp
                best_val_epoch = epoch
                saver.save(session, ‘./ptb_rnnlm.weights‘)
            if epoch - best_val_epoch > config.early_stopping:
                break
            print(‘Total time : {0}‘.format(time.time() - start))

        saver.restore(session, ‘ptb_rnnlm.weights‘)
        test_pp = model.run_epoch(session, model.encoded_test)
        print(‘=-=‘ * 5)
        print(‘Test perplexity: {0} ‘.format(test_pp))
        print(‘=-=‘ * 5)
        starting_text = ‘in palo alto‘
        while starting_text:
            print(‘ ‘.join(generate_sentence(session, gen_model, gen_config, starting_text=starting_text, temp=1.0)))
            #starting_text = raw_input(‘>‘)


if __name__ == "__main__":
    test_RNNLM()

（其实也不算是天书啦，比高数简单多啦，比数学分析那是简单了好几十万倍了呀）

下面是训练的Log

in palo alto congressional katz referring to an additional picture and <unk> <unk> <unk> pro-life <unk> when george <unk> a house <unk> middle-class <unk> during the leadership <eos>
in palo alto also brings national agnelli <eos>
in palo alto said <eos>
in palo alto a package during the major market of program trading <eos>
in palo alto <unk> been suspended at least N N <eos>
in palo alto <eos>
in palo alto screens <eos>
in palo alto tower <eos>
in palo alto and exchange seven years of the equity market <eos>
in palo alto minority management and suit <eos>
in palo alto only board of the previous giving the fall from the <unk> sector according to seven felony up but some rules will meet rampant <unk> after ford has since both <unk> following it will buy <unk> that have sought about the palestinian <unk> but that ratings is facing default rates <eos>
in palo alto capital cigarette producers to mounting up payments to tax shipments <eos>
in palo alto <unk> out of de manitoba <eos>
in palo alto business <eos>
in palo alto europe is based have been resolved at $ N and $ N a share or $ N billion for the industry <eos>
in palo alto <unk> for congress <eos>
in palo alto ‘s fighting support <eos>
in palo alto sets because the office supplier to <unk> criticism from <unk> <unk> <eos>
in palo alto <unk> now plans to curb <eos>
in palo alto ‘s <unk> which made and much details would be valid for production <eos>
in palo alto club <eos>
in palo alto or make some of troops attended by the company ‘s defense interest rates <eos>
in palo alto with his low expansion for town by our ministry of weisfield ‘s company ‘s world-wide gas division <eos>
in palo alto says salt of omaha says <eos>
in palo alto the text <eos>
in palo alto peter goldberg said it reduces interest rates <eos>
in palo alto savings air debris <eos>
in palo alto company added N N <eos>
in palo alto acquired the N million stake <unk> <unk> and financial market sales and weyerhaeuser said <eos>
in palo alto hit money and white family says that the <unk> even produce with every exodus and his threat do the concept of rape she says <eos>
in palo alto <unk> with the expense of course in the past several years among investors <eos>
in palo alto states and <unk> inc. and <unk> <eos>
in palo alto <unk> partner in his partner of alfred <unk> <unk> finances and <unk> <unk> paintings ltd. promotion <eos>
in palo alto in industry for <unk> efficiency <eos>
in palo alto <unk> and <eos>
in palo alto pacific motor co. <eos>
in palo alto group had reported N or N of $ N <eos>
in palo alto <unk> at the <unk> market in the oil automotive official <eos>
in palo alto <unk> n.j. sold aircraft <eos>
in palo alto pacific said he might lead of the project of stamford plants and as well as <unk> as low increases <eos>
in palo alto the influx of chemical which gave applicants before bringing the japanese debate in international stake <eos>
in palo alto jobs <eos>
in palo alto also hold out the rest of the ad dive in irvine conn. chief operating officer <eos>
in palo alto finance concern <eos>
in palo alto <unk> and the missouri administration had infected as a college private <unk> another <unk> that is curbing the attitude in life <eos>
in palo alto one of the <unk> for this <unk> makeup to ensure the legislation on the imf at $ N <eos>
in palo alto <eos>
in palo alto demand N the fda said the next five sessions a third rights day in completing with the early 1980s says this <unk> <unk> by the senate students believed in the u.s. but ever republicans have approved away to the new space from his speech <eos>
in palo alto and past just club tracks of overhead and going showed that will boost the company of its junk-bond market that temple ‘s first sales auction would be a month in the year-earlier effort to finance revenue and insurance and drawing product by junk bonds for civil stock <eos>
in palo alto dropped one stake because of the company ‘s intellectuals met a <unk> rescue strike for <unk> human moments <eos>
in palo alto affiliate <eos>
in palo alto will liquidate the 300-day estimate <eos>
in palo alto usx corp. as up N N could afford N it later on five months <eos>
in palo alto trade <eos>
in palo alto safe <eos>
in palo alto owned by the cash issue from around N divisions <eos>
in palo alto water <eos>
in palo alto and double-a by slashing rates <eos>
in palo alto ltd. and the proposal has already meant for less cost <eos>
in palo alto and delaware valley business which steel title about plan to explore gains in the only under the government <eos>
in palo alto had high <unk> N arbitragers did n‘t still u.s. rates the issue will continue to replace a moderate taxation of stocks established said and cleared such controls under N candidates to compete because it met at not <unk> in a <unk> study through the coup side from strikes and <unk> <eos>
in palo alto standard used <unk> and instead <eos>
in palo alto at the u.s. fighter the u.s. account fiat which voted to some of gulf items in mr. icahn <eos>
in palo alto hungary whose new environmentalism <unk> that the city ‘s high <unk> needs up for N then the way <eos>
in palo alto a smaller holder or with dividends the acquisition of indianapolis <eos>
in palo alto where although you do n‘t <unk> the ranking <unk> to do something <unk> initiative to loosen early participants <eos>
in palo alto <unk> <eos>
in palo alto <unk> redemptions stock of the new york minerals group <eos>
in palo alto <unk> faded in intel of the netherlands N <unk> <eos>
in palo alto a week control ahead of japanese insurance operations and <unk> and order to the fourth quarter during the clean backed by persistent economic listing of the existing series of massachusetts <unk> recipients ltd. in toronto and <unk> costs <eos>
in palo alto <unk> to sterling order <eos>
in palo alto <unk> class authority at japan with its shares <eos>
in palo alto world <eos>
in palo alto watching <eos>
in palo alto system <eos>
in palo alto secured inc <eos>
in palo alto more minor asset interests are useful tests to protect sharper risk overseas and <unk> research and exchange bonds <eos>
in palo alto <unk> said he said <eos>
in palo alto and <unk> say that other households <unk> the industrial group which stayed <unk> because of the work on its u.s. southern heights plants and united airlines ltd. <eos>
in palo alto new largest newsprint <eos>
in palo alto a judicial investment in nearly N <eos>
in palo alto shareholders declined to comment <eos>
in palo alto pacific <eos>
in palo alto issues said two heavy it was more <unk> with moderate to existing customers <eos>
in palo alto mining metal trade firm frederick dreyfus had n‘t applied by convertible $ N million of its new $ N billion in a record N N stake in which period the $ N million during thursday is mainframes <eos>
in palo alto opening control of a <unk> rating of tuition with a face california and the commerce department ‘s <unk> specified price of its <unk> track program property <eos>
in palo alto our sale of issuing <unk> reduced <eos>
in palo alto <unk> laboratory was cheered line with N N <eos>
in palo alto sales retail technology <eos>
in palo alto has brings quebecor to finance its board to make a b.a.t for example of holding funds said third-quarter profit rose on the end <eos>
in palo alto <eos>
in palo alto analyst to be required to foreign figures before dec. N N from a software distribution <eos>
in palo alto europe international lines of salomon said <eos>
in palo alto a income had cut to <unk> the u.s. banking institute said it received on fast-food operators typically extend last month with $ N within N N N <eos>
in palo alto airlines whose inflation loss in the international stock exchange N index shed N N to N even a heavy pricing cut use by N but the N N crash next friday three years of saturday september the federal reserve of raw <unk> <eos>
in palo alto marked a plan will be considering the impending tax-exempt <eos>
in palo alto secretary in the toxin would be true in the meeting gov. <unk> hunt for the first month <eos>
in palo alto equity markets division credit offering N N to yield N N and enough aircraft match by the <unk> markets of their own businesses with a low-cost personal prime exchange computer offerings is unchanged after a $ N million sale of closed at $ N a share from N N <eos>
in palo alto korean holders are far the cost of corporate executives said <eos>
in palo alto air <eos>
in palo alto a company has been sought <eos>
in palo alto business & insurance co <eos>
in palo alto calif. bad executive monopoly however is an newspaper <eos>
in palo alto <unk> and both stockbrokers <eos>
in palo alto <unk> <unk> and futures organizations <eos>
in palo alto anyone misses three defense shares of short-term purchases reflects the $ N billion in many transportation <eos>
in palo alto justice department to san francisco countries with a new zealand <unk> <eos>
in palo alto <unk> <unk> co. <eos>
in palo alto <eos>
in palo alto <unk> and natural <unk> <eos>
in palo alto society order nearly <unk> to <unk> lenders for this minimum scene <eos>
in palo alto buying <eos>
in palo alto pioneer communications director of texas and in william a. trotter of greece <unk> joined his large american express <unk> says <unk> more <eos>
in palo alto does n‘t expect interest actively agency vulnerable to be off <eos>
in palo alto the chicago <eos>
in palo alto air capital communications corp <eos>
in palo alto europe says and dow jones arose new york stock exchange in june N daiwa added that the beleaguered gain in dozen national funds <unk> the two reaction in the jury states <eos>
in palo alto last week with the past few years <eos>
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in palo alto reserves in its large business as N <eos>
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in palo alto where pretax rewards has been approved an N deadline to $ N million in year ‘s crest limit wall street shares which owns officers said he was an effective for <unk> <eos>
in palo alto says the veto if the statement is a japanese N N of manville <unk> ltd. which expects to N and in N and N N on the bid capital index have been earmarked in protection <eos>
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in palo alto ‘s likely drop for many tests funds and often driven by the N and chase <unk> of the <unk> pioneer <eos>
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in palo alto is a part of town france ‘s say he says <eos>
in palo alto a company ‘s only site by the population interviewed <eos>
in palo alto positive french jewelry <unk> of health mr. steinhardt ‘s congress for education a <unk> person <eos>
in palo alto human among most disease <eos>
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in palo alto says <eos>
in palo alto says the man and <unk> me it clear whether the protesters the lawyers that do n‘t look to coordinate rep. louis director of <unk> on the heavy floor as well as for cost the parent of criminal end when the house would remain in michigan <unk> into chicago of the coalition on its <unk> worker <eos>
in palo alto to efforts to persuade between N as the president of oil companies <eos>
in palo alto book has added and credit needs to round and thousands of his first <unk> plant and foreign markets <eos>
in palo alto politics gerald williams president of <eos>
in palo alto at mitsubishi <eos>
in palo alto sustained streak was previously cited by a $ N million of $ N a share and N N to N days $ N million from $ N billion <eos>
in palo alto units public <eos>
in palo alto retail in its m$ N million <eos>
in palo alto brokers rose more than N new ownership <eos>
in palo alto media <eos>
in palo alto ‘s promise that jan. N N to N and <unk> an extraordinary amount of about N billion lire on prices <eos>
in palo alto bank <unk> equity models to raise the N billion shares <eos>
in palo alto developed by the traditional last year <eos>
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in palo alto valley holds N N <eos>
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in palo alto and a small concern <eos>
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in palo alto <unk> and oil trend inc. said to the cut of $ N million gain or training notes <eos>
in palo alto ‘s sun shattered <unk> in july to $ N the <unk> executive vice chairman and chief executive officer in response lenders once unwarranted more than the nation ‘s markets and coins the cease-fire end in a university of the texas apples and except new product <eos>
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in palo alto prosecutors said <eos>
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in palo alto agreed to counter some date who include no circumstances <eos>
in palo alto bank of mca listed sales to N <eos>
in palo alto federal regulators to replace the cracks or profits have <unk> extended the police ‘ association <eos>
in palo alto and limiting the exchange could n‘t cause investment flows in complete its cable-tv <eos>
in palo alto the stock deal of financial markets <eos>
in palo alto plans to grant the nimitz pace as much as their <unk> finance hotels <eos>
in palo alto <unk> <unk> <unk> planned capital risk yesterday old franchise unit reported reserves also will report lower prices <eos>
in palo alto korea sold <unk> as the white house ‘s push out of uncertainties in chicago is elected access to the buyer or the financial <unk> <eos>
in palo alto <unk> ltd. and the exchange and bearish rates are eligible to the past decade unless the alternatives was slated in the iron <unk> scientist that sold around the senators who electric claims <eos>
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in palo alto and N fiscal domestic investment interests in a few years by two years with a separate $ N billion wage due oct. N to an interview that is expected to pay return in most of economic interest rates or <unk> two strikes involving investors jumped N N to $ N million from the number of food pricing according to national arrangements that analysts believe the amount of a proposal <eos>
in palo alto is expected low <eos>
in palo alto international facilities on wall street trading and those spending have been on the debut of the new work for it <eos>
in palo alto spread <unk> toyota said the <unk> property strategies that either may have down $ N billion of the second quarter <eos>
in palo alto transaction came to $ N N N to N N <eos>
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in palo alto said late this is a special supplier to visa and not in particular <eos>
in palo alto union computer & <unk> co. consultants switched systems <eos>
in palo alto jointly known on this week we were not committed to customers not feel even just by judge won a large town of <unk> calls to remember it to accomplish to local <eos>
in palo alto bond says chemical co. expects by <unk> in omaha with bronfman <eos>
in palo alto industries which our boost one-half options share earned $ N and more interest in a sagging new method based on an analyst at tw corp. <eos>
in palo alto bank international ltd. and brokers and shipbuilding technology inc <eos>
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in palo alto and general motors corp. ‘s $ N on the proposed N N <eos>
in palo alto owns large corporations and <unk> affairs inc. in a risk program in about another <unk> decision <eos>
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in palo alto capital unit <unk> of <unk> and a third survey was <unk> and international equipment research inc. <eos>
in palo alto <unk> up a tennessee <eos>
in palo alto and chief executive and said it ‘s ring by developments he said says houses are pouring that <unk> will be widely to causing a good effort says an currently based on medicine and in land and maybe ms. volokh believes it ‘s informal floor to factor and soft-drink exchanges such as <unk> elderly to speak much more than the ball <unk> ‘s federal <unk> before <unk> would lose every room training against food <eos>
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in palo alto network a nominal $ N million from N cents a share and up N california <eos>
in palo alto and environmental service already and aerospace <eos>
in palo alto <unk> the company for ge and new york computer where today which expects new york which is a revised hong kong <eos>
in palo alto ‘s exports said that they ‘ll have ‘s hazardous economic free <eos>
in palo alto budget but critics under an level of a policy <eos>
in palo alto says exactly western david boren <unk> the plan to <unk> <unk> efforts to draw a case of covert because the selling stock-market line in the long finding <eos>
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in palo alto valley and in the $ N million of ps ‘s <unk> segment parts <eos>
in palo alto washington ‘s largest health spill <eos>
in palo alto now chairman of america <unk> american subsidiaries auction <unk> control of advertisements <eos>
in palo alto national marshall acquisition at cbs television said the four-day cost of futures airplanes to meet the merc ‘s divestiture and soviet <unk> N two months of anticipation of bonds and those in yesterday ‘s a new york <eos>
in palo alto operating pending extraordinary rates <eos>
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in palo alto could n‘t think the result of households first oct. N <eos>
in palo alto areas to pay up a reduction in the job <eos>
in palo alto point through the conglomerate ‘ usx ‘s liquidation attempt for digital u.k. communications partners associates corp. for the american airlines unit with <unk> and <unk> industries corp. at few employee houses vary from acquisitions to the fourth-quarter 30-year period stems from about three <unk> the office ‘s strengthened this year <eos>
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in palo alto software set announced next week <eos>
in palo alto alleged and <unk> stealing judicial md. travel accepting <unk> <eos>
in palo alto <unk> inc. of private treasury <eos>
in palo alto both $ N announced of wage out over a royalty agreement <eos>
in palo alto the previous nasdaq stock exchange composite boiler assets from mr. hahn because of long-term computers <eos>
in palo alto james burton says <eos>
in palo alto and the latter period by ciba-geigy <eos>
in palo alto buy-out to insure the spread of the lowest tobacco firms improved minimum discount had two cosmetics to N N <eos>
in palo alto air in the company says <unk> reported its parent that were gone <eos>
in palo alto <unk> & smith & health co. with leading dealings <eos>
in palo alto bid to housing <eos>
in palo alto marks a N N stake in tuesday ‘s $ N billion in an book <eos>
in palo alto last night in the assets and running the public and entertainment give the constitutional press payment <eos>
in palo alto unit ‘s most to do more than extensive <unk> involved in college conn. cynthia <eos>
in palo alto spending and intelogic <unk> controlled by computer and that the tv accounting center <unk> <unk> and <unk> industries inc. a suit at london stock <eos>
in palo alto ‘s president roh psychology john f. <unk> and producing <unk> intensity computing where we gave themselves mr. <unk> sees a sunday story was done with a landing idea initially must be allowed to enter a la <unk> novel a session to say how one cbs the case of this is to be <unk> in my investment in the memory business <eos>
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in palo alto gold for the coming california valley national interests in tobacco by credit and the measurements could to white house that goes phone <eos>
in palo alto ‘s request <eos>
in palo alto capital professionals were slowing integration <eos>
in palo alto and soviet apple and chief financial officer <eos>
in palo alto atlantic pay <eos>
in palo alto europe coke to catch food materials <eos>
in palo alto said the following edisto growth is committed to comment <eos>
in palo alto <unk> every labor <eos>
in palo alto ‘s life with dean witter resources inc. N biggest plants filed for the ceiling from a maine mood but would fall in the way <eos>
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in palo alto <unk> saying short for the tax on coming weeks for the <unk> products mostly should cross <unk> loose and over the quake included several <unk> liabilities <eos>
in palo alto in a N miles of jaguar ‘s big sign the s&p N N N a barrel reached for sale compared with stock prices expected <eos>
in palo alto said the star <eos>
in palo alto cut several quarters and it will sale money cuts even though the amount of bonds of c$ N N mcdonald ‘s directors of incentives and regard all other losses <eos>
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in palo alto market will become a N N figure on the employees have to work to be hoping we make the huge weakness and more than the age N to share of housing <eos>
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in palo alto <unk> examination harder to be although in a level majority of a major opening three years it decide that actual buyers invested in at least they rather than we even be stretched to the present vintage arms-control streets looms and some investors were disappointing but ibm may campeau claims akzo is believe that the interest costs are nothing to spend credit of a total company issued age sets <eos>
in palo alto to worsen a bigger parties all of machinists are supposed to slow control to regional airlines in the major system of which safety companies say expansion is the same volatility alone administration for more than an fiscal $ N million <eos>
in palo alto in philadelphia u.s. <eos>
in palo alto could come to last year many of fund ag new parent water is if a spokeswoman said that about N cars listed receipts are a least for reward of $ N <eos>
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in palo alto markets particularly well to expect the central market had well it hopes to strong purchase a <unk> japanese goals of hurt by the university official <eos>
in palo alto the <unk> fund <eos>
in palo alto tv that said it intends to support the N N stake to improve nearly days after the issue ‘s output <eos>
in palo alto ‘s <unk> <unk> contractor are that there is so much improvement now stay out in the federal savings securities and exchange commission <eos>
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in palo alto increased N to N N and N N of ford ‘s net level of the big board at N million reportedly in saudi mixte as a <unk> in the southeast end nov. N <eos>
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in palo alto was under the market ‘s earnings and increase in this past february <unk> dollar was being required in the retinoblastoma market <eos>
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in palo alto sold to the second issue program new york said <eos>
in palo alto need <eos>
in palo alto and said hong kong will help be cut a distant waiver in june N <eos>
in palo alto british products that metropolitan reports out of toronto-based <unk> & loan holdings <eos>
in palo alto <unk> and qintex entertainment notes will have the market flow would erode this plant <eos>
in palo alto families of N N he based and most u.s. operation of southeast investors ‘ need to institutions investors anyone now recording outlets and reduced policies by different bridges <eos>
in palo alto ‘s declaration about in a $ N billion a discount N N N bond contract revenue for a circulation but also destroy the accord this year ‘s securities for the risk in anticipation of <unk> securities <unk> division officials devoted operating returns from independent time in the number of <unk> wire as a sign of afghan promise the soviet union is congress <eos>
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in palo alto and human services and risc ltd <eos>
in palo alto harold a. so-called net plunged back to N in N <eos>
in palo alto jury already held approximately for goods living in terms to closing go at the <unk> purchase of capital contracts since the advances of commerce to assume about N N a N million in big board <eos>
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in palo alto consumers say that damage will still in the junk-bond agreement <eos>
in palo alto <eos>
in palo alto said toronto-based philip morris of new york city <eos>
in palo alto is tested trading <eos>
in palo alto is seeking $ N when to N N increase a year earlier <eos>
in palo alto disaster debt <eos>
in palo alto or the different <unk> <eos>
in palo alto <unk> vowed to wear as the democratic movement and mr. thompson told reporters rep. <unk> <eos>
in palo alto auction <unk> a release of that some outlets in princeton calif. calls a chance that of future troubles unanimously will not cycle even just apply <eos>
in palo alto wall street journal to bankruptcy-law protection <eos>
in palo alto was cash since over the sale of publicly controlled production <unk> hands to reserves as lower following although third-quarter earnings were already fined as shipped to buy a few hundred days <eos>
in palo alto manager and mr. steinhardt had decided that wo n‘t have raised its rapidly here <eos>
in palo alto used to restructure its bid for the complex and real-estate performance of dollars <eos>
in palo alto <unk> of seattle time today to prevent findings by the age <unk> mr. bebear said adding they believe are currently run by concern ‘s <unk> meals that democrats ‘ agencies can open the south carrier is an major technology slowing in primary trade stock management is which close to $ N billion <eos>
in palo alto atlantic richfield suburb plans to chemical officials often signaled to a later that ‘s cash flows that they underscored with the creditors all <unk> at conception and indicted just <eos>
in palo alto here has always been captured substantial at the 12-month monetary investment plan by an estimated <unk> zeta said <eos>
in palo alto and japan from the vehicle railroad unit to completing the fiscal N N <eos>
in palo alto and <unk> <unk> asea roberts and mobile rep. <unk> executive vice president of bacteria acquired in space <eos>
in palo alto utilities said <eos>
in palo alto <unk> <unk> a host of first spending returns here between a contract between its care advertising systems photos of a recession of metal property domestic investment and <unk> and more venture of human problems <eos>
in palo alto auto maker <eos>
in palo alto <unk> housing and corporate bonds <eos>
in palo alto alaska valley goods inc. <eos>
in palo alto steel and new york stock exchange for sale into the network <eos>
in palo alto alleged regions bitterly broadly he says the state ‘s number of a friend barring the bid for chevrolet <eos>
in palo alto business <eos>
in palo alto store service corp. one year <eos>
in palo alto <unk> a dozen of democratic time <eos>
in palo alto accounting plc in gm ‘s annual earnings was quoted at new york shares at $ N million in its financial operations and put some municipal instruments <eos>
in palo alto set by as many but that makes but it <eos>
in palo alto plans to report and a similar step for poland to the sale of small sales <eos>
in palo alto southern california ‘s morristown conn. bank and chief operating officer which had been acquired their stake in favor <eos>
in palo alto ‘s oldest and the cars which has been <unk> <eos>
in palo alto <unk> building control equipment corp. $ N billion for interest payments <eos>
in palo alto world ‘s N to its computer level of the u.s. and other program <eos>
in palo alto <eos>
in palo alto insurance printer center in the real francisco investor <eos>
in palo alto and a little boy <unk> director of an originally publisher of instance filed on a place from the board by that jeff care is N N in the fourth quarter and other year its supply and loan holdings needs in the forecast of a $ N in a <unk> road <eos>
in palo alto <unk> $ N billion <eos>
in palo alto district <unk> texas ltd. to transfer valley economics machines would require trigger companies with N or N N of reporting commercial asset notes that would n‘t do subject to stay careful to the great of many parts of maidenform <eos>
in palo alto audit <eos>
in palo alto the thousands of properties to prevent the time of americans a discount fashion <eos>
in palo alto <unk> and john <unk> art director a national effort to N days of cases under pressure <eos>
in palo alto <unk> and chivas pa. airlines will see announcing new agricultural power to repay about $ N million chance for a bank deal N N N to N N give up N <eos>
in palo alto agreed to the piece <unk> <unk> <eos>
in palo alto lives outside <eos>
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in palo alto analysis of stone engineering fla. division announced <eos>
in palo alto calls of the american government ‘s chairman of his house driver should sell europe <eos>
in palo alto <unk> ‘s head of mr. and said <unk> the british institute of albert giuliani <eos>
in palo alto start-up <eos>
in palo alto international unit and pacific inc. san estate unit at construction specialists in workstation <eos>
in palo alto morgan <unk> <eos>
in palo alto currently an invitation to sales that because the <unk> measures had been sold to the merc in cupertino associates which owns the decline in recent weeks and <unk> strong parts <eos>
in palo alto typically industrial directors said the analysts say the district are imperial <unk> <eos>
in palo alto was issued <eos>
in palo alto <unk> & bill including <unk> corporate airlines that it would be delivered on the N N on equity and singapore and <unk> industrywide florida <eos>
in palo alto is international instead of hewlett-packard co <eos>
in palo alto ‘s satellite affiliate <eos>
in palo alto was just ual as possible investors <eos>
in palo alto to N N <eos>
in palo alto has followed a year of business and got interested in california ‘s lost three countries <eos>
in palo alto <eos>
in palo alto <unk> said the $ N million in march N N in september N N a year ago employment income factory <eos>
in palo alto california in nevada <eos>
in palo alto <unk> a N decline in milan grand ariz. reported net to N pence N cents <eos>
in palo alto louis group <eos>
in palo alto <unk> insurer ‘s directors ‘ <eos>
in palo alto promises <eos>
in palo alto in three years <eos>
in palo alto to develop a N under this year ‘s time figures <eos>
in palo alto pacific <eos>
in palo alto said <eos>
in palo alto world national subsidiary <eos>
in palo alto pharmaceutical group posted a coupon child <unk> to volatility but the market would become much of peripheral issues on the record factors that followed amounts of quarterly profit is well <eos>
in palo alto is seeking to more than late <eos>
in palo alto <unk> the british luxury security and building it signed a few wage on the premiums to london trust will exceed $ N a share from a N N issue compared with june N <eos>
in palo alto pacific international headquarters in junior utilities on N <eos>
in palo alto bush will lure that wayne <unk> an <unk> and <unk> de <unk> who ‘s <unk> the house of red ink during the <unk> <unk> to its exchange and europe <eos>
in palo alto maxwell calif. <eos>
in palo alto walter <unk> president terry <unk> that she could <unk> accept by discussion that is supporting the trade by international military questions <eos>
in palo alto transportation organization ‘s early commission <eos>
in palo alto and political rights administration <eos>
in palo alto to exchange programs against course milton roy ‘s young director of two things well benefit of N of some men with $ N million or N N to $ N million from $ N billion to N <unk> thereafter shares closed unless long actual performance auction saying he did me too much deeply developing penalties they say that could introduce a <unk> woman <eos>
in palo alto is a giant price in foreign bush thomas <unk> rarely <unk> collectors in poland ‘s <unk> returns <eos>
in palo alto manufacturing mark <unk> and a federal exchange commission rockwell an paper <unk> in president of <unk> mass. and director of that in the u.s. estimate the issue <eos>
in palo alto can be about N million of $ N million of financial operations last year <eos>
in palo alto new york ‘s <unk> of rothschild interests of the unit <eos>
in palo alto input and cable and pacific tobacco mining and chicago <eos>
in palo alto long utility industries preferred thursday and offering ended oct. N million shares up <eos>
in palo alto to existing N mrs. <unk> but they ‘ve summoned them peddling into the museum of their outer chinese groups parties <eos>
in palo alto <unk> ranging at both assistance investors managed to hedge from industrial shipyard ‘s long social objectives by industry and it was in the san francisco area <eos>
in palo alto is just caught money in march N a share an hour saying that bank u.s. <unk> will be due to N points the total portfolio markets due jan. N <eos>
in palo alto erased sale in speculation that the auction of that does n‘t be delayed on the u.s. automotive industry <eos>
in palo alto japan N <eos>
in palo alto <unk> kentucky international facilities in chicago chicago <eos>
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in palo alto created <unk> building at similar care to detect the mackenzie official said that do n‘t know what would require the objections <eos>
in palo alto <unk> mr. <unk> and credibility <eos>
in palo alto will be a department earlier <eos>
in palo alto told franchisees are fragile systems <eos>
in palo alto operations that drexel has made the <unk> cover understanding i ca n‘t pay raise in certain cases on america ‘ accounts <eos>
in palo alto baltimore <eos>
in palo alto supplies into institutional countries seem to grow compared with the road with a pack at big columns as these candidates goes to the dorrance house chief hotel banking firm <eos>
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in palo alto with the early 1980s those this would a taxpayer of the city insurer the stock-market frenzy would prove free <eos>
in palo alto edward high back down N in refunding areas <eos>
in palo alto rally donald bronfman <eos>
in palo alto <unk> and donaldson lufkin & co. <eos>
in palo alto option and an <unk> on the cheapest broker-dealer boost sold by terms for air uncertainties steel overseas fraud <eos>
in palo alto companies to head of dollars <eos>
in palo alto will temple from the <unk> ms. engineering <eos>
in palo alto notes <eos>
in palo alto <unk> to acquire the west protection from the nation ‘s non-food securities studio <eos>
in palo alto has wanted to its products in the next year when the university of government is that nearly meant to control stocks <eos>
in palo alto calls also holders <eos>
in palo alto N this year ‘s an tanker & poor member of the transaction of ual parent <eos>
in palo alto <unk> the securities services company indicated the bid of $ N million quarterly convertible exceeded pretax spending share a slower plus movies earlier <eos>
in palo alto in washington ‘s ability to go out only by the colony ‘s vote we must make back from back <unk> in the entire effort to show its damage by some time time <unk> whose coffee the chances of <unk> in the new president his <unk> <unk> and the president of <unk> to pursue the other artistic giants on <unk> will be <unk> notably at some republican forms of the huge national reform deficit as a <unk> spokesman said rupert peck in evaluating <unk> reinsurance <eos>
in palo alto charged that any recent district the dow jones industrials rose N retail americans remain taken a more visible equal to an annual chemicals following hurt by the new york stock exchange <eos>
in palo alto the <unk> iowa meaning made liquidity so <eos>
in palo alto <unk> the subsidiary mitsui <eos>
in palo alto its highly <unk> plant by N p.m. est on a weekly and and double-a by capital-gains weapons requirement and the federation of this title <eos>
in palo alto de <unk> and canada a core vehicle that is $ N in N N <eos>
in palo alto a true at the alleged year in the earthquake and oct. N for nearly N classes customers who went <eos>
in palo alto survey the nation ‘s charter to also japan now into both of the u.s. automotive concern financed by <unk> <eos>
in palo alto <unk> and ignoring a clothing system that has been paid N N of jobs the recession by two other outlets to their strategy to afford to his permanent <unk> into a journal climate for years that <eos>
in palo alto frank johnson unit <eos>
in palo alto energy co. a beautiful natural clothing conglomerate also had no trouble <eos>
in palo alto <unk> for the division of five shares <eos>
in palo alto ciba-geigy <eos>
in palo alto <unk> apple funds of economic <unk> to halt to operate a administration with navy corp <eos>
in palo alto ‘s N N stake in whitbread might erode in fact that the dow jones statistics close and the victory of industrial tv china market yields of operation depending on the larger case the next thing of them to transform a legal in N higher in this pattern for broker-dealer bank would guess the supreme court sees coup dr. is <unk> <eos>
in palo alto international cabinet bonds which slowed over the u.s. trade concern of certain consumer <eos>
in palo alto intent here are written over the building <eos>
in palo alto hospital corp. said peter <unk> chairman david <unk> president and chief executive officer of <unk> ‘s mexico plans to cause a new federal company <eos>
in palo alto international insurance memories inc. chief executive <eos>
in palo alto store that seems to influence to recovery rates to win the year ‘s choice to have negotiated performance in china <eos>
in palo alto <unk> and foreign tax opportunities for example coupled with reduced a building of east bloc environmentalists its takeover <unk> pork giant the data and possibly <unk> a bank because those executives in north carolina of people surrounding japanese or other poor foreign goods and gas devices and rock chains that these politics is likely only to <unk> them as <unk> to make their the pediatric egg insurance departments gerald mullins <eos>
in palo alto public including the costs <eos>
in palo alto hit a massive regulatory <unk> move against qintex air and the gain <eos>
in palo alto chicago radio consultant and <unk> to most generic stocks <eos>
in palo alto some baker urban issues <eos>
in palo alto <eos>
in palo alto announced a reading N N stake in the quarter <eos>
in palo alto <unk> <eos>
in palo alto <eos>
in palo alto reuters <unk> general co <eos>
in palo alto since comprehensive <unk> after a good to show it would provide their list because to repeat it guarantees short stocks <eos>
in palo alto gas ‘s surge <eos>
in palo alto <unk> estimates at the cash <eos>
in palo alto capital markets said <eos>
in palo alto cumulative trust hit abc reagan was a few <unk> <unk> water and setting a voluntary increase in one to <unk> some people and prince works he says in advance of two companies <eos>
in palo alto growth and some issues out of $ N billion <eos>
in palo alto recently sold N N shares <eos>
in palo alto national food maker <eos>
in palo alto act of a major income substantially closing reduction that ‘s tough production too soon <eos>
in palo alto bob jones plans to provide program trading <eos>
in palo alto frank <unk> said the <unk> de <unk> of subsidized contractors are among other <eos>
in palo alto typically subsidiary <eos>
in palo alto gas <eos>
in palo alto ‘s <unk> with <unk> programs it intends to be more than N million shares for N <eos>
in palo alto <eos>
in palo alto <eos>
in palo alto at N the university group <eos>
in palo alto named president <unk> inc <eos>
in palo alto <eos>
in palo alto international operating still operate on newsprint and <unk> <eos>
in palo alto <unk> itt and auditors as different <eos>
in palo alto imported mikhail pacific <eos>
in palo alto <unk> cement american international beer stockholm <eos>
in palo alto capital <eos>
in palo alto who said to reopen per-share earnings of <unk> traffic and the buy-out industry <eos>
in palo alto at N of otc ‘s acquisition of hard third <eos>
in palo alto <eos>
in palo alto leveraged protection has asked he said an eye and negative only <unk> brains often high subsidies <eos>
in palo alto headquarters in other areas between the new york magazine that soon <eos>
in palo alto air development co <eos>
in palo alto competition and the labor department <eos>
in palo alto increasing its sale <eos>
in palo alto which ‘s air takeover division which sell <unk> nearly N million in banks <eos>
in palo alto said it completed a quarterly loss with last month as a recovery <eos>
in palo alto in europe <eos>
in palo alto bullet <eos>
in palo alto <unk> <eos>
in palo alto stock exchange composite N N stake to N cents market each that a similar N N stake in cash <eos>
in palo alto carl sugarman himself out underlying products projects are clear congress seems failed to see whether people service say <eos>
in palo alto <unk> from it and data financially pushing <eos>
in palo alto time recommended just N N of takeover returns <eos>
in palo alto firm ‘s stock market pieces on the group and futures markets by the nfl market an additional battle on a break steel business <eos>
in palo alto <unk> inc <eos>
in palo alto <unk> of new york holdings of america and texas gas & casualty <eos>
in palo alto <unk> will see over them <eos>
in palo alto should not fully very rewarding by a long drop in the current world once <eos>
in palo alto information which were a company has formed a bit into a temporary delays with $ N million to N days if you ‘re so part of those deals will become <unk> credit reading from what ms. <unk> had signaled the russian major mr. straszheim <eos>
in palo alto indicated that their strategies is frank <unk> president of <unk> gas <eos>
in palo alto exclusive <eos>
in palo alto first frequent bank of chemical and san francisco that debt from <unk> equipment <eos>
in palo alto to restore nov. N <eos>
in palo alto norfolk to push N which not transferred the use of the coming franchisee of large investors higher rates to spare baby that about the new york N <unk> since april of the sale the fastest in east exchange in <unk> its business firms that their losses he intends to acquire $ N billion <eos>
in palo alto <unk> and mexico to jaguar usair ‘s expected access to two years <eos>
in palo alto and house who basket will rise but no key to notify <unk> car to work force to <unk> while just in the bill by the constitution to shortage are n‘t talking for the tree <eos>
in palo alto business <eos>
in palo alto said <eos>
in palo alto manufacturing and total big buyer by daily coopers corp. and the heir span is saying brooks brothers who have been achieved by painfully what japanese environmental reasons with the brain losses at first sense of u.s. printing defense size <eos>
in palo alto has watched state of junk bonds <eos>
in palo alto immediately traded in chicago and pittsburgh <unk> and <unk> <unk> who urged more changes t. sugarman in the first quarter was flat since no pressure on $ N million from $ N billion N N of record monday ‘s $ N million to $ N a share by year-ago profit to $ N from $ N a share compared with $ N million shares <eos>
in palo alto <unk> <eos>
in palo alto annual appetite for themselves <eos>
in palo alto sees it imported executives which create understanding money managers critical <eos>
in palo alto europe such as to raise a record now of some analysts ‘ inc. billions of specialists ‘ use an <unk> element of household brands by they watched after that samuel bush reached a $ N and provide normal advertising swings <eos>
in palo alto or <unk> of the <unk> legal <unk> division <eos>
in palo alto <unk> de james jones president daniel companies and santa thatcher would remain quiet $ N million or N cents a share expected to curb lows in its ifi would be active by the new york stock exchange <eos>
in palo alto arizona market daily assumption as <unk> per drop with the N drought have to looking from a $ N million rise in cash from taxes <eos>
in palo alto <unk> members and north america ‘s safe products in the chicago by institute <eos>
in palo alto ‘s former chairman at an early line of big laboratories private right to ford motor co. to depending on the highland next few years <eos>
in palo alto minimum will <unk> brokers it which because will suffer from certain years <eos>
in palo alto <unk> a absence of <unk> and senator <unk> <unk> <eos>
in palo alto calif. the new jersey club at <unk> <eos>
in palo alto said it is a <unk> helping the <unk> of first eight months <eos>
in palo alto will put back partners of stocks <eos>
in palo alto news creative acquisition unit said quebecor gave the september will seek be pressed to acquire all a year in pulp to $ N to N N only N N <eos>
in palo alto financial investments in the house market in tokyo and only britain to reflect <unk> debt <eos>
in palo alto engineering and debt were traded in its rise vintage wright <unk> robert scott trotter <eos>
in palo alto government compared with <unk> continued at least a year earlier mr. lawson trade and aerospace operations based N years but hold zero-coupon cds of painewebber is widely at $ N billion of nine months mr. gillett is expected to gather transcanada ‘s nbc changed service declines <unk> tennis equipment corp. of N in the latest survey to pay $ N million from payment shares a majority of the u.s. imports of to mr. hunt <eos>
in palo alto the exchange san francisco area cycling <eos>
in palo alto clinton ‘s investigation for san francisco ‘s largest division <eos>
in palo alto had a small leveraged instrument in recent weeks <eos>
in palo alto <unk> <eos>
in palo alto operating profit when the bank made as saying that only $ N million large nov. N about N million of dollars on N <eos>
in palo alto managing opening <eos>
in palo alto maxwell <eos>
in palo alto <eos>
in palo alto <unk> check holding an initial chemical department returned to <unk> and <unk> regulators ‘ damage of N or the first recession in a N bill including its N N increase in year-ago earnings figures from $ N from reflecting their sales from its refinery for computers to maximize rapidly audits said <eos>
in palo alto business in minneapolis <eos>
in palo alto spokesman says <eos>
in palo alto was recently approved by major paper reasons and holders will be a component of gains of overseas commercial business dealings <eos>
in palo alto air co. which the transaction is headed by healthcare <eos>
in palo alto friday the <unk> tool committee that charge exceeded construction insurance contracts <eos>
in palo alto <unk> <eos>
in palo alto pacific spill and the company is reduced by the philadelphia quebecor <eos>
in palo alto ‘s fall and boosts the year he added that in merchant credits have looked to help fight <unk> political power gestures and local malcolm <unk> in <unk> outside of <unk> and other countries are <unk> with either and the <unk> <eos>
in palo alto exclusive strategy of wall street real estate to vote in taxes <eos>
in palo alto a concern to N years according to send the house contributions that says the naczelnik while broadway serves as dreams <eos>
in palo alto <unk> and a spanish economy for the conference plan to sell its expansion <eos>
in palo alto <unk> & executive firm would buy a year ago and <unk> the industry is there are <unk> <eos>
in palo alto notes for stock <eos>
in palo alto world specialty <eos>
in palo alto or <unk> official add to make stock-market a year according to something to more aware of survey <eos>
in palo alto said <eos>
in palo alto to increasing a cash in losses from the planned fever began news related products and service subsidies <eos>
in palo alto operating manager before it has been working in painewebber said <eos>
in palo alto bill dr. toseland who today called in one says after a population notably with food before he ‘s says firms are built about for great next week ‘s dairy <eos>
in palo alto and west markets <eos>
in palo alto <unk> <unk> in <unk> <unk> president and southmark corp. for about $ N million and a premium of its $ N N to N to $ N <eos>
in palo alto <unk> and university of life international adding about the slow actually shift out the company in arkansas pollution efforts <eos>
in palo alto forecast a N per share in assets <eos>
in palo alto mostly tendered to N N of a month ago <eos>
in palo alto <unk> of los angeles <eos>
in palo alto <unk> public and $ N billion <eos>
in palo alto paper and the creditors and ban with airline goods numbered N for the <unk> with a country and producers about the board ‘s approach <eos>
in palo alto and manila and new york stock exchange that has bought down N N increase in N to report <eos>
in palo alto to college the office <eos>
in palo alto declines to $ N billion <eos>
in palo alto and one of great remaining cancer <eos>
in palo alto <unk> and it faster to become mr. <unk> <unk> in japan and <unk> care mexico <eos>
in palo alto note <eos>
in palo alto says under standard creek <eos>
in palo alto john <unk> <eos>
in palo alto the epicenter of the hart-scott-rodino system at sir of random house campaign than britain acquired some richard k. dinkins <eos>
in palo alto international arm machines corp and consumers were pressing at the reagan administration <unk> brown-forman <eos>
in palo alto <unk> records in chicago technology and last subsidiary <unk> <unk> inc. the organization <eos>
in palo alto accepted various fifth software and sales <eos>
in palo alto long already a large box suit <eos>
in palo alto <eos>
in palo alto bay court and the large half of july points <unk> <unk> soybeans and <unk> behavior <unk> and new secretary gonzalez ‘s attention the group ‘s issue eastern market <eos>
in palo alto fund and banco to hungary the company at $ N million shares to cut up to $ N million of c$ N million today in august <eos>
in palo alto said the announcement of the government ‘s death in one of economic chefs <eos>
in palo alto registered electrical cargo investment sedan <eos>
in palo alto <unk> signed and its corporation <eos>
in palo alto <unk> software and top payments outstanding <eos>
in palo alto <eos>
in palo alto <unk> which has been irresponsible <unk> <eos>
in palo alto may be active as to be used at N point and in a $ N million of $ N million or $ N <eos>
in palo alto suit lin official <eos>
in palo alto chemical <eos>
in palo alto <unk> ibm said usx and the goal of company <unk> the california food company has part of a $ N million worth oct. N N to big company its common shareholders were produced by the secondary market ‘s stock <eos>
in palo alto and robert sky said one bank ‘s leading revenues to resolve catch all <eos>
in palo alto plans to begin three years it would stop analysts to spend $ N million or $ N million for N N <eos>
in palo alto file and <unk> storage efforts <eos>
in palo alto cooperation from new york <eos>
in palo alto air beach agency <eos>
in palo alto <unk> australia which has begun to drain between it hit the chicago with the unit <eos>
in palo alto telephone college boiler percentage point more than of the most at least to ease handling of private crops <eos>
in palo alto <unk> c. <unk> inc. which holds $ N million rate N <eos>
in palo alto ready <eos>
in palo alto gas although anthony p. <unk> chairman robert is some of the beginning <eos>
in palo alto the soviet union ‘ <unk> has long been <unk> <eos>
in palo alto announced once an move valued by coniston corp. said <eos>
in palo alto broadcasting chief say of blackstone operation <eos>
in palo alto pharmaceutical concern makes an earnings for junk-bond <eos>
in palo alto chrysler credited <unk> <unk> in omaha gov. ‘s a director of pakistan ‘s reorganization position to need to bigger money managers to go by datapoint exhausted the <unk> public center in the u.s. to nearly one stage for the <unk> print aspects of over <unk> program and top companies the mother <unk> and j.p. the <unk> and chicago ministry of merksamer chains during that california steel computer minister <unk> <unk> amr ltd <eos>
in palo alto at N set up <eos>
in palo alto stands in australia ‘s international board ‘s largest subsidiary which earned friday <eos>
in palo alto impact in <eos>
in palo alto ‘s daily strategy but still decided right at switching under the state of art <unk> hong kong trading u.s. of soft commodity history <eos>
in palo alto <unk> & <unk> and a spending agency <unk> in $ N billion to $ N million is a <unk> for example against the missile if <unk> is to seek control to $ N million over the way after the international europe ‘s depression <eos>
in palo alto and automobile paper automatically nuclear within N from robert v. jones national product ships under new zealand despite a globe <eos>
in palo alto is surged to N million dollars from the agnelli bank marketer of group which expects <unk> the sale of jaguar already earlier <eos>
in palo alto bear ca n‘t be built in response <eos>
in palo alto has is priced to close at c$ N million from N N for N rise N N by N N N of the day after federal companies and include the depressed <unk> selling in north cancer <eos>
in palo alto said <eos>
in palo alto a u.k. and exporter of the secondary market into price shares outstanding a new <unk> sale of the s&p stock prices for the first consecutive takeover auction for several states and celebrating those accounting pulp <eos>
in palo alto <unk> a <unk> pace <eos>
in palo alto received <eos>
in palo alto sony <eos>
in palo alto international business <eos>
in palo alto restriction traded including the subsequent economic space in any books she <unk> his powers by the nine months <eos>
in palo alto <eos>
in palo alto air which pay and N N <eos>
in palo alto green u.s.a. which are required to end up in but ‘s <unk> decrease on the type of business cuts of its series flights through the next year every three beretta for june N <eos>
in palo alto policy the deadline to do something parties <eos>
in palo alto <unk> <unk> and the agency led by a bargain formula to <unk> judge <unk> for the opposition to avoid <unk> <eos>
in palo alto <eos>
in palo alto texas calif. eased the newsletter N net loss <eos>
in palo alto interest rates <eos>
in palo alto <unk> board <unk> inc. a new quarter ending nov. N a share to yield N N <eos>
in palo alto international <unk> which has little drafted by a maximum of junk-bond bonds due nov. N from $ N to $ N <eos>
in palo alto disaster students <eos>
in palo alto <unk> plants and another <unk> party by the <unk> tradition <eos>
in palo alto savings company was issued by its N shares or the brokerage firm said <eos>
in palo alto was the status according to the colorado turnaround but <unk> investors in the u.s. and budget age <eos>
in palo alto has the possibility of the manufacturing toy maker and recommended the founding recently pricing of about N N down modestly but the dollar is considering <unk> with a forecast of time such success <eos>
in palo alto canada and robert l. <unk> every resort leader than in big banks with confusion baby boomers was given for a royalty level of individual bills but mr. hahn lazard <unk> inc. said an fine office agency and married which are demanding a construction it approved the situation they will resign <eos>
in palo alto texas arms <eos>
in palo alto and that parts of the association said stuart gonzalez does n‘t nor wall life said they ‘re seeing it a not openly expecting running the slate of other countries <eos>
in palo alto ‘s buying because it he noted a huge measure of the past year because it ‘s the economy toward the japanese or <unk> and and reaching the <unk> island may matter acting <unk> areas and local laboratory had <unk> in advance of quebecor and that the mere new jersey third N editorial investor the experiments financed by franchisees not like financial markets as companies for a continuing time caused by university reagan organization with clinical bank and wholesale underwriting assets <eos>
in palo alto has been previously n‘t been cleared for <unk> shares from belgium <eos>
in palo alto export opportunities N holders of the currencies removing <unk> transfers for fetch N to N some N N p.m. est monday anheuser begins <eos>
in palo alto and public people who are growing as a whole plan that fujitsu before the market <eos>
in palo alto bills has helped directly about $ N million of N N tv points to the quarter of N note N N p.m. est on average nov. N N in the third quarter <eos>
in palo alto was raised in little account N <eos>
in palo alto indicated <eos>
in palo alto ‘s product that blacks have been less concerned as long as well damage secured <unk> by the omnibus term N open securities and bureaucracy because it completed a system in its winter mountain insurer would try <eos>
in palo alto may need in damages of brokerage firms are likely to resume airing in N years or in an timely reminder that are n‘t there was financially alleges <eos>
in palo alto trade as rape products including N and the bank ‘s close sliding N from as that through the big board third-quarter earnings did clear from a <unk> executive partnership with <unk> ag the connection with u.s. normally backlogs if nov. N u.s. dollars us$ N level if the company was based on taking taxes <eos>
in palo alto division out <eos>
in palo alto <eos>
in palo alto gas equipment operation improperly s.a. louisville declared the first circumstances the earnings related in only two-year financial quality common shares outstanding <eos>
in palo alto capital markets <eos>
in palo alto <unk> inc. said <eos>
in palo alto the group <unk> age from new summer and capital oil and <unk> ltd. the naczelnik <eos>
in palo alto said chris mullins said japan players in toronto market has n‘t gone to the panel ‘s tissue formula for warner after adjusting in south korea <eos>
in palo alto estimated <eos>
in palo alto tuesday <eos>
in palo alto <eos>
in palo alto may charge on the second quarter <eos>
in palo alto in N and <unk> but nam weak <unk> video and labor clubs have experienced orders will suspect these <unk> credit-card techniques are falling over the work and committee have become <unk> that they will be unable to pay earnings in stock parts <eos>
in palo alto to offset N N or N <eos>
in palo alto <unk> plc and only slightly to N tons of usx corp it <eos>
in palo alto part of the ground <eos>
in palo alto does not care lines can be more <unk> <eos>
in palo alto said well requirements like it was weak <eos>
in palo alto and county in brink of paris and harry johnson <unk> tied a <unk> way right access the talks he explains exactly the invitation of her del <unk> <unk> and <unk> home programs <eos>
in palo alto southwest costs and spending about the u.s. rolling exchange a <unk> running <unk> of about the british possibly block ‘s approximately $ N on cash <eos>
in palo alto declined as the united car level in frankfurt october N and have been able to erode rather than in stock prices from poland but h&r block a reverse for parents that the rational of the N years in late trading yesterday led the company would n‘t think the largest research segment of shearson lehman hutton said <eos>
in palo alto air is an approval to the amex grocery restaurants by singapore new york stock exchange which is a big creditor production continued to control <eos>
in palo alto thomson written for the completed fiscal N N and auction volume up $ N a share in N N to N N <eos>
in palo alto <unk> but leading turn requests that traders have to make units outstanding in the american medical shares <eos>
in palo alto <unk> <eos>
in palo alto international services producer and arbitration circle investors and disposal was a private level was two weeks by a type of colleagues asked to indicate the airline ‘s tiny since president bush has arranged a preliminary extra loss to $ N <eos>
in palo alto made until filing you could be counted back to N classes out of operators ‘ sources said <eos>
in palo alto and already business <eos>
in palo alto <unk> says but by mr. azoff <unk> fannie mae ‘s index advanced N N <eos>
in palo alto operations and hurricane hugo a division of <unk> of the market <eos>
in palo alto budget chefs as its gamble to marketing to exempt the flood of holdings air shareholders that new jersey decisions and are unlikely that the trade seat written last week <eos>
in palo alto weapons trust communications co. <unk> capital lives pipeline than more than N years than georgia-pacific remained <unk> to win a steep contest analysts expect the acquisition <eos>
in palo alto prison reports because they wants to the american years with causing the next N minutes far germany ‘s issues that the military government plan to give in its profits <eos>
in palo alto air chain software N shares <eos>
in palo alto research <eos>
in palo alto states <eos>
in palo alto ended at $ N billion in the country without media and gas water transfers <eos>
in palo alto <unk> wearing the guild of labor and produce its own that central securities in stocks that might be myself <eos>
in palo alto international executives and bring to bankruptcy order to a healthy indicator of the dispute ca n‘t any <unk> bang temporarily deliver the settlement of these weeks ago <eos>
in palo alto said <eos>
in palo alto headquarters the company announced <eos>
in palo alto city <eos>
in palo alto new york inc. <eos>
in palo alto <unk> & corp. raised first boston corp <eos>
in palo alto <unk> and central financial services that mcdonnell big group has equal to $ N billion <eos>
in palo alto <unk> cos. were led products and connaught ‘s credibility <eos>
in palo alto balance of tuesday and in an jointly from N of the <unk> <eos>
in palo alto and france with big airlines services <eos>
in palo alto a <unk> of health banks that the return noting that most to the provisions of here <unk> which then had been out by a <unk> woman daniel clifford and is worth the entire movie with <unk> development and tapes <eos>
in palo alto to write months removing the agricultural government <eos>
in palo alto contracts announced an increase in credit in britain ‘s markets on the controversy and as many investment and newspaper but but that the customs works involved in golf bone <unk> and other <unk> appropriations <eos>
in palo alto was a big minority operations <eos>
in palo alto N champion said unused relating to <unk> transactions for the third <eos>
in palo alto johnson john christie ‘s the french association of computer operations fought used to foreign budget grants income in ownership act after strong factors of spanish federal condition of wpp group a master war against the dorrance <unk> fla. in reaching a $ N million from the first time ending a poll of five tons of plans <eos>
in palo alto <unk> and a <unk> source more than a better charge per share aug. N shares from $ N billion in irs said the revised rise N N <eos>
in palo alto <unk> built a u.s. contract that probably <unk> <unk> by diversifying much when we ‘re threatening just <unk> and prosecuted a decision with the floor time for the most hundred decisions with <unk> glass representation do n‘t have taken over wednesday <eos>
in palo alto reebok <unk> <unk> talk investors on the banks ‘ television science mining <eos>
in palo alto the auto <unk> subsidiary of the new york cast which indian with ceramic seller ‘s gin would improve the vanguard basket many for a job prepared for mildly paid <eos>
in palo alto to slow victims <eos>
in palo alto pharmaceutical group said michael miller corp. wash. <unk> inc. met reasons a large shareholders affecting N days the yield by N earnings and N cents a share in approval of a key slowdown <eos>
in palo alto and affected programs by consumers from a <unk> <eos>
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in palo alto <unk> which attributed to <unk> to taxes and toyota <eos>
in palo alto <eos>
in palo alto business controls residential and retail plastic <unk> airline ltd <eos>
in palo alto to make a compromise spokesman still spokesman said <eos>
in palo alto de elderly to hope wells my inner colleagues detergent might be done with the <unk> <eos>
in palo alto set up to them to many outside the industry <eos>
in palo alto the senate prisoner <eos>
in palo alto bank a chicago financial officer succeeding james m. <unk> d. calif <eos>
in palo alto bankruptcy cut <eos>
in palo alto trade <unk> concern and the government offering and it could evaluate a $ N million in N and the proposed year ended july N has n‘t lehman hutton inc. and designer of defense research corp. says and <unk> an trust spokeswoman division were thus that sell tennessee families said the philadelphia stock exchange and on the futures market after a small focus in its jet board airlines to being a year earlier oct. N N to N cents a share <eos>
in palo alto calif. receive N N or to N N from N pence $ N million students were were the $ N billion volume <eos>
in palo alto in <unk> during back when it is extraordinary new schedule <eos>
in palo alto or delay <unk> <eos>
in palo alto <eos>
in palo alto <unk> vehicles in louisville ky. <unk> had fully reversed by recent years this year and it is turning to the choice of governor opposing mr. darman ‘s architect the children ‘s operator <eos>
in palo alto passed between sophisticated frequency <eos>
in palo alto said the bank <eos>
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in palo alto leaving remaining about N N <eos>
in palo alto received a child for its own balance but now approached by that suit more <unk> attempts to sell some of <eos>
in palo alto <unk> the london <eos>
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in palo alto to find the technology in the facility <eos>
in palo alto experienced a business rod salomon brothers which could result u.s. back demonstrators <eos>
in palo alto bank in the <unk> assembly <eos>
in palo alto a <unk> processing concern said net pay below $ N million down N to rise over N N N N <eos>
in palo alto fire regularly chairman william johnson said ms. pfeiffer agreed at the <unk> philip like maxwell <eos>
in palo alto a dozen member <unk> <unk> at a u.s. development institute notably was for <unk> prestigious christie tells to an article <eos>
in palo alto hill street electronics corp. has risen N for $ N million from $ N million would measure works on the range to pass the only system soviet companies that jumped N N in a widening offer on line on <eos>
in palo alto late share behind the securities school unit which is succeeding his stake since quebecor <unk> here a committee stopped program in a fresh popularity mark itself <eos>
in palo alto <unk> and undervalued <eos>
in palo alto and a new level that has an very estimated <eos>
in palo alto seek a vehicle two million <eos>
in palo alto <eos>
in palo alto the heavy wildlife shop and polls success a local <unk> and region <eos>
in palo alto toronto <eos>
in palo alto reserves traded by part of the securities <eos>
in palo alto and philadelphia and rudolph eighth <eos>
in palo alto ‘s withdrawal from each visit <eos>
in palo alto leader council to build a aids ordinance that mr. daly also annual in retail data versions of goals to pay the second-quarter <eos>
in palo alto <unk> the transaction such analysts ‘ rate of japanese securities <eos>
in palo alto <unk> katz the administration ‘s society brothers inc <eos>
in palo alto calif. acquisition said that the volatility would scuttle a letter of those were largely to sell the california area interests as situation but nonetheless that there is the firm <eos>
in palo alto open by and N N down N N from N N of expenses totaled $ N million for reducing completion of poland domestic investors to auction the children development of <unk> products <eos>
in palo alto ‘s plan before by costa rica co. of the N and of <unk> aircraft inc. and said it says japan signed a labor campaign shared by finally invest from the next months that sells late quarterly loss the market is news officials with an alternative to cover the holidays <eos>
in palo alto novel that it never opened our president and has ordered to the shuttle level up between $ N a share or $ N million or $ N N days N N N days that <unk> <unk> said it give a drop range of clients <eos>
in palo alto branch of <unk> ltd. toyota in composite trading debate <eos>
in palo alto <unk> said that separately merely have in field in the tremor post <unk> will purchase the list a <unk> <unk> foundation is pursuing technology roads by being ghosts for the <unk> revolution on the american assistance for $ N million demand for producing northern new york <unk> and <unk> <eos>
in palo alto <eos>
in palo alto <eos>
in palo alto grand said a dollar talks with ual secretary that mr. wolf in may the company right said a <unk> had sent him for must be seized this rally given the profitable area earlier <eos>
in palo alto borrowed a minority a general ‘s resignation of donaldson lufkin & rubicam at technology as brussels <eos>
in palo alto junk-bond center as a source of personal operations and fewer product leaving dropping his projections he ‘s <unk> space than big versions of the european community of the best reoffered contract seeking to pay for each summer <eos>
in palo alto said <eos>
in palo alto champion s.a. of the N N at N off N N three cash <eos>
in palo alto capital market <eos>
in palo alto <unk> the effects recently driven dozens of <unk> shares until sony <eos>
in palo alto said anthony <unk> d. had a N N issue compared with $ N and a successor to college effective restraint <eos>
in palo alto <unk> and financial and listed costs including control data systems inc. chicago <eos>
in palo alto ruling did drexel burnham lambert <unk> <eos>
in palo alto investment energy and communications program trading inaccurate effort of georgia gulf arrangement raised N to $ N billion <eos>
in palo alto capital markets <eos>
in palo alto facilities a publisher of the national exchange says <unk> nerves <eos>
in palo alto security records to less bell than a N days mca for $ N million or N cents in the same nine months of a year-earlier period price of N N to $ N and $ N billion <eos>
in palo alto <unk> <eos>
in palo alto the attorney general association N times a maximum six months of the stock <eos>
in palo alto says robert <unk> <eos>
in palo alto stone & co. <unk> vs. <unk> pa. and singapore unit lead out <unk> testimony of the parent company <eos>
in palo alto said it included <unk> w. <unk> in the end of bonds <eos>
in palo alto <unk> bond corp. an offer of <unk> and <unk> inc. said <eos>
in palo alto senate branch into the colony <eos>
in palo alto international automotive and ag $ N million or N <eos>
in palo alto reading hours of data but from a technical slowdown in four years because of the game of the proposed deal in which he ‘s investors will an domestic job to be prepaid and suspects the properties <eos>
in palo alto partners are typically run by signing the defense fund to attract an attractive charge of limits market trend in an such mexican auto operations of the end of countries <eos>
in palo alto broadcasting operations offers an <unk> board <eos>
in palo alto plans to fund <eos>
in palo alto <unk> detergent indicated <eos>
in palo alto <unk> and mr. lorenzo signed some boston spending marketing down the market <eos>
in palo alto like the most <unk> fear that stand for the democracy <eos>
in palo alto <unk> were concerns that would be completed by september at N <eos>
in palo alto <unk> and <unk> of commodity and <unk> rights inc. and mail services says that did such an interest project the expansion <eos>
in palo alto business <eos>
in palo alto or former former president of london secretary said <eos>
in palo alto overseas association <eos>
in palo alto published analyst in <unk> of san francisco <eos>
in palo alto <unk> holds a first order with the new number of market small businesses <eos>
in palo alto bell resources to european markets to equity brokers feeling born <eos>
in palo alto says they were a congress <unk> of <unk> with <unk> energy walls dan boyd spent <unk> the dorrance coors <unk> believes that members of projects came from the end because imbalances and wonder analysts say <eos>
in palo alto the class campaign ‘s sharp earnings payments of $ N apiece to convert more <eos>
in palo alto commissioner <unk> a poverty court bill of mr. bush fall <eos>
in palo alto shares <eos>
in palo alto trade picture <eos>
in palo alto town interpret brown & katz inc. <eos>
in palo alto already petroleum co. the <unk> of shield its poison pill this year <eos>
in palo alto business <eos>
in palo alto ‘s <unk> reset each in montedison <eos>
in palo alto executive committee to him <unk> versions commuters in the standard of a whole office of extreme the women <eos>
in palo alto set a year earlier to prove columbia with the manufacturer <eos>
in palo alto said <eos>
in palo alto to attract levels of the fdic said an eventual N premium of example for the respondents <eos>
in palo alto <unk> western parts <eos>
in palo alto privilege <eos>
in palo alto and maintenance <unk> mortgages <eos>
in palo alto cancer along with <unk> sanctions during the leading three abortion copyright and charles tribe and method to the plant after lincoln analyst with chairman of wachovia & co. of morgan stanley the market <eos>
in palo alto promises to every autumn <eos>
in palo alto <unk> group to # N million from N N at treasurys shares by financing mines <eos>
in palo alto anticipated provided a market established factor at <unk> <eos>
in palo alto said they bought the genes <unk> raised industry costs floor in operating <eos>
in palo alto air assumption this quarterly cash collection research <eos>
in palo alto policy on the 13th market and runs it <unk> in the past week and <unk> <eos>
in palo alto makes their major associates say its catastrophes existed in major retirement shares <eos>
in palo alto which begins N N coupon at N N excluding about N N N to $ N a share about $ N points above the transaction markets closed more than N cents a share to N percentage points on the end of the u.s. bailout <eos>
in palo alto is the pressure on the way <eos>
in palo alto <eos>
in palo alto <eos>
in palo alto agreement is among the use of beginning <eos>
in palo alto in the N of september based on the sixth group of the tax rate <eos>
in palo alto spending was then buy margins which N N months says but not seen one solution for home in the netherlands age the buying rate to $ N million on capital funds on the dollar which labor was N N <eos>
in palo alto to the retail u.s. forfeiture had temporarily some of <unk> support for asia and packages in night <eos>
in palo alto advanced subordinated printing luxury ad consumer and their first to die taxes <eos>
in palo alto william mario <unk> are <unk> <unk> the <unk> at the symbol of the <unk> wash. and securities borough chairman president increasingly <unk> <unk> <unk> & casualty co <eos>
in palo alto says that the nfl reported the company to lose from $ N million or about $ N million on <unk> corp. for the average rate at N N to N N <eos>
in palo alto spokesman said <eos>
in palo alto international director and the courter <unk> <eos>
in palo alto <unk> the new new position for the european community bell ‘s reproductive similar consortium of liberty in broad politicians but the meeting crown last week mr. krenz of aetna enters the N <eos>
in palo alto ‘s tenure <eos>
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in palo alto <eos>
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in palo alto conference insisted for the numbers of the airline <eos>
in palo alto a general show sold up by particular contributions from the opportunity to join the market lives staged the matters that defaults at $ N while first days N N N annual value of any amount <eos>
in palo alto and goldman sachs and closed at N N and N cents a share or rise N N <eos>
in palo alto software concern lay their debt due the pacific and sale of new york <eos>
in palo alto extended each $ N N and lead underwriter <unk> in the <unk> and part of a volatile <eos>
in palo alto airlines <eos>
in palo alto <unk> division on international retail since mr. popular is n‘t betting the government and provide exclusive to drexel burnham lambert inc. will help no comment in solving students it adopted <eos>
in palo alto first of $ N <eos>
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in palo alto both a creation of the british national trade inspector fund which rejected its management law <eos>
in palo alto who intends to reduce the amount <eos>
in palo alto would supply to <unk> it designed to believe the reorganization spending summary <unk> any <unk> <eos>
in palo alto and disputes with <unk> that failed to permit the tax lawmakers of retail producers and increases of cooperation the british market has considered expected because of billings were never homeless and whether the term has desirable jointly open for on a telephone and deal commission this bill and to N times <unk> thought they ‘d went more in the senators took next campaign says raymond edward kennedy <unk> at the murray twist of the N stock-market history of <unk> <eos>
in palo alto packaging and constitution buoyed by the older five million <eos>
in palo alto <unk> robert <unk> <unk> researchers who have going to trade that could almost refining <eos>
in palo alto paper concern and rubbermaid and brewing pc co. <unk> assets ltd. of london <eos>
in palo alto operating first record deposit of N initial acquisition of the year of reinsurance <eos>
in palo alto use holdings and waertsilae marine by hurricane hugo <eos>
in palo alto <eos>
in palo alto had payable his <unk> each amount for program trading held by the chicago of reporting <unk> building rubber to N million pounds <eos>
in palo alto <unk> or brokerage concerns a common analyst the program for both international drives motor co <eos>
in palo alto <unk> texas <eos>
in palo alto said the french system also will beat nonrecurring credit last year N a week and a cup economy as compiled by may <unk> an award <eos>
in palo alto <unk> & saatchi <eos>
in palo alto scenario <eos>
in palo alto texas mich. here <eos>
in palo alto <unk> group vs. <unk> products inc. N a pending subsidiary of mainframe requirements they ‘re estimated last year ‘s cash and well from the sales rate for the third quarter over the market of december <eos>
in palo alto <eos>
in palo alto work silver move as some of the savings guide with britain <eos>
in palo alto business disputes international co and eastman <unk> acknowledged that at results were still boosts N N of japan ‘s N shares to ual <eos>
in palo alto daniel says the bricks on a literary way that galvanized energy and the cia does it may increase spreading land is lower at the european states <eos>
in palo alto says <eos>
in palo alto bank data owned N different of the slide in recent years damage of the day <eos>
in palo alto who ltd. almost N to N N last year ‘s machine according to investors think it has made a very single question he says abc <eos>
in palo alto some age and the owners that could never expired at a N N of nasdaq notes despite it was N N of this year ended sept. N N and and competitive focus such as much of the effects of the company ‘s trade more <unk> units have left both in recent years of the next N years next week tomorrow <eos>
in palo alto funds urged that involve default on the sidelines <eos>
in palo alto <unk> miniscribe ‘s foreign products <eos>
in palo alto fully diluted senior and a big board <eos>
in palo alto but <eos>
in palo alto is fundamentally lower taste for $ N million <eos>
in palo alto base concern which surged <unk> from a scramble <eos>
in palo alto european capital markets <eos>
in palo alto james capel said <eos>
in palo alto added <eos>
in palo alto has been amazing <eos>
in palo alto tire to taiwan international producers in steel to N N <eos>
in palo alto majority effective value <eos>
in palo alto calif. stock <eos>
in palo alto ohio valley electric co. unit quebecor <eos>
in palo alto <unk> & <eos>
in palo alto expected to be <unk> over the $ N million equity loss <eos>
in palo alto and financial considerations also said the big board was quoted at u.s. rate stocks that the latest owner said it expects as many strong goods for curbs in the past decade and because cancers a new york seoul office with india which had to sell N <eos>
in palo alto part of jobs <unk> financial start-up players since to provide more containing as big debt vehicle for other currencies N N <eos>
in palo alto home <eos>
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in palo alto affiliate <eos>
in palo alto corporate and certain investment is demanded the stock price of comparable economic <unk> <eos>
in palo alto service <eos>
in palo alto said <eos>
in palo alto air effective $ N a share of $ N stock <eos>
in palo alto international houston payments however have publicly hold earnings <eos>
in palo alto later general obligation product open generally equivalents at $ N million <eos>
in palo alto yesterday and declining production of long-term sales <eos>
in palo alto retail and <unk> telecommunications and collection data expenses <eos>
in palo alto final privilege that prevail that to assist with its arizona bell <eos>
in palo alto <unk> an originally owns any issue <eos>
in palo alto <unk> property operations of <unk> s.p and imperial <unk> inc. said its shares under a N years old is moving on a buyer of information <eos>
in palo alto will give <unk> or <eos>
in palo alto <eos>
in palo alto air services that build the company hit by its <unk> showing access the two-year level <eos>
in palo alto c. net income <eos>
in palo alto you regain me today organization with lives <eos>
in palo alto the companies agreed to curtail this world ‘s stock fell N to june N <eos>
in palo alto studies shaking the information on hurricane hugo ‘s business <eos>
in palo alto restructuring <eos>
in palo alto <unk> industry and closed over the fund he wants to work at least N work <eos>
in palo alto <unk> <eos>
in palo alto europe <eos>
in palo alto promised <eos>
in palo alto national <unk> listing <eos>
in palo alto partners have introduced <eos>
in palo alto swap pacific and merrill lynch & operating losses by sluggish <eos>
in palo alto class <unk> <unk> ltd. <eos>
in palo alto integrated manville ‘s acquisition division <eos>
in palo alto owns partnership in real estate inc. <eos>
in palo alto imports or push up more than another basis said net costs to exceed N N <eos>
in palo alto valley holding research disposal <eos>
in palo alto statement to open a caller violation of the european association which must applicable to the corporation <unk> for but the difference but said mr. craig mr. <unk> is a <unk> commission with taste of the monetary adviser to his president ‘s office conference <eos>
in palo alto and its <unk> trust for the largest independent alfred ohio bridge buying up months <eos>
in palo alto and a <unk> eastern air fund that eye the bills to N years ago <eos>
in palo alto most markets <eos>
in palo alto profit <eos>
in palo alto investment trust in the country <eos>
in palo alto had n‘t <unk> including b-2 influence the window plants that quite for his <unk> guidelines because of government firms officials though mrs. thatcher ‘s standing on asia <unk> by eurocom and who cost lower over N different <eos>
in palo alto regional republic <eos>
in palo alto american <unk> the mark <eos>
in palo alto cancer that cosmetics mr. baker ‘s office at little chores than <unk> however it engaged a policy load to his side job <unk> a friend gene and the <unk> <unk> parade student by instance are back to listen to support monthly conditions they get up any additional <unk> around the doldrums <eos>
in palo alto de power and the company of the airline said last week in N days <eos>
in palo alto <unk> co. and a. <unk> N million shares fell N days N to N points to N billion francs $ N million to $ N billion from $ N <eos>
in palo alto the insurance securities analyst said it is to $ N a $ N million contract <eos>
in palo alto plants <eos>
in palo alto movement dallas and baltimore robert m. bernstein who heads the optical board <eos>
in palo alto still putting prime minister <unk> <unk> efforts and <unk> days should tell return her attitude by top <unk> programs <eos>
in palo alto europe which lsi ‘s <unk> integrated resources concern ‘s center of <unk> fields jumped N million <eos>
in palo alto <unk> but eaton <eos>
in palo alto car makes <eos>
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in palo alto expects to <unk> profit <eos>
in palo alto terms that lost part <eos>
in palo alto <unk> <unk> which maryland ag will represent N N N growth the company or $ N <eos>
in palo alto citicorp <eos>
in palo alto <eos>
in palo alto market the promise technologies <eos>
in palo alto components said <eos>
in palo alto at new york markets and about N when the second four month by monitor of the two step of course together some backlogs at $ N a share on in europe bonuses for the spokesman said in new york stock exchange during the shares <eos>
in palo alto last week <eos>
in palo alto ohio as specialty agents james m. pacific hopes at the trough in the sale of london <eos>
in palo alto <eos>
in palo alto and the pertussis collapse of the diagnostic <unk> that many <unk> previously added that the <unk> groups are painting as an lilly says the chairman of <unk> <unk> <unk> & sons and technology inc <eos>
in palo alto move to cut to the u.s. franchise firm <eos>
in palo alto airlines <eos>
in palo alto <unk> a plan is expanding with fast school trust co. draws america <eos>
in palo alto hearst <unk> down $ N after the chicago market it takes more <unk> than some while net income on the department insurance in response to the western printing drug <unk> british de <unk> unit in the next few weeks peddling her standing subordinates else to save certain republicans she told the west german commerce board mexico had lower in cash and their common magazine by an agreement at the past fiscal year and similar institutional investors <eos>
in palo alto designated and low <eos>
in palo alto <unk> a vaccine to accept the preliminary indicated <eos>
in palo alto ‘s regional history <eos>
in palo alto ‘s resolution and <unk> ‘s <unk> rather than new trading defeat in the short premium in effect are paying an registration offer <eos>
in palo alto last few years end too difficult to office but ran being used negotiations in milton roy annual performance for all the past year of the year reported bankruptcy era N primarily to <unk> today <eos>
in palo alto and three companies who wants to make a record price from the N workers to people in the sound line dedicated <eos>
in palo alto bill almost slightly three civil support for its management and significant consumer cash <eos>
in palo alto <unk> on its regular access of N we ‘re full money on the vanguard market plan operating <eos>
in palo alto <unk> <eos>
in palo alto properties <eos>
in palo alto company a N N largest daily pace <eos>
in palo alto banking inc. has last june N and was but here peter <unk> never ‘ll limit crane or dissident executives insured per foreign programs by <unk> industries inc <eos>
in palo alto airline capacity and its other banking committee movements was overbuilt business <eos>
in palo alto last year and has received lilly & drew <eos>
in palo alto <unk> & loan credit was directly without that limiting prior to be fighting cold computers services <eos>
in palo alto <unk> up and <unk> aircraft and this newspaper said <eos>
in palo alto ‘s securities association from a company <eos>
in palo alto oil bank ‘s largest tobacco experiments that may be severe to capitalize on last week <eos>
in palo alto finance hotel yesterday <eos>
in palo alto city in mr. <unk> ‘s <unk> and remarks at several years majority the price salon got to sacrifice <eos>
in palo alto british <unk> product a N N of frankfurt quebecor issued the price businesses <eos>

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cs224d problem set2 (三) 用RNNLM模型实现Language Model，来预测下一个单词的出现

标签：地方 import halt nop 映射 factor des ken end

原文地址：http://www.cnblogs.com/weizhen/p/7612865.html

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