diff --git a/.gitignore b/.gitignore index 0d20b6487c61e7d1bde93acf4a14b7a89083a16d..f2939c5089a662b6349e5e2d30dec75c9b8e83e5 100644 --- a/.gitignore +++ b/.gitignore @@ -1 +1,2 @@ *.pyc +*.un~ diff --git a/.metas/ernie2.0_arch.png b/.metas/ernie2.0_arch.png new file mode 100644 index 0000000000000000000000000000000000000000..3f34b64b446b1addcd936022cd6b5fe013410665 Binary files /dev/null and b/.metas/ernie2.0_arch.png differ diff --git a/.metas/ernie2.0_model.png b/.metas/ernie2.0_model.png new file mode 100644 index 0000000000000000000000000000000000000000..43d314a52fc82f8f94a597fedecc6b093f58bf37 Binary files /dev/null and b/.metas/ernie2.0_model.png differ diff --git a/ERNIE/.run_ce.sh b/.run_ce.sh similarity index 100% rename from ERNIE/.run_ce.sh rename to .run_ce.sh diff --git a/ERNIE/README.md b/ERNIE/README.md index b47e856618ee123710afcb3751962befb9f52810..3b1812a7c4e876a2faa892d6e36eff41999eef8e 100644 --- a/ERNIE/README.md +++ b/ERNIE/README.md @@ -1,3 +1,30 @@ + +
+

+ + ERNIE 项目已经迁移至 这里 + +

+
+ +  +  +  +  +  +  +  +  +  +  +  +  +  +  +  +  + + ## ERNIE: **E**nhanced **R**epresentation through k**N**owledge **I**nt**E**gration **** **2019-04-10 更新**: update ERNIE_stable-1.0.1.tar.gz, 将模型参数、配置 ernie_config.json、vocab.txt 打包发布 **** @@ -170,7 +197,7 @@ nlpcc-dbqa是由国际自然语言处理和中文计算会议NLPCC于2016年举 | [模型](https://ernie.bj.bcebos.com/ERNIE_stable.tgz) | 包含预训练模型参数 | | [模型(含配置文件及词典)](https://baidu-nlp.bj.bcebos.com/ERNIE_stable-1.0.1.tar.gz)) | 包含预训练模型参数、词典 vocab.txt、模型配置 ernie_config.json| -2) [任务数据下载](https://ernie.bj.bcebos.com/task_data.tgz) +2) [任务数据下载](https://ernie.bj.bcebos.com/task_data_zh.tgz) ### 安装 本项目依赖于 Paddle Fluid 1.3.1，请参考[安装指南](http://www.paddlepaddle.org/#quick-start)进行安装。 diff --git a/ERNIE/finetune/classifier.py b/ERNIE/finetune/classifier.py deleted file mode 100644 index c69deafc177a53f7990000e74cc69ef2ccef1dad..0000000000000000000000000000000000000000 --- a/ERNIE/finetune/classifier.py +++ /dev/null @@ -1,213 +0,0 @@ -# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. -"""Model for classifier.""" - -from __future__ import absolute_import -from __future__ import division -from __future__ import print_function - -import time -import numpy as np - -from six.moves import xrange -import paddle.fluid as fluid - -from model.ernie import ErnieModel - - -def create_model(args, pyreader_name, ernie_config, is_prediction=False): - pyreader = fluid.layers.py_reader( - capacity=50, - shapes=[[-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], - [-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], [-1, 1], - [-1, 1]], - dtypes=['int64', 'int64', 'int64', 'float32', 'int64', 'int64'], - lod_levels=[0, 0, 0, 0, 0, 0], - name=pyreader_name, - use_double_buffer=True) - - (src_ids, sent_ids, pos_ids, input_mask, labels, - qids) = fluid.layers.read_file(pyreader) - - ernie = ErnieModel( - src_ids=src_ids, - position_ids=pos_ids, - sentence_ids=sent_ids, - input_mask=input_mask, - config=ernie_config, - use_fp16=args.use_fp16) - - cls_feats = ernie.get_pooled_output() - cls_feats = fluid.layers.dropout( - x=cls_feats, - dropout_prob=0.1, - dropout_implementation="upscale_in_train") - logits = fluid.layers.fc( - input=cls_feats, - size=args.num_labels, - param_attr=fluid.ParamAttr( - name="cls_out_w", - initializer=fluid.initializer.TruncatedNormal(scale=0.02)), - bias_attr=fluid.ParamAttr( - name="cls_out_b", initializer=fluid.initializer.Constant(0.))) - - if is_prediction: - probs = fluid.layers.softmax(logits) - feed_targets_name = [ - src_ids.name, sent_ids.name, pos_ids.name, input_mask.name - ] - return pyreader, probs, feed_targets_name - - ce_loss, probs = fluid.layers.softmax_with_cross_entropy( - logits=logits, label=labels, return_softmax=True) - loss = fluid.layers.mean(x=ce_loss) - - if args.use_fp16 and args.loss_scaling > 1.0: - loss *= args.loss_scaling - - num_seqs = fluid.layers.create_tensor(dtype='int64') - accuracy = fluid.layers.accuracy(input=probs, label=labels, total=num_seqs) - - graph_vars = { - "loss": loss, - "probs": probs, - "accuracy": accuracy, - "labels": labels, - "num_seqs": num_seqs, - "qids": qids - } - - for k, v in graph_vars.items(): - v.persistable = True - - return pyreader, graph_vars - - -def evaluate_mrr(preds): - last_qid = None - total_mrr = 0.0 - qnum = 0.0 - rank = 0.0 - correct = False - for qid, score, label in preds: - if qid != last_qid: - rank = 0.0 - qnum += 1 - correct = False - last_qid = qid - - rank += 1 - if not correct and label != 0: - total_mrr += 1.0 / rank - correct = True - - return total_mrr / qnum - - -def evaluate_map(preds): - def singe_map(st, en): - total_p = 0.0 - correct_num = 0.0 - for index in xrange(st, en): - if int(preds[index][2]) != 0: - correct_num += 1 - total_p += correct_num / (index - st + 1) - if int(correct_num) == 0: - return 0.0 - return total_p / correct_num - - last_qid = None - total_map = 0.0 - qnum = 0.0 - st = 0 - for i in xrange(len(preds)): - qid = preds[i][0] - if qid != last_qid: - qnum += 1 - if last_qid != None: - total_map += singe_map(st, i) - st = i - last_qid = qid - - total_map += singe_map(st, len(preds)) - return total_map / qnum - - -def evaluate(exe, test_program, test_pyreader, graph_vars, eval_phase): - train_fetch_list = [ - graph_vars["loss"].name, graph_vars["accuracy"].name, - graph_vars["num_seqs"].name - ] - - if eval_phase == "train": - if "learning_rate" in graph_vars: - train_fetch_list.append(graph_vars["learning_rate"].name) - outputs = exe.run(fetch_list=train_fetch_list) - ret = {"loss": np.mean(outputs[0]), "accuracy": np.mean(outputs[1])} - if "learning_rate" in graph_vars: - ret["learning_rate"] = float(outputs[3][0]) - return ret - - test_pyreader.start() - total_cost, total_acc, total_num_seqs, total_label_pos_num, total_pred_pos_num, total_correct_num = 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 - qids, labels, scores = [], [], [] - time_begin = time.time() - - fetch_list = [ - graph_vars["loss"].name, graph_vars["accuracy"].name, - graph_vars["probs"].name, graph_vars["labels"].name, - graph_vars["num_seqs"].name, graph_vars["qids"].name - ] - while True: - try: - np_loss, np_acc, np_probs, np_labels, np_num_seqs, np_qids = exe.run( - program=test_program, fetch_list=fetch_list) - total_cost += np.sum(np_loss * np_num_seqs) - total_acc += np.sum(np_acc * np_num_seqs) - total_num_seqs += np.sum(np_num_seqs) - labels.extend(np_labels.reshape((-1)).tolist()) - if np_qids is None: - np_qids = np.array([]) - qids.extend(np_qids.reshape(-1).tolist()) - scores.extend(np_probs[:, 1].reshape(-1).tolist()) - np_preds = np.argmax(np_probs, axis=1).astype(np.float32) - total_label_pos_num += np.sum(np_labels) - total_pred_pos_num += np.sum(np_preds) - total_correct_num += np.sum(np.dot(np_preds, np_labels)) - except fluid.core.EOFException: - test_pyreader.reset() - break - time_end = time.time() - - if len(qids) == 0: - print( - "[%s evaluation] ave loss: %f, ave acc: %f, data_num: %d, elapsed time: %f s" - % (eval_phase, total_cost / total_num_seqs, total_acc / - total_num_seqs, total_num_seqs, time_end - time_begin)) - else: - r = total_correct_num / total_label_pos_num - p = total_correct_num / total_pred_pos_num - f = 2 * p * r / (p + r) - - assert len(qids) == len(labels) == len(scores) - preds = sorted( - zip(qids, scores, labels), key=lambda elem: (elem[0], -elem[1])) - mrr = evaluate_mrr(preds) - map = evaluate_map(preds) - - print( - "[%s evaluation] ave loss: %f, ave_acc: %f, mrr: %f, map: %f, p: %f, r: %f, f1: %f, data_num: %d, elapsed time: %f s" - % (eval_phase, total_cost / total_num_seqs, - total_acc / total_num_seqs, mrr, map, p, r, f, total_num_seqs, - time_end - time_begin)) diff --git a/ERNIE/reader/task_reader.py b/ERNIE/reader/task_reader.py deleted file mode 100644 index c58c9a34fc44912fe87e2d14e85d48c815387607..0000000000000000000000000000000000000000 --- a/ERNIE/reader/task_reader.py +++ /dev/null @@ -1,380 +0,0 @@ -# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. - -import csv -import json -import numpy as np -from collections import namedtuple - -import tokenization -from batching import pad_batch_data - - -class BaseReader(object): - def __init__(self, - vocab_path, - label_map_config=None, - max_seq_len=512, - do_lower_case=True, - in_tokens=False, - is_inference=False, - random_seed=None): - self.max_seq_len = max_seq_len - self.tokenizer = tokenization.FullTokenizer( - vocab_file=vocab_path, do_lower_case=do_lower_case) - self.vocab = self.tokenizer.vocab - self.pad_id = self.vocab["[PAD]"] - self.cls_id = self.vocab["[CLS]"] - self.sep_id = self.vocab["[SEP]"] - self.in_tokens = in_tokens - self.is_inference = is_inference - - np.random.seed(random_seed) - - self.current_example = 0 - self.current_epoch = 0 - self.num_examples = 0 - - if label_map_config: - with open(label_map_config) as f: - self.label_map = json.load(f) - else: - self.label_map = None - - def get_train_progress(self): - """Gets progress for training phase.""" - return self.current_example, self.current_epoch - - def _read_tsv(self, input_file, quotechar=None): - """Reads a tab separated value file.""" - with open(input_file, "r") as f: - reader = csv.reader(f, delimiter="\t", quotechar=quotechar) - headers = next(reader) - Example = namedtuple('Example', headers) - - examples = [] - for line in reader: - example = Example(*line) - examples.append(example) - return examples - - def _truncate_seq_pair(self, tokens_a, tokens_b, max_length): - """Truncates a sequence pair in place to the maximum length.""" - - # This is a simple heuristic which will always truncate the longer sequence - # one token at a time. This makes more sense than truncating an equal percent - # of tokens from each, since if one sequence is very short then each token - # that's truncated likely contains more information than a longer sequence. - while True: - total_length = len(tokens_a) + len(tokens_b) - if total_length <= max_length: - break - if len(tokens_a) > len(tokens_b): - tokens_a.pop() - else: - tokens_b.pop() - - def _convert_example_to_record(self, example, max_seq_length, tokenizer): - """Converts a single `Example` into a single `Record`.""" - - text_a = tokenization.convert_to_unicode(example.text_a) - tokens_a = tokenizer.tokenize(text_a) - tokens_b = None - if "text_b" in example._fields: - text_b = tokenization.convert_to_unicode(example.text_b) - tokens_b = tokenizer.tokenize(text_b) - - if tokens_b: - # Modifies `tokens_a` and `tokens_b` in place so that the total - # length is less than the specified length. - # Account for [CLS], [SEP], [SEP] with "- 3" - self._truncate_seq_pair(tokens_a, tokens_b, max_seq_length - 3) - else: - # Account for [CLS] and [SEP] with "- 2" - if len(tokens_a) > max_seq_length - 2: - tokens_a = tokens_a[0:(max_seq_length - 2)] - - # The convention in BERT/ERNIE is: - # (a) For sequence pairs: - # tokens: [CLS] is this jack ##son ##ville ? [SEP] no it is not . [SEP] - # type_ids: 0 0 0 0 0 0 0 0 1 1 1 1 1 1 - # (b) For single sequences: - # tokens: [CLS] the dog is hairy . [SEP] - # type_ids: 0 0 0 0 0 0 0 - # - # Where "type_ids" are used to indicate whether this is the first - # sequence or the second sequence. The embedding vectors for `type=0` and - # `type=1` were learned during pre-training and are added to the wordpiece - # embedding vector (and position vector). This is not *strictly* necessary - # since the [SEP] token unambiguously separates the sequences, but it makes - # it easier for the model to learn the concept of sequences. - # - # For classification tasks, the first vector (corresponding to [CLS]) is - # used as as the "sentence vector". Note that this only makes sense because - # the entire model is fine-tuned. - tokens = [] - text_type_ids = [] - tokens.append("[CLS]") - text_type_ids.append(0) - for token in tokens_a: - tokens.append(token) - text_type_ids.append(0) - tokens.append("[SEP]") - text_type_ids.append(0) - - if tokens_b: - for token in tokens_b: - tokens.append(token) - text_type_ids.append(1) - tokens.append("[SEP]") - text_type_ids.append(1) - - token_ids = tokenizer.convert_tokens_to_ids(tokens) - position_ids = list(range(len(token_ids))) - - if self.is_inference: - Record = namedtuple('Record', - ['token_ids', 'text_type_ids', 'position_ids']) - record = Record( - token_ids=token_ids, - text_type_ids=text_type_ids, - position_ids=position_ids) - else: - if self.label_map: - label_id = self.label_map[example.label] - else: - label_id = example.label - - Record = namedtuple('Record', [ - 'token_ids', 'text_type_ids', 'position_ids', 'label_id', 'qid' - ]) - - qid = None - if "qid" in example._fields: - qid = example.qid - - record = Record( - token_ids=token_ids, - text_type_ids=text_type_ids, - position_ids=position_ids, - label_id=label_id, - qid=qid) - return record - - def _prepare_batch_data(self, examples, batch_size, phase=None): - """generate batch records""" - batch_records, max_len = [], 0 - for index, example in enumerate(examples): - if phase == "train": - self.current_example = index - record = self._convert_example_to_record(example, self.max_seq_len, - self.tokenizer) - max_len = max(max_len, len(record.token_ids)) - if self.in_tokens: - to_append = (len(batch_records) + 1) * max_len <= batch_size - else: - to_append = len(batch_records) < batch_size - if to_append: - batch_records.append(record) - else: - yield self._pad_batch_records(batch_records) - batch_records, max_len = [record], len(record.token_ids) - - if batch_records: - yield self._pad_batch_records(batch_records) - - def get_num_examples(self, input_file): - examples = self._read_tsv(input_file) - return len(examples) - - def data_generator(self, - input_file, - batch_size, - epoch, - shuffle=True, - phase=None): - examples = self._read_tsv(input_file) - - def wrapper(): - for epoch_index in range(epoch): - if phase == "train": - self.current_example = 0 - self.current_epoch = epoch_index - if shuffle: - np.random.shuffle(examples) - - for batch_data in self._prepare_batch_data( - examples, batch_size, phase=phase): - yield batch_data - - return wrapper - - -class ClassifyReader(BaseReader): - def _read_tsv(self, input_file, quotechar=None): - """Reads a tab separated value file.""" - with open(input_file, "r") as f: - reader = csv.reader(f, delimiter="\t", quotechar=quotechar) - headers = next(reader) - text_indices = [ - index for index, h in enumerate(headers) if h != "label" - ] - Example = namedtuple('Example', headers) - - examples = [] - for line in reader: - for index, text in enumerate(line): - if index in text_indices: - line[index] = text.replace(' ', '') - example = Example(*line) - examples.append(example) - return examples - - def _pad_batch_records(self, batch_records): - batch_token_ids = [record.token_ids for record in batch_records] - batch_text_type_ids = [record.text_type_ids for record in batch_records] - batch_position_ids = [record.position_ids for record in batch_records] - - if not self.is_inference: - batch_labels = [record.label_id for record in batch_records] - batch_labels = np.array(batch_labels).astype("int64").reshape( - [-1, 1]) - - if batch_records[0].qid is not None: - batch_qids = [record.qid for record in batch_records] - batch_qids = np.array(batch_qids).astype("int64").reshape( - [-1, 1]) - else: - batch_qids = np.array([]).astype("int64").reshape([-1, 1]) - - # padding - padded_token_ids, input_mask = pad_batch_data( - batch_token_ids, pad_idx=self.pad_id, return_input_mask=True) - padded_text_type_ids = pad_batch_data( - batch_text_type_ids, pad_idx=self.pad_id) - padded_position_ids = pad_batch_data( - batch_position_ids, pad_idx=self.pad_id) - - return_list = [ - padded_token_ids, padded_text_type_ids, padded_position_ids, - input_mask - ] - if not self.is_inference: - return_list += [batch_labels, batch_qids] - - return return_list - - -class SequenceLabelReader(BaseReader): - def _pad_batch_records(self, batch_records): - batch_token_ids = [record.token_ids for record in batch_records] - batch_text_type_ids = [record.text_type_ids for record in batch_records] - batch_position_ids = [record.position_ids for record in batch_records] - batch_label_ids = [record.label_ids for record in batch_records] - - # padding - padded_token_ids, input_mask, batch_seq_lens = pad_batch_data( - batch_token_ids, - pad_idx=self.pad_id, - return_input_mask=True, - return_seq_lens=True) - padded_text_type_ids = pad_batch_data( - batch_text_type_ids, pad_idx=self.pad_id) - padded_position_ids = pad_batch_data( - batch_position_ids, pad_idx=self.pad_id) - padded_label_ids = pad_batch_data( - batch_label_ids, pad_idx=len(self.label_map) - 1) - - return_list = [ - padded_token_ids, padded_text_type_ids, padded_position_ids, - input_mask, padded_label_ids, batch_seq_lens - ] - return return_list - - def _reseg_token_label(self, tokens, labels, tokenizer): - assert len(tokens) == len(labels) - ret_tokens = [] - ret_labels = [] - for token, label in zip(tokens, labels): - sub_token = tokenizer.tokenize(token) - if len(sub_token) == 0: - continue - ret_tokens.extend(sub_token) - ret_labels.append(label) - if len(sub_token) < 2: - continue - sub_label = label - if label.startswith("B-"): - sub_label = "I-" + label[2:] - ret_labels.extend([sub_label] * (len(sub_token) - 1)) - - assert len(ret_tokens) == len(ret_labels) - return ret_tokens, ret_labels - - def _convert_example_to_record(self, example, max_seq_length, tokenizer): - tokens = tokenization.convert_to_unicode(example.text_a).split(u"") - labels = tokenization.convert_to_unicode(example.label).split(u"") - tokens, labels = self._reseg_token_label(tokens, labels, tokenizer) - - if len(tokens) > max_seq_length - 2: - tokens = tokens[0:(max_seq_length - 2)] - labels = labels[0:(max_seq_length - 2)] - - tokens = ["[CLS]"] + tokens + ["[SEP]"] - token_ids = tokenizer.convert_tokens_to_ids(tokens) - position_ids = list(range(len(token_ids))) - text_type_ids = [0] * len(token_ids) - no_entity_id = len(self.label_map) - 1 - label_ids = [no_entity_id] + [ - self.label_map[label] for label in labels - ] + [no_entity_id] - - Record = namedtuple( - 'Record', - ['token_ids', 'text_type_ids', 'position_ids', 'label_ids']) - record = Record( - token_ids=token_ids, - text_type_ids=text_type_ids, - position_ids=position_ids, - label_ids=label_ids) - return record - - -class ExtractEmbeddingReader(BaseReader): - def _pad_batch_records(self, batch_records): - batch_token_ids = [record.token_ids for record in batch_records] - batch_text_type_ids = [record.text_type_ids for record in batch_records] - batch_position_ids = [record.position_ids for record in batch_records] - - # padding - padded_token_ids, input_mask, seq_lens = pad_batch_data( - batch_token_ids, - pad_idx=self.pad_id, - return_input_mask=True, - return_seq_lens=True) - padded_text_type_ids = pad_batch_data( - batch_text_type_ids, pad_idx=self.pad_id) - padded_position_ids = pad_batch_data( - batch_position_ids, pad_idx=self.pad_id) - - return_list = [ - padded_token_ids, padded_text_type_ids, padded_position_ids, - input_mask, seq_lens - ] - - return return_list - - -if __name__ == '__main__': - pass diff --git a/README.md b/README.md index 735eb65372c4a4f75e67515a336e85c7c63746a0..e8fc4466f706a2e91f4fd77ea89d83d916ce6de7 100644 --- a/README.md +++ b/README.md @@ -1,15 +1,973 @@ -# LARK +English | [简体中文](./README.zh.md) -**LA**nguage **R**epresentations **K**it, currently includes +## ERNIE 2.0: A Continual Pre-training Framework for Language Understanding + + + * [Continual Pre-training Framework for Language Understanding](#continual-pre-training-framework-for-language-understanding) + * [Pre-training Tasks](#pre-training-tasks) + * [Word-aware Tasks](#word-aware-tasks) + * [Knowledge Masking Task](#knowledge-masking-task) + * [Capitalization Prediction Task](#capitalization-prediction-task) + * [Token-Document Relation Prediction Task](#token-document-relation-prediction-task) + * [Structure-aware Tasks](#structure-aware-tasks) + * [Sentence Reordering Task](#sentence-reordering-task) + * [Sentence Distance Task](#sentence-distance-task) + * [Semantic-aware Tasks](#semantic-aware-tasks) + * [Discourse Relation Task](#discourse-relation-task) + * [IR Relevance Task](#ir-relevance-task) + * [ERNIE 1.0: Enhanced Representation through kNowledge IntEgration](#ernie-10-enhanced-representation-through-knowledge-integration) + * [Results on English Datasets](#results-on-english-datasets) + * [Results on Chinese Datasets](#results-on-chinese-datasets) + + +### Continual Pre-training Framework for Language Understanding + +**[ERNIE 2.0](https://arxiv.org/abs/1907.12412v1) is a continual pre-training framework for language understanding** in which pre-training tasks can be incrementally built and learned through multi-task learning. In this framework, different customized tasks can be incrementally introduced at any time. For example, the tasks including named entity prediction, discourse relation recognition, sentence order prediction are leveraged in order to enable the models to learn language representations. + +![ernie2.0_arch](.metas/ernie2.0_arch.png) + +We compare the performance of [ERNIE 2.0 model](https://arxiv.org/abs/1907.12412v1) with the existing SOTA pre-training models on the authoritative English dataset GLUE and 9 popular Chinese datasets separately. And the results show that [ERNIE 2.0 model](https://arxiv.org/abs/1907.12412v1) outperforms BERT and XLNet on 7 GLUE tasks and outperforms BERT on all of the 9 Chinese NLP tasks. Specifically, according to the experimental results on GLUE datasets, we observe that [ERNIE 2.0 model](https://arxiv.org/abs/1907.12412v1) almost comprehensively outperforms BERT and XLNet on English tasks, whether the base model or the large model. And according to the experimental results on all Chinese datasets, ERNIE 2.0 model comprehensively outperforms BERT on all of the 9 Chinese datasets. Furthermore, ERNIE 2.0 large model achieves the best performance and creates new state-of-the-art results on these Chinese NLP task. + +### Pre-training Tasks + +We construct several tasks to capture different aspects of information in the training corpora: + +- **Word-aware Tasks**: to handle the lexical information +- **Structure-aware Tasks**: to capture the syntactic information +- **Semantic-aware Tasks**: in charge of semantic signals + +![ernie2.0_model](.metas/ernie2.0_model.png) + + +#### Word-aware Tasks + +##### Knowledge Masking Task + +- [ERNIE 1.0](https://arxiv.org/abs/1904.09223) introduced phrase and named entity masking strategies to help the model learn the dependency information in both local contexts and global contexts. + +##### Capitalization Prediction Task + +- Capitalized words usually have certain specific semantic value compared to other words in sentences. we add a task to predict whether the word is capitalized or not. + +##### Token-Document Relation Prediction Task + +- A task to predict whether the token in a segment appears in other segments of the original document. + +#### Structure-aware Tasks + +##### Sentence Reordering Task + +- This task try to learn the relationships among sentences by randomly spliting a given paragraph into 1 to m segments and reorganizing these permuted segments as a standard classification task. + +##### Sentence Distance Task + +- This task handles the distance between sentences as a 3-class classification problem. + +#### Semantic-aware Tasks + +##### Discourse Relation Task + +- A task try to predict the semantic or rhetorical relation between two sentences. + +##### IR Relevance Task + +- A 3-class classification task which predicts the relationship between a query and a title. + + +### ERNIE 1.0: **E**nhanced **R**epresentation through k**N**owledge **I**nt**E**gration + +**[ERNIE 1.0](https://arxiv.org/abs/1904.09223)** is a new unsupervised language representation learning method enhanced by knowledge masking strategies, which includes entity-level masking and phrase-level masking. Inspired by the masking strategy of BERT ([Devlin et al., 2018](https://arxiv.org/abs/1810.04805)), **ERNIE** introduced phrase masking and named entity masking and predicts the whole masked phrases or named entities. Phrase-level strategy masks the whole phrase which is a group of words that functions as a conceptual unit. Entity-level strategy masks named entites including persons, locations, organizations, products, etc., which can be denoted with proper names. + +**Example**: + +**Harry Potter is a series of fantasy novel written by J. K. Rowling** + + + +```- Learned by BERT ：[mask] Potter is a series [mask] fantasy novel [mask] by J. [mask] Rowling``` + +```- Learned by ERNIE：Harry Potter is a series of [mask] [mask] written by [mask] [mask] [mask]``` + + + +In the example sentence above, BERT can identify the “K.” through the local co-occurring words J., K., and Rowling, but the model fails to learn any knowledge related to the word "J. K. Rowling". ERNIE however can extrapolate the relationship between Harry Potter and J. K. Rowling by analyzing implicit knowledge of words and entities, and infer that Harry Potter is a novel written by J. K. Rowling. + +Integrating both phrase information and named entity information enables the model to obtain better language representation compare to BERT. ERNIE is trained on multi-source data and knowledge collected from encyclopedia articles, news, and forum dialogues, which improves its performance in context-based knowledge reasoning. + +## Release Notes + +- July 30, 2019: release ERNIE 2.0 +- Apr 10, 2019: update ERNIE_stable-1.0.1.tar.gz, update config and vocab +- Mar 18, 2019: update ERNIE_stable.tgz +- Mar 15, 2019: release ERNIE 1.0 -- [BERT](./BERT): Bidirectional Encoder Representation from Transformers -- [ERNIE](./ERNIE): Enhanced Representation from kNowledge IntEgration -- [ELMo](./ELMo): Embeddings from Language Models ## Communication -- [Github Issues](https://github.com/PaddlePaddle/LARK/issues): bug reports, feature requests, install issues, usage issues, etc. +- [Github Issues](https://github.com/PaddlePaddle/ERNIE/issues): bug reports, feature requests, install issues, usage issues, etc. - QQ discussion group: 760439550 (ERNIE discussion group). - [Forums](http://ai.baidu.com/forum/topic/list/168?pageNo=1): discuss implementations, research, etc. -And more is on the way. + +## Results + +### Results on English Datasets + +The English version ERNIE 2.0 is evaluated on [GLUE benchmark](https://gluebenchmark.com/) including 10 datasets and 11 test sets, which cover tasks about Natural Language Inference, e.g., MNLI, Sentiment Analysis, e.g., SST-2, Coreference Resolution, e.g., WNLI and so on. We compare single model ERNIE 2.0 with XLNet and BERT on GLUE dev set according to the result in the paper [XLNet (Z. Yang. etc)](https://arxiv.org/abs/1906.08237) and compare with BERT on GLUE test set according to the [open leaderboard](https://gluebenchmark.com/leaderboard). + + + +#### Single Model Results on GLUE-Dev + +| Dataset | CoLA | SST-2 | MRPC | STS-B | QQP | MNLI-m | QNLI | RTE | +| --------------------- | --------------------- | ---------------------- | --------------------- | ---------------------- | -------------------- | ----------------------- | --------------------- | -------------------- | +| **metric** | **matthews corr.** | **acc** | **acc** | **pearson corr.** | **acc** | **acc** | **acc** | **acc** | +| **BERT Large** | 60.6 | 93.2 | 88.0 | 90.0 | 91.3 | 86.6 | 92.3 | 70.4 | +| **XLNet Large** | 63.6 | 95.6 | 89.2 | 91.8 | 91.8 | 89.8 | 93.9 | 83.8 | +| **ERNIE 2.0 Large** | 65.4
(**+4.8,+1.8**) | 96.0
(**+2.8,+0.4**) | 89.7
(**+1.7,+0.5**) | 92.3
(**+2.3,+0.5**) | 92.5
(**+1.2,+0.7**) | 89.1
(**+2.5,-0.7**) | 94.3
(**+2.0,+0.4**) | 85.2
(**+14.8,+1.4**) | + + + +We use single-task dev results in the table. + + + +#### Single Model Results on GLUE-Test + +| Dataset | - | CoLA | SST-2 | MRPC | STS-B | QQP | MNLI-m | MNLI-mm | QNLI | RTE | WNLI | AX | +| ------------------- | -------------------------- | --------------------- | ---------------------- | ----------------------------- | ----------------------------- | ----------------------------- | ----------------------- | ------------------------ | --------------------- | -------------------- | --------------------- | ------------------- | +| **Metric** | **score** | **matthews corr.** | **acc** | **f1-score/acc** | **spearman/pearson corr.** | **f1-score/acc** | **acc** | **acc** | **acc** | **acc** | **acc** | **matthews corr.** | +| **BERT Base** | 78.3 | 52.1 | 93.5 | 88.9/84.8 | 85.8/87.1 | 71.2/89.2 | 84.6 | 83.4 | 90.5 | 66.4 | 65.1 | 34.2 | +| **ERNIE 2.0 Base** | 80.6
(**+2.3**) | 55.2
(**+3.1**) | 95.0
(**+1.5**) | 89.9/86.1
(**+1.0/+1.3**) | 86.5/87.6
(**+0.7/+0.5**) | 73.2/89.8
(**+2.0/+0.6**) | 86.1
(**+1.5**) | 85.5
(**+2.1**) | 92.9
(**+2.4**) | 74.8
(**+8.4**) | 65.1 | 37.4
(**+3.2**) | +| **BERT Large** | 80.5 | 60.5 | 94.9 | 89.3/85.4 | 86.5/87.6 | 72.1/89.3 | 86.7 | 85.9 | 92.7 | 70.1 | 65.1 | 39.6 | +| **ERNIE 2.0 Large** | 83.6
(**+3.1**) | 63.5
(**+3.0**) | 95.6
(**+0.7**) | 90.2/87.4
(**+0.9/+2.0**) | 90.6/91.2
(**+4.1/+3.6**) | 73.8/90.1
(**+1.7/+0.8**) | 88.7
(**+2.0**) | 88.8
(**+2.9**) | 94.6
(**+1.9**) | 80.2
(**+10.1**) | 67.8
(**+2.7**) | 48.0
(**+8.4**) | + + + +Because XLNet have not published single model test result on GLUE, so we only compare ERNIE 2.0 with BERT here. + +### Results on Chinese Datasets + +#### Results on Natural Language Inference + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Dataset +
XNLI
+

+ Metric +

+ 		+
acc
+
+ dev +
+ test +
+ BERT Base +
78.177.2
+ ERNIE 1.0 Base +
79.9 (+1.8)78.4 (+1.2)
+ ERNIE 2.0 Base +
81.2 (+3.1)79.7 (+2.5)
+ ERNIE 2.0 Large +
82.6 (+4.5)81.0 (+3.8)
+ + - **XNLI** + +```text +XNLI is a natural language inference dataset in 15 languages. It was jointly built by Facebook and New York University. We use Chinese data of XNLI to evaluate language understanding ability of our model. [url: https://github.com/facebookresearch/XNLI] +``` + + + +#### Results on Machine Reading Comprehension + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Dataset +
DuReader
CMRC2018
DRCD
+

+ Metric +

+ 		+
em
+
+ f1-score +
+ em +
+ f1-score + +
+ em +
+ f1-score +
+ dev +
+ dev +
+ dev +
+ test +
+ dev +
+ test +
BERT Base59.573.166.385.985.784.991.690.9
ERNIE 1.0 Base57.9 (-1.6)72.1 (-1.0)65.1 (-1.2)85.1 (-0.8)84.6 (-1.1)84.0 (-0.9)90.9 (-0.7)90.5 (-0.4)
ERNIE 2.0 Base61.3 (+1.8)74.9 (+1.8)69.1 (+2.8)88.6 (+2.7)88.5 (+2.8)88.0 (+3.1)93.8 (+2.2)93.4 (+2.5)
ERNIE 2.0 Large64.2 (+4.7)77.3 (+4.2)71.5 (+5.2)89.9 (+4.0)89.7 (+4.0)89.0 (+4.1)94.7 (+3.1)94.2 (+3.3)
+ +*\*The extractive single-document subset of DuReader dataset is an internal data set* + +*\*The DRCD dataset is converted from Traditional Chinese to Simplified Chinese based on tool: https://github.com/skydark/nstools/tree/master/zhtools* + +\* *The pre-training data of ERNIE 1.0 BASE does not contain instances whose length exceeds 128, but other models is pre-trained with the instances whose length are 512. It causes poorer performance of ERNIE 1.0 BASE on long-text tasks. So We have released [ERNIE 1.0 Base(max-len-512)](https://ernie.bj.bcebos.com/ERNIE_1.0_max-len-512.tar.gz) in July 29th, 2019* + + + + - **DuReader** + +```text +DuReader is a new large-scale, open-domain Chinese machine reading comprehension (MRC) dataset, which is designed to address real-world MRC. This dataset was released in ACL2018 (He et al., 2018) by Baidu. In this dataset, questions and documents are based on Baidu Search and Baidu Zhidao, answers are manually generated. +Our experiment was carried out on an extractive single-document subset of DuReader. The training set contained 15,763 documents and questions, and the validation set contained 1628 documents and questions. The goal was to extract continuous fragments from documents as answers. [url: https://arxiv.org/pdf/1711.05073.pdf] +``` + + - **CMRC2018** + +```text +CMRC2018 is a evaluation of Chinese extractive reading comprehension hosted by Chinese Information Processing Society of China (CIPS-CL). [url: https://github.com/ymcui/cmrc2018] +``` + + - **DRCD** + +```text +DRCD is an open domain Traditional Chinese machine reading comprehension (MRC) dataset released by Delta Research Center. We translate this dataset to Simplified Chinese for our experiment. [url: https://github.com/DRCKnowledgeTeam/DRCD] +``` + + + +#### Results on Named Entity Recognition + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Dataset +
MSRA-NER(SIGHAN2006)
+

+ Metric +

+ 		+
f1-score
+
+ dev +
+ test +
BERT Base94.092.6
ERNIE 1.0 Base95.0 (+1.0)93.8 (+1.2)
ERNIE 2.0 Base95.2 (+1.2)93.8 (+1.2)
ERNIE 2.0 Large96.3 (+2.3)95.0 (+2.4)
+ + - **MSRA-NER(SIGHAN2006)** + +```text +MSRA-NER(SIGHAN2006) dataset is released by MSRA for recognizing the names of people, locations and organizations in text. +``` + +#### Results on Sentiment Analysis Task + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Dataset +
ChnSentiCorp
+

+ Metric +

+ 		+
acc
+
+ dev +
+ test +
BERT Base94.694.3
ERNIE 1.0 Base95.2 (+0.6)95.4 (+1.1)
ERNIE 2.0 Base95.7 (+1.1)95.5 (+1.2)
ERNIE 2.0 Large96.1 (+1.5)95.8 (+1.5)
+ + - **ChnSentiCorp** + +```text +ChnSentiCorp is a sentiment analysis dataset consisting of reviews on online shopping of hotels, notebooks and books. +``` + +#### Results on Question Answering Task + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Datset +
NLPCC2016-DBQA
+

+ Metric +

+ 		+
mrr
+
+
f1-score
+
+ dev +
+ test +
+ dev +
+ test +
BERT Base94.794.680.780.8
ERNIE 1.0 Base95.0 (+0.3)95.1 (+0.5)82.3 (+1.6)82.7 (+1.9)
ERNIE 2.0 Base95.7 (+1.0)95.7 (+1.1)84.7 (+4.0)85.3 (+4.5)
ERNIE 2.0 Large95.9 (+1.2)95.8 (+1.2)85.3 (+4.6)85.8 (+5.0)
+ + - **NLPCC2016-DBQA** + +```text +NLPCC2016-DBQA is a sub-task of NLPCC-ICCPOL 2016 Shared Task which is hosted by NLPCC(Natural Language Processing and Chinese Computing), this task targets on selecting documents from the candidates to answer the questions. [url: http://tcci.ccf.org.cn/conference/2016/dldoc/evagline2.pdf] +``` + +#### Results on Semantic Similarity + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Dataset +
LCQMC
BQ Corpus
+

+ Metric +

+ 		+
acc
 +
acc
+ dev +
+ test +
+ dev +
+ test +
BERT Base88.887.085.984.8
ERNIE 1.0 Base89.7 (+0.9)87.4 (+0.4)86.1 (+0.2)84.8
ERNIE 2.0 Base90.9 (+2.1)87.9 (+0.9)86.4 (+0.5)85.0 (+0.2)
ERNIE 2.0 Large90.9 (+2.1)87.9 (+0.9)86.5 (+0.6)85.2 (+0.4)
+ +*\* You can apply to the dataset owners for LCQMC、BQ Corpus. For the LCQMC: http://icrc.hitsz.edu.cn/info/1037/1146.htm, For BQ Corpus: http://icrc.hitsz.edu.cn/Article/show/175.html* + + - **LCQMC** + +```text +LCQMC is a Chinese question semantic matching corpus published in COLING2018. [url: http://aclweb.org/anthology/C18-1166] +``` + + - **BQ Corpus** + +```text +BQ Corpus(Bank Question corpus) is a Chinese corpus for sentence semantic equivalence identification. This dataset was published in EMNLP 2018. [url: https://www.aclweb.org/anthology/D18-1536] +``` + + +## Usage + * [Install PaddlePaddle](#install-paddlepaddle) + * [Pre-trained Models & Datasets](#pre-trained-models--datasets) + * [Models](#models) + * [Datasets](#datasets) + * [English Datasets](#english-datasets) + * [Chinese Datasets](#chinese-datasets) + * [Fine-tuning](#fine-tuning) + * [Batchsize and GPU Settings](#batchsize-and-gpu-settings) + * [Classification](#classification) + * [Single Sentence Classification Tasks](#single-sentence-classification-tasks) + * [Sentence Pair Classification Tasks](#sentence-pair-classification-tasks) + * [Sequence Labeling](#sequence-labeling) + * [Named Entity Recognition](#named-entity-recognition) + * [Machine Reading Comprehension](#machine-reading-comprehension) + * [Pre-training with ERNIE 1.0](#pre-training-with-ernie-10) + * [Data Preprocessing](#data-preprocessing) + * [PreTrain ERNIE1.0](#pretrain-ernie10) + * [FAQ](#faq) + * [FAQ1: How to get sentence/tokens embedding of ERNIE?](#faq1-how-to-get-sentencetokens-embedding-of-ernie) + * [FAQ2: How to predict on new data with Fine-tuning model?](#faq2-how-to-predict-on-new-data-with-fine-tuning-model) + * [FAQ3: Is the argument batch_size for one GPU card or for all GPU cards?](#faq3-is-the--argument-batch_size-for-one-gpu-card-or-for-all-gpu-cards) + * [FAQ4: Can not find library: libcudnn.so. Please try to add the lib path to LD_LIBRARY_PATH.](#faq4-can-not-find-library-libcudnnso-please-try-to-add-the-lib-path-to-ld_library_path) + * [FAQ5: Can not find library: libnccl.so. Please try to add the lib path to LD_LIBRARY_PATH.](#faq5-can-not-find-library-libncclso-please-try-to-add-the-lib-path-to-ld_library_path) + + +## Install PaddlePaddle + +This code base has been tested with Paddle Fluid 1.5.1 under Python2. + +**\*Important\*** When finished installing Paddle Fluid, remember to update LD_LIBRARY_PATH about CUDA, cuDNN, NCCL2, for more information, you can click [here](http://en.paddlepaddle.org/documentation/docs/en/1.5/beginners_guide/index_en.html) and [here](http://en.paddlepaddle.org/documentation/docs/en/1.5/beginners_guide/install/install_Ubuntu_en.html). Also, you can read FAQ at the end of this document when you encounter errors. + +For beginners of PaddlePaddle, the following documentation will tutor you about installing PaddlePaddle: + +> - [Installation Manuals](https://www.paddlepaddle.org.cn/documentation/docs/en/1.5/beginners_guide/install/index_en.html) ：Installation on Ubuntu/CentOS/Windows/MacOS is supported. + +If you have been armed with certain level of deep learning knowledge, and it happens to be the first time to try PaddlePaddle, the following cases of model building will expedite your learning process: + +> - [Programming with Fluid](https://www.paddlepaddle.org.cn/documentation/docs/en/1.5/beginners_guide/programming_guide/programming_guide_en.html) ： Core concepts and basic usage of Fluid +> - [Deep Learning Basics](https://www.paddlepaddle.org.cn/documentation/docs/en/1.5/beginners_guide/basics/index_en.html)： This section encompasses various fields of fundamental deep learning knowledge, such as image classification, customized recommendation, machine translation, and examples implemented by Fluid are provided. + +For more information about paddlepadde, Please refer to [PaddlePaddle Github](https://github.com/PaddlePaddle/Paddle) or [Official Website](https://www.paddlepaddle.org.cn/)for details. + + + +## Pre-trained Models & Datasets + +### Models + +| Model | Description | +| :------------------------------------------------- | :----------------------------------------------------------- | +| [ERNIE 1.0 Base for Chinese](https://ernie.bj.bcebos.com/ERNIE_stable.tgz) | with params | +| [ERNIE 1.0 Base for Chinese](https://baidu-nlp.bj.bcebos.com/ERNIE_stable-1.0.1.tar.gz) | with params, config and vocabs| +| [ERNIE 1.0 Base for Chinese(max-len-512)](https://ernie.bj.bcebos.com/ERNIE_1.0_max-len-512.tar.gz) | with params, config and vocabs| +| [ERNIE 2.0 Base for English](https://ernie.bj.bcebos.com/ERNIE_Base_en_stable-2.0.0.tar.gz) | with params, config and vocabs | +| [ERNIE 2.0 Large for English](https://ernie.bj.bcebos.com/ERNIE_Large_en_stable-2.0.0.tar.gz) | with params, config and vocabs | + +### Datasets + +#### English Datasets + +Download the [GLUE data](https://gluebenchmark.com/tasks) by running [this script](https://gist.github.com/W4ngatang/60c2bdb54d156a41194446737ce03e2e) and unpack it to some directory `${TASK_DATA_PATH}` + +After the dataset is downloaded, you should run `sh ./script/en_glue/preprocess/cvt.sh $TASK_DATA_PATH` to convert the data format for training. If everything goes well, there will be a folder named `glue_data_processed` created with all the converted datas in it. + +#### Chinese Datasets + +You can download Chinese Datasets from [here](https://ernie.bj.bcebos.com/task_data_zh.tgz) + + + +## Fine-tuning + +### Batchsize and GPU Settings + +In our experiments, we found that the batch size is important for different tasks. For users can more easily reproducing results, we list the batch size and gpu cards here: + +| Dataset | Batch Size | GPU | +| ------------ | --------------- | ------------------- | +| CoLA | 32 / 64(base) | 1 | +| SST-2 | 64 / 256(base) | 8 | +| STS-B | 128 | 8 | +| QQP | 256 | 8 | +| MNLI | 256 / 512(base) | 8 | +| QNLI | 256 | 8 | +| RTE | 16 / 4(base) | 1 | +| MRPC | 16 / 32(base) | 2 | +| WNLI | 8 | 1 | +| XNLI | 65536 (tokens) | 8 | +| CMRC2018 | 64 | 8 (large) / 4(base) | +| DRCD | 64 | 8 (large) / 4(base) | +| MSRA-NER(SIGHAN2006) | 16 | 1 | +| ChnSentiCorp | 24 | 1 | +| LCQMC | 32 | 1 | +| BQ Corpus | 64 | 1 | +| NLPCC2016-DBQA | 64 | 8 | + +\* *For MNLI, QNLI，we used 32GB V100, for other tasks we used 22GB P40* + +### Classification + +#### Single Sentence Classification Tasks + +The code used to perform classification/regression finetuning is in `run_classifier.py`, we also provide the shell scripts for each task including best hyperpameters. + +Take an English task `SST-2` and a Chinese task `ChnSentCorp` for example, + +Step1: Download and unarchive the model in path `${MODEL_PATH}`, if everything goes well, there should be a folder named `params` in `$MODEL_PATH`; + +Step2: Download and unarchive the data set in `${TASK_DATA_PATH}`, for English tasks, there should be 9 folders named `CoLA` , `MNLI`, `MRPC`, `QNLI` , `QQP`, `RTE` , `SST-2`, `STS-B` , `WNLI`; for Chinese tasks, there should be 5 folders named `lcqmc`, `xnli`, `msra-ner`, `chnsentcorp`, `nlpcc-dbqa` in `${TASK_DATA_PATH}`; + +Step3: Follow the instructions below based on your own task type for starting your programs. + + Take `SST-2` as an example, the path of its training data set should be `${TASK_DATA_PATH}/SST-2/train.tsv`, the data should have 2 fields with tsv format: `text_a label`, Here is some example datas: + + ``` +label text_a +... +0 hide new secretions from the parental units +0 contains no wit , only labored gags +1 that loves its characters and communicates something rather beautiful about human nature +0 remains utterly satisfied to remain the same throughout +0 on the worst revenge-of-the-nerds clichés the filmmakers could dredge up +0 that 's far too tragic to merit such superficial treatment +1 demonstrates that the director of such hollywood blockbusters as patriot games can still turn out a small , personal film with an emotional wallop . +1 of saucy +... + ``` + + + +Before runinng the scripts, we should set some environment variables + +``` +export TASK_DATA_PATH=(the value of ${TASK_DATA_PATH} mentioned above) +export MODEL_PATH=(the value of ${MODEL_PATH} mentioned above) +``` + + + +Run `sh script/en_glue/ernie_large/SST-2/task.sh` for finetuning，some logs will be shown below: + +``` +epoch: 3, progress: 22456/67349, step: 3500, ave loss: 0.015862, ave acc: 0.984375, speed: 1.328810 steps/s +[dev evaluation] ave loss: 0.174793, acc:0.957569, data_num: 872, elapsed time: 15.314256 s file: ./data/dev.tsv, epoch: 3, steps: 3500 +testing ./data/test.tsv, save to output/test_out.tsv +``` + + + +Similarly, for the Chinese task `ChnSentCorp`, after setting the environment variables, run`sh script/zh_task/ernie_base/run_ChnSentiCorp.sh`, some logs will be shown below: + +``` +[dev evaluation] ave loss: 0.303819, acc:0.943333, data_num: 1200, elapsed time: 16.280898 s, file: ./task_data/chnsenticorp/dev.tsv, epoch: 9, steps: 4001 +[dev evaluation] ave loss: 0.228482, acc:0.958333, data_num: 1200, elapsed time: 16.023091 s, file: ./task_data/chnsenticorp/test.tsv, epoch: 9, steps: 4001 +``` + + + +#### Sentence Pair Classification Tasks + +Take `RTE` as an example, the data should have 3 fields `text_a text_b label`with tsv format. Here is some example datas: +``` +text_a text_b label +Oil prices fall back as Yukos oil threat lifted Oil prices rise. 0 +No Weapons of Mass Destruction Found in Iraq Yet. Weapons of Mass Destruction Found in Iraq. 0 +Iran is said to give up al Qaeda members. Iran hands over al Qaeda members. 1 +Sani-Seat can offset the rising cost of paper products The cost of paper is rising. 1 +``` + +the path of its training data set should be `${TASK_DATA_PATH}/RTE/train.tsv` + +Before runinng the scripts, we should set some environment variables like before: + +``` +export TASK_DATA_PATH=(the value of ${TASK_DATA_PATH} mentioned above) +export MODEL_PATH=(the value of ${MODEL_PATH} mentioned above) +``` + +Run `sh script/en_glue/ernie_large/RTE/task.sh` for finetuning, some logs are shown below: + +``` +epoch: 4, progress: 2489/2490, step: 760, ave loss: 0.000729, ave acc: 1.000000, speed: 1.221889 steps/s +train pyreader queue size: 9, learning rate: 0.000000 +epoch: 4, progress: 2489/2490, step: 770, ave loss: 0.000833, ave acc: 1.000000, speed: 1.246080 steps/s +train pyreader queue size: 0, learning rate: 0.000000 +epoch: 4, progress: 2489/2490, step: 780, ave loss: 0.000786, ave acc: 1.000000, speed: 1.265365 steps/s +validation result of dataset ./data/dev.tsv: +[dev evaluation] ave loss: 0.898279, acc:0.851986, data_num: 277, elapsed time: 6.425834 s file: ./data/dev.tsv, epoch: 4, steps: 781 +testing ./data/test.tsv, save to output/test_out.5.2019-07-23-15-25-06.tsv.4.781 +``` + + + + +### Sequence Labeling + +#### Named Entity Recognition + + Take `MSRA-NER(SIGHAN2006)` as an example, the data should have 2 fields, `text_a label`, with tsv format. Here is some example datas : + ``` +text_a label +在 这 里 恕 弟 不 恭 之 罪 ， 敢 在 尊 前 一 诤 ： 前 人 论 书 ， 每 曰 “ 字 字 有 来 历 ， 笔 笔 有 出 处 ” ， 细 读 公 字 ， 何 尝 跳 出 前 人 藩 篱 ， 自 隶 变 而 后 ， 直 至 明 季 ， 兄 有 何 新 出 ？ O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O +相 比 之 下 ， 青 岛 海 牛 队 和 广 州 松 日 队 的 雨 中 之 战 虽 然 也 是 0 ∶ 0 ， 但 乏 善 可 陈 。 O O O O O B-ORG I-ORG I-ORG I-ORG I-ORG O B-ORG I-ORG I-ORG I-ORG I-ORG O O O O O O O O O O O O O O O O O O O +理 由 多 多 ， 最 无 奈 的 却 是 ： 5 月 恰 逢 双 重 考 试 ， 她 攻 读 的 博 士 学 位 论 文 要 通 考 ； 她 任 教 的 两 所 学 校 ， 也 要 在 这 段 时 日 大 考 。 O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O + ``` + +Also, remember to set environmental variables like above, and run `sh script/zh_task/ernie_base/run_msra_ner.sh` for finetuning, some logs are shown below: + +``` +[dev evaluation] f1: 0.951949, precision: 0.944636, recall: 0.959376, elapsed time: 19.156693 s +[test evaluation] f1: 0.937390, precision: 0.925988, recall: 0.949077, elapsed time: 36.565929 s +``` + +### Machine Reading Comprehension + + + Take `DRCD` as an example, convert the data into SQUAD format firstly: + ``` +{ + "version": "1.3", + "data": [ + { + "paragraphs": [ + { + "id": "1001-11", + "context": "广州是京广铁路、广深铁路、广茂铁路、广梅汕铁路的终点站。2009年末，武广客运专线投入运营，多单元列车覆盖980公里的路程，最高时速可达350公里/小时。2011年1月7日，广珠城际铁路投入运营，平均时速可达200公里/小时。广州铁路、长途汽车和渡轮直达香港，广九直通车从广州东站开出，直达香港九龙红磡站，总长度约182公里，车程在两小时内。繁忙的长途汽车每年会从城市中的不同载客点把旅客接载至香港。在珠江靠市中心的北航道有渡轮线路，用于近江居民直接渡江而无需乘坐公交或步行过桥。南沙码头和莲花山码头间每天都有高速双体船往返，渡轮也开往香港中国客运码头和港澳码头。", + "qas": [ + { + "question": "广珠城际铁路平均每小时可以走多远？", + "id": "1001-11-1", + "answers": [ + { + "text": "200公里", + "answer_start": 104, + "id": "1" + } + ] + } + ] + } + ], + "id": "1001", + "title": "广州" + } + ] +} + ``` + +Also, remember to set environmental variables like above, and run `sh script/zh_task/ernie_base/run_drcd.sh` for finetuning, some logs are shown below: + +``` +[dev evaluation] em: 88.450624, f1: 93.749887, avg: 91.100255, question_num: 3524 +[test evaluation] em: 88.061838, f1: 93.520152, avg: 90.790995, question_num: 3493 +``` + + +## Pre-training with ERNIE 1.0 + +### Data Preprocessing + +We construct the training dataset based on [Baidu Baike](https://en.wikipedia.org/wiki/Baidu_Baike), [Baidu Knows(Baidu Zhidao)](https://en.wikipedia.org/wiki/Baidu_Knows), [Baidu Tieba](https://en.wikipedia.org/wiki/Baidu_Tieba) for Chinese version ERNIE, and [Wikipedia](https://en.wikipedia.org/wiki/Wikipedia:Database_download), [Reddit](https://en.wikipedia.org/wiki/Reddit), [BookCorpus](https://github.com/soskek/bookcorpus) for English version ERNIE. + +For the Chinese version dataset, we use a private version wordseg tool in Baidu to label those Chinese corpora in different granularities, such as character, word, entity, etc. Then using class `CharTokenizer` in [`tokenization.py`](tokenization.py) for tokenization to get word boundaries. Finally, the words are mapped to ids according to the vocabulary [`config/vocab.txt`](config/vocab.txt) . During training progress, we randomly mask words based on boundary information. + +Here are some train instances after processing (which can be found in [`data/demo_train_set.gz`](./data/demo_train_set.gz) and [`data/demo_valid_set.gz`](./data/demo_valid_set.gz)), each line corresponds to one training instance: + +``` +1 1048 492 1333 1361 1051 326 2508 5 1803 1827 98 164 133 2777 2696 983 121 4 19 9 634 551 844 85 14 2476 1895 33 13 983 121 23 7 1093 24 46 660 12043 2 1263 6 328 33 121 126 398 276 315 5 63 44 35 25 12043 2;0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1;0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55;-1 0 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 0 0 0 0 0 1 0 1 0 0 1 0 1 0 0 0 0 1 0 0 0 0 -1 0 0 0 1 0 0 1 0 1 0 0 1 0 1 0 -1;0 +``` + +Each instance is composed of 5 fields, which are joined by `;`in one line, represented `token_ids; sentence_type_ids; position_ids; seg_labels; next_sentence_label` respectively. Especially, in the field`seg_labels`, 0 means the begin of one word, 1 means non-begin of one word, -1 means placeholder, the other number means `CLS` or `SEP`. + +### PreTrain ERNIE 1.0 + +The start entry for pretrain is [`script/zh_task/pretrain.sh`](./script/zh_task/pretrain.sh). Before we run the train program, remember to set CUDA、cuDNN、NCCL2 etc. in the environment variable LD_LIBRARY_PATH. + +Execute `sh script/zh_task/pretrain.sh` , the progress of pretrain will start with default parameters. + +Here are some logs in the pretraining progress, including learning rate, epochs, steps, errors, training speed etc. The information will be printed according to the command parameter `--validation_steps` + +``` +current learning_rate:0.000001 +epoch: 1, progress: 1/1, step: 30, loss: 10.540648, ppl: 19106.925781, next_sent_acc: 0.625000, speed: 0.849662 steps/s, file: ./data/demo_train_set.gz, mask_type: mask_word +feed_queue size 70 +current learning_rate:0.000001 +epoch: 1, progress: 1/1, step: 40, loss: 10.529287, ppl: 18056.654297, next_sent_acc: 0.531250, speed: 0.849549 steps/s, file: ./data/demo_train_set.gz, mask_type: mask_word +feed_queue size 70 +current learning_rate:0.000001 +epoch: 1, progress: 1/1, step: 50, loss: 10.360563, ppl: 16398.287109, next_sent_acc: 0.625000, speed: 0.843776 steps/s, file: ./data/demo_train_set.gz, mask_type: mask_word +``` + + + +## FAQ + +### FAQ1: How to get sentence/tokens embedding of ERNIE? + +Run ```ernie_encoder.py ``` we can get the both sentence embedding and tokens embeddings. The input data format should be same as that mentioned in chapter [Fine-tuning](#fine-tuning). + +Here is an example to get sentence embedding and token embedding for LCQMC dev dataset: + +``` +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0 + +python -u ernir_encoder.py \ + --use_cuda true \ + --batch_size 32 \ + --output_dir "./test" \ + --init_pretraining_params ${MODEL_PATH}/params \ + --data_set ${TASK_DATA_PATH}/lcqmc/dev.tsv \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --max_seq_len 128 \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json +``` + +when finished running this script, `cls_emb.npy` and `top_layer_emb.npy `will be generated for sentence embedding and token embedding respectively in folder `test` . + + + +### FAQ2: How to predict on new data with Fine-tuning model? + +Take classification tasks for example, here is the script for batch prediction: + +``` +python -u predict_classifier.py \ + --use_cuda true \ + --batch_size 32 \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --init_checkpoint "./checkpoints/step_100" \ + --do_lower_case true \ + --max_seq_len 128 \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json \ + --do_predict true \ + --predict_set ${TASK_DATA_PATH}/lcqmc/test.tsv \ + --num_labels 2 +``` + +Argument `init_checkpoint` is the path of the model, `predict_set` is the path of test file, `num_labels` is the number of target labels. + +**Note**: `predict_set `should be a tsv file with two fields named `text_a`、`text_b(optional)` + + + +### FAQ3: Is the argument batch_size for one GPU card or for all GPU cards? + +For one GPU card. + + + +### FAQ4: Can not find library: libcudnn.so. Please try to add the lib path to LD_LIBRARY_PATH. + +Export the path of cuda to LD_LIBRARY_PATH, e.g.: `export LD_LIBRARY_PATH=/home/work/cudnn/cudnn_v[your cudnn version]/cuda/lib64` + + + +### FAQ5: Can not find library: libnccl.so. Please try to add the lib path to LD_LIBRARY_PATH. + +Download [NCCL2](https://developer.nvidia.com/nccl/nccl-download), and export the library path to LD_LIBRARY_PATH, e.g.:`export LD_LIBRARY_PATH=/home/work/nccl/lib` diff --git a/README.zh.md b/README.zh.md new file mode 100644 index 0000000000000000000000000000000000000000..a90c8b6e75c86feb8254433d0964af177d8236ce --- /dev/null +++ b/README.zh.md @@ -0,0 +1,961 @@ +[English](./README.md) | 简体中文 + +## ERNIE 2.0: A Continual Pre-training Framework for Language Understanding + + + * [可持续学习语义理解框架](#可持续学习语义理解框架) + * [Pre-Training 任务](#pre-training-任务) + * [Word-aware Tasks](#word-aware-tasks) + * [Knowledge Masking Task](#knowledge-masking-task) + * [Capitalization Prediction Task](#capitalization-prediction-task) + * [Token-Document Relation Prediction Task](#token-document-relation-prediction-task) + * [Structure-aware Tasks](#structure-aware-tasks) + * [Sentence Reordering Task](#sentence-reordering-task) + * [Sentence Distance Task](#sentence-distance-task) + * [Semantic-aware Tasks](#semantic-aware-tasks) + * [Discourse Relation Task](#discourse-relation-task) + * [IR Relevance Task](#ir-relevance-task) + * [ERNIE 1.0: Enhanced Representation through kNowledge IntEgration](#ernie-10-enhanced-representation-through-knowledge-integration) + * [中文效果验证](#中文效果验证) + * [英文效果验证](#英文效果验证) + + +### 可持续学习语义理解框架 + +**[ERNIE 2.0](https://arxiv.org/abs/1907.12412v1)** 是基于可持续学习的语义理解预训练框架，使用多任务学习增量式构建预训练任务。**[ERNIE 2.0](https://arxiv.org/abs/1907.12412v1)** 中，新构建的预训练任务类型可以无缝的加入训练框架，持续的进行语义理解学习。 通过新增的实体预测、句子因果关系判断、文章句子结构重建等语义任务，**[ERNIE 2.0](https://arxiv.org/abs/1907.12412v1)** 语义理解预训练模型从训练数据中获取了词法、句法、语义等多个维度的自然语言信息，极大地增强了通用语义表示能力。 + +![ernie2.0_arch](.metas/ernie2.0_arch.png) + +我们对 **ERNIE 2.0** 模型和现有 SOTA 预训练模型在 **9 个中文数据集**、以及**英文数据集合 GLUE** 上进行效果比较。结果表明：**ERNIE 2.0** 模型在英语任务上几乎全面优于 **BERT** 和 **XLNet**，在 7 个 GLUE 任务上取得了最好的结果；中文任务上，**ERNIE 2.0** 模型在所有 9 个中文 NLP 任务上全面优于 **BERT**。 + +### Pre-Training 任务 + +针对 ERNIE 2.0 模型，我们构建了多个预训练任务，试图从 3 个层面去更好的理解训练语料中蕴含的信息： + +- **Word-aware Tasks**: 词汇 (lexical) 级别信息的学习 +- **Structure-aware Tasks**: 语法 (syntactic) 级别信息的学习 +- **Semantic-aware Tasks**: 语义 (semantic) 级别信息的学习 + +![ernie2.0_model](.metas/ernie2.0_model.png) + + +#### Word-aware Tasks + +##### Knowledge Masking Task + +- [ERNIE 1.0](https://arxiv.org/abs/1904.09223) 中已经引入的 phrase & named entity 知识增强 masking 策略。相较于 sub-word masking, 该策略可以更好的捕捉输入样本局部和全局的语义信息。 + +##### Capitalization Prediction Task + +- 针对英文首字母大写词汇（如 Apple）所包含的特殊语义信息，我们在英文 Pre-training 训练中构造了一个分类任务去学习该词汇是否为大写。 + +##### Token-Document Relation Prediction Task + +- 针对一个 segment 中出现的词汇，去预测该词汇是否也在原文档的其他 segments 从出现。 + +#### Structure-aware Tasks + +##### Sentence Reordering Task + +- 针对一个 paragraph （包含 M 个 segments），我们随机打乱 segments 的顺序，通过一个分类任务去预测打乱的顺序类别。 + +##### Sentence Distance Task + +- 通过一个 3 分类任务，去判断句对 (sentence pairs) 位置关系，更好的建模语义相关性。 + +#### Semantic-aware Tasks + +##### Discourse Relation Task + +- 通过判断句对 (sentence pairs) 间的修辞关系 (semantic & rhetorical relation)，更好的学习句间语义。 + +##### IR Relevance Task + +- 学习 IR 相关性弱监督信息，更好的建模句对相关性。 + + +### ERNIE 1.0: **E**nhanced **R**epresentation through k**N**owledge **I**nt**E**gration + +**[ERNIE 1.0](https://arxiv.org/abs/1904.09223)** 通过建模海量数据中的词、实体及实体关系，学习真实世界的语义知识。相较于 **BERT** 学习原始语言信号，**ERNIE** 直接对先验语义知识单元进行建模，增强了模型语义表示能力。 + +这里我们举个例子： + +```Learnt by BERT ：哈 [mask] 滨是 [mask] 龙江的省会，[mask] 际冰 [mask] 文化名城。``` + +```Learnt by ERNIE：[mask] [mask] [mask] 是黑龙江的省会，国际 [mask] [mask] 文化名城。``` + +在 **BERT** 模型中，我们通过『哈』与『滨』的局部共现，即可判断出『尔』字，模型没有学习与『哈尔滨』相关的任何知识。而 **ERNIE** 通过学习词与实体的表达，使模型能够建模出『哈尔滨』与『黑龙江』的关系，学到『哈尔滨』是 『黑龙江』的省会以及『哈尔滨』是个冰雪城市。 + +训练数据方面，除百科类、资讯类中文语料外，**ERNIE** 还引入了论坛对话类数据，利用 **DLM**（Dialogue Language Model）建模 Query-Response 对话结构，将对话 Pair 对作为输入，引入 Dialogue Embedding 标识对话的角色，利用 Dialogue Response Loss 学习对话的隐式关系，进一步提升模型的语义表示能力。 + + + +## 开源记录 +- 2019-07-30 发布 ERNIE 2.0 +- 2019-04-10 更新: update ERNIE_stable-1.0.1.tar.gz, 将模型参数、配置 ernie_config.json、vocab.txt 打包发布 +- 2019-03-18 更新: update ERNIE_stable.tgz +- 2019-03-15 发布 ERNIE 1.0 + +## 技术交流 + +- [Github Issues](https://github.com/PaddlePaddle/ERNIE/issues): bug reports, feature requests, install issues, usage issues, etc. +- ERNIE QQ 群: 760439550 (ERNIE discussion group). +- [论坛](http://ai.baidu.com/forum/topic/list/168?pageNo=1): discuss implementations, research, etc. + + +## 中文效果验证 + +我们在 9 个任务上验证 ERNIE 2.0 中文模型的效果。这些任务包括：自然语言推断任务 XNLI；阅读理解任务 DRCD、DuReader、CMRC2018；命名实体识别任务 MSRA-NER (SIGHAN2006)；情感分析任务 ChnSentiCorp；语义相似度任务 BQ Corpus、LCQMC；问答任务 NLPCC2016-DBQA 。任务的详情和效果会在如下章节中介绍。 + + + +### 自然语言推断任务 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
数据集 +
XNLI
+

+ 评估

+

+ 指标 +

+ 		+
acc
+
+ dev +
+ test +
+ BERT Base +
78.177.2
+ ERNIE 1.0 Base +
79.9 (+1.8)78.4 (+1.2)
+ ERNIE 2.0 Base +
81.2 (+3.1)79.7 (+2.5)
+ ERNIE 2.0 Large +
82.6 (+4.5)81.0 (+3.8)
+ + - **XNLI** + +```text +XNLI 是由 Facebook 和纽约大学的研究者联合构建的自然语言推断数据集，包括 15 种语言的数据。我们用其中的中文数据来评估模型的语言理解能力。[链接: https://github.com/facebookresearch/XNLI] +``` + +### 阅读理解任务 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
数据集 +
DuReader
CMRC2018
DRCD
+

+ 评估

+

+ 指标 +

+ 		+
em
+
+ f1-score +
+ em +
+ f1-score + +
+ em +
+ f1-score +
+ dev +
+ dev +
+ dev +
+ test +
+ dev +
+ test +
BERT Base59.573.166.385.985.784.991.690.9
ERNIE 1.0 Base57.9 (-1.6)72.1 (-1.0)65.1 (-1.2)85.1 (-0.8)84.6 (-1.1)84.0 (-0.9)90.9 (-0.7)90.5 (-0.4)
ERNIE 2.0 Base61.3 (+1.8)74.9 (+1.8)69.1 (+2.8)88.6 (+2.7)88.5 (+2.8)88.0 (+3.1)93.8 (+2.2)93.4 (+2.5)
ERNIE 2.0 Large64.2 (+4.7)77.3 (+4.2)71.5 (+5.2)89.9 (+4.0)89.7 (+4.0)89.0 (+4.1)94.7 (+3.1)94.2 (+3.3)
+ +\* *实验所用的 DuReader 抽取类、单文档子集为内部数据集。* + +\* *实验时将 DRCD 繁体数据转换成简体，繁简转换工具：https://github.com/skydark/nstools/tree/master/zhtools* + +\* *ERNIE 1.0 的预训练数据长度为 128，其他模型使用 512 长度的数据训练，这导致 ERNIE 1.0 BASE 在长文本任务上性能较差, 为此我们发布了 [ERNIE 1.0 Base (max-len-512) 模型](https://ernie.bj.bcebos.com/ERNIE_1.0_max-len-512.tar.gz) (2019-07-29)* + + - **DuReader** + +```text +DuReader 是百度在自然语言处理国际顶会 ACL 2018 发布的机器阅读理解数据集，所有的问题、原文都来源于百度搜索引擎数据和百度知道问答社区，答案是由人工整理的。实验是在 DuReader 的单文档、抽取类的子集上进行的，训练集包含15763个文档和问题，验证集包含1628个文档和问题，目标是从篇章中抽取出连续片段作为答案。[链接: https://arxiv.org/pdf/1711.05073.pdf] +``` + + - **CMRC2018** + +```text +CMRC2018 是中文信息学会举办的评测，评测的任务是抽取类阅读理解。[链接: https://github.com/ymcui/cmrc2018] +``` + + - **DRCD** + +```text +DRCD 是台达研究院发布的繁体中文阅读理解数据集，目标是从篇章中抽取出连续片段作为答案。我们在实验时先将其转换成简体中文。[链接: https://github.com/DRCKnowledgeTeam/DRCD] +``` + + + +### 命名实体识别任务 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
数据集 +
MSRA-NER(SIGHAN2006)
+

+ 评估

+

+ 指标 +

+ 		+
f1-score
+
+ dev +
+ test +
BERT Base94.092.6
ERNIE 1.0 Base95.0 (+1.0)93.8 (+1.2)
ERNIE 2.0 Base95.2 (+1.2)93.8 (+1.2)
ERNIE 2.0 Large96.3 (+2.3)95.0 (+2.4)
+ + - **MSRA-NER(SIGHAN2006)** + +```text +MSRA-NER(SIGHAN2006) 数据集由微软亚研院发布，其目标是识别文本中具有特定意义的实体，包括人名、地名、机构名。 +``` + + + +### 情感分析任务 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
数据集 +
ChnSentiCorp
+

+ 评估

+

+ 指标 +

+ 		+
acc
+
+ dev +
+ test +
BERT Base94.694.3
ERNIE 1.0 Base95.2 (+0.6)95.4 (+1.1)
ERNIE 2.0 Base95.7 (+1.1)95.5 (+1.2)
ERNIE 2.0 Large96.1 (+1.5)95.8 (+1.5)
+ + - **ChnSentiCorp** + +```text +ChnSentiCorp 是一个中文情感分析数据集，包含酒店、笔记本电脑和书籍的网购评论。 +``` + + + +### 问答任务 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
数据集 +
NLPCC2016-DBQA
+

+ 评估

+

+ 指标 +

+ 		+
mrr
+
+
f1-score
+
+ dev +
+ test +
+ dev +
+ test +
BERT Base94.794.680.780.8
ERNIE 1.0 Base95.0 (+0.3)95.1 (+0.5)82.3 (+1.6)82.7 (+1.9)
ERNIE 2.0 Base95.7 (+1.0)95.7 (+1.1)84.7 (+4.0)85.3 (+4.5)
ERNIE 2.0 Large95.9 (+1.2)95.8 (+1.2)85.3 (+4.6)85.8 (+5.0)
+ + - **NLPCC2016-DBQA** + +```text +NLPCC2016-DBQA 是由国际自然语言处理和中文计算会议 NLPCC 于 2016 年举办的评测任务，其目标是从候选中找到合适的文档作为问题的答案。[链接: http://tcci.ccf.org.cn/conference/2016/dldoc/evagline2.pdf] +``` + + + +### 语义相似度 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
数据集 +
LCQMC
BQ Corpus
+

+ 评估

+

+ 指标 +

+ 		+
acc
 +
acc
+ dev +
+ test +
+ dev +
+ test +
BERT Base88.887.085.984.8
ERNIE 1.0 Base89.7 (+0.9)87.4 (+0.4)86.1 (+0.2)84.8
ERNIE 2.0 Base90.9 (+2.1)87.9 (+0.9)86.4 (+0.5)85.0 (+0.2)
ERNIE 2.0 Large90.9 (+2.1)87.9 (+0.9)86.5 (+0.6)85.2 (+0.4)
+ +\* *LCQMC 、BQ Corpus 数据集需要向作者申请，LCQMC 申请地址：http://icrc.hitsz.edu.cn/info/1037/1146.htm, BQ Corpus 申请地址：http://icrc.hitsz.edu.cn/Article/show/175.html* + + - **LCQMC** + +```text +LCQMC 是在自然语言处理国际顶会 COLING 2018 发布的语义匹配数据集，其目标是判断两个问题的语义是否相同。[链接: http://aclweb.org/anthology/C18-1166] +``` + + - **BQ Corpus** + +```text +BQ Corpus 是在自然语言处理国际顶会 EMNLP 2018 发布的语义匹配数据集，该数据集针对银行领域，其目标是判断两个问题的语义是否相同。[链接: https://www.aclweb.org/anthology/D18-1536] +``` + + + +## 英文效果验证 + +ERNIE 2.0 的英文效果验证在 GLUE 上进行。GLUE 评测的官方地址为 https://gluebenchmark.com/ ，该评测涵盖了不同类型任务的 10 个数据集，其中包含 11 个测试集，涉及到 Accuracy, F1-score, Spearman Corr,. Pearson Corr,. Matthew Corr., 5 类指标。GLUE 排行榜使用每个数据集的平均分作为总体得分，并以此为依据将不同算法进行排名。 + + + + +### GLUE - 验证集结果 + +| 数据集 | CoLA | SST-2 | MRPC | STS-B | QQP | MNLI-m | QNLI | RTE | +| ----------- | ---- | ----- | ---- | ----- | ---- | ---- | ---- | ---- | +| **评测指标** | **matthews corr.** | **acc** | **acc** | **pearson corr.** | **acc** | **acc** | **acc** | **acc** | +| **BERT Large** | 60.6 | 93.2 | 88.0 | 90.0 | 91.3 | 86.6 | 92.3 | 70.4 | +| **XLNet Large** | 63.6 | 95.6 | 89.2 | 91.8 | 91.8 | 89.8 | 93.9 | 83.8 | +| **ERNIE 2.0 Large** | 65.4
(**+4.8,+1.8**) | 96.0
(**+2.8,+0.4**) | 89.7
(**+1.7,+0.5**) | 92.3
(**+2.3,+0.5**) | 92.5
(**+1.2,+0.7**) | 89.1
(**+2.5,-0.7**) | 94.3
(**+2.0,+0.4**) | 85.2
(**+14.8,+1.4**) | + +我们使用单模型的验证集结果，来与 BERT/XLNet 进行比较。 + + + +### GLUE - 测试集结果 + +| 数据集 | - | CoLA | SST-2 | MRPC | STS-B | QQP | MNLI-m | MNLI-mm | QNLI | RTE | WNLI |AX| +| ----------- | ----- | ---- | ----- | ---- | ----- | ---- | ------ | ------- | ---- | ---- | ---- | ---- | +| **评测指标** | **score** | **matthews corr.** | **acc** | **f1-score/acc** | **spearman/pearson corr.** | **f1-score/acc** | **acc** | **acc** |**acc**|**acc**|**acc**| **matthews corr.** | +| **BERT Base** | 78.3 | 52.1 | 93.5 | 88.9/84.8 | 85.8/87.1 | 71.2/89.2 | 84.6 | 83.4 | 90.5 | 66.4 | 65.1 | 34.2 | +| **ERNIE 2.0 Base** | 80.6
(**+2.3**) | 55.2
(**+3.1**) | 95.0
(**+1.5**) | 89.9/86.1
(**+1.0/+1.3**) | 86.5/87.6
(**+0.7/+0.5**) | 73.2/89.8
(**+2.0/+0.6**) | 86.1
(**+1.5**) | 85.5
(**+2.1**) | 92.9
(**+2.4**) | 74.8
(**+8.4**) | 65.1 | 37.4
(**+3.2**) | +| **BERT Large** | 80.5 | 60.5 | 94.9 | 89.3/85.4 | 86.5/87.6 | 72.1/89.3 | 86.7 | 85.9 | 92.7 | 70.1 | 65.1 | 39.6 | +| **ERNIE 2.0 Large** | 83.6
(**+3.1**) | 63.5
(**+3.0**) | 95.6
(**+0.7**) | 90.2/87.4
(**+0.9/+2.0**) | 90.6/91.2
(**+4.1/+3.6**) | 73.8/90.1
(**+1.7/+0.8**) | 88.7
(**+2.0**) | 88.8
(**+2.9**) | 94.6
(**+1.9**) | 80.2
(**+10.1**) | 67.8
(**+2.7**) | 48.0
(**+8.4**) | + + +由于 XLNet 暂未公布 GLUE 测试集上的单模型结果，所以我们只与 BERT 进行单模型比较。上表为ERNIE 2.0 单模型在 GLUE 测试集的表现结果。 + + +## 使用 + * [PaddlePaddle 安装](#paddlepaddle安装) + * [模型&数据](#模型数据) + * [预训练模型下载](#预训练模型下载) + * [数据下载](#数据下载) + * [中文数据](#中文数据) + * [英文数据](#英文数据) + * [Fine-tuning 任务](#fine-tuning-任务) + * [运行参数配置](#运行参数配置) + * [单句和句对分类任务](#单句和句对分类任务) + * [单句分类任务](#单句分类任务) + * [句对分类任务](#句对分类任务) + * [序列标注任务](#序列标注任务) + * [实体识别](#实体识别) + * [阅读理解任务](#阅读理解任务-1) + * [预训练 (ERNIE 1.0)](#预训练-ernie-10) + * [数据预处理](#数据预处理) + * [开始训练](#开始训练) + * [FAQ](#faq) + * [FAQ1: 如何获取输入句子/词经过 ERNIE 编码后的 Embedding 表示?](#faq1-如何获取输入句子词经过-ernie-编码后的-embedding-表示) + * [FAQ2: 如何利用 Fine-tuning 得到的模型对新数据进行批量预测？](#faq2-如何利用-fine-tuning-得到的模型对新数据进行批量预测) + * [FAQ3: 运行脚本中的batch size指的是单卡分配的数据量还是多卡的总数据量？](#faq3-运行脚本中的batch-size指的是单卡分配的数据量还是多卡的总数据量) + * [FAQ4: Can not find library: libcudnn.so. Please try to add the lib path to LD_LIBRARY_PATH.](#faq4-can-not-find-library-libcudnnso-please-try-to-add-the-lib-path-to-ld_library_path) + * [FAQ5: Can not find library: libnccl.so. Please try to add the lib path to LD_LIBRARY_PATH.](#faq5-can-not-find-library-libncclso-please-try-to-add-the-lib-path-to-ld_library_path) + + +## PaddlePaddle安装 + +本项目依赖于 Paddle Fluid 1.5，请参考[安装指南](http://www.paddlepaddle.org/#quick-start)进行安装。 + +**【重要】安装后，需要及时的将 CUDA、cuDNN、NCCL2 等动态库路径加入到环境变量 LD_LIBRARY_PATH 之中，否则训练过程中会报相关的库错误。具体的安装细节请查阅[这里](http://en.paddlepaddle.org/documentation/docs/zh/1.5/beginners_guide/quick_start_cn.html)** + +如果您想了解更多的 Paddle 的相关信息，例如针对实际问题建模、搭建自己网络等，这里有更多的来自官方的文档供您参考： + +> - [基本概念](https://www.paddlepaddle.org.cn/documentation/docs/zh/1.5/user_guides/howto/basic_concept/index_cn.html) ：介绍了 Fluid 的基本使用概念 +> - [准备数据](https://www.paddlepaddle.org.cn/documentation/docs/zh/1.5/user_guides/howto/prepare_data/index_cn.html) ：介绍使用 Fluid 训练网络时，数据的支持类型及传输方法 +> - [配置简单的网络](https://www.paddlepaddle.org.cn/documentation/docs/zh/1.5/user_guides/howto/configure_simple_model/index_cn.html)： 介绍如何针对问题建模，并利用 Fluid 中相关算子搭建网络 +> - [训练神经网络](https://www.paddlepaddle.org.cn/documentation/docs/zh/1.5/user_guides/howto/training/index_cn.html)：介绍如何使用 Fluid 进行单机训练、多机训练、以及保存和载入模型变量 +> - [模型评估与调试](https://www.paddlepaddle.org.cn/documentation/docs/zh/1.5/user_guides/howto/evaluation_and_debugging/index_cn.html)：介绍在 Fluid 下进行模型评估和调试的方法 + + +## 模型&数据 + +### 预训练模型下载 + +| Model | Description | +| :------| :------ | +| [ERNIE 1.0 中文 Base 模型](https://ernie.bj.bcebos.com/ERNIE_stable.tgz) | 包含预训练模型参数 | +| [ERNIE 1.0 中文 Base 模型](https://baidu-nlp.bj.bcebos.com/ERNIE_stable-1.0.1.tar.gz) | 包含预训练模型参数、词典 vocab.txt、模型配置 ernie_config.json| +| [ERNIE 1.0 中文 Base 模型(max_len=512)](https://ernie.bj.bcebos.com/ERNIE_1.0_max-len-512.tar.gz) | 包含预训练模型参数、词典 vocab.txt、模型配置 ernie_config.json| +| [ERNIE 2.0 英文 Base 模型](https://ernie.bj.bcebos.com/ERNIE_Base_en_stable-2.0.0.tar.gz) | 包含预训练模型参数、词典 vocab.txt、模型配置 ernie_config.json| +| [ERNIE 2.0 英文 Large 模型](https://ernie.bj.bcebos.com/ERNIE_Large_en_stable-2.0.0.tar.gz) | 包含预训练模型参数、词典 vocab.txt、模型配置 ernie_config.json| + + + +### 数据下载 + +#### 中文数据 + + [下载地址](https://ernie.bj.bcebos.com/task_data_zh.tgz) + +#### 英文数据 + +由于数据集协议问题，在这里无法直接提供英文数据集。GLUE 的数据下载方式请参考[GLUE 主页](https://gluebenchmark.com/tasks)以及 GLUE 提供的数据[下载代码](https://gist.github.com/W4ngatang/60c2bdb54d156a41194446737ce03e2e)。 + +假设所有数据集下载放置的路径为`$GLUE_DATA`，将数据下载完毕后，执行 `sh ./script/en_glue/preprocess/cvt.sh $GLUE_DATA `，将完成所有数据的格式转换，默认转换后的数据会输出到文件夹`./glue_data_processed/`。 + + + +## Fine-tuning 任务 + +### 运行参数配置 + +在实验中我们发现，不同的任务对应的 batch size 会影响任务的最终效果，因此在这里列出了具体实验中我们使用的具体配置，在具体的实验运行时，请注意本地 GPU 卡数。 + +在下表的 Batch Size 一栏，*"(base)"* 指 ERNIE BASE 模型 Fine-tuning 时使用的参数，未特殊标明则表示 ERNIE Large 和 ERNIE Base 使用同样的 batch size。 + +| 任务 | Batch Size | GPU卡数 | +| ------ | ---- | ------- | +| CoLA | 32 / 64 (base) | 1 | +| SST-2 | 64 / 256 (base) | 8 | +| STS-B | 128 | 8 | +| QQP | 256 | 8 | +| MNLI | 256 / 512 (base) | 8 | +| QNLI | 256 | 8 | +| RTE | 16 / 4 (base) | 1 | +| MRPC | 16 / 32 (base) | 2 | +| WNLI | 8 | 1 | +| XNLI | 65536 (tokens) | 8 | +| CMRC2018 | 64 | 8 (large) / 4(base) | +| DRCD | 64 | 8 (large) / 4(base) | +| MSRA-NER(SIGHAN 2006) | 16 | 1 | +| ChnSentiCorp | 24 | 1 | +| LCQMC | 32 | 1 | +| BQ Corpus | 64 | 1 | +| NLPCC2016-DBQA | 64 | 8 | + +\* *MNLI 和 QNLI 的任务中，使用了 32 GB 显存的 V100。除此之外的显卡皆为22 GB 的 P40。* + + + +### 单句和句对分类任务 + +分类或者回归任务的逻辑都封装在 `run_classifier.py` 文件中。为了方便的复现上述的实验效果，该项目将每个任务与其对应的超参封装到了任务对应的 shell 文件中。 + +下面提供了中英文情感分析 `ChnSentiCorp`，`SST-2`，和 `LCQMC` 的运行示例。在运行前，请通过 [模型&数据](#模型数据) 一节提供的链接预先下载好对应的预训练模型。 + + + +#### 单句分类任务 + +以 `ChnSentiCorp` 情感分类数据集作为单句分类任务示例，假设下载数据并解压后的路径为 `/home/task_data/ ` ，则在该目录中应该存在文件夹`chnsenticorp`，其训练数据路径为`/home/task_data/chnsenticorp/train.tsv`，该数据格式为包含2个字段的tsv文件，2个字段分别为: `text_a label`, 示例数据如下: + +``` +label text_a +... +0 当当网名不符实，订货多日不见送货，询问客服只会推托，只会要求用户再下订单。如此服务留不住顾客的。去别的网站买书服务更好。 +0 XP的驱动不好找！我的17号提的货，现在就降价了100元，而且还送杀毒软件！ +1 <荐书> 推荐所有喜欢<红楼>的红迷们一定要收藏这本书,要知道当年我听说这本书的时候花很长时间去图书馆找和借都没能如愿,所以这次一看到当当有,马上买了,红迷们也要记得备货哦! +... +``` + +假设下载的模型路径为 `/home/model/`，则该目录中应该有名为 `params `的文件夹。在执行任务前，需要提前设置环境变量： + +``` +export TASK_DATA_PATH=/home/task_data/ +export MODEL_PATH=/home/model/ +``` + +执行 `sh script/zh_task/ernie_base/run_ChnSentiCorp.sh` 即可开始 finetune，执行结束后会输出如下所示的在验证集和测试集上的测试结果: + + ``` +[dev evaluation] ave loss: 0.303819, acc:0.943333, data_num: 1200, elapsed time: 16.280898 s, file: /home/task_data/chnsenticorp/dev.tsv, epoch: 9, steps: 4001 +[dev evaluation] ave loss: 0.228482, acc:0.958333, data_num: 1200, elapsed time: 16.023091 s, file: /home/task_data/chnsenticorp/test.tsv, epoch: 9, steps: 4001 + ``` + +再以一个英文的数据集 `SST-2` 为例，文件的格式和中文文件的格式类似。假设经过 [模型&数据](#模型数据) 章节中转换完数据之后，得到的路径为 `/home/glue_data_processed/ ` ，其训练数据路径为 `/home/glue_data_processed/SST-2/train.tsv`，该文件同样要有2列，分别为 `text_a label`，示例数据如: + +``` +label text_a +0 hide new secretions from the parental units +0 contains no wit , only labored gags +1 that loves its characters and communicates something rather beautiful about human nature +0 remains utterly satisfied to remain the same throughout +0 on the worst revenge-of-the-nerds clichés the filmmakers could dredge up +0 that 's far too tragic to merit such superficial treatment +1 demonstrates that the director of such hollywood blockbusters as patriot games can still turn out a small , personal film with an emotional wallop . +1 of saucy +``` + +同样在运行前设置环境变量： + +``` +export TASK_DATA_PATH=/home/glue_data_processed/ +export MODEL_PATH=/home/model/ +``` + +执行 `sh script/en_glue/ernie_large/SST-2/task.sh` ，可以观测到类似如下内容的日志: + +``` +epoch: 3, progress: 22456/67349, step: 3500, ave loss: 0.015862, ave acc: 0.984375, speed: 1.328810 steps/s +[dev evaluation] ave loss: 0.174793, acc:0.957569, data_num: 872, elapsed time: 15.314256 s file: ./data/dev.tsv, epoch: 3, steps: 3500 +testing ./data/test.tsv, save to output/test_out.tsv +``` + +#### 句对分类任务 + +以 `LCQMC` 语义相似度任务作为句对分类任务示例，数据格式为包含 3 个字段的 tsv 文件，3 个字段分别为: `text_a text_b label`，示例数据如下: +``` +text_a text_b label +开初婚未育证明怎么弄？ 初婚未育情况证明怎么开？ 1 +谁知道她是网络美女吗？ 爱情这杯酒谁喝都会醉是什么歌 0 +这腰带是什么牌子 护腰带什么牌子好 0 +``` +执行 ` sh script/zh_task/ernie_base/run_lcqmc.sh` 即可开始 fine-tuning，执行结束后会输出如下所示的在验证集和测试集上的测试结果: + +``` +[dev evaluation] ave loss: 0.299115, acc:0.900704, data_num: 8802, elapsed time: 32.327663 s, file: ./task_data/lcqmc/dev.tsv, epoch: 2, steps: 22387 +[dev evaluation] ave loss: 0.374148, acc:0.878080, data_num: 12500, elapsed time: 39.780520 s, file: ./task_data/lcqmc/test.tsv, epoch: 2, steps: 22387 +``` + + + +### 序列标注任务 + +#### 实体识别 + + 以 `MSRA-NER(SIGHAN2006)` 作为示例，数据格式为包含 2 个字段的 tsv 文件，2 个字段分别为: `text_a label`, 示例数据如下: +``` +text_a label +在 这 里 恕 弟 不 恭 之 罪 ， 敢 在 尊 前 一 诤 ： 前 人 论 书 ， 每 曰 “ 字 字 有 来 历 ， 笔 笔 有 出 处 ” ， 细 读 公 字 ， 何 尝 跳 出 前 人 藩 篱 ， 自 隶 变 而 后 ， 直 至 明 季 ， 兄 有 何 新 出 ？ O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O +相 比 之 下 ， 青 岛 海 牛 队 和 广 州 松 日 队 的 雨 中 之 战 虽 然 也 是 0 ∶ 0 ， 但 乏 善 可 陈 。 O O O O O B-ORG I-ORG I-ORG I-ORG I-ORG O B-ORG I-ORG I-ORG I-ORG I-ORG O O O O O O O O O O O O O O O O O O O +理 由 多 多 ， 最 无 奈 的 却 是 ： 5 月 恰 逢 双 重 考 试 ， 她 攻 读 的 博 士 学 位 论 文 要 通 考 ； 她 任 教 的 两 所 学 校 ， 也 要 在 这 段 时 日 大 考 。 O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O +``` + +执行 `sh script/zh_task/ernie_base/run_msra_ner.sh` 即可开始 finetune，执行结束后会输出如下所示的在验证集和测试集上的测试结果: + + ``` +[dev evaluation] f1: 0.951949, precision: 0.944636, recall: 0.959376, elapsed time: 19.156693 s +[test evaluation] f1: 0.937390, precision: 0.925988, recall: 0.949077, elapsed time: 36.565929 s + ``` + + +### 阅读理解任务 + + + 以 `DRCD` 作为示例，首先将数据转换成 SQUAD 格式: + ``` +{ + "version": "1.3", + "data": [ + { + "paragraphs": [ + { + "id": "1001-11", + "context": "广州是京广铁路、广深铁路、广茂铁路、广梅汕铁路的终点站。2009年末，武广客运专线投入运营，多单元列车覆盖980公里的路程，最高时速可达350公里/小时。2011年1月7日，广珠城际铁路投入运营，平均时速可达200公里/小时。广州铁路、长途汽车和渡轮直达香港，广九直通车从广州东站开出，直达香港九龙红磡站，总长度约182公里，车程在两小时内。繁忙的长途汽车每年会从城市中的不同载客点把旅客接载至香港。在珠江靠市中心的北航道有渡轮线路，用于近江居民直接渡江而无需乘坐公交或步行过桥。南沙码头和莲花山码头间每天都有高速双体船往返，渡轮也开往香港中国客运码头和港澳码头。", + "qas": [ + { + "question": "广珠城际铁路平均每小时可以走多远？", + "id": "1001-11-1", + "answers": [ + { + "text": "200公里", + "answer_start": 104, + "id": "1" + } + ] + } + ] + } + ], + "id": "1001", + "title": "广州" + } + ] +} + ``` + +执行 `sh script/zh_task/ernie_base/run_drcd.sh` 即可开始 finetune，执行结束后会输出如下所示的在验证集和测试集上的测试结果: + + ``` +[dev evaluation] em: 88.450624, f1: 93.749887, avg: 91.100255, question_num: 3524 +[test evaluation] em: 88.061838, f1: 93.520152, avg: 90.790995, question_num: 3493 + ``` + + +## 预训练 (ERNIE 1.0) + +### 数据预处理 + +基于百科类、资讯类、论坛对话类数据构造具有上下文关系的句子对数据，利用百度内部词法分析工具对句对数据进行字、词、实体等不同粒度的切分，然后基于 [`tokenization.py`](tokenization.py) 中的 CharTokenizer 对切分后的数据进行 token 化处理，得到明文的 token 序列及切分边界，然后将明文数据根据词典 [`config/vocab.txt`](config/vocab.txt) 映射为 id 数据，在训练过程中，根据切分边界对连续的 token 进行随机 mask 操作； + +我们给出了 id 化后的部分训练数据：[`data/demo_train_set.gz`](./data/demo_train_set.gz)、和测试数据：[`data/demo_valid_set.gz`](./data/demo_valid_set.gz)，每行数据为1个训练样本，示例如下: + +``` +1 1048 492 1333 1361 1051 326 2508 5 1803 1827 98 164 133 2777 2696 983 121 4 19 9 634 551 844 85 14 2476 1895 33 13 983 121 23 7 1093 24 46 660 12043 2 1263 6 328 33 121 126 398 276 315 5 63 44 35 25 12043 2;0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1;0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55;-1 0 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 0 0 0 0 0 1 0 1 0 0 1 0 1 0 0 0 0 1 0 0 0 0 -1 0 0 0 1 0 0 1 0 1 0 0 1 0 1 0 -1;0 +``` + +每个样本由5个 '`;`' 分隔的字段组成，数据格式: `token_ids; sentence_type_ids; position_ids; seg_labels; next_sentence_label`；其中 `seg_labels` 表示分词边界信息: 0表示词首、1表示非词首、-1为占位符, 其对应的词为 `CLS` 或者 `SEP`； + +### 开始训练 + +预训练任务的启动脚本是 [`script/zh_task/pretrain.sh`](./script/zh_task/pretrain.sh)， +在开始预训练之前需要把 CUDA、cuDNN、NCCL2 等动态库路径加入到环境变量 LD_LIBRARY_PATH 之中；然后执行 `sh script/zh_task/pretrain.sh` 就可以基于 demo 数据和默认参数配置开始预训练； + +预训练任务进行的过程中会输出当前学习率、训练数据所经过的轮数、当前迭代的总步数、训练误差、训练速度等信息，根据 --validation_steps ${N} 的配置，每间隔 N 步输出模型在验证集的各种指标: + +``` +current learning_rate:0.000001 +epoch: 1, progress: 1/1, step: 30, loss: 10.540648, ppl: 19106.925781, next_sent_acc: 0.625000, speed: 0.849662 steps/s, file: ./data/demo_train_set.gz, mask_type: mask_word +feed_queue size 70 +current learning_rate:0.000001 +epoch: 1, progress: 1/1, step: 40, loss: 10.529287, ppl: 18056.654297, next_sent_acc: 0.531250, speed: 0.849549 steps/s, file: ./data/demo_train_set.gz, mask_type: mask_word +feed_queue size 70 +current learning_rate:0.000001 +epoch: 1, progress: 1/1, step: 50, loss: 10.360563, ppl: 16398.287109, next_sent_acc: 0.625000, speed: 0.843776 steps/s, file: ./data/demo_train_set.gz, mask_type: mask_word +``` + +如果用自定义的真实数据进行训练，请参照[`script/zh_task/pretrain.sh`](./script/zh_task/pretrain.sh)脚本对参数做相应修改。 + +## FAQ + +### FAQ1: 如何获取输入句子/词经过 ERNIE 编码后的 Embedding 表示? + +可以通过 ernie_encoder.py 抽取出输入句子的 Embedding 表示和句子中每个 token 的 Embedding 表示，数据格式和 [Fine-tuning 任务](#fine-tuning-任务) 一节中介绍的各种类型 Fine-tuning 任务的训练数据格式一致；以获取 LCQMC dev 数据集中的句子 Embedding 和 token embedding 为例，示例脚本如下: + +``` +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0 + +python -u ernie_encoder.py \ + --use_cuda true \ + --batch_size 32 \ + --output_dir "./test" \ + --init_pretraining_params ${MODEL_PATH}/params \ + --data_set ${TASK_DATA_PATH}/lcqmc/dev.tsv \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --max_seq_len 128 \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json +``` + +上述脚本运行结束后，会在当前路径的 test 目录下分别生成 `cls_emb.npy` 文件存储句子 embeddings 和 `top_layer_emb.npy` 文件存储 token embeddings; 实际使用时，参照示例脚本修改数据路径、embeddings 文件存储路径等配置即可运行； + + +### FAQ2: 如何利用 Fine-tuning 得到的模型对新数据进行批量预测？ + +我们以分类任务为例，给出了分类任务进行批量预测的脚本, 使用示例如下: + +``` +python -u predict_classifier.py \ + --use_cuda true \ + --batch_size 32 \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --init_checkpoint "./checkpoints/step_100" \ + --do_lower_case true \ + --max_seq_len 128 \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json \ + --do_predict true \ + --predict_set ${TASK_DATA_PATH}/lcqmc/test.tsv \ + --num_labels 2 +``` + +实际使用时，需要通过 `init_checkpoint` 指定预测用的模型，通过 `predict_set` 指定待预测的数据文件，通过 `num_labels` 配置分类的类别数目; + +**Note**: predict_set 的数据格式是由 text_a、text_b(可选) 组成的 1 列 / 2 列 tsv 文件。 + + + +### FAQ3: 运行脚本中的batch size指的是单卡分配的数据量还是多卡的总数据量？ + +单独一张显卡分配到的数据量。 + + + +### FAQ4: Can not find library: libcudnn.so. Please try to add the lib path to LD_LIBRARY_PATH. + +在 LD_LIBRARY_PATH 中添加 cudnn 库的路径，如 `export LD_LIBRARY_PATH=/home/work/cudnn/cudnn_v[your cudnn version]/cuda/lib64` + + + +### FAQ5: Can not find library: libnccl.so. Please try to add the lib path to LD_LIBRARY_PATH. + +需要先下载 [NCCL](https://developer.nvidia.com/nccl/nccl-download)，然后在 LD_LIBRARY_PATH 中添加 NCCL 库的路径，如`export LD_LIBRARY_PATH=/home/work/nccl/lib` diff --git a/ERNIE/__init__.py b/__init__.py similarity index 100% rename from ERNIE/__init__.py rename to __init__.py diff --git a/ERNIE/_ce.py b/_ce.py similarity index 89% rename from ERNIE/_ce.py rename to _ce.py index 97089c3b11724d7c748808e02665342a61866a96..5c4193c74f53c0400f60d1ce817e69027739314c 100644 --- a/ERNIE/_ce.py +++ b/_ce.py @@ -17,12 +17,12 @@ train_duration_card4_kpi = DurationKpi( 'train_duration_card4', 0.02, 0, actived=True) tracking_kpis = [ - train_loss_card1_kpi, - train_acc_card1_kpi, - train_duration_card1_kpi, - train_loss_card4_kpi, - train_acc_card4_kpi, - train_duration_card4_kpi, + train_loss_card1_kpi, + train_acc_card1_kpi, + train_duration_card1_kpi, + train_loss_card4_kpi, + train_acc_card4_kpi, + train_duration_card4_kpi, ] diff --git a/ERNIE/batching.py b/batching.py similarity index 100% rename from ERNIE/batching.py rename to batching.py diff --git a/classify_infer.py b/classify_infer.py new file mode 100644 index 0000000000000000000000000000000000000000..f64c8e67d59e6086cbad91907701ebd2aeb57538 --- /dev/null +++ b/classify_infer.py @@ -0,0 +1,187 @@ +# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Inference by """ + +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import os +import time +import argparse +import numpy as np +import multiprocessing + +# NOTE(paddle-dev): All of these flags should be +# set before `import paddle`. Otherwise, it would +# not take any effect. +os.environ['FLAGS_eager_delete_tensor_gb'] = '0' # enable gc + +import paddle.fluid as fluid +from paddle.fluid.core import PaddleBuf +from paddle.fluid.core import PaddleDType +from paddle.fluid.core import PaddleTensor +from paddle.fluid.core import AnalysisConfig +from paddle.fluid.core import create_paddle_predictor + +from reader.task_reader import ClassifyReader +from model.ernie import ErnieConfig +from finetune.classifier import create_model + +from utils.args import ArgumentGroup, print_arguments +from utils.init import init_pretraining_params +from finetune_args import parser + +# yapf: disable +parser = argparse.ArgumentParser(__doc__) +model_g = ArgumentGroup(parser, "model", "options to init, resume and save model.") +model_g.add_arg("ernie_config_path", str, None, "Path to the json file for bert model config.") +model_g.add_arg("init_checkpoint", str, None, "Init checkpoint to resume training from.") +model_g.add_arg("save_inference_model_path", str, "inference_model", "If set, save the inference model to this path.") +model_g.add_arg("use_fp16", bool, False, "Whether to resume parameters from fp16 checkpoint.") +model_g.add_arg("num_labels", int, 2, "num labels for classify") + +data_g = ArgumentGroup(parser, "data", "Data paths, vocab paths and data processing options.") +data_g.add_arg("predict_set", str, None, "Predict set file") +data_g.add_arg("vocab_path", str, None, "Vocabulary path.") +data_g.add_arg("label_map_config", str, None, "Label_map_config json file.") +data_g.add_arg("max_seq_len", int, 128, "Number of words of the longest seqence.") +data_g.add_arg("batch_size", int, 32, "Total examples' number in batch for training. see also --in_tokens.") +data_g.add_arg("do_lower_case", bool, True, + "Whether to lower case the input text. Should be True for uncased models and False for cased models.") + +run_type_g = ArgumentGroup(parser, "run_type", "running type options.") +run_type_g.add_arg("use_cuda", bool, True, "If set, use GPU for training.") +run_type_g.add_arg("do_prediction", bool, True, "Whether to do prediction on test set.") + +args = parser.parse_args() +# yapf: enable. + +def main(args): + ernie_config = ErnieConfig(args.ernie_config_path) + ernie_config.print_config() + + reader = ClassifyReader( + vocab_path=args.vocab_path, + label_map_config=args.label_map_config, + max_seq_len=args.max_seq_len, + do_lower_case=args.do_lower_case, + in_tokens=False, + is_inference=True) + + predict_prog = fluid.Program() + predict_startup = fluid.Program() + with fluid.program_guard(predict_prog, predict_startup): + with fluid.unique_name.guard(): + predict_pyreader, probs, feed_target_names = create_model( + args, + pyreader_name='predict_reader', + ernie_config=ernie_config, + is_classify=True, + is_prediction=True) + + predict_prog = predict_prog.clone(for_test=True) + + if args.use_cuda: + place = fluid.CUDAPlace(0) + dev_count = fluid.core.get_cuda_device_count() + else: + place = fluid.CPUPlace() + dev_count = int(os.environ.get('CPU_NUM', multiprocessing.cpu_count())) + + place = fluid.CUDAPlace(0) if args.use_cuda == True else fluid.CPUPlace() + exe = fluid.Executor(place) + exe.run(predict_startup) + + if args.init_checkpoint: + init_pretraining_params(exe, args.init_checkpoint, predict_prog) + else: + raise ValueError("args 'init_checkpoint' should be set for prediction!") + + assert args.save_inference_model_path, "args save_inference_model_path should be set for prediction" + _, ckpt_dir = os.path.split(args.init_checkpoint.rstrip('/')) + dir_name = ckpt_dir + '_inference_model' + model_path = os.path.join(args.save_inference_model_path, dir_name) + print("save inference model to %s" % model_path) + fluid.io.save_inference_model( + model_path, + feed_target_names, [probs], + exe, + main_program=predict_prog) + + # Set config + #config = AnalysisConfig(args.model_dir) + #config = AnalysisConfig(os.path.join(model_path, "__model__"), os.path.join(model_path, "")) + config = AnalysisConfig(model_path) + if not args.use_cuda: + print("disable gpu") + config.disable_gpu() + + # Create PaddlePredictor + predictor = create_paddle_predictor(config) + + predict_data_generator = reader.data_generator( + input_file=args.predict_set, + batch_size=args.batch_size, + epoch=1, + shuffle=False) + + print("-------------- prediction results --------------") + np.set_printoptions(precision=4, suppress=True) + index = 0 + total_time = 0 + for sample in predict_data_generator(): + src_ids = sample[0] + sent_ids = sample[1] + pos_ids = sample[2] + task_ids = sample[3] + input_mask = sample[4] + + inputs = [array2tensor(ndarray) for ndarray in [src_ids, sent_ids, pos_ids, input_mask]] + begin_time = time.time() + outputs = predictor.run(inputs) + end_time = time.time() + total_time += end_time - begin_time + + # parse outputs + output = outputs[0] + print(output.name) + output_data = output.data.float_data() + #assert len(output_data) == args.num_labels * args.batch_size + batch_result = np.array(output_data).reshape((-1, args.num_labels)) + for single_example_probs in batch_result: + print("{} example\t{}".format(index, single_example_probs)) + index += 1 + print("qps:{}\ttotal_time:{}\ttotal_example:{}\tbatch_size:{}".format(index/total_time, total_time, index, args.batch_size)) + + +def array2tensor(ndarray): + """ convert numpy array to PaddleTensor""" + assert isinstance(ndarray, np.ndarray), "input type must be np.ndarray" + tensor = PaddleTensor() + tensor.name = "data" + tensor.shape = ndarray.shape + if "float" in str(ndarray.dtype): + tensor.dtype = PaddleDType.FLOAT32 + elif "int" in str(ndarray.dtype): + tensor.dtype = PaddleDType.INT64 + else: + raise ValueError("{} type ndarray is unsupported".format(tensor.dtype)) + + tensor.data = PaddleBuf(ndarray.flatten().tolist()) + return tensor + +if __name__ == '__main__': + print_arguments(args) + main(args) diff --git a/ERNIE/config/ernie_config.json b/config/ernie_config.json similarity index 100% rename from ERNIE/config/ernie_config.json rename to config/ernie_config.json diff --git a/ERNIE/config/vocab.txt b/config/vocab.txt similarity index 100% rename from ERNIE/config/vocab.txt rename to config/vocab.txt diff --git a/config/vocab_en.txt b/config/vocab_en.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb140275c155a9c7c5a3b3e0e77a9e839594a938 --- /dev/null +++ b/config/vocab_en.txt @@ -0,0 +1,30522 @@ +[PAD] +[unused0] +[unused1] +[unused2] +[unused3] +[unused4] +[unused5] +[unused6] +[unused7] +[unused8] +[unused9] +[unused10] +[unused11] +[unused12] +[unused13] +[unused14] +[unused15] +[unused16] +[unused17] +[unused18] +[unused19] +[unused20] +[unused21] +[unused22] +[unused23] +[unused24] +[unused25] +[unused26] +[unused27] +[unused28] +[unused29] +[unused30] +[unused31] +[unused32] +[unused33] +[unused34] +[unused35] +[unused36] +[unused37] +[unused38] +[unused39] +[unused40] +[unused41] +[unused42] +[unused43] +[unused44] +[unused45] +[unused46] +[unused47] +[unused48] +[unused49] +[unused50] +[unused51] +[unused52] +[unused53] +[unused54] +[unused55] +[unused56] +[unused57] +[unused58] +[unused59] +[unused60] +[unused61] +[unused62] +[unused63] +[unused64] +[unused65] +[unused66] +[unused67] +[unused68] +[unused69] +[unused70] +[unused71] +[unused72] +[unused73] +[unused74] +[unused75] +[unused76] +[unused77] +[unused78] +[unused79] +[unused80] +[unused81] +[unused82] +[unused83] +[unused84] +[unused85] +[unused86] +[unused87] +[unused88] +[unused89] +[unused90] +[unused91] +[unused92] +[unused93] +[unused94] +[unused95] +[unused96] +[unused97] +[unused98] +[UNK] +[CLS] +[SEP] +[MASK] +[unused99] +[unused100] +[unused101] +[unused102] +[unused103] +[unused104] +[unused105] +[unused106] +[unused107] +[unused108] +[unused109] +[unused110] +[unused111] +[unused112] +[unused113] +[unused114] +[unused115] +[unused116] +[unused117] +[unused118] +[unused119] +[unused120] +[unused121] +[unused122] +[unused123] +[unused124] +[unused125] +[unused126] +[unused127] +[unused128] +[unused129] +[unused130] +[unused131] +[unused132] +[unused133] +[unused134] +[unused135] +[unused136] +[unused137] +[unused138] +[unused139] +[unused140] +[unused141] +[unused142] +[unused143] +[unused144] +[unused145] +[unused146] +[unused147] +[unused148] +[unused149] +[unused150] +[unused151] +[unused152] +[unused153] +[unused154] +[unused155] +[unused156] +[unused157] +[unused158] +[unused159] +[unused160] +[unused161] +[unused162] +[unused163] +[unused164] +[unused165] +[unused166] +[unused167] +[unused168] +[unused169] +[unused170] +[unused171] +[unused172] +[unused173] +[unused174] +[unused175] +[unused176] +[unused177] +[unused178] +[unused179] +[unused180] +[unused181] +[unused182] +[unused183] +[unused184] +[unused185] +[unused186] +[unused187] +[unused188] +[unused189] +[unused190] +[unused191] +[unused192] +[unused193] +[unused194] +[unused195] +[unused196] +[unused197] +[unused198] +[unused199] +[unused200] +[unused201] +[unused202] +[unused203] +[unused204] +[unused205] +[unused206] +[unused207] +[unused208] +[unused209] +[unused210] +[unused211] +[unused212] +[unused213] +[unused214] +[unused215] +[unused216] +[unused217] +[unused218] +[unused219] +[unused220] +[unused221] +[unused222] +[unused223] +[unused224] +[unused225] +[unused226] +[unused227] +[unused228] +[unused229] +[unused230] +[unused231] +[unused232] +[unused233] +[unused234] +[unused235] +[unused236] +[unused237] +[unused238] +[unused239] +[unused240] +[unused241] +[unused242] +[unused243] +[unused244] +[unused245] +[unused246] +[unused247] +[unused248] +[unused249] +[unused250] +[unused251] +[unused252] +[unused253] +[unused254] +[unused255] +[unused256] +[unused257] +[unused258] +[unused259] +[unused260] +[unused261] +[unused262] +[unused263] +[unused264] +[unused265] +[unused266] +[unused267] +[unused268] +[unused269] +[unused270] +[unused271] +[unused272] +[unused273] +[unused274] +[unused275] +[unused276] +[unused277] +[unused278] +[unused279] +[unused280] +[unused281] +[unused282] +[unused283] +[unused284] +[unused285] +[unused286] +[unused287] +[unused288] +[unused289] +[unused290] +[unused291] +[unused292] +[unused293] +[unused294] +[unused295] +[unused296] +[unused297] +[unused298] +[unused299] +[unused300] +[unused301] +[unused302] +[unused303] +[unused304] +[unused305] +[unused306] +[unused307] +[unused308] +[unused309] +[unused310] +[unused311] +[unused312] +[unused313] +[unused314] +[unused315] +[unused316] +[unused317] +[unused318] +[unused319] +[unused320] +[unused321] +[unused322] +[unused323] +[unused324] +[unused325] +[unused326] +[unused327] +[unused328] +[unused329] +[unused330] +[unused331] +[unused332] +[unused333] +[unused334] +[unused335] +[unused336] +[unused337] +[unused338] +[unused339] +[unused340] +[unused341] +[unused342] +[unused343] +[unused344] +[unused345] +[unused346] +[unused347] +[unused348] +[unused349] +[unused350] +[unused351] +[unused352] +[unused353] +[unused354] +[unused355] +[unused356] +[unused357] +[unused358] +[unused359] +[unused360] +[unused361] +[unused362] +[unused363] +[unused364] +[unused365] +[unused366] +[unused367] +[unused368] +[unused369] +[unused370] +[unused371] +[unused372] +[unused373] +[unused374] +[unused375] +[unused376] +[unused377] +[unused378] +[unused379] +[unused380] +[unused381] +[unused382] +[unused383] +[unused384] +[unused385] +[unused386] +[unused387] +[unused388] +[unused389] +[unused390] +[unused391] +[unused392] +[unused393] +[unused394] +[unused395] +[unused396] +[unused397] +[unused398] +[unused399] +[unused400] +[unused401] +[unused402] +[unused403] +[unused404] +[unused405] +[unused406] +[unused407] +[unused408] +[unused409] +[unused410] +[unused411] +[unused412] +[unused413] +[unused414] +[unused415] +[unused416] +[unused417] +[unused418] +[unused419] +[unused420] +[unused421] +[unused422] +[unused423] +[unused424] +[unused425] +[unused426] +[unused427] +[unused428] +[unused429] +[unused430] +[unused431] +[unused432] +[unused433] +[unused434] +[unused435] +[unused436] +[unused437] +[unused438] +[unused439] +[unused440] +[unused441] +[unused442] +[unused443] +[unused444] +[unused445] +[unused446] +[unused447] +[unused448] +[unused449] +[unused450] +[unused451] +[unused452] +[unused453] +[unused454] +[unused455] +[unused456] +[unused457] +[unused458] +[unused459] +[unused460] +[unused461] +[unused462] +[unused463] +[unused464] +[unused465] +[unused466] +[unused467] +[unused468] +[unused469] +[unused470] +[unused471] +[unused472] +[unused473] +[unused474] +[unused475] +[unused476] +[unused477] +[unused478] +[unused479] +[unused480] +[unused481] +[unused482] +[unused483] +[unused484] +[unused485] +[unused486] +[unused487] +[unused488] +[unused489] +[unused490] +[unused491] +[unused492] +[unused493] +[unused494] +[unused495] +[unused496] +[unused497] +[unused498] +[unused499] +[unused500] +[unused501] +[unused502] +[unused503] +[unused504] +[unused505] +[unused506] +[unused507] +[unused508] +[unused509] +[unused510] +[unused511] +[unused512] +[unused513] +[unused514] +[unused515] +[unused516] +[unused517] +[unused518] +[unused519] +[unused520] +[unused521] +[unused522] +[unused523] +[unused524] +[unused525] +[unused526] +[unused527] +[unused528] +[unused529] +[unused530] +[unused531] +[unused532] +[unused533] +[unused534] +[unused535] +[unused536] +[unused537] +[unused538] +[unused539] +[unused540] +[unused541] +[unused542] +[unused543] +[unused544] +[unused545] +[unused546] +[unused547] +[unused548] +[unused549] +[unused550] +[unused551] +[unused552] +[unused553] +[unused554] +[unused555] +[unused556] +[unused557] +[unused558] +[unused559] +[unused560] +[unused561] +[unused562] +[unused563] +[unused564] +[unused565] +[unused566] +[unused567] +[unused568] +[unused569] +[unused570] +[unused571] +[unused572] +[unused573] +[unused574] +[unused575] +[unused576] +[unused577] +[unused578] +[unused579] +[unused580] +[unused581] +[unused582] +[unused583] +[unused584] +[unused585] +[unused586] +[unused587] +[unused588] +[unused589] +[unused590] +[unused591] +[unused592] +[unused593] +[unused594] +[unused595] +[unused596] +[unused597] +[unused598] +[unused599] +[unused600] +[unused601] +[unused602] +[unused603] +[unused604] +[unused605] +[unused606] +[unused607] +[unused608] +[unused609] +[unused610] +[unused611] +[unused612] +[unused613] +[unused614] +[unused615] +[unused616] +[unused617] +[unused618] +[unused619] +[unused620] +[unused621] +[unused622] +[unused623] +[unused624] +[unused625] +[unused626] +[unused627] +[unused628] +[unused629] +[unused630] +[unused631] +[unused632] +[unused633] +[unused634] +[unused635] +[unused636] +[unused637] +[unused638] +[unused639] +[unused640] +[unused641] +[unused642] +[unused643] +[unused644] +[unused645] +[unused646] +[unused647] +[unused648] +[unused649] +[unused650] +[unused651] +[unused652] +[unused653] +[unused654] +[unused655] +[unused656] +[unused657] +[unused658] +[unused659] +[unused660] +[unused661] +[unused662] +[unused663] +[unused664] +[unused665] +[unused666] +[unused667] +[unused668] +[unused669] +[unused670] +[unused671] +[unused672] +[unused673] +[unused674] +[unused675] +[unused676] +[unused677] +[unused678] +[unused679] +[unused680] +[unused681] +[unused682] +[unused683] +[unused684] +[unused685] +[unused686] +[unused687] +[unused688] +[unused689] +[unused690] +[unused691] +[unused692] +[unused693] +[unused694] +[unused695] +[unused696] +[unused697] +[unused698] +[unused699] +[unused700] +[unused701] +[unused702] +[unused703] +[unused704] +[unused705] +[unused706] +[unused707] +[unused708] +[unused709] +[unused710] +[unused711] +[unused712] +[unused713] +[unused714] +[unused715] +[unused716] +[unused717] +[unused718] +[unused719] +[unused720] +[unused721] +[unused722] +[unused723] +[unused724] +[unused725] +[unused726] +[unused727] +[unused728] +[unused729] +[unused730] +[unused731] +[unused732] +[unused733] +[unused734] +[unused735] +[unused736] +[unused737] +[unused738] +[unused739] +[unused740] +[unused741] +[unused742] +[unused743] +[unused744] +[unused745] +[unused746] +[unused747] +[unused748] +[unused749] +[unused750] +[unused751] +[unused752] +[unused753] +[unused754] +[unused755] +[unused756] +[unused757] +[unused758] +[unused759] +[unused760] +[unused761] +[unused762] +[unused763] +[unused764] +[unused765] +[unused766] +[unused767] +[unused768] +[unused769] +[unused770] +[unused771] +[unused772] +[unused773] +[unused774] +[unused775] +[unused776] +[unused777] +[unused778] +[unused779] +[unused780] +[unused781] +[unused782] +[unused783] +[unused784] +[unused785] +[unused786] +[unused787] +[unused788] +[unused789] +[unused790] +[unused791] +[unused792] +[unused793] +[unused794] +[unused795] +[unused796] +[unused797] +[unused798] +[unused799] +[unused800] +[unused801] +[unused802] +[unused803] +[unused804] +[unused805] +[unused806] +[unused807] +[unused808] +[unused809] +[unused810] +[unused811] +[unused812] +[unused813] +[unused814] +[unused815] +[unused816] +[unused817] +[unused818] +[unused819] +[unused820] +[unused821] +[unused822] +[unused823] +[unused824] +[unused825] +[unused826] +[unused827] +[unused828] +[unused829] +[unused830] +[unused831] +[unused832] +[unused833] +[unused834] +[unused835] +[unused836] +[unused837] +[unused838] +[unused839] +[unused840] +[unused841] +[unused842] +[unused843] +[unused844] +[unused845] +[unused846] +[unused847] +[unused848] +[unused849] +[unused850] +[unused851] +[unused852] +[unused853] +[unused854] +[unused855] +[unused856] +[unused857] +[unused858] +[unused859] +[unused860] +[unused861] +[unused862] +[unused863] +[unused864] +[unused865] +[unused866] +[unused867] +[unused868] +[unused869] +[unused870] +[unused871] +[unused872] +[unused873] +[unused874] +[unused875] +[unused876] +[unused877] +[unused878] +[unused879] +[unused880] +[unused881] +[unused882] +[unused883] +[unused884] +[unused885] +[unused886] +[unused887] +[unused888] +[unused889] +[unused890] +[unused891] +[unused892] +[unused893] +[unused894] +[unused895] +[unused896] +[unused897] +[unused898] +[unused899] +[unused900] +[unused901] +[unused902] +[unused903] +[unused904] +[unused905] +[unused906] +[unused907] +[unused908] +[unused909] +[unused910] +[unused911] +[unused912] +[unused913] +[unused914] +[unused915] +[unused916] +[unused917] +[unused918] +[unused919] +[unused920] +[unused921] +[unused922] +[unused923] +[unused924] +[unused925] +[unused926] +[unused927] +[unused928] +[unused929] +[unused930] +[unused931] +[unused932] +[unused933] +[unused934] +[unused935] +[unused936] +[unused937] +[unused938] +[unused939] +[unused940] +[unused941] +[unused942] +[unused943] +[unused944] +[unused945] +[unused946] +[unused947] +[unused948] +[unused949] +[unused950] +[unused951] +[unused952] +[unused953] +[unused954] +[unused955] +[unused956] +[unused957] +[unused958] +[unused959] +[unused960] +[unused961] +[unused962] +[unused963] +[unused964] +[unused965] +[unused966] +[unused967] +[unused968] +[unused969] +[unused970] +[unused971] +[unused972] +[unused973] +[unused974] +[unused975] +[unused976] +[unused977] +[unused978] +[unused979] +[unused980] +[unused981] +[unused982] +[unused983] +[unused984] +[unused985] +[unused986] +[unused987] +[unused988] +[unused989] +[unused990] +[unused991] +[unused992] +[unused993] +! +" +# +$ +% +& +' +( +) +* ++ +, +- +. +/ +0 +1 +2 +3 +4 +5 +6 +7 +8 +9 +: +; +< += +> +? +@ +[ +\ +] +^ +_ +` +a +b +c +d +e +f +g +h +i +j +k +l +m +n +o +p +q +r +s +t +u +v +w +x +y +z +{ +| +} +~ +¡ +¢ +£ +¤ +¥ +¦ +§ +¨ +© +ª +« +¬ +® +° +± +² +³ +´ +µ +¶ +· +¹ +º +» +¼ +½ +¾ +¿ +× +ß +æ +ð +÷ +ø +þ +đ +ħ +ı +ł +ŋ +œ +ƒ +ɐ +ɑ +ɒ +ɔ +ɕ +ə +ɛ +ɡ +ɣ +ɨ +ɪ +ɫ +ɬ +ɯ +ɲ +ɴ +ɹ +ɾ +ʀ +ʁ +ʂ +ʃ +ʉ +ʊ +ʋ +ʌ +ʎ +ʐ +ʑ +ʒ +ʔ +ʰ +ʲ +ʳ +ʷ +ʸ +ʻ +ʼ +ʾ +ʿ +ˈ +ː +ˡ +ˢ +ˣ +ˤ +α +β +γ +δ +ε +ζ +η +θ +ι +κ +λ +μ +ν +ξ +ο +π +ρ +ς +σ +τ +υ +φ +χ +ψ +ω +а +б +в +г +д +е +ж +з +и +к +л +м +н +о +п +р +с +т +у +ф +х +ц +ч +ш +щ +ъ +ы +ь +э +ю +я +ђ +є +і +ј +љ +њ +ћ +ӏ +ա +բ +գ +դ +ե +թ +ի +լ +կ +հ +մ +յ +ն +ո +պ +ս +վ +տ +ր +ւ +ք +־ +א +ב +ג +ד +ה +ו +ז +ח +ט +י +ך +כ +ל +ם +מ +ן +נ +ס +ע +ף +פ +ץ +צ +ק +ר +ש +ת +، +ء +ا +ب +ة +ت +ث +ج +ح +خ +د +ذ +ر +ز +س +ش +ص +ض +ط +ظ +ع +غ +ـ +ف +ق +ك +ل +م +ن +ه +و +ى +ي +ٹ +پ +چ +ک +گ +ں +ھ +ہ +ی +ے +अ +आ +उ +ए +क +ख +ग +च +ज +ट +ड +ण +त +थ +द +ध +न +प +ब +भ +म +य +र +ल +व +श +ष +स +ह +ा +ि +ी +ो +। +॥ +ং +অ +আ +ই +উ +এ +ও +ক +খ +গ +চ +ছ +জ +ট +ড +ণ +ত +থ +দ +ধ +ন +প +ব +ভ +ম +য +র +ল +শ +ষ +স +হ +া +ি +ী +ে +க +ச +ட +த +ந +ன +ப +ம +ய +ர +ல +ள +வ +ா +ி +ு +ே +ை +ನ +ರ +ಾ +ක +ය +ර +ල +ව +ා +ก +ง +ต +ท +น +พ +ม +ย +ร +ล +ว +ส +อ +า +เ +་ +། +ག +ང +ད +ན +པ +བ +མ +འ +ར +ལ +ས +မ +ა +ბ +გ +დ +ე +ვ +თ +ი +კ +ლ +მ +ნ +ო +რ +ს +ტ +უ +ᄀ +ᄂ +ᄃ +ᄅ +ᄆ +ᄇ +ᄉ +ᄊ +ᄋ +ᄌ +ᄎ +ᄏ +ᄐ +ᄑ +ᄒ +ᅡ +ᅢ +ᅥ +ᅦ +ᅧ +ᅩ +ᅪ +ᅭ +ᅮ +ᅯ +ᅲ +ᅳ +ᅴ +ᅵ +ᆨ +ᆫ +ᆯ +ᆷ +ᆸ +ᆼ +ᴬ +ᴮ +ᴰ +ᴵ +ᴺ +ᵀ +ᵃ +ᵇ +ᵈ +ᵉ +ᵍ +ᵏ +ᵐ +ᵒ +ᵖ +ᵗ +ᵘ +ᵢ +ᵣ +ᵤ +ᵥ +ᶜ +ᶠ +‐ +‑ +‒ +– +— +― +‖ +‘ +’ +‚ +“ +” +„ +† +‡ +• +… +‰ +′ +″ +› +‿ +⁄ +⁰ +ⁱ +⁴ +⁵ +⁶ +⁷ +⁸ +⁹ +⁺ +⁻ +ⁿ +₀ +₁ +₂ +₃ +₄ +₅ +₆ +₇ +₈ +₉ +₊ +₍ +₎ +ₐ +ₑ +ₒ +ₓ +ₕ +ₖ +ₗ +ₘ +ₙ +ₚ +ₛ +ₜ +₤ +₩ +€ +₱ +₹ +ℓ +№ +ℝ +™ +⅓ +⅔ +← +↑ +→ +↓ +↔ +↦ +⇄ +⇌ +⇒ +∂ +∅ +∆ +∇ +∈ +− +∗ +∘ +√ +∞ +∧ +∨ +∩ +∪ +≈ +≡ +≤ +≥ +⊂ +⊆ +⊕ +⊗ +⋅ +─ +│ +■ +▪ +● +★ +☆ +☉ +♠ +♣ +♥ +♦ +♭ +♯ +⟨ +⟩ +ⱼ +⺩ +⺼ +⽥ +、 +。 +〈 +〉 +《 +》 +「 +」 +『 +』 +〜 +あ +い +う +え +お +か +き +く +け +こ +さ +し +す +せ +そ +た +ち +っ +つ +て +と +な +に +ぬ +ね +の +は +ひ +ふ +へ +ほ +ま +み +む +め +も +や +ゆ +よ +ら +り +る +れ +ろ +を +ん +ァ +ア +ィ +イ +ウ +ェ +エ +オ +カ +キ +ク +ケ +コ +サ +シ +ス +セ +タ +チ +ッ +ツ +テ +ト +ナ +ニ +ノ +ハ +ヒ +フ +ヘ +ホ +マ +ミ +ム +メ +モ +ャ +ュ +ョ +ラ +リ +ル +レ +ロ +ワ +ン +・ +ー +一 +三 +上 +下 +不 +世 +中 +主 +久 +之 +也 +事 +二 +五 +井 +京 +人 +亻 +仁 +介 +代 +仮 +伊 +会 +佐 +侍 +保 +信 +健 +元 +光 +八 +公 +内 +出 +分 +前 +劉 +力 +加 +勝 +北 +区 +十 +千 +南 +博 +原 +口 +古 +史 +司 +合 +吉 +同 +名 +和 +囗 +四 +国 +國 +土 +地 +坂 +城 +堂 +場 +士 +夏 +外 +大 +天 +太 +夫 +奈 +女 +子 +学 +宀 +宇 +安 +宗 +定 +宣 +宮 +家 +宿 +寺 +將 +小 +尚 +山 +岡 +島 +崎 +川 +州 +巿 +帝 +平 +年 +幸 +广 +弘 +張 +彳 +後 +御 +德 +心 +忄 +志 +忠 +愛 +成 +我 +戦 +戸 +手 +扌 +政 +文 +新 +方 +日 +明 +星 +春 +昭 +智 +曲 +書 +月 +有 +朝 +木 +本 +李 +村 +東 +松 +林 +森 +楊 +樹 +橋 +歌 +止 +正 +武 +比 +氏 +民 +水 +氵 +氷 +永 +江 +沢 +河 +治 +法 +海 +清 +漢 +瀬 +火 +版 +犬 +王 +生 +田 +男 +疒 +発 +白 +的 +皇 +目 +相 +省 +真 +石 +示 +社 +神 +福 +禾 +秀 +秋 +空 +立 +章 +竹 +糹 +美 +義 +耳 +良 +艹 +花 +英 +華 +葉 +藤 +行 +街 +西 +見 +訁 +語 +谷 +貝 +貴 +車 +軍 +辶 +道 +郎 +郡 +部 +都 +里 +野 +金 +鈴 +镇 +長 +門 +間 +阝 +阿 +陳 +陽 +雄 +青 +面 +風 +食 +香 +馬 +高 +龍 +龸 +fi +fl +！ +（ +） +， +－ +． +／ +： +？ +～ +the +of +and +in +to +was +he +is +as +for +on +with +that +it +his +by +at +from +her +##s +she +you +had +an +were +but +be +this +are +not +my +they +one +which +or +have +him +me +first +all +also +their +has +up +who +out +been +when +after +there +into +new +two +its +##a +time +would +no +what +about +said +we +over +then +other +so +more +##e +can +if +like +back +them +only +some +could +##i +where +just +##ing +during +before +##n +do +##o +made +school +through +than +now +years +most +world +may +between +down +well +three +##d +year +while +will +##ed +##r +##y +later +##t +city +under +around +did +such +being +used +state +people +part +know +against +your +many +second +university +both +national +##er +these +don +known +off +way +until +re +how +even +get +head +... +didn +##ly +team +american +because +de +##l +born +united +film +since +still +long +work +south +us +became +any +high +again +day +family +see +right +man +eyes +house +season +war +states +including +took +life +north +same +each +called +name +much +place +however +go +four +group +another +found +won +area +here +going +10 +away +series +left +home +music +best +make +hand +number +company +several +never +last +john +000 +very +album +take +end +good +too +following +released +game +played +little +began +district +##m +old +want +those +side +held +own +early +county +ll +league +use +west +##u +face +think +##es +2010 +government +##h +march +came +small +general +town +june +##on +line +based +something +##k +september +thought +looked +along +international +2011 +air +july +club +went +january +october +our +august +april +york +12 +few +2012 +2008 +east +show +member +college +2009 +father +public +##us +come +men +five +set +station +church +##c +next +former +november +room +party +located +december +2013 +age +got +2007 +##g +system +let +love +2006 +though +every +2014 +look +song +water +century +without +body +black +night +within +great +women +single +ve +building +large +population +river +named +band +white +started +##an +once +15 +20 +should +18 +2015 +service +top +built +british +open +death +king +moved +local +times +children +february +book +why +11 +door +need +president +order +final +road +wasn +although +due +major +died +village +third +knew +2016 +asked +turned +st +wanted +say +##p +together +received +main +son +served +different +##en +behind +himself +felt +members +power +football +law +voice +play +##in +near +park +history +30 +having +2005 +16 +##man +saw +mother +##al +army +point +front +help +english +street +art +late +hands +games +award +##ia +young +14 +put +published +country +division +across +told +13 +often +ever +french +london +center +six +red +2017 +led +days +include +light +25 +find +tell +among +species +really +according +central +half +2004 +form +original +gave +office +making +enough +lost +full +opened +must +included +live +given +german +player +run +business +woman +community +cup +might +million +land +2000 +court +development +17 +short +round +ii +km +seen +class +story +always +become +sure +research +almost +director +council +la +##2 +career +things +using +island +##z +couldn +car +##is +24 +close +force +##1 +better +free +support +control +field +students +2003 +education +married +##b +nothing +worked +others +record +big +inside +level +anything +continued +give +james +##3 +military +established +non +returned +feel +does +title +written +thing +feet +william +far +co +association +hard +already +2002 +##ra +championship +human +western +100 +##na +department +hall +role +various +production +21 +19 +heart +2001 +living +fire +version +##ers +##f +television +royal +##4 +produced +working +act +case +society +region +present +radio +period +looking +least +total +keep +england +wife +program +per +brother +mind +special +22 +##le +am +works +soon +##6 +political +george +services +taken +created +##7 +further +able +reached +david +union +joined +upon +done +important +social +information +either +##ic +##x +appeared +position +ground +lead +rock +dark +election +23 +board +france +hair +course +arms +site +police +girl +instead +real +sound +##v +words +moment +##te +someone +##8 +summer +project +announced +san +less +wrote +past +followed +##5 +blue +founded +al +finally +india +taking +records +america +##ne +1999 +design +considered +northern +god +stop +battle +toward +european +outside +described +track +today +playing +language +28 +call +26 +heard +professional +low +australia +miles +california +win +yet +green +##ie +trying +blood +##ton +southern +science +maybe +everything +match +square +27 +mouth +video +race +recorded +leave +above +##9 +daughter +points +space +1998 +museum +change +middle +common +##0 +move +tv +post +##ta +lake +seven +tried +elected +closed +ten +paul +minister +##th +months +start +chief +return +canada +person +sea +release +similar +modern +brought +rest +hit +formed +mr +##la +1997 +floor +event +doing +thomas +1996 +robert +care +killed +training +star +week +needed +turn +finished +railway +rather +news +health +sent +example +ran +term +michael +coming +currently +yes +forces +despite +gold +areas +50 +stage +fact +29 +dead +says +popular +2018 +originally +germany +probably +developed +result +pulled +friend +stood +money +running +mi +signed +word +songs +child +eventually +met +tour +average +teams +minutes +festival +current +deep +kind +1995 +decided +usually +eastern +seemed +##ness +episode +bed +added +table +indian +private +charles +route +available +idea +throughout +centre +addition +appointed +style +1994 +books +eight +construction +press +mean +wall +friends +remained +schools +study +##ch +##um +institute +oh +chinese +sometimes +events +possible +1992 +australian +type +brown +forward +talk +process +food +debut +seat +performance +committee +features +character +arts +herself +else +lot +strong +russian +range +hours +peter +arm +##da +morning +dr +sold +##ry +quickly +directed +1993 +guitar +china +##w +31 +list +##ma +performed +media +uk +players +smile +##rs +myself +40 +placed +coach +province +towards +wouldn +leading +whole +boy +official +designed +grand +census +##el +europe +attack +japanese +henry +1991 +##re +##os +cross +getting +alone +action +lower +network +wide +washington +japan +1990 +hospital +believe +changed +sister +##ar +hold +gone +sir +hadn +ship +##ka +studies +academy +shot +rights +below +base +bad +involved +kept +largest +##ist +bank +future +especially +beginning +mark +movement +section +female +magazine +plan +professor +lord +longer +##ian +sat +walked +hill +actually +civil +energy +model +families +size +thus +aircraft +completed +includes +data +captain +##or +fight +vocals +featured +richard +bridge +fourth +1989 +officer +stone +hear +##ism +means +medical +groups +management +self +lips +competition +entire +lived +technology +leaving +federal +tournament +bit +passed +hot +independent +awards +kingdom +mary +spent +fine +doesn +reported +##ling +jack +fall +raised +itself +stay +true +studio +1988 +sports +replaced +paris +systems +saint +leader +theatre +whose +market +capital +parents +spanish +canadian +earth +##ity +cut +degree +writing +bay +christian +awarded +natural +higher +bill +##as +coast +provided +previous +senior +ft +valley +organization +stopped +onto +countries +parts +conference +queen +security +interest +saying +allowed +master +earlier +phone +matter +smith +winning +try +happened +moving +campaign +los +##ley +breath +nearly +mid +1987 +certain +girls +date +italian +african +standing +fell +artist +##ted +shows +deal +mine +industry +1986 +##ng +everyone +republic +provide +collection +library +student +##ville +primary +owned +older +via +heavy +1st +makes +##able +attention +anyone +africa +##ri +stated +length +ended +fingers +command +staff +skin +foreign +opening +governor +okay +medal +kill +sun +cover +job +1985 +introduced +chest +hell +feeling +##ies +success +meet +reason +standard +meeting +novel +1984 +trade +source +buildings +##land +rose +guy +goal +##ur +chapter +native +husband +previously +unit +limited +entered +weeks +producer +operations +mountain +takes +covered +forced +related +roman +complete +successful +key +texas +cold +##ya +channel +1980 +traditional +films +dance +clear +approximately +500 +nine +van +prince +question +active +tracks +ireland +regional +silver +author +personal +sense +operation +##ine +economic +1983 +holding +twenty +isbn +additional +speed +hour +edition +regular +historic +places +whom +shook +movie +km² +secretary +prior +report +chicago +read +foundation +view +engine +scored +1982 +units +ask +airport +property +ready +immediately +lady +month +listed +contract +##de +manager +themselves +lines +##ki +navy +writer +meant +##ts +runs +##ro +practice +championships +singer +glass +commission +required +forest +starting +culture +generally +giving +access +attended +test +couple +stand +catholic +martin +caught +executive +##less +eye +##ey +thinking +chair +quite +shoulder +1979 +hope +decision +plays +defeated +municipality +whether +structure +offered +slowly +pain +ice +direction +##ion +paper +mission +1981 +mostly +200 +noted +individual +managed +nature +lives +plant +##ha +helped +except +studied +computer +figure +relationship +issue +significant +loss +die +smiled +gun +ago +highest +1972 +##am +male +bring +goals +mexico +problem +distance +commercial +completely +location +annual +famous +drive +1976 +neck +1978 +surface +caused +italy +understand +greek +highway +wrong +hotel +comes +appearance +joseph +double +issues +musical +companies +castle +income +review +assembly +bass +initially +parliament +artists +experience +1974 +particular +walk +foot +engineering +talking +window +dropped +##ter +miss +baby +boys +break +1975 +stars +edge +remember +policy +carried +train +stadium +bar +sex +angeles +evidence +##ge +becoming +assistant +soviet +1977 +upper +step +wing +1970 +youth +financial +reach +##ll +actor +numerous +##se +##st +nodded +arrived +##ation +minute +##nt +believed +sorry +complex +beautiful +victory +associated +temple +1968 +1973 +chance +perhaps +metal +##son +1945 +bishop +##et +lee +launched +particularly +tree +le +retired +subject +prize +contains +yeah +theory +empire +##ce +suddenly +waiting +trust +recording +##to +happy +terms +camp +champion +1971 +religious +pass +zealand +names +2nd +port +ancient +tom +corner +represented +watch +legal +anti +justice +cause +watched +brothers +45 +material +changes +simply +response +louis +fast +##ting +answer +60 +historical +1969 +stories +straight +create +feature +increased +rate +administration +virginia +el +activities +cultural +overall +winner +programs +basketball +legs +guard +beyond +cast +doctor +mm +flight +results +remains +cost +effect +winter +##ble +larger +islands +problems +chairman +grew +commander +isn +1967 +pay +failed +selected +hurt +fort +box +regiment +majority +journal +35 +edward +plans +##ke +##ni +shown +pretty +irish +characters +directly +scene +likely +operated +allow +spring +##j +junior +matches +looks +mike +houses +fellow +##tion +beach +marriage +##ham +##ive +rules +oil +65 +florida +expected +nearby +congress +sam +peace +recent +iii +wait +subsequently +cell +##do +variety +serving +agreed +please +poor +joe +pacific +attempt +wood +democratic +piece +prime +##ca +rural +mile +touch +appears +township +1964 +1966 +soldiers +##men +##ized +1965 +pennsylvania +closer +fighting +claimed +score +jones +physical +editor +##ous +filled +genus +specific +sitting +super +mom +##va +therefore +supported +status +fear +cases +store +meaning +wales +minor +spain +tower +focus +vice +frank +follow +parish +separate +golden +horse +fifth +remaining +branch +32 +presented +stared +##id +uses +secret +forms +##co +baseball +exactly +##ck +choice +note +discovered +travel +composed +truth +russia +ball +color +kiss +dad +wind +continue +ring +referred +numbers +digital +greater +##ns +metres +slightly +direct +increase +1960 +responsible +crew +rule +trees +troops +##no +broke +goes +individuals +hundred +weight +creek +sleep +memory +defense +provides +ordered +code +value +jewish +windows +1944 +safe +judge +whatever +corps +realized +growing +pre +##ga +cities +alexander +gaze +lies +spread +scott +letter +showed +situation +mayor +transport +watching +workers +extended +##li +expression +normal +##ment +chart +multiple +border +##ba +host +##ner +daily +mrs +walls +piano +##ko +heat +cannot +##ate +earned +products +drama +era +authority +seasons +join +grade +##io +sign +difficult +machine +1963 +territory +mainly +##wood +stations +squadron +1962 +stepped +iron +19th +##led +serve +appear +sky +speak +broken +charge +knowledge +kilometres +removed +ships +article +campus +simple +##ty +pushed +britain +##ve +leaves +recently +cd +soft +boston +latter +easy +acquired +poland +##sa +quality +officers +presence +planned +nations +mass +broadcast +jean +share +image +influence +wild +offer +emperor +electric +reading +headed +ability +promoted +yellow +ministry +1942 +throat +smaller +politician +##by +latin +spoke +cars +williams +males +lack +pop +80 +##ier +acting +seeing +consists +##ti +estate +1961 +pressure +johnson +newspaper +jr +chris +olympics +online +conditions +beat +elements +walking +vote +##field +needs +carolina +text +featuring +global +block +shirt +levels +francisco +purpose +females +et +dutch +duke +ahead +gas +twice +safety +serious +turning +highly +lieutenant +firm +maria +amount +mixed +daniel +proposed +perfect +agreement +affairs +3rd +seconds +contemporary +paid +1943 +prison +save +kitchen +label +administrative +intended +constructed +academic +nice +teacher +races +1956 +formerly +corporation +ben +nation +issued +shut +1958 +drums +housing +victoria +seems +opera +1959 +graduated +function +von +mentioned +picked +build +recognized +shortly +protection +picture +notable +exchange +elections +1980s +loved +percent +racing +fish +elizabeth +garden +volume +hockey +1941 +beside +settled +##ford +1940 +competed +replied +drew +1948 +actress +marine +scotland +steel +glanced +farm +steve +1957 +risk +tonight +positive +magic +singles +effects +gray +screen +dog +##ja +residents +bus +sides +none +secondary +literature +polish +destroyed +flying +founder +households +1939 +lay +reserve +usa +gallery +##ler +1946 +industrial +younger +approach +appearances +urban +ones +1950 +finish +avenue +powerful +fully +growth +page +honor +jersey +projects +advanced +revealed +basic +90 +infantry +pair +equipment +visit +33 +evening +search +grant +effort +solo +treatment +buried +republican +primarily +bottom +owner +1970s +israel +gives +jim +dream +bob +remain +spot +70 +notes +produce +champions +contact +ed +soul +accepted +ways +del +##ally +losing +split +price +capacity +basis +trial +questions +##ina +1955 +20th +guess +officially +memorial +naval +initial +##ization +whispered +median +engineer +##ful +sydney +##go +columbia +strength +300 +1952 +tears +senate +00 +card +asian +agent +1947 +software +44 +draw +warm +supposed +com +pro +##il +transferred +leaned +##at +candidate +escape +mountains +asia +potential +activity +entertainment +seem +traffic +jackson +murder +36 +slow +product +orchestra +haven +agency +bbc +taught +website +comedy +unable +storm +planning +albums +rugby +environment +scientific +grabbed +protect +##hi +boat +typically +1954 +1953 +damage +principal +divided +dedicated +mount +ohio +##berg +pick +fought +driver +##der +empty +shoulders +sort +thank +berlin +prominent +account +freedom +necessary +efforts +alex +headquarters +follows +alongside +des +simon +andrew +suggested +operating +learning +steps +1949 +sweet +technical +begin +easily +34 +teeth +speaking +settlement +scale +##sh +renamed +ray +max +enemy +semi +joint +compared +##rd +scottish +leadership +analysis +offers +georgia +pieces +captured +animal +deputy +guest +organized +##lin +tony +combined +method +challenge +1960s +huge +wants +battalion +sons +rise +crime +types +facilities +telling +path +1951 +platform +sit +1990s +##lo +tells +assigned +rich +pull +##ot +commonly +alive +##za +letters +concept +conducted +wearing +happen +bought +becomes +holy +gets +ocean +defeat +languages +purchased +coffee +occurred +titled +##q +declared +applied +sciences +concert +sounds +jazz +brain +##me +painting +fleet +tax +nick +##ius +michigan +count +animals +leaders +episodes +##line +content +##den +birth +##it +clubs +64 +palace +critical +refused +fair +leg +laughed +returning +surrounding +participated +formation +lifted +pointed +connected +rome +medicine +laid +taylor +santa +powers +adam +tall +shared +focused +knowing +yards +entrance +falls +##wa +calling +##ad +sources +chosen +beneath +resources +yard +##ite +nominated +silence +zone +defined +##que +gained +thirty +38 +bodies +moon +##ard +adopted +christmas +widely +register +apart +iran +premier +serves +du +unknown +parties +##les +generation +##ff +continues +quick +fields +brigade +quiet +teaching +clothes +impact +weapons +partner +flat +theater +supreme +1938 +37 +relations +##tor +plants +suffered +1936 +wilson +kids +begins +##age +1918 +seats +armed +internet +models +worth +laws +400 +communities +classes +background +knows +thanks +quarter +reaching +humans +carry +killing +format +kong +hong +setting +75 +architecture +disease +railroad +inc +possibly +wish +arthur +thoughts +harry +doors +density +##di +crowd +illinois +stomach +tone +unique +reports +anyway +##ir +liberal +der +vehicle +thick +dry +drug +faced +largely +facility +theme +holds +creation +strange +colonel +##mi +revolution +bell +politics +turns +silent +rail +relief +independence +combat +shape +write +determined +sales +learned +4th +finger +oxford +providing +1937 +heritage +fiction +situated +designated +allowing +distribution +hosted +##est +sight +interview +estimated +reduced +##ria +toronto +footballer +keeping +guys +damn +claim +motion +sport +sixth +stayed +##ze +en +rear +receive +handed +twelve +dress +audience +granted +brazil +##well +spirit +##ated +noticed +etc +olympic +representative +eric +tight +trouble +reviews +drink +vampire +missing +roles +ranked +newly +household +finals +wave +critics +##ee +phase +massachusetts +pilot +unlike +philadelphia +bright +guns +crown +organizations +roof +42 +respectively +clearly +tongue +marked +circle +fox +korea +bronze +brian +expanded +sexual +supply +yourself +inspired +labour +fc +##ah +reference +vision +draft +connection +brand +reasons +1935 +classic +driving +trip +jesus +cells +entry +1920 +neither +trail +claims +atlantic +orders +labor +nose +afraid +identified +intelligence +calls +cancer +attacked +passing +stephen +positions +imperial +grey +jason +39 +sunday +48 +swedish +avoid +extra +uncle +message +covers +allows +surprise +materials +fame +hunter +##ji +1930 +citizens +figures +davis +environmental +confirmed +shit +titles +di +performing +difference +acts +attacks +##ov +existing +votes +opportunity +nor +shop +entirely +trains +opposite +pakistan +##pa +develop +resulted +representatives +actions +reality +pressed +##ish +barely +wine +conversation +faculty +northwest +ends +documentary +nuclear +stock +grace +sets +eat +alternative +##ps +bag +resulting +creating +surprised +cemetery +1919 +drop +finding +sarah +cricket +streets +tradition +ride +1933 +exhibition +target +ear +explained +rain +composer +injury +apartment +municipal +educational +occupied +netherlands +clean +billion +constitution +learn +1914 +maximum +classical +francis +lose +opposition +jose +ontario +bear +core +hills +rolled +ending +drawn +permanent +fun +##tes +##lla +lewis +sites +chamber +ryan +##way +scoring +height +1934 +##house +lyrics +staring +55 +officials +1917 +snow +oldest +##tic +orange +##ger +qualified +interior +apparently +succeeded +thousand +dinner +lights +existence +fans +heavily +41 +greatest +conservative +send +bowl +plus +enter +catch +##un +economy +duty +1929 +speech +authorities +princess +performances +versions +shall +graduate +pictures +effective +remembered +poetry +desk +crossed +starring +starts +passenger +sharp +##ant +acres +ass +weather +falling +rank +fund +supporting +check +adult +publishing +heads +cm +southeast +lane +##burg +application +bc +##ura +les +condition +transfer +prevent +display +ex +regions +earl +federation +cool +relatively +answered +besides +1928 +obtained +portion +##town +mix +##ding +reaction +liked +dean +express +peak +1932 +##tte +counter +religion +chain +rare +miller +convention +aid +lie +vehicles +mobile +perform +squad +wonder +lying +crazy +sword +##ping +attempted +centuries +weren +philosophy +category +##ize +anna +interested +47 +sweden +wolf +frequently +abandoned +kg +literary +alliance +task +entitled +##ay +threw +promotion +factory +tiny +soccer +visited +matt +fm +achieved +52 +defence +internal +persian +43 +methods +##ging +arrested +otherwise +cambridge +programming +villages +elementary +districts +rooms +criminal +conflict +worry +trained +1931 +attempts +waited +signal +bird +truck +subsequent +programme +##ol +ad +49 +communist +details +faith +sector +patrick +carrying +laugh +##ss +controlled +korean +showing +origin +fuel +evil +1927 +##ent +brief +identity +darkness +address +pool +missed +publication +web +planet +ian +anne +wings +invited +##tt +briefly +standards +kissed +##be +ideas +climate +causing +walter +worse +albert +articles +winners +desire +aged +northeast +dangerous +gate +doubt +1922 +wooden +multi +##ky +poet +rising +funding +46 +communications +communication +violence +copies +prepared +ford +investigation +skills +1924 +pulling +electronic +##ak +##ial +##han +containing +ultimately +offices +singing +understanding +restaurant +tomorrow +fashion +christ +ward +da +pope +stands +5th +flow +studios +aired +commissioned +contained +exist +fresh +americans +##per +wrestling +approved +kid +employed +respect +suit +1925 +angel +asking +increasing +frame +angry +selling +1950s +thin +finds +##nd +temperature +statement +ali +explain +inhabitants +towns +extensive +narrow +51 +jane +flowers +images +promise +somewhere +object +fly +closely +##ls +1912 +bureau +cape +1926 +weekly +presidential +legislative +1921 +##ai +##au +launch +founding +##ny +978 +##ring +artillery +strike +un +institutions +roll +writers +landing +chose +kevin +anymore +pp +##ut +attorney +fit +dan +billboard +receiving +agricultural +breaking +sought +dave +admitted +lands +mexican +##bury +charlie +specifically +hole +iv +howard +credit +moscow +roads +accident +1923 +proved +wear +struck +hey +guards +stuff +slid +expansion +1915 +cat +anthony +##kin +melbourne +opposed +sub +southwest +architect +failure +plane +1916 +##ron +map +camera +tank +listen +regarding +wet +introduction +metropolitan +link +ep +fighter +inch +grown +gene +anger +fixed +buy +dvd +khan +domestic +worldwide +chapel +mill +functions +examples +##head +developing +1910 +turkey +hits +pocket +antonio +papers +grow +unless +circuit +18th +concerned +attached +journalist +selection +journey +converted +provincial +painted +hearing +aren +bands +negative +aside +wondered +knight +lap +survey +ma +##ow +noise +billy +##ium +shooting +guide +bedroom +priest +resistance +motor +homes +sounded +giant +##mer +150 +scenes +equal +comic +patients +hidden +solid +actual +bringing +afternoon +touched +funds +wedding +consisted +marie +canal +sr +kim +treaty +turkish +recognition +residence +cathedral +broad +knees +incident +shaped +fired +norwegian +handle +cheek +contest +represent +##pe +representing +beauty +##sen +birds +advantage +emergency +wrapped +drawing +notice +pink +broadcasting +##ong +somehow +bachelor +seventh +collected +registered +establishment +alan +assumed +chemical +personnel +roger +retirement +jeff +portuguese +wore +tied +device +threat +progress +advance +##ised +banks +hired +manchester +nfl +teachers +structures +forever +##bo +tennis +helping +saturday +sale +applications +junction +hip +incorporated +neighborhood +dressed +ceremony +##ds +influenced +hers +visual +stairs +decades +inner +kansas +hung +hoped +gain +scheduled +downtown +engaged +austria +clock +norway +certainly +pale +protected +1913 +victor +employees +plate +putting +surrounded +##ists +finishing +blues +tropical +##ries +minnesota +consider +philippines +accept +54 +retrieved +1900 +concern +anderson +properties +institution +gordon +successfully +vietnam +##dy +backing +outstanding +muslim +crossing +folk +producing +usual +demand +occurs +observed +lawyer +educated +##ana +kelly +string +pleasure +budget +items +quietly +colorado +philip +typical +##worth +derived +600 +survived +asks +mental +##ide +56 +jake +jews +distinguished +ltd +1911 +sri +extremely +53 +athletic +loud +thousands +worried +shadow +transportation +horses +weapon +arena +importance +users +tim +objects +contributed +dragon +douglas +aware +senator +johnny +jordan +sisters +engines +flag +investment +samuel +shock +capable +clark +row +wheel +refers +session +familiar +biggest +wins +hate +maintained +drove +hamilton +request +expressed +injured +underground +churches +walker +wars +tunnel +passes +stupid +agriculture +softly +cabinet +regarded +joining +indiana +##ea +##ms +push +dates +spend +behavior +woods +protein +gently +chase +morgan +mention +burning +wake +combination +occur +mirror +leads +jimmy +indeed +impossible +singapore +paintings +covering +##nes +soldier +locations +attendance +sell +historian +wisconsin +invasion +argued +painter +diego +changing +egypt +##don +experienced +inches +##ku +missouri +vol +grounds +spoken +switzerland +##gan +reform +rolling +ha +forget +massive +resigned +burned +allen +tennessee +locked +values +improved +##mo +wounded +universe +sick +dating +facing +pack +purchase +user +##pur +moments +##ul +merged +anniversary +1908 +coal +brick +understood +causes +dynasty +queensland +establish +stores +crisis +promote +hoping +views +cards +referee +extension +##si +raise +arizona +improve +colonial +formal +charged +##rt +palm +lucky +hide +rescue +faces +95 +feelings +candidates +juan +##ell +goods +6th +courses +weekend +59 +luke +cash +fallen +##om +delivered +affected +installed +carefully +tries +swiss +hollywood +costs +lincoln +responsibility +##he +shore +file +proper +normally +maryland +assistance +jump +constant +offering +friendly +waters +persons +realize +contain +trophy +800 +partnership +factor +58 +musicians +cry +bound +oregon +indicated +hero +houston +medium +##ure +consisting +somewhat +##ara +57 +cycle +##che +beer +moore +frederick +gotten +eleven +worst +weak +approached +arranged +chin +loan +universal +bond +fifteen +pattern +disappeared +##ney +translated +##zed +lip +arab +capture +interests +insurance +##chi +shifted +cave +prix +warning +sections +courts +coat +plot +smell +feed +golf +favorite +maintain +knife +vs +voted +degrees +finance +quebec +opinion +translation +manner +ruled +operate +productions +choose +musician +discovery +confused +tired +separated +stream +techniques +committed +attend +ranking +kings +throw +passengers +measure +horror +fan +mining +sand +danger +salt +calm +decade +dam +require +runner +##ik +rush +associate +greece +##ker +rivers +consecutive +matthew +##ski +sighed +sq +documents +steam +edited +closing +tie +accused +1905 +##ini +islamic +distributed +directors +organisation +bruce +7th +breathing +mad +lit +arrival +concrete +taste +08 +composition +shaking +faster +amateur +adjacent +stating +1906 +twin +flew +##ran +tokyo +publications +##tone +obviously +ridge +storage +1907 +carl +pages +concluded +desert +driven +universities +ages +terminal +sequence +borough +250 +constituency +creative +cousin +economics +dreams +margaret +notably +reduce +montreal +mode +17th +ears +saved +jan +vocal +##ica +1909 +andy +##jo +riding +roughly +threatened +##ise +meters +meanwhile +landed +compete +repeated +grass +czech +regularly +charges +tea +sudden +appeal +##ung +solution +describes +pierre +classification +glad +parking +##ning +belt +physics +99 +rachel +add +hungarian +participate +expedition +damaged +gift +childhood +85 +fifty +##red +mathematics +jumped +letting +defensive +mph +##ux +##gh +testing +##hip +hundreds +shoot +owners +matters +smoke +israeli +kentucky +dancing +mounted +grandfather +emma +designs +profit +argentina +##gs +truly +li +lawrence +cole +begun +detroit +willing +branches +smiling +decide +miami +enjoyed +recordings +##dale +poverty +ethnic +gay +##bi +gary +arabic +09 +accompanied +##one +##ons +fishing +determine +residential +acid +##ary +alice +returns +starred +mail +##ang +jonathan +strategy +##ue +net +forty +cook +businesses +equivalent +commonwealth +distinct +ill +##cy +seriously +##ors +##ped +shift +harris +replace +rio +imagine +formula +ensure +##ber +additionally +scheme +conservation +occasionally +purposes +feels +favor +##and +##ore +1930s +contrast +hanging +hunt +movies +1904 +instruments +victims +danish +christopher +busy +demon +sugar +earliest +colony +studying +balance +duties +##ks +belgium +slipped +carter +05 +visible +stages +iraq +fifa +##im +commune +forming +zero +07 +continuing +talked +counties +legend +bathroom +option +tail +clay +daughters +afterwards +severe +jaw +visitors +##ded +devices +aviation +russell +kate +##vi +entering +subjects +##ino +temporary +swimming +forth +smooth +ghost +audio +bush +operates +rocks +movements +signs +eddie +##tz +ann +voices +honorary +06 +memories +dallas +pure +measures +racial +promised +66 +harvard +ceo +16th +parliamentary +indicate +benefit +flesh +dublin +louisiana +1902 +1901 +patient +sleeping +1903 +membership +coastal +medieval +wanting +element +scholars +rice +62 +limit +survive +makeup +rating +definitely +collaboration +obvious +##tan +boss +ms +baron +birthday +linked +soil +diocese +##lan +ncaa +##mann +offensive +shell +shouldn +waist +##tus +plain +ross +organ +resolution +manufacturing +adding +relative +kennedy +98 +whilst +moth +marketing +gardens +crash +72 +heading +partners +credited +carlos +moves +cable +##zi +marshall +##out +depending +bottle +represents +rejected +responded +existed +04 +jobs +denmark +lock +##ating +treated +graham +routes +talent +commissioner +drugs +secure +tests +reign +restored +photography +##gi +contributions +oklahoma +designer +disc +grin +seattle +robin +paused +atlanta +unusual +##gate +praised +las +laughing +satellite +hungary +visiting +##sky +interesting +factors +deck +poems +norman +##water +stuck +speaker +rifle +domain +premiered +##her +dc +comics +actors +01 +reputation +eliminated +8th +ceiling +prisoners +script +##nce +leather +austin +mississippi +rapidly +admiral +parallel +charlotte +guilty +tools +gender +divisions +fruit +##bs +laboratory +nelson +fantasy +marry +rapid +aunt +tribe +requirements +aspects +suicide +amongst +adams +bone +ukraine +abc +kick +sees +edinburgh +clothing +column +rough +gods +hunting +broadway +gathered +concerns +##ek +spending +ty +12th +snapped +requires +solar +bones +cavalry +##tta +iowa +drinking +waste +index +franklin +charity +thompson +stewart +tip +flash +landscape +friday +enjoy +singh +poem +listening +##back +eighth +fred +differences +adapted +bomb +ukrainian +surgery +corporate +masters +anywhere +##more +waves +odd +sean +portugal +orleans +dick +debate +kent +eating +puerto +cleared +96 +expect +cinema +97 +guitarist +blocks +electrical +agree +involving +depth +dying +panel +struggle +##ged +peninsula +adults +novels +emerged +vienna +metro +debuted +shoes +tamil +songwriter +meets +prove +beating +instance +heaven +scared +sending +marks +artistic +passage +superior +03 +significantly +shopping +##tive +retained +##izing +malaysia +technique +cheeks +##ola +warren +maintenance +destroy +extreme +allied +120 +appearing +##yn +fill +advice +alabama +qualifying +policies +cleveland +hat +battery +smart +authors +10th +soundtrack +acted +dated +lb +glance +equipped +coalition +funny +outer +ambassador +roy +possibility +couples +campbell +dna +loose +ethan +supplies +1898 +gonna +88 +monster +##res +shake +agents +frequency +springs +dogs +practices +61 +gang +plastic +easier +suggests +gulf +blade +exposed +colors +industries +markets +pan +nervous +electoral +charts +legislation +ownership +##idae +mac +appointment +shield +copy +assault +socialist +abbey +monument +license +throne +employment +jay +93 +replacement +charter +cloud +powered +suffering +accounts +oak +connecticut +strongly +wright +colour +crystal +13th +context +welsh +networks +voiced +gabriel +jerry +##cing +forehead +mp +##ens +manage +schedule +totally +remix +##ii +forests +occupation +print +nicholas +brazilian +strategic +vampires +engineers +76 +roots +seek +correct +instrumental +und +alfred +backed +hop +##des +stanley +robinson +traveled +wayne +welcome +austrian +achieve +67 +exit +rates +1899 +strip +whereas +##cs +sing +deeply +adventure +bobby +rick +jamie +careful +components +cap +useful +personality +knee +##shi +pushing +hosts +02 +protest +ca +ottoman +symphony +##sis +63 +boundary +1890 +processes +considering +considerable +tons +##work +##ft +##nia +cooper +trading +dear +conduct +91 +illegal +apple +revolutionary +holiday +definition +harder +##van +jacob +circumstances +destruction +##lle +popularity +grip +classified +liverpool +donald +baltimore +flows +seeking +honour +approval +92 +mechanical +till +happening +statue +critic +increasingly +immediate +describe +commerce +stare +##ster +indonesia +meat +rounds +boats +baker +orthodox +depression +formally +worn +naked +claire +muttered +sentence +11th +emily +document +77 +criticism +wished +vessel +spiritual +bent +virgin +parker +minimum +murray +lunch +danny +printed +compilation +keyboards +false +blow +belonged +68 +raising +78 +cutting +##board +pittsburgh +##up +9th +shadows +81 +hated +indigenous +jon +15th +barry +scholar +ah +##zer +oliver +##gy +stick +susan +meetings +attracted +spell +romantic +##ver +ye +1895 +photo +demanded +customers +##ac +1896 +logan +revival +keys +modified +commanded +jeans +##ious +upset +raw +phil +detective +hiding +resident +vincent +##bly +experiences +diamond +defeating +coverage +lucas +external +parks +franchise +helen +bible +successor +percussion +celebrated +il +lift +profile +clan +romania +##ied +mills +##su +nobody +achievement +shrugged +fault +1897 +rhythm +initiative +breakfast +carbon +700 +69 +lasted +violent +74 +wound +ken +killer +gradually +filmed +°c +dollars +processing +94 +remove +criticized +guests +sang +chemistry +##vin +legislature +disney +##bridge +uniform +escaped +integrated +proposal +purple +denied +liquid +karl +influential +morris +nights +stones +intense +experimental +twisted +71 +84 +##ld +pace +nazi +mitchell +ny +blind +reporter +newspapers +14th +centers +burn +basin +forgotten +surviving +filed +collections +monastery +losses +manual +couch +description +appropriate +merely +tag +missions +sebastian +restoration +replacing +triple +73 +elder +julia +warriors +benjamin +julian +convinced +stronger +amazing +declined +versus +merchant +happens +output +finland +bare +barbara +absence +ignored +dawn +injuries +##port +producers +##ram +82 +luis +##ities +kw +admit +expensive +electricity +nba +exception +symbol +##ving +ladies +shower +sheriff +characteristics +##je +aimed +button +ratio +effectively +summit +angle +jury +bears +foster +vessels +pants +executed +evans +dozen +advertising +kicked +patrol +1889 +competitions +lifetime +principles +athletics +##logy +birmingham +sponsored +89 +rob +nomination +1893 +acoustic +##sm +creature +longest +##tra +credits +harbor +dust +josh +##so +territories +milk +infrastructure +completion +thailand +indians +leon +archbishop +##sy +assist +pitch +blake +arrangement +girlfriend +serbian +operational +hence +sad +scent +fur +dj +sessions +hp +refer +rarely +##ora +exists +1892 +##ten +scientists +dirty +penalty +burst +portrait +seed +79 +pole +limits +rival +1894 +stable +alpha +grave +constitutional +alcohol +arrest +flower +mystery +devil +architectural +relationships +greatly +habitat +##istic +larry +progressive +remote +cotton +##ics +##ok +preserved +reaches +##ming +cited +86 +vast +scholarship +decisions +cbs +joy +teach +1885 +editions +knocked +eve +searching +partly +participation +gap +animated +fate +excellent +##ett +na +87 +alternate +saints +youngest +##ily +climbed +##ita +##tors +suggest +##ct +discussion +staying +choir +lakes +jacket +revenue +nevertheless +peaked +instrument +wondering +annually +managing +neil +1891 +signing +terry +##ice +apply +clinical +brooklyn +aim +catherine +fuck +farmers +figured +ninth +pride +hugh +evolution +ordinary +involvement +comfortable +shouted +tech +encouraged +taiwan +representation +sharing +##lia +##em +panic +exact +cargo +competing +fat +cried +83 +1920s +occasions +pa +cabin +borders +utah +marcus +##isation +badly +muscles +##ance +victorian +transition +warner +bet +permission +##rin +slave +terrible +similarly +shares +seth +uefa +possession +medals +benefits +colleges +lowered +perfectly +mall +transit +##ye +##kar +publisher +##ened +harrison +deaths +elevation +##ae +asleep +machines +sigh +ash +hardly +argument +occasion +parent +leo +decline +1888 +contribution +##ua +concentration +1000 +opportunities +hispanic +guardian +extent +emotions +hips +mason +volumes +bloody +controversy +diameter +steady +mistake +phoenix +identify +violin +##sk +departure +richmond +spin +funeral +enemies +1864 +gear +literally +connor +random +sergeant +grab +confusion +1865 +transmission +informed +op +leaning +sacred +suspended +thinks +gates +portland +luck +agencies +yours +hull +expert +muscle +layer +practical +sculpture +jerusalem +latest +lloyd +statistics +deeper +recommended +warrior +arkansas +mess +supports +greg +eagle +1880 +recovered +rated +concerts +rushed +##ano +stops +eggs +files +premiere +keith +##vo +delhi +turner +pit +affair +belief +paint +##zing +mate +##ach +##ev +victim +##ology +withdrew +bonus +styles +fled +##ud +glasgow +technologies +funded +nbc +adaptation +##ata +portrayed +cooperation +supporters +judges +bernard +justin +hallway +ralph +##ick +graduating +controversial +distant +continental +spider +bite +##ho +recognize +intention +mixing +##ese +egyptian +bow +tourism +suppose +claiming +tiger +dominated +participants +vi +##ru +nurse +partially +tape +##rum +psychology +##rn +essential +touring +duo +voting +civilian +emotional +channels +##king +apparent +hebrew +1887 +tommy +carrier +intersection +beast +hudson +##gar +##zo +lab +nova +bench +discuss +costa +##ered +detailed +behalf +drivers +unfortunately +obtain +##lis +rocky +##dae +siege +friendship +honey +##rian +1861 +amy +hang +posted +governments +collins +respond +wildlife +preferred +operator +##po +laura +pregnant +videos +dennis +suspected +boots +instantly +weird +automatic +businessman +alleged +placing +throwing +ph +mood +1862 +perry +venue +jet +remainder +##lli +##ci +passion +biological +boyfriend +1863 +dirt +buffalo +ron +segment +fa +abuse +##era +genre +thrown +stroke +colored +stress +exercise +displayed +##gen +struggled +##tti +abroad +dramatic +wonderful +thereafter +madrid +component +widespread +##sed +tale +citizen +todd +monday +1886 +vancouver +overseas +forcing +crying +descent +##ris +discussed +substantial +ranks +regime +1870 +provinces +switch +drum +zane +ted +tribes +proof +lp +cream +researchers +volunteer +manor +silk +milan +donated +allies +venture +principle +delivery +enterprise +##ves +##ans +bars +traditionally +witch +reminded +copper +##uk +pete +inter +links +colin +grinned +elsewhere +competitive +frequent +##oy +scream +##hu +tension +texts +submarine +finnish +defending +defend +pat +detail +1884 +affiliated +stuart +themes +villa +periods +tool +belgian +ruling +crimes +answers +folded +licensed +resort +demolished +hans +lucy +1881 +lion +traded +photographs +writes +craig +##fa +trials +generated +beth +noble +debt +percentage +yorkshire +erected +ss +viewed +grades +confidence +ceased +islam +telephone +retail +##ible +chile +m² +roberts +sixteen +##ich +commented +hampshire +innocent +dual +pounds +checked +regulations +afghanistan +sung +rico +liberty +assets +bigger +options +angels +relegated +tribute +wells +attending +leaf +##yan +butler +romanian +forum +monthly +lisa +patterns +gmina +##tory +madison +hurricane +rev +##ians +bristol +##ula +elite +valuable +disaster +democracy +awareness +germans +freyja +##ins +loop +absolutely +paying +populations +maine +sole +prayer +spencer +releases +doorway +bull +##ani +lover +midnight +conclusion +##sson +thirteen +lily +mediterranean +##lt +nhl +proud +sample +##hill +drummer +guinea +##ova +murphy +climb +##ston +instant +attributed +horn +ain +railways +steven +##ao +autumn +ferry +opponent +root +traveling +secured +corridor +stretched +tales +sheet +trinity +cattle +helps +indicates +manhattan +murdered +fitted +1882 +gentle +grandmother +mines +shocked +vegas +produces +##light +caribbean +##ou +belong +continuous +desperate +drunk +historically +trio +waved +raf +dealing +nathan +bat +murmured +interrupted +residing +scientist +pioneer +harold +aaron +##net +delta +attempting +minority +mini +believes +chorus +tend +lots +eyed +indoor +load +shots +updated +jail +##llo +concerning +connecting +wealth +##ved +slaves +arrive +rangers +sufficient +rebuilt +##wick +cardinal +flood +muhammad +whenever +relation +runners +moral +repair +viewers +arriving +revenge +punk +assisted +bath +fairly +breathe +lists +innings +illustrated +whisper +nearest +voters +clinton +ties +ultimate +screamed +beijing +lions +andre +fictional +gathering +comfort +radar +suitable +dismissed +hms +ban +pine +wrist +atmosphere +voivodeship +bid +timber +##ned +##nan +giants +##ane +cameron +recovery +uss +identical +categories +switched +serbia +laughter +noah +ensemble +therapy +peoples +touching +##off +locally +pearl +platforms +everywhere +ballet +tables +lanka +herbert +outdoor +toured +derek +1883 +spaces +contested +swept +1878 +exclusive +slight +connections +##dra +winds +prisoner +collective +bangladesh +tube +publicly +wealthy +thai +##ys +isolated +select +##ric +insisted +pen +fortune +ticket +spotted +reportedly +animation +enforcement +tanks +110 +decides +wider +lowest +owen +##time +nod +hitting +##hn +gregory +furthermore +magazines +fighters +solutions +##ery +pointing +requested +peru +reed +chancellor +knights +mask +worker +eldest +flames +reduction +1860 +volunteers +##tis +reporting +##hl +wire +advisory +endemic +origins +settlers +pursue +knock +consumer +1876 +eu +compound +creatures +mansion +sentenced +ivan +deployed +guitars +frowned +involves +mechanism +kilometers +perspective +shops +maps +terminus +duncan +alien +fist +bridges +##pers +heroes +fed +derby +swallowed +##ros +patent +sara +illness +characterized +adventures +slide +hawaii +jurisdiction +##op +organised +##side +adelaide +walks +biology +se +##ties +rogers +swing +tightly +boundaries +##rie +prepare +implementation +stolen +##sha +certified +colombia +edwards +garage +##mm +recalled +##ball +rage +harm +nigeria +breast +##ren +furniture +pupils +settle +##lus +cuba +balls +client +alaska +21st +linear +thrust +celebration +latino +genetic +terror +##cia +##ening +lightning +fee +witness +lodge +establishing +skull +##ique +earning +hood +##ei +rebellion +wang +sporting +warned +missile +devoted +activist +porch +worship +fourteen +package +1871 +decorated +##shire +housed +##ock +chess +sailed +doctors +oscar +joan +treat +garcia +harbour +jeremy +##ire +traditions +dominant +jacques +##gon +##wan +relocated +1879 +amendment +sized +companion +simultaneously +volleyball +spun +acre +increases +stopping +loves +belongs +affect +drafted +tossed +scout +battles +1875 +filming +shoved +munich +tenure +vertical +romance +pc +##cher +argue +##ical +craft +ranging +www +opens +honest +tyler +yesterday +virtual +##let +muslims +reveal +snake +immigrants +radical +screaming +speakers +firing +saving +belonging +ease +lighting +prefecture +blame +farmer +hungry +grows +rubbed +beam +sur +subsidiary +##cha +armenian +sao +dropping +conventional +##fer +microsoft +reply +qualify +spots +1867 +sweat +festivals +##ken +immigration +physician +discover +exposure +sandy +explanation +isaac +implemented +##fish +hart +initiated +connect +stakes +presents +heights +householder +pleased +tourist +regardless +slip +closest +##ction +surely +sultan +brings +riley +preparation +aboard +slammed +baptist +experiment +ongoing +interstate +organic +playoffs +##ika +1877 +130 +##tar +hindu +error +tours +tier +plenty +arrangements +talks +trapped +excited +sank +ho +athens +1872 +denver +welfare +suburb +athletes +trick +diverse +belly +exclusively +yelled +1868 +##med +conversion +##ette +1874 +internationally +computers +conductor +abilities +sensitive +hello +dispute +measured +globe +rocket +prices +amsterdam +flights +tigers +inn +municipalities +emotion +references +3d +##mus +explains +airlines +manufactured +pm +archaeological +1873 +interpretation +devon +comment +##ites +settlements +kissing +absolute +improvement +suite +impressed +barcelona +sullivan +jefferson +towers +jesse +julie +##tin +##lu +grandson +hi +gauge +regard +rings +interviews +trace +raymond +thumb +departments +burns +serial +bulgarian +scores +demonstrated +##ix +1866 +kyle +alberta +underneath +romanized +##ward +relieved +acquisition +phrase +cliff +reveals +han +cuts +merger +custom +##dar +nee +gilbert +graduation +##nts +assessment +cafe +difficulty +demands +swung +democrat +jennifer +commons +1940s +grove +##yo +completing +focuses +sum +substitute +bearing +stretch +reception +##py +reflected +essentially +destination +pairs +##ched +survival +resource +##bach +promoting +doubles +messages +tear +##down +##fully +parade +florence +harvey +incumbent +partial +framework +900 +pedro +frozen +procedure +olivia +controls +##mic +shelter +personally +temperatures +##od +brisbane +tested +sits +marble +comprehensive +oxygen +leonard +##kov +inaugural +iranian +referring +quarters +attitude +##ivity +mainstream +lined +mars +dakota +norfolk +unsuccessful +##° +explosion +helicopter +congressional +##sing +inspector +bitch +seal +departed +divine +##ters +coaching +examination +punishment +manufacturer +sink +columns +unincorporated +signals +nevada +squeezed +dylan +dining +photos +martial +manuel +eighteen +elevator +brushed +plates +ministers +ivy +congregation +##len +slept +specialized +taxes +curve +restricted +negotiations +likes +statistical +arnold +inspiration +execution +bold +intermediate +significance +margin +ruler +wheels +gothic +intellectual +dependent +listened +eligible +buses +widow +syria +earn +cincinnati +collapsed +recipient +secrets +accessible +philippine +maritime +goddess +clerk +surrender +breaks +playoff +database +##ified +##lon +ideal +beetle +aspect +soap +regulation +strings +expand +anglo +shorter +crosses +retreat +tough +coins +wallace +directions +pressing +##oon +shipping +locomotives +comparison +topics +nephew +##mes +distinction +honors +travelled +sierra +ibn +##over +fortress +sa +recognised +carved +1869 +clients +##dan +intent +##mar +coaches +describing +bread +##ington +beaten +northwestern +##ona +merit +youtube +collapse +challenges +em +historians +objective +submitted +virus +attacking +drake +assume +##ere +diseases +marc +stem +leeds +##cus +##ab +farming +glasses +##lock +visits +nowhere +fellowship +relevant +carries +restaurants +experiments +101 +constantly +bases +targets +shah +tenth +opponents +verse +territorial +##ira +writings +corruption +##hs +instruction +inherited +reverse +emphasis +##vic +employee +arch +keeps +rabbi +watson +payment +uh +##ala +nancy +##tre +venice +fastest +sexy +banned +adrian +properly +ruth +touchdown +dollar +boards +metre +circles +edges +favour +comments +ok +travels +liberation +scattered +firmly +##ular +holland +permitted +diesel +kenya +den +originated +##ral +demons +resumed +dragged +rider +##rus +servant +blinked +extend +torn +##ias +##sey +input +meal +everybody +cylinder +kinds +camps +##fe +bullet +logic +##wn +croatian +evolved +healthy +fool +chocolate +wise +preserve +pradesh +##ess +respective +1850 +##ew +chicken +artificial +gross +corresponding +convicted +cage +caroline +dialogue +##dor +narrative +stranger +mario +br +christianity +failing +trent +commanding +buddhist +1848 +maurice +focusing +yale +bike +altitude +##ering +mouse +revised +##sley +veteran +##ig +pulls +theology +crashed +campaigns +legion +##ability +drag +excellence +customer +cancelled +intensity +excuse +##lar +liga +participating +contributing +printing +##burn +variable +##rk +curious +bin +legacy +renaissance +##my +symptoms +binding +vocalist +dancer +##nie +grammar +gospel +democrats +ya +enters +sc +diplomatic +hitler +##ser +clouds +mathematical +quit +defended +oriented +##heim +fundamental +hardware +impressive +equally +convince +confederate +guilt +chuck +sliding +##ware +magnetic +narrowed +petersburg +bulgaria +otto +phd +skill +##ama +reader +hopes +pitcher +reservoir +hearts +automatically +expecting +mysterious +bennett +extensively +imagined +seeds +monitor +fix +##ative +journalism +struggling +signature +ranch +encounter +photographer +observation +protests +##pin +influences +##hr +calendar +##all +cruz +croatia +locomotive +hughes +naturally +shakespeare +basement +hook +uncredited +faded +theories +approaches +dare +phillips +filling +fury +obama +##ain +efficient +arc +deliver +min +raid +breeding +inducted +leagues +efficiency +axis +montana +eagles +##ked +supplied +instructions +karen +picking +indicating +trap +anchor +practically +christians +tomb +vary +occasional +electronics +lords +readers +newcastle +faint +innovation +collect +situations +engagement +160 +claude +mixture +##feld +peer +tissue +logo +lean +##ration +°f +floors +##ven +architects +reducing +##our +##ments +rope +1859 +ottawa +##har +samples +banking +declaration +proteins +resignation +francois +saudi +advocate +exhibited +armor +twins +divorce +##ras +abraham +reviewed +jo +temporarily +matrix +physically +pulse +curled +##ena +difficulties +bengal +usage +##ban +annie +riders +certificate +##pi +holes +warsaw +distinctive +jessica +##mon +mutual +1857 +customs +circular +eugene +removal +loaded +mere +vulnerable +depicted +generations +dame +heir +enormous +lightly +climbing +pitched +lessons +pilots +nepal +ram +google +preparing +brad +louise +renowned +##₂ +liam +##ably +plaza +shaw +sophie +brilliant +bills +##bar +##nik +fucking +mainland +server +pleasant +seized +veterans +jerked +fail +beta +brush +radiation +stored +warmth +southeastern +nate +sin +raced +berkeley +joke +athlete +designation +trunk +##low +roland +qualification +archives +heels +artwork +receives +judicial +reserves +##bed +woke +installation +abu +floating +fake +lesser +excitement +interface +concentrated +addressed +characteristic +amanda +saxophone +monk +auto +##bus +releasing +egg +dies +interaction +defender +ce +outbreak +glory +loving +##bert +sequel +consciousness +http +awake +ski +enrolled +##ress +handling +rookie +brow +somebody +biography +warfare +amounts +contracts +presentation +fabric +dissolved +challenged +meter +psychological +lt +elevated +rally +accurate +##tha +hospitals +undergraduate +specialist +venezuela +exhibit +shed +nursing +protestant +fluid +structural +footage +jared +consistent +prey +##ska +succession +reflect +exile +lebanon +wiped +suspect +shanghai +resting +integration +preservation +marvel +variant +pirates +sheep +rounded +capita +sailing +colonies +manuscript +deemed +variations +clarke +functional +emerging +boxing +relaxed +curse +azerbaijan +heavyweight +nickname +editorial +rang +grid +tightened +earthquake +flashed +miguel +rushing +##ches +improvements +boxes +brooks +180 +consumption +molecular +felix +societies +repeatedly +variation +aids +civic +graphics +professionals +realm +autonomous +receiver +delayed +workshop +militia +chairs +trump +canyon +##point +harsh +extending +lovely +happiness +##jan +stake +eyebrows +embassy +wellington +hannah +##ella +sony +corners +bishops +swear +cloth +contents +xi +namely +commenced +1854 +stanford +nashville +courage +graphic +commitment +garrison +##bin +hamlet +clearing +rebels +attraction +literacy +cooking +ruins +temples +jenny +humanity +celebrate +hasn +freight +sixty +rebel +bastard +##art +newton +##ada +deer +##ges +##ching +smiles +delaware +singers +##ets +approaching +assists +flame +##ph +boulevard +barrel +planted +##ome +pursuit +##sia +consequences +posts +shallow +invitation +rode +depot +ernest +kane +rod +concepts +preston +topic +chambers +striking +blast +arrives +descendants +montgomery +ranges +worlds +##lay +##ari +span +chaos +praise +##ag +fewer +1855 +sanctuary +mud +fbi +##ions +programmes +maintaining +unity +harper +bore +handsome +closure +tournaments +thunder +nebraska +linda +facade +puts +satisfied +argentine +dale +cork +dome +panama +##yl +1858 +tasks +experts +##ates +feeding +equation +##las +##ida +##tu +engage +bryan +##ax +um +quartet +melody +disbanded +sheffield +blocked +gasped +delay +kisses +maggie +connects +##non +sts +poured +creator +publishers +##we +guided +ellis +extinct +hug +gaining +##ord +complicated +##bility +poll +clenched +investigate +##use +thereby +quantum +spine +cdp +humor +kills +administered +semifinals +##du +encountered +ignore +##bu +commentary +##maker +bother +roosevelt +140 +plains +halfway +flowing +cultures +crack +imprisoned +neighboring +airline +##ses +##view +##mate +##ec +gather +wolves +marathon +transformed +##ill +cruise +organisations +carol +punch +exhibitions +numbered +alarm +ratings +daddy +silently +##stein +queens +colours +impression +guidance +liu +tactical +##rat +marshal +della +arrow +##ings +rested +feared +tender +owns +bitter +advisor +escort +##ides +spare +farms +grants +##ene +dragons +encourage +colleagues +cameras +##und +sucked +pile +spirits +prague +statements +suspension +landmark +fence +torture +recreation +bags +permanently +survivors +pond +spy +predecessor +bombing +coup +##og +protecting +transformation +glow +##lands +##book +dug +priests +andrea +feat +barn +jumping +##chen +##ologist +##con +casualties +stern +auckland +pipe +serie +revealing +ba +##bel +trevor +mercy +spectrum +yang +consist +governing +collaborated +possessed +epic +comprises +blew +shane +##ack +lopez +honored +magical +sacrifice +judgment +perceived +hammer +mtv +baronet +tune +das +missionary +sheets +350 +neutral +oral +threatening +attractive +shade +aims +seminary +##master +estates +1856 +michel +wounds +refugees +manufacturers +##nic +mercury +syndrome +porter +##iya +##din +hamburg +identification +upstairs +purse +widened +pause +cared +breathed +affiliate +santiago +prevented +celtic +fisher +125 +recruited +byzantine +reconstruction +farther +##mp +diet +sake +au +spite +sensation +##ert +blank +separation +105 +##hon +vladimir +armies +anime +##lie +accommodate +orbit +cult +sofia +archive +##ify +##box +founders +sustained +disorder +honours +northeastern +mia +crops +violet +threats +blanket +fires +canton +followers +southwestern +prototype +voyage +assignment +altered +moderate +protocol +pistol +##eo +questioned +brass +lifting +1852 +math +authored +##ual +doug +dimensional +dynamic +##san +1851 +pronounced +grateful +quest +uncomfortable +boom +presidency +stevens +relating +politicians +chen +barrier +quinn +diana +mosque +tribal +cheese +palmer +portions +sometime +chester +treasure +wu +bend +download +millions +reforms +registration +##osa +consequently +monitoring +ate +preliminary +brandon +invented +ps +eaten +exterior +intervention +ports +documented +log +displays +lecture +sally +favourite +##itz +vermont +lo +invisible +isle +breed +##ator +journalists +relay +speaks +backward +explore +midfielder +actively +stefan +procedures +cannon +blond +kenneth +centered +servants +chains +libraries +malcolm +essex +henri +slavery +##hal +facts +fairy +coached +cassie +cats +washed +cop +##fi +announcement +item +2000s +vinyl +activated +marco +frontier +growled +curriculum +##das +loyal +accomplished +leslie +ritual +kenny +##00 +vii +napoleon +hollow +hybrid +jungle +stationed +friedrich +counted +##ulated +platinum +theatrical +seated +col +rubber +glen +1840 +diversity +healing +extends +id +provisions +administrator +columbus +##oe +tributary +te +assured +org +##uous +prestigious +examined +lectures +grammy +ronald +associations +bailey +allan +essays +flute +believing +consultant +proceedings +travelling +1853 +kit +kerala +yugoslavia +buddy +methodist +##ith +burial +centres +batman +##nda +discontinued +bo +dock +stockholm +lungs +severely +##nk +citing +manga +##ugh +steal +mumbai +iraqi +robot +celebrity +bride +broadcasts +abolished +pot +joel +overhead +franz +packed +reconnaissance +johann +acknowledged +introduce +handled +doctorate +developments +drinks +alley +palestine +##nis +##aki +proceeded +recover +bradley +grain +patch +afford +infection +nationalist +legendary +##ath +interchange +virtually +gen +gravity +exploration +amber +vital +wishes +powell +doctrine +elbow +screenplay +##bird +contribute +indonesian +pet +creates +##com +enzyme +kylie +discipline +drops +manila +hunger +##ien +layers +suffer +fever +bits +monica +keyboard +manages +##hood +searched +appeals +##bad +testament +grande +reid +##war +beliefs +congo +##ification +##dia +si +requiring +##via +casey +1849 +regret +streak +rape +depends +syrian +sprint +pound +tourists +upcoming +pub +##xi +tense +##els +practiced +echo +nationwide +guild +motorcycle +liz +##zar +chiefs +desired +elena +bye +precious +absorbed +relatives +booth +pianist +##mal +citizenship +exhausted +wilhelm +##ceae +##hed +noting +quarterback +urge +hectares +##gue +ace +holly +##tal +blonde +davies +parked +sustainable +stepping +twentieth +airfield +galaxy +nest +chip +##nell +tan +shaft +paulo +requirement +##zy +paradise +tobacco +trans +renewed +vietnamese +##cker +##ju +suggesting +catching +holmes +enjoying +md +trips +colt +holder +butterfly +nerve +reformed +cherry +bowling +trailer +carriage +goodbye +appreciate +toy +joshua +interactive +enabled +involve +##kan +collar +determination +bunch +facebook +recall +shorts +superintendent +episcopal +frustration +giovanni +nineteenth +laser +privately +array +circulation +##ovic +armstrong +deals +painful +permit +discrimination +##wi +aires +retiring +cottage +ni +##sta +horizon +ellen +jamaica +ripped +fernando +chapters +playstation +patron +lecturer +navigation +behaviour +genes +georgian +export +solomon +rivals +swift +seventeen +rodriguez +princeton +independently +sox +1847 +arguing +entity +casting +hank +criteria +oakland +geographic +milwaukee +reflection +expanding +conquest +dubbed +##tv +halt +brave +brunswick +doi +arched +curtis +divorced +predominantly +somerset +streams +ugly +zoo +horrible +curved +buenos +fierce +dictionary +vector +theological +unions +handful +stability +chan +punjab +segments +##lly +altar +ignoring +gesture +monsters +pastor +##stone +thighs +unexpected +operators +abruptly +coin +compiled +associates +improving +migration +pin +##ose +compact +collegiate +reserved +##urs +quarterfinals +roster +restore +assembled +hurry +oval +##cies +1846 +flags +martha +##del +victories +sharply +##rated +argues +deadly +neo +drawings +symbols +performer +##iel +griffin +restrictions +editing +andrews +java +journals +arabia +compositions +dee +pierce +removing +hindi +casino +runway +civilians +minds +nasa +hotels +##zation +refuge +rent +retain +potentially +conferences +suburban +conducting +##tto +##tions +##tle +descended +massacre +##cal +ammunition +terrain +fork +souls +counts +chelsea +durham +drives +cab +##bank +perth +realizing +palestinian +finn +simpson +##dal +betty +##ule +moreover +particles +cardinals +tent +evaluation +extraordinary +##oid +inscription +##works +wednesday +chloe +maintains +panels +ashley +trucks +##nation +cluster +sunlight +strikes +zhang +##wing +dialect +canon +##ap +tucked +##ws +collecting +##mas +##can +##sville +maker +quoted +evan +franco +aria +buying +cleaning +eva +closet +provision +apollo +clinic +rat +##ez +necessarily +ac +##gle +##ising +venues +flipped +cent +spreading +trustees +checking +authorized +##sco +disappointed +##ado +notion +duration +trumpet +hesitated +topped +brussels +rolls +theoretical +hint +define +aggressive +repeat +wash +peaceful +optical +width +allegedly +mcdonald +strict +copyright +##illa +investors +mar +jam +witnesses +sounding +miranda +michelle +privacy +hugo +harmony +##pp +valid +lynn +glared +nina +102 +headquartered +diving +boarding +gibson +##ncy +albanian +marsh +routine +dealt +enhanced +er +intelligent +substance +targeted +enlisted +discovers +spinning +observations +pissed +smoking +rebecca +capitol +visa +varied +costume +seemingly +indies +compensation +surgeon +thursday +arsenal +westminster +suburbs +rid +anglican +##ridge +knots +foods +alumni +lighter +fraser +whoever +portal +scandal +##ray +gavin +advised +instructor +flooding +terrorist +##ale +teenage +interim +senses +duck +teen +thesis +abby +eager +overcome +##ile +newport +glenn +rises +shame +##cc +prompted +priority +forgot +bomber +nicolas +protective +360 +cartoon +katherine +breeze +lonely +trusted +henderson +richardson +relax +banner +candy +palms +remarkable +##rio +legends +cricketer +essay +ordained +edmund +rifles +trigger +##uri +##away +sail +alert +1830 +audiences +penn +sussex +siblings +pursued +indianapolis +resist +rosa +consequence +succeed +avoided +1845 +##ulation +inland +##tie +##nna +counsel +profession +chronicle +hurried +##una +eyebrow +eventual +bleeding +innovative +cure +##dom +committees +accounting +con +scope +hardy +heather +tenor +gut +herald +codes +tore +scales +wagon +##oo +luxury +tin +prefer +fountain +triangle +bonds +darling +convoy +dried +traced +beings +troy +accidentally +slam +findings +smelled +joey +lawyers +outcome +steep +bosnia +configuration +shifting +toll +brook +performers +lobby +philosophical +construct +shrine +aggregate +boot +cox +phenomenon +savage +insane +solely +reynolds +lifestyle +##ima +nationally +holdings +consideration +enable +edgar +mo +mama +##tein +fights +relegation +chances +atomic +hub +conjunction +awkward +reactions +currency +finale +kumar +underwent +steering +elaborate +gifts +comprising +melissa +veins +reasonable +sunshine +chi +solve +trails +inhabited +elimination +ethics +huh +ana +molly +consent +apartments +layout +marines +##ces +hunters +bulk +##oma +hometown +##wall +##mont +cracked +reads +neighbouring +withdrawn +admission +wingspan +damned +anthology +lancashire +brands +batting +forgive +cuban +awful +##lyn +104 +dimensions +imagination +##ade +dante +##ship +tracking +desperately +goalkeeper +##yne +groaned +workshops +confident +burton +gerald +milton +circus +uncertain +slope +copenhagen +sophia +fog +philosopher +portraits +accent +cycling +varying +gripped +larvae +garrett +specified +scotia +mature +luther +kurt +rap +##kes +aerial +750 +ferdinand +heated +es +transported +##shan +safely +nonetheless +##orn +##gal +motors +demanding +##sburg +startled +##brook +ally +generate +caps +ghana +stained +demo +mentions +beds +ap +afterward +diary +##bling +utility +##iro +richards +1837 +conspiracy +conscious +shining +footsteps +observer +cyprus +urged +loyalty +developer +probability +olive +upgraded +gym +miracle +insects +graves +1844 +ourselves +hydrogen +amazon +katie +tickets +poets +##pm +planes +##pan +prevention +witnessed +dense +jin +randy +tang +warehouse +monroe +bang +archived +elderly +investigations +alec +granite +mineral +conflicts +controlling +aboriginal +carlo +##zu +mechanics +stan +stark +rhode +skirt +est +##berry +bombs +respected +##horn +imposed +limestone +deny +nominee +memphis +grabbing +disabled +##als +amusement +aa +frankfurt +corn +referendum +varies +slowed +disk +firms +unconscious +incredible +clue +sue +##zhou +twist +##cio +joins +idaho +chad +developers +computing +destroyer +103 +mortal +tucker +kingston +choices +yu +carson +1800 +os +whitney +geneva +pretend +dimension +staged +plateau +maya +##une +freestyle +##bc +rovers +hiv +##ids +tristan +classroom +prospect +##hus +honestly +diploma +lied +thermal +auxiliary +feast +unlikely +iata +##tel +morocco +pounding +treasury +lithuania +considerably +1841 +dish +1812 +geological +matching +stumbled +destroying +marched +brien +advances +cake +nicole +belle +settling +measuring +directing +##mie +tuesday +bassist +capabilities +stunned +fraud +torpedo +##list +##phone +anton +wisdom +surveillance +ruined +##ulate +lawsuit +healthcare +theorem +halls +trend +aka +horizontal +dozens +acquire +lasting +swim +hawk +gorgeous +fees +vicinity +decrease +adoption +tactics +##ography +pakistani +##ole +draws +##hall +willie +burke +heath +algorithm +integral +powder +elliott +brigadier +jackie +tate +varieties +darker +##cho +lately +cigarette +specimens +adds +##ree +##ensis +##inger +exploded +finalist +cia +murders +wilderness +arguments +nicknamed +acceptance +onwards +manufacture +robertson +jets +tampa +enterprises +blog +loudly +composers +nominations +1838 +ai +malta +inquiry +automobile +hosting +viii +rays +tilted +grief +museums +strategies +furious +euro +equality +cohen +poison +surrey +wireless +governed +ridiculous +moses +##esh +##room +vanished +##ito +barnes +attract +morrison +istanbul +##iness +absent +rotation +petition +janet +##logical +satisfaction +custody +deliberately +observatory +comedian +surfaces +pinyin +novelist +strictly +canterbury +oslo +monks +embrace +ibm +jealous +photograph +continent +dorothy +marina +doc +excess +holden +allegations +explaining +stack +avoiding +lance +storyline +majesty +poorly +spike +dos +bradford +raven +travis +classics +proven +voltage +pillow +fists +butt +1842 +interpreted +##car +1839 +gage +telegraph +lens +promising +expelled +casual +collector +zones +##min +silly +nintendo +##kh +##bra +downstairs +chef +suspicious +afl +flies +vacant +uganda +pregnancy +condemned +lutheran +estimates +cheap +decree +saxon +proximity +stripped +idiot +deposits +contrary +presenter +magnus +glacier +im +offense +edwin +##ori +upright +##long +bolt +##ois +toss +geographical +##izes +environments +delicate +marking +abstract +xavier +nails +windsor +plantation +occurring +equity +saskatchewan +fears +drifted +sequences +vegetation +revolt +##stic +1843 +sooner +fusion +opposing +nato +skating +1836 +secretly +ruin +lease +##oc +edit +##nne +flora +anxiety +ruby +##ological +##mia +tel +bout +taxi +emmy +frost +rainbow +compounds +foundations +rainfall +assassination +nightmare +dominican +##win +achievements +deserve +orlando +intact +armenia +##nte +calgary +valentine +106 +marion +proclaimed +theodore +bells +courtyard +thigh +gonzalez +console +troop +minimal +monte +everyday +##ence +##if +supporter +terrorism +buck +openly +presbyterian +activists +carpet +##iers +rubbing +uprising +##yi +cute +conceived +legally +##cht +millennium +cello +velocity +ji +rescued +cardiff +1835 +rex +concentrate +senators +beard +rendered +glowing +battalions +scouts +competitors +sculptor +catalogue +arctic +ion +raja +bicycle +wow +glancing +lawn +##woman +gentleman +lighthouse +publish +predicted +calculated +##val +variants +##gne +strain +##ui +winston +deceased +##nus +touchdowns +brady +caleb +sinking +echoed +crush +hon +blessed +protagonist +hayes +endangered +magnitude +editors +##tine +estimate +responsibilities +##mel +backup +laying +consumed +sealed +zurich +lovers +frustrated +##eau +ahmed +kicking +mit +treasurer +1832 +biblical +refuse +terrified +pump +agrees +genuine +imprisonment +refuses +plymouth +##hen +lou +##nen +tara +trembling +antarctic +ton +learns +##tas +crap +crucial +faction +atop +##borough +wrap +lancaster +odds +hopkins +erik +lyon +##eon +bros +##ode +snap +locality +tips +empress +crowned +cal +acclaimed +chuckled +##ory +clara +sends +mild +towel +##fl +##day +##а +wishing +assuming +interviewed +##bal +##die +interactions +eden +cups +helena +##lf +indie +beck +##fire +batteries +filipino +wizard +parted +##lam +traces +##born +rows +idol +albany +delegates +##ees +##sar +discussions +##ex +notre +instructed +belgrade +highways +suggestion +lauren +possess +orientation +alexandria +abdul +beats +salary +reunion +ludwig +alright +wagner +intimate +pockets +slovenia +hugged +brighton +merchants +cruel +stole +trek +slopes +repairs +enrollment +politically +underlying +promotional +counting +boeing +##bb +isabella +naming +##и +keen +bacteria +listing +separately +belfast +ussr +450 +lithuanian +anybody +ribs +sphere +martinez +cock +embarrassed +proposals +fragments +nationals +##fs +##wski +premises +fin +1500 +alpine +matched +freely +bounded +jace +sleeve +##af +gaming +pier +populated +evident +##like +frances +flooded +##dle +frightened +pour +trainer +framed +visitor +challenging +pig +wickets +##fold +infected +email +##pes +arose +##aw +reward +ecuador +oblast +vale +ch +shuttle +##usa +bach +rankings +forbidden +cornwall +accordance +salem +consumers +bruno +fantastic +toes +machinery +resolved +julius +remembering +propaganda +iceland +bombardment +tide +contacts +wives +##rah +concerto +macdonald +albania +implement +daisy +tapped +sudan +helmet +angela +mistress +##lic +crop +sunk +finest +##craft +hostile +##ute +##tsu +boxer +fr +paths +adjusted +habit +ballot +supervision +soprano +##zen +bullets +wicked +sunset +regiments +disappear +lamp +performs +app +##gia +##oa +rabbit +digging +incidents +entries +##cion +dishes +##oi +introducing +##ati +##fied +freshman +slot +jill +tackles +baroque +backs +##iest +lone +sponsor +destiny +altogether +convert +##aro +consensus +shapes +demonstration +basically +feminist +auction +artifacts +##bing +strongest +twitter +halifax +2019 +allmusic +mighty +smallest +precise +alexandra +viola +##los +##ille +manuscripts +##illo +dancers +ari +managers +monuments +blades +barracks +springfield +maiden +consolidated +electron +##end +berry +airing +wheat +nobel +inclusion +blair +payments +geography +bee +cc +eleanor +react +##hurst +afc +manitoba +##yu +su +lineup +fitness +recreational +investments +airborne +disappointment +##dis +edmonton +viewing +##row +renovation +##cast +infant +bankruptcy +roses +aftermath +pavilion +##yer +carpenter +withdrawal +ladder +##hy +discussing +popped +reliable +agreements +rochester +##abad +curves +bombers +220 +rao +reverend +decreased +choosing +107 +stiff +consulting +naples +crawford +tracy +ka +ribbon +cops +##lee +crushed +deciding +unified +teenager +accepting +flagship +explorer +poles +sanchez +inspection +revived +skilled +induced +exchanged +flee +locals +tragedy +swallow +loading +hanna +demonstrate +##ela +salvador +flown +contestants +civilization +##ines +wanna +rhodes +fletcher +hector +knocking +considers +##ough +nash +mechanisms +sensed +mentally +walt +unclear +##eus +renovated +madame +##cks +crews +governmental +##hin +undertaken +monkey +##ben +##ato +fatal +armored +copa +caves +governance +grasp +perception +certification +froze +damp +tugged +wyoming +##rg +##ero +newman +##lor +nerves +curiosity +graph +115 +##ami +withdraw +tunnels +dull +meredith +moss +exhibits +neighbors +communicate +accuracy +explored +raiders +republicans +secular +kat +superman +penny +criticised +##tch +freed +update +conviction +wade +ham +likewise +delegation +gotta +doll +promises +technological +myth +nationality +resolve +convent +##mark +sharon +dig +sip +coordinator +entrepreneur +fold +##dine +capability +councillor +synonym +blown +swan +cursed +1815 +jonas +haired +sofa +canvas +keeper +rivalry +##hart +rapper +speedway +swords +postal +maxwell +estonia +potter +recurring +##nn +##ave +errors +##oni +cognitive +1834 +##² +claws +nadu +roberto +bce +wrestler +ellie +##ations +infinite +ink +##tia +presumably +finite +staircase +108 +noel +patricia +nacional +##cation +chill +eternal +tu +preventing +prussia +fossil +limbs +##logist +ernst +frog +perez +rene +##ace +pizza +prussian +##ios +##vy +molecules +regulatory +answering +opinions +sworn +lengths +supposedly +hypothesis +upward +habitats +seating +ancestors +drank +yield +hd +synthesis +researcher +modest +##var +mothers +peered +voluntary +homeland +##the +acclaim +##igan +static +valve +luxembourg +alto +carroll +fe +receptor +norton +ambulance +##tian +johnston +catholics +depicting +jointly +elephant +gloria +mentor +badge +ahmad +distinguish +remarked +councils +precisely +allison +advancing +detection +crowded +##10 +cooperative +ankle +mercedes +dagger +surrendered +pollution +commit +subway +jeffrey +lesson +sculptures +provider +##fication +membrane +timothy +rectangular +fiscal +heating +teammate +basket +particle +anonymous +deployment +##ple +missiles +courthouse +proportion +shoe +sec +##ller +complaints +forbes +blacks +abandon +remind +sizes +overwhelming +autobiography +natalie +##awa +risks +contestant +countryside +babies +scorer +invaded +enclosed +proceed +hurling +disorders +##cu +reflecting +continuously +cruiser +graduates +freeway +investigated +ore +deserved +maid +blocking +phillip +jorge +shakes +dove +mann +variables +lacked +burden +accompanying +que +consistently +organizing +provisional +complained +endless +##rm +tubes +juice +georges +krishna +mick +labels +thriller +##uch +laps +arcade +sage +snail +##table +shannon +fi +laurence +seoul +vacation +presenting +hire +churchill +surprisingly +prohibited +savannah +technically +##oli +170 +##lessly +testimony +suited +speeds +toys +romans +mlb +flowering +measurement +talented +kay +settings +charleston +expectations +shattered +achieving +triumph +ceremonies +portsmouth +lanes +mandatory +loser +stretching +cologne +realizes +seventy +cornell +careers +webb +##ulating +americas +budapest +ava +suspicion +##ison +yo +conrad +##hai +sterling +jessie +rector +##az +1831 +transform +organize +loans +christine +volcanic +warrant +slender +summers +subfamily +newer +danced +dynamics +rhine +proceeds +heinrich +gastropod +commands +sings +facilitate +easter +ra +positioned +responses +expense +fruits +yanked +imported +25th +velvet +vic +primitive +tribune +baldwin +neighbourhood +donna +rip +hay +pr +##uro +1814 +espn +welcomed +##aria +qualifier +glare +highland +timing +##cted +shells +eased +geometry +louder +exciting +slovakia +##sion +##iz +##lot +savings +prairie +##ques +marching +rafael +tonnes +##lled +curtain +preceding +shy +heal +greene +worthy +##pot +detachment +bury +sherman +##eck +reinforced +seeks +bottles +contracted +duchess +outfit +walsh +##sc +mickey +##ase +geoffrey +archer +squeeze +dawson +eliminate +invention +##enberg +neal +##eth +stance +dealer +coral +maple +retire +polo +simplified +##ht +1833 +hid +watts +backwards +jules +##oke +genesis +mt +frames +rebounds +burma +woodland +moist +santos +whispers +drained +subspecies +##aa +streaming +ulster +burnt +correspondence +maternal +gerard +denis +stealing +##load +genius +duchy +##oria +inaugurated +momentum +suits +placement +sovereign +clause +thames +##hara +confederation +reservation +sketch +yankees +lets +rotten +charm +hal +verses +ultra +commercially +dot +salon +citation +adopt +winnipeg +mist +allocated +cairo +##boy +jenkins +interference +objectives +##wind +1820 +portfolio +armoured +sectors +##eh +initiatives +##world +integrity +exercises +robe +tap +ab +gazed +##tones +distracted +rulers +111 +favorable +jerome +tended +cart +factories +##eri +diplomat +valued +gravel +charitable +##try +calvin +exploring +chang +shepherd +terrace +pdf +pupil +##ural +reflects +ups +##rch +governors +shelf +depths +##nberg +trailed +crest +tackle +##nian +##ats +hatred +##kai +clare +makers +ethiopia +longtime +detected +embedded +lacking +slapped +rely +thomson +anticipation +iso +morton +successive +agnes +screenwriter +straightened +philippe +playwright +haunted +licence +iris +intentions +sutton +112 +logical +correctly +##weight +branded +licked +tipped +silva +ricky +narrator +requests +##ents +greeted +supernatural +cow +##wald +lung +refusing +employer +strait +gaelic +liner +##piece +zoe +sabha +##mba +driveway +harvest +prints +bates +reluctantly +threshold +algebra +ira +wherever +coupled +240 +assumption +picks +##air +designers +raids +gentlemen +##ean +roller +blowing +leipzig +locks +screw +dressing +strand +##lings +scar +dwarf +depicts +##nu +nods +##mine +differ +boris +##eur +yuan +flip +##gie +mob +invested +questioning +applying +##ture +shout +##sel +gameplay +blamed +illustrations +bothered +weakness +rehabilitation +##of +##zes +envelope +rumors +miners +leicester +subtle +kerry +##ico +ferguson +##fu +premiership +ne +##cat +bengali +prof +catches +remnants +dana +##rily +shouting +presidents +baltic +ought +ghosts +dances +sailors +shirley +fancy +dominic +##bie +madonna +##rick +bark +buttons +gymnasium +ashes +liver +toby +oath +providence +doyle +evangelical +nixon +cement +carnegie +embarked +hatch +surroundings +guarantee +needing +pirate +essence +##bee +filter +crane +hammond +projected +immune +percy +twelfth +##ult +regent +doctoral +damon +mikhail +##ichi +lu +critically +elect +realised +abortion +acute +screening +mythology +steadily +##fc +frown +nottingham +kirk +wa +minneapolis +##rra +module +algeria +mc +nautical +encounters +surprising +statues +availability +shirts +pie +alma +brows +munster +mack +soup +crater +tornado +sanskrit +cedar +explosive +bordered +dixon +planets +stamp +exam +happily +##bble +carriers +kidnapped +##vis +accommodation +emigrated +##met +knockout +correspondent +violation +profits +peaks +lang +specimen +agenda +ancestry +pottery +spelling +equations +obtaining +ki +linking +1825 +debris +asylum +##20 +buddhism +teddy +##ants +gazette +##nger +##sse +dental +eligibility +utc +fathers +averaged +zimbabwe +francesco +coloured +hissed +translator +lynch +mandate +humanities +mackenzie +uniforms +lin +##iana +##gio +asset +mhz +fitting +samantha +genera +wei +rim +beloved +shark +riot +entities +expressions +indo +carmen +slipping +owing +abbot +neighbor +sidney +##av +rats +recommendations +encouraging +squadrons +anticipated +commanders +conquered +##oto +donations +diagnosed +##mond +divide +##iva +guessed +decoration +vernon +auditorium +revelation +conversations +##kers +##power +herzegovina +dash +alike +protested +lateral +herman +accredited +mg +##gent +freeman +mel +fiji +crow +crimson +##rine +livestock +##pped +humanitarian +bored +oz +whip +##lene +##ali +legitimate +alter +grinning +spelled +anxious +oriental +wesley +##nin +##hole +carnival +controller +detect +##ssa +bowed +educator +kosovo +macedonia +##sin +occupy +mastering +stephanie +janeiro +para +unaware +nurses +noon +135 +cam +hopefully +ranger +combine +sociology +polar +rica +##eer +neill +##sman +holocaust +##ip +doubled +lust +1828 +109 +decent +cooling +unveiled +##card +1829 +nsw +homer +chapman +meyer +##gin +dive +mae +reagan +expertise +##gled +darwin +brooke +sided +prosecution +investigating +comprised +petroleum +genres +reluctant +differently +trilogy +johns +vegetables +corpse +highlighted +lounge +pension +unsuccessfully +elegant +aided +ivory +beatles +amelia +cain +dubai +sunny +immigrant +babe +click +##nder +underwater +pepper +combining +mumbled +atlas +horns +accessed +ballad +physicians +homeless +gestured +rpm +freak +louisville +corporations +patriots +prizes +rational +warn +modes +decorative +overnight +din +troubled +phantom +##ort +monarch +sheer +##dorf +generals +guidelines +organs +addresses +##zon +enhance +curling +parishes +cord +##kie +linux +caesar +deutsche +bavaria +##bia +coleman +cyclone +##eria +bacon +petty +##yama +##old +hampton +diagnosis +1824 +throws +complexity +rita +disputed +##₃ +pablo +##sch +marketed +trafficking +##ulus +examine +plague +formats +##oh +vault +faithful +##bourne +webster +##ox +highlights +##ient +##ann +phones +vacuum +sandwich +modeling +##gated +bolivia +clergy +qualities +isabel +##nas +##ars +wears +screams +reunited +annoyed +bra +##ancy +##rate +differential +transmitter +tattoo +container +poker +##och +excessive +resides +cowboys +##tum +augustus +trash +providers +statute +retreated +balcony +reversed +void +storey +preceded +masses +leap +laughs +neighborhoods +wards +schemes +falcon +santo +battlefield +pad +ronnie +thread +lesbian +venus +##dian +beg +sandstone +daylight +punched +gwen +analog +stroked +wwe +acceptable +measurements +dec +toxic +##kel +adequate +surgical +economist +parameters +varsity +##sberg +quantity +ella +##chy +##rton +countess +generating +precision +diamonds +expressway +ga +##ı +1821 +uruguay +talents +galleries +expenses +scanned +colleague +outlets +ryder +lucien +##ila +paramount +##bon +syracuse +dim +fangs +gown +sweep +##sie +toyota +missionaries +websites +##nsis +sentences +adviser +val +trademark +spells +##plane +patience +starter +slim +##borg +toe +incredibly +shoots +elliot +nobility +##wyn +cowboy +endorsed +gardner +tendency +persuaded +organisms +emissions +kazakhstan +amused +boring +chips +themed +##hand +llc +constantinople +chasing +systematic +guatemala +borrowed +erin +carey +##hard +highlands +struggles +1810 +##ifying +##ced +wong +exceptions +develops +enlarged +kindergarten +castro +##ern +##rina +leigh +zombie +juvenile +##most +consul +##nar +sailor +hyde +clarence +intensive +pinned +nasty +useless +jung +clayton +stuffed +exceptional +ix +apostolic +230 +transactions +##dge +exempt +swinging +cove +religions +##ash +shields +dairy +bypass +190 +pursuing +bug +joyce +bombay +chassis +southampton +chat +interact +redesignated +##pen +nascar +pray +salmon +rigid +regained +malaysian +grim +publicity +constituted +capturing +toilet +delegate +purely +tray +drift +loosely +striker +weakened +trinidad +mitch +itv +defines +transmitted +ming +scarlet +nodding +fitzgerald +fu +narrowly +sp +tooth +standings +virtue +##₁ +##wara +##cting +chateau +gloves +lid +##nel +hurting +conservatory +##pel +sinclair +reopened +sympathy +nigerian +strode +advocated +optional +chronic +discharge +##rc +suck +compatible +laurel +stella +shi +fails +wage +dodge +128 +informal +sorts +levi +buddha +villagers +##aka +chronicles +heavier +summoned +gateway +3000 +eleventh +jewelry +translations +accordingly +seas +##ency +fiber +pyramid +cubic +dragging +##ista +caring +##ops +android +contacted +lunar +##dt +kai +lisbon +patted +1826 +sacramento +theft +madagascar +subtropical +disputes +ta +holidays +piper +willow +mare +cane +itunes +newfoundland +benny +companions +dong +raj +observe +roar +charming +plaque +tibetan +fossils +enacted +manning +bubble +tina +tanzania +##eda +##hir +funk +swamp +deputies +cloak +ufc +scenario +par +scratch +metals +anthem +guru +engaging +specially +##boat +dialects +nineteen +cecil +duet +disability +messenger +unofficial +##lies +defunct +eds +moonlight +drainage +surname +puzzle +honda +switching +conservatives +mammals +knox +broadcaster +sidewalk +cope +##ried +benson +princes +peterson +##sal +bedford +sharks +eli +wreck +alberto +gasp +archaeology +lgbt +teaches +securities +madness +compromise +waving +coordination +davidson +visions +leased +possibilities +eighty +jun +fernandez +enthusiasm +assassin +sponsorship +reviewer +kingdoms +estonian +laboratories +##fy +##nal +applies +verb +celebrations +##zzo +rowing +lightweight +sadness +submit +mvp +balanced +dude +##vas +explicitly +metric +magnificent +mound +brett +mohammad +mistakes +irregular +##hing +##ass +sanders +betrayed +shipped +surge +##enburg +reporters +termed +georg +pity +verbal +bulls +abbreviated +enabling +appealed +##are +##atic +sicily +sting +heel +sweetheart +bart +spacecraft +brutal +monarchy +##tter +aberdeen +cameo +diane +##ub +survivor +clyde +##aries +complaint +##makers +clarinet +delicious +chilean +karnataka +coordinates +1818 +panties +##rst +pretending +ar +dramatically +kiev +bella +tends +distances +113 +catalog +launching +instances +telecommunications +portable +lindsay +vatican +##eim +angles +aliens +marker +stint +screens +bolton +##rne +judy +wool +benedict +plasma +europa +spark +imaging +filmmaker +swiftly +##een +contributor +##nor +opted +stamps +apologize +financing +butter +gideon +sophisticated +alignment +avery +chemicals +yearly +speculation +prominence +professionally +##ils +immortal +institutional +inception +wrists +identifying +tribunal +derives +gains +##wo +papal +preference +linguistic +vince +operative +brewery +##ont +unemployment +boyd +##ured +##outs +albeit +prophet +1813 +bi +##rr +##face +##rad +quarterly +asteroid +cleaned +radius +temper +##llen +telugu +jerk +viscount +menu +##ote +glimpse +##aya +yacht +hawaiian +baden +##rl +laptop +readily +##gu +monetary +offshore +scots +watches +##yang +##arian +upgrade +needle +xbox +lea +encyclopedia +flank +fingertips +##pus +delight +teachings +confirm +roth +beaches +midway +winters +##iah +teasing +daytime +beverly +gambling +bonnie +##backs +regulated +clement +hermann +tricks +knot +##shing +##uring +##vre +detached +ecological +owed +specialty +byron +inventor +bats +stays +screened +unesco +midland +trim +affection +##ander +##rry +jess +thoroughly +feedback +##uma +chennai +strained +heartbeat +wrapping +overtime +pleaded +##sworth +mon +leisure +oclc +##tate +##ele +feathers +angelo +thirds +nuts +surveys +clever +gill +commentator +##dos +darren +rides +gibraltar +##nc +##mu +dissolution +dedication +shin +meals +saddle +elvis +reds +chaired +taller +appreciation +functioning +niece +favored +advocacy +robbie +criminals +suffolk +yugoslav +passport +constable +congressman +hastings +vera +##rov +consecrated +sparks +ecclesiastical +confined +##ovich +muller +floyd +nora +1822 +paved +1827 +cumberland +ned +saga +spiral +##flow +appreciated +yi +collaborative +treating +similarities +feminine +finishes +##ib +jade +import +##nse +##hot +champagne +mice +securing +celebrities +helsinki +attributes +##gos +cousins +phases +ache +lucia +gandhi +submission +vicar +spear +shine +tasmania +biting +detention +constitute +tighter +seasonal +##gus +terrestrial +matthews +##oka +effectiveness +parody +philharmonic +##onic +1816 +strangers +encoded +consortium +guaranteed +regards +shifts +tortured +collision +supervisor +inform +broader +insight +theaters +armour +emeritus +blink +incorporates +mapping +##50 +##ein +handball +flexible +##nta +substantially +generous +thief +##own +carr +loses +1793 +prose +ucla +romeo +generic +metallic +realization +damages +mk +commissioners +zach +default +##ther +helicopters +lengthy +stems +spa +partnered +spectators +rogue +indication +penalties +teresa +1801 +sen +##tric +dalton +##wich +irving +photographic +##vey +dell +deaf +peters +excluded +unsure +##vable +patterson +crawled +##zio +resided +whipped +latvia +slower +ecole +pipes +employers +maharashtra +comparable +va +textile +pageant +##gel +alphabet +binary +irrigation +chartered +choked +antoine +offs +waking +supplement +##wen +quantities +demolition +regain +locate +urdu +folks +alt +114 +##mc +scary +andreas +whites +##ava +classrooms +mw +aesthetic +publishes +valleys +guides +cubs +johannes +bryant +conventions +affecting +##itt +drain +awesome +isolation +prosecutor +ambitious +apology +captive +downs +atmospheric +lorenzo +aisle +beef +foul +##onia +kidding +composite +disturbed +illusion +natives +##ffer +emi +rockets +riverside +wartime +painters +adolf +melted +##ail +uncertainty +simulation +hawks +progressed +meantime +builder +spray +breach +unhappy +regina +russians +##urg +determining +##tation +tram +1806 +##quin +aging +##12 +1823 +garion +rented +mister +diaz +terminated +clip +1817 +depend +nervously +disco +owe +defenders +shiva +notorious +disbelief +shiny +worcester +##gation +##yr +trailing +undertook +islander +belarus +limitations +watershed +fuller +overlooking +utilized +raphael +1819 +synthetic +breakdown +klein +##nate +moaned +memoir +lamb +practicing +##erly +cellular +arrows +exotic +##graphy +witches +117 +charted +rey +hut +hierarchy +subdivision +freshwater +giuseppe +aloud +reyes +qatar +marty +sideways +utterly +sexually +jude +prayers +mccarthy +softball +blend +damien +##gging +##metric +wholly +erupted +lebanese +negro +revenues +tasted +comparative +teamed +transaction +labeled +maori +sovereignty +parkway +trauma +gran +malay +121 +advancement +descendant +2020 +buzz +salvation +inventory +symbolic +##making +antarctica +mps +##gas +##bro +mohammed +myanmar +holt +submarines +tones +##lman +locker +patriarch +bangkok +emerson +remarks +predators +kin +afghan +confession +norwich +rental +emerge +advantages +##zel +rca +##hold +shortened +storms +aidan +##matic +autonomy +compliance +##quet +dudley +atp +##osis +1803 +motto +documentation +summary +professors +spectacular +christina +archdiocese +flashing +innocence +remake +##dell +psychic +reef +scare +employ +rs +sticks +meg +gus +leans +##ude +accompany +bergen +tomas +##iko +doom +wages +pools +##nch +##bes +breasts +scholarly +alison +outline +brittany +breakthrough +willis +realistic +##cut +##boro +competitor +##stan +pike +picnic +icon +designing +commercials +washing +villain +skiing +micro +costumes +auburn +halted +executives +##hat +logistics +cycles +vowel +applicable +barrett +exclaimed +eurovision +eternity +ramon +##umi +##lls +modifications +sweeping +disgust +##uck +torch +aviv +ensuring +rude +dusty +sonic +donovan +outskirts +cu +pathway +##band +##gun +##lines +disciplines +acids +cadet +paired +##40 +sketches +##sive +marriages +##⁺ +folding +peers +slovak +implies +admired +##beck +1880s +leopold +instinct +attained +weston +megan +horace +##ination +dorsal +ingredients +evolutionary +##its +complications +deity +lethal +brushing +levy +deserted +institutes +posthumously +delivering +telescope +coronation +motivated +rapids +luc +flicked +pays +volcano +tanner +weighed +##nica +crowds +frankie +gifted +addressing +granddaughter +winding +##rna +constantine +gomez +##front +landscapes +rudolf +anthropology +slate +werewolf +##lio +astronomy +circa +rouge +dreaming +sack +knelt +drowned +naomi +prolific +tracked +freezing +herb +##dium +agony +randall +twisting +wendy +deposit +touches +vein +wheeler +##bbled +##bor +batted +retaining +tire +presently +compare +specification +daemon +nigel +##grave +merry +recommendation +czechoslovakia +sandra +ng +roma +##sts +lambert +inheritance +sheikh +winchester +cries +examining +##yle +comeback +cuisine +nave +##iv +ko +retrieve +tomatoes +barker +polished +defining +irene +lantern +personalities +begging +tract +swore +1809 +175 +##gic +omaha +brotherhood +##rley +haiti +##ots +exeter +##ete +##zia +steele +dumb +pearson +210 +surveyed +elisabeth +trends +##ef +fritz +##rf +premium +bugs +fraction +calmly +viking +##birds +tug +inserted +unusually +##ield +confronted +distress +crashing +brent +turks +resign +##olo +cambodia +gabe +sauce +##kal +evelyn +116 +extant +clusters +quarry +teenagers +luna +##lers +##ister +affiliation +drill +##ashi +panthers +scenic +libya +anita +strengthen +inscriptions +##cated +lace +sued +judith +riots +##uted +mint +##eta +preparations +midst +dub +challenger +##vich +mock +cf +displaced +wicket +breaths +enables +schmidt +analyst +##lum +ag +highlight +automotive +axe +josef +newark +sufficiently +resembles +50th +##pal +flushed +mum +traits +##ante +commodore +incomplete +warming +titular +ceremonial +ethical +118 +celebrating +eighteenth +cao +lima +medalist +mobility +strips +snakes +##city +miniature +zagreb +barton +escapes +umbrella +automated +doubted +differs +cooled +georgetown +dresden +cooked +fade +wyatt +rna +jacobs +carlton +abundant +stereo +boost +madras +inning +##hia +spur +ip +malayalam +begged +osaka +groan +escaping +charging +dose +vista +##aj +bud +papa +communists +advocates +edged +tri +##cent +resemble +peaking +necklace +fried +montenegro +saxony +goose +glances +stuttgart +curator +recruit +grocery +sympathetic +##tting +##fort +127 +lotus +randolph +ancestor +##rand +succeeding +jupiter +1798 +macedonian +##heads +hiking +1808 +handing +fischer +##itive +garbage +node +##pies +prone +singular +papua +inclined +attractions +italia +pouring +motioned +grandma +garnered +jacksonville +corp +ego +ringing +aluminum +##hausen +ordering +##foot +drawer +traders +synagogue +##play +##kawa +resistant +wandering +fragile +fiona +teased +var +hardcore +soaked +jubilee +decisive +exposition +mercer +poster +valencia +hale +kuwait +1811 +##ises +##wr +##eed +tavern +gamma +122 +johan +##uer +airways +amino +gil +##ury +vocational +domains +torres +##sp +generator +folklore +outcomes +##keeper +canberra +shooter +fl +beams +confrontation +##lling +##gram +feb +aligned +forestry +pipeline +jax +motorway +conception +decay +##tos +coffin +##cott +stalin +1805 +escorted +minded +##nam +sitcom +purchasing +twilight +veronica +additions +passive +tensions +straw +123 +frequencies +1804 +refugee +cultivation +##iate +christie +clary +bulletin +crept +disposal +##rich +##zong +processor +crescent +##rol +bmw +emphasized +whale +nazis +aurora +##eng +dwelling +hauled +sponsors +toledo +mega +ideology +theatres +tessa +cerambycidae +saves +turtle +cone +suspects +kara +rusty +yelling +greeks +mozart +shades +cocked +participant +##tro +shire +spit +freeze +necessity +##cos +inmates +nielsen +councillors +loaned +uncommon +omar +peasants +botanical +offspring +daniels +formations +jokes +1794 +pioneers +sigma +licensing +##sus +wheelchair +polite +1807 +liquor +pratt +trustee +##uta +forewings +balloon +##zz +kilometre +camping +explicit +casually +shawn +foolish +teammates +nm +hassan +carrie +judged +satisfy +vanessa +knives +selective +cnn +flowed +##lice +eclipse +stressed +eliza +mathematician +cease +cultivated +##roy +commissions +browns +##ania +destroyers +sheridan +meadow +##rius +minerals +##cial +downstream +clash +gram +memoirs +ventures +baha +seymour +archie +midlands +edith +fare +flynn +invite +canceled +tiles +stabbed +boulder +incorporate +amended +camden +facial +mollusk +unreleased +descriptions +yoga +grabs +550 +raises +ramp +shiver +##rose +coined +pioneering +tunes +qing +warwick +tops +119 +melanie +giles +##rous +wandered +##inal +annexed +nov +30th +unnamed +##ished +organizational +airplane +normandy +stoke +whistle +blessing +violations +chased +holders +shotgun +##ctic +outlet +reactor +##vik +tires +tearing +shores +fortified +mascot +constituencies +nc +columnist +productive +tibet +##rta +lineage +hooked +oct +tapes +judging +cody +##gger +hansen +kashmir +triggered +##eva +solved +cliffs +##tree +resisted +anatomy +protesters +transparent +implied +##iga +injection +mattress +excluding +##mbo +defenses +helpless +devotion +##elli +growl +liberals +weber +phenomena +atoms +plug +##iff +mortality +apprentice +howe +convincing +aaa +swimmer +barber +leone +promptly +sodium +def +nowadays +arise +##oning +gloucester +corrected +dignity +norm +erie +##ders +elders +evacuated +sylvia +compression +##yar +hartford +pose +backpack +reasoning +accepts +24th +wipe +millimetres +marcel +##oda +dodgers +albion +1790 +overwhelmed +aerospace +oaks +1795 +showcase +acknowledge +recovering +nolan +ashe +hurts +geology +fashioned +disappearance +farewell +swollen +shrug +marquis +wimbledon +124 +rue +1792 +commemorate +reduces +experiencing +inevitable +calcutta +intel +##court +murderer +sticking +fisheries +imagery +bloom +280 +brake +##inus +gustav +hesitation +memorable +po +viral +beans +accidents +tunisia +antenna +spilled +consort +treatments +aye +perimeter +##gard +donation +hostage +migrated +banker +addiction +apex +lil +trout +##ously +conscience +##nova +rams +sands +genome +passionate +troubles +##lets +##set +amid +##ibility +##ret +higgins +exceed +vikings +##vie +payne +##zan +muscular +##ste +defendant +sucking +##wal +ibrahim +fuselage +claudia +vfl +europeans +snails +interval +##garh +preparatory +statewide +tasked +lacrosse +viktor +##lation +angola +##hra +flint +implications +employs +teens +patrons +stall +weekends +barriers +scrambled +nucleus +tehran +jenna +parsons +lifelong +robots +displacement +5000 +##bles +precipitation +##gt +knuckles +clutched +1802 +marrying +ecology +marx +accusations +declare +scars +kolkata +mat +meadows +bermuda +skeleton +finalists +vintage +crawl +coordinate +affects +subjected +orchestral +mistaken +##tc +mirrors +dipped +relied +260 +arches +candle +##nick +incorporating +wildly +fond +basilica +owl +fringe +rituals +whispering +stirred +feud +tertiary +slick +goat +honorable +whereby +skip +ricardo +stripes +parachute +adjoining +submerged +synthesizer +##gren +intend +positively +ninety +phi +beaver +partition +fellows +alexis +prohibition +carlisle +bizarre +fraternity +##bre +doubts +icy +cbc +aquatic +sneak +sonny +combines +airports +crude +supervised +spatial +merge +alfonso +##bic +corrupt +scan +undergo +##ams +disabilities +colombian +comparing +dolphins +perkins +##lish +reprinted +unanimous +bounced +hairs +underworld +midwest +semester +bucket +paperback +miniseries +coventry +demise +##leigh +demonstrations +sensor +rotating +yan +##hler +arrange +soils +##idge +hyderabad +labs +##dr +brakes +grandchildren +##nde +negotiated +rover +ferrari +continuation +directorate +augusta +stevenson +counterpart +gore +##rda +nursery +rican +ave +collectively +broadly +pastoral +repertoire +asserted +discovering +nordic +styled +fiba +cunningham +harley +middlesex +survives +tumor +tempo +zack +aiming +lok +urgent +##rade +##nto +devils +##ement +contractor +turin +##wl +##ool +bliss +repaired +simmons +moan +astronomical +cr +negotiate +lyric +1890s +lara +bred +clad +angus +pbs +##ience +engineered +posed +##lk +hernandez +possessions +elbows +psychiatric +strokes +confluence +electorate +lifts +campuses +lava +alps +##ep +##ution +##date +physicist +woody +##page +##ographic +##itis +juliet +reformation +sparhawk +320 +complement +suppressed +jewel +##½ +floated +##kas +continuity +sadly +##ische +inability +melting +scanning +paula +flour +judaism +safer +vague +##lm +solving +curb +##stown +financially +gable +bees +expired +miserable +cassidy +dominion +1789 +cupped +145 +robbery +facto +amos +warden +resume +tallest +marvin +ing +pounded +usd +declaring +gasoline +##aux +darkened +270 +650 +sophomore +##mere +erection +gossip +televised +risen +dial +##eu +pillars +##link +passages +profound +##tina +arabian +ashton +silicon +nail +##ead +##lated +##wer +##hardt +fleming +firearms +ducked +circuits +blows +waterloo +titans +##lina +atom +fireplace +cheshire +financed +activation +algorithms +##zzi +constituent +catcher +cherokee +partnerships +sexuality +platoon +tragic +vivian +guarded +whiskey +meditation +poetic +##late +##nga +##ake +porto +listeners +dominance +kendra +mona +chandler +factions +22nd +salisbury +attitudes +derivative +##ido +##haus +intake +paced +javier +illustrator +barrels +bias +cockpit +burnett +dreamed +ensuing +##anda +receptors +someday +hawkins +mattered +##lal +slavic +1799 +jesuit +cameroon +wasted +tai +wax +lowering +victorious +freaking +outright +hancock +librarian +sensing +bald +calcium +myers +tablet +announcing +barack +shipyard +pharmaceutical +##uan +greenwich +flush +medley +patches +wolfgang +pt +speeches +acquiring +exams +nikolai +##gg +hayden +kannada +##type +reilly +##pt +waitress +abdomen +devastated +capped +pseudonym +pharmacy +fulfill +paraguay +1796 +clicked +##trom +archipelago +syndicated +##hman +lumber +orgasm +rejection +clifford +lorraine +advent +mafia +rodney +brock +##ght +##used +##elia +cassette +chamberlain +despair +mongolia +sensors +developmental +upstream +##eg +##alis +spanning +165 +trombone +basque +seeded +interred +renewable +rhys +leapt +revision +molecule +##ages +chord +vicious +nord +shivered +23rd +arlington +debts +corpus +sunrise +bays +blackburn +centimetres +##uded +shuddered +gm +strangely +gripping +cartoons +isabelle +orbital +##ppa +seals +proving +##lton +refusal +strengthened +bust +assisting +baghdad +batsman +portrayal +mara +pushes +spears +og +##cock +reside +nathaniel +brennan +1776 +confirmation +caucus +##worthy +markings +yemen +nobles +ku +lazy +viewer +catalan +encompasses +sawyer +##fall +sparked +substances +patents +braves +arranger +evacuation +sergio +persuade +dover +tolerance +penguin +cum +jockey +insufficient +townships +occupying +declining +plural +processed +projection +puppet +flanders +introduces +liability +##yon +gymnastics +antwerp +taipei +hobart +candles +jeep +wes +observers +126 +chaplain +bundle +glorious +##hine +hazel +flung +sol +excavations +dumped +stares +sh +bangalore +triangular +icelandic +intervals +expressing +turbine +##vers +songwriting +crafts +##igo +jasmine +ditch +rite +##ways +entertaining +comply +sorrow +wrestlers +basel +emirates +marian +rivera +helpful +##some +caution +downward +networking +##atory +##tered +darted +genocide +emergence +replies +specializing +spokesman +convenient +unlocked +fading +augustine +concentrations +resemblance +elijah +investigator +andhra +##uda +promotes +bean +##rrell +fleeing +wan +simone +announcer +##ame +##bby +lydia +weaver +132 +residency +modification +##fest +stretches +##ast +alternatively +nat +lowe +lacks +##ented +pam +tile +concealed +inferior +abdullah +residences +tissues +vengeance +##ided +moisture +peculiar +groove +zip +bologna +jennings +ninja +oversaw +zombies +pumping +batch +livingston +emerald +installations +1797 +peel +nitrogen +rama +##fying +##star +schooling +strands +responding +werner +##ost +lime +casa +accurately +targeting +##rod +underway +##uru +hemisphere +lester +##yard +occupies +2d +griffith +angrily +reorganized +##owing +courtney +deposited +##dd +##30 +estadio +##ifies +dunn +exiled +##ying +checks +##combe +##о +##fly +successes +unexpectedly +blu +assessed +##flower +##ه +observing +sacked +spiders +kn +##tail +mu +nodes +prosperity +audrey +divisional +155 +broncos +tangled +adjust +feeds +erosion +paolo +surf +directory +snatched +humid +admiralty +screwed +gt +reddish +##nese +modules +trench +lamps +bind +leah +bucks +competes +##nz +##form +transcription +##uc +isles +violently +clutching +pga +cyclist +inflation +flats +ragged +unnecessary +##hian +stubborn +coordinated +harriet +baba +disqualified +330 +insect +wolfe +##fies +reinforcements +rocked +duel +winked +embraced +bricks +##raj +hiatus +defeats +pending +brightly +jealousy +##xton +##hm +##uki +lena +gdp +colorful +##dley +stein +kidney +##shu +underwear +wanderers +##haw +##icus +guardians +m³ +roared +habits +##wise +permits +gp +uranium +punished +disguise +bundesliga +elise +dundee +erotic +partisan +pi +collectors +float +individually +rendering +behavioral +bucharest +ser +hare +valerie +corporal +nutrition +proportional +##isa +immense +##kis +pavement +##zie +##eld +sutherland +crouched +1775 +##lp +suzuki +trades +endurance +operas +crosby +prayed +priory +rory +socially +##urn +gujarat +##pu +walton +cube +pasha +privilege +lennon +floods +thorne +waterfall +nipple +scouting +approve +##lov +minorities +voter +dwight +extensions +assure +ballroom +slap +dripping +privileges +rejoined +confessed +demonstrating +patriotic +yell +investor +##uth +pagan +slumped +squares +##cle +##kins +confront +bert +embarrassment +##aid +aston +urging +sweater +starr +yuri +brains +williamson +commuter +mortar +structured +selfish +exports +##jon +cds +##him +unfinished +##rre +mortgage +destinations +##nagar +canoe +solitary +buchanan +delays +magistrate +fk +##pling +motivation +##lier +##vier +recruiting +assess +##mouth +malik +antique +1791 +pius +rahman +reich +tub +zhou +smashed +airs +galway +xii +conditioning +honduras +discharged +dexter +##pf +lionel +129 +debates +lemon +tiffany +volunteered +dom +dioxide +procession +devi +sic +tremendous +advertisements +colts +transferring +verdict +hanover +decommissioned +utter +relate +pac +racism +##top +beacon +limp +similarity +terra +occurrence +ant +##how +becky +capt +updates +armament +richie +pal +##graph +halloween +mayo +##ssen +##bone +cara +serena +fcc +dolls +obligations +##dling +violated +lafayette +jakarta +exploitation +##ime +infamous +iconic +##lah +##park +kitty +moody +reginald +dread +spill +crystals +olivier +modeled +bluff +equilibrium +separating +notices +ordnance +extinction +onset +cosmic +attachment +sammy +expose +privy +anchored +##bil +abbott +admits +bending +baritone +emmanuel +policeman +vaughan +winged +climax +dresses +denny +polytechnic +mohamed +burmese +authentic +nikki +genetics +grandparents +homestead +gaza +postponed +metacritic +una +##sby +##bat +unstable +dissertation +##rial +##cian +curls +obscure +uncovered +bronx +praying +disappearing +##hoe +prehistoric +coke +turret +mutations +nonprofit +pits +monaco +##ي +##usion +prominently +dispatched +podium +##mir +uci +##uation +133 +fortifications +birthplace +kendall +##lby +##oll +preacher +rack +goodman +##rman +persistent +##ott +countless +jaime +recorder +lexington +persecution +jumps +renewal +wagons +##11 +crushing +##holder +decorations +##lake +abundance +wrath +laundry +£1 +garde +##rp +jeanne +beetles +peasant +##sl +splitting +caste +sergei +##rer +##ema +scripts +##ively +rub +satellites +##vor +inscribed +verlag +scrapped +gale +packages +chick +potato +slogan +kathleen +arabs +##culture +counterparts +reminiscent +choral +##tead +rand +retains +bushes +dane +accomplish +courtesy +closes +##oth +slaughter +hague +krakow +lawson +tailed +elias +ginger +##ttes +canopy +betrayal +rebuilding +turf +##hof +frowning +allegiance +brigades +kicks +rebuild +polls +alias +nationalism +td +rowan +audition +bowie +fortunately +recognizes +harp +dillon +horrified +##oro +renault +##tics +ropes +##α +presumed +rewarded +infrared +wiping +accelerated +illustration +##rid +presses +practitioners +badminton +##iard +detained +##tera +recognizing +relates +misery +##sies +##tly +reproduction +piercing +potatoes +thornton +esther +manners +hbo +##aan +ours +bullshit +ernie +perennial +sensitivity +illuminated +rupert +##jin +##iss +##ear +rfc +nassau +##dock +staggered +socialism +##haven +appointments +nonsense +prestige +sharma +haul +##tical +solidarity +gps +##ook +##rata +igor +pedestrian +##uit +baxter +tenants +wires +medication +unlimited +guiding +impacts +diabetes +##rama +sasha +pas +clive +extraction +131 +continually +constraints +##bilities +sonata +hunted +sixteenth +chu +planting +quote +mayer +pretended +abs +spat +##hua +ceramic +##cci +curtains +pigs +pitching +##dad +latvian +sore +dayton +##sted +##qi +patrols +slice +playground +##nted +shone +stool +apparatus +inadequate +mates +treason +##ija +desires +##liga +##croft +somalia +laurent +mir +leonardo +oracle +grape +obliged +chevrolet +thirteenth +stunning +enthusiastic +##ede +accounted +concludes +currents +basil +##kovic +drought +##rica +mai +##aire +shove +posting +##shed +pilgrimage +humorous +packing +fry +pencil +wines +smells +144 +marilyn +aching +newest +clung +bon +neighbours +sanctioned +##pie +mug +##stock +drowning +##mma +hydraulic +##vil +hiring +reminder +lilly +investigators +##ncies +sour +##eous +compulsory +packet +##rion +##graphic +##elle +cannes +##inate +depressed +##rit +heroic +importantly +theresa +##tled +conway +saturn +marginal +rae +##xia +corresponds +royce +pact +jasper +explosives +packaging +aluminium +##ttered +denotes +rhythmic +spans +assignments +hereditary +outlined +originating +sundays +lad +reissued +greeting +beatrice +##dic +pillar +marcos +plots +handbook +alcoholic +judiciary +avant +slides +extract +masculine +blur +##eum +##force +homage +trembled +owens +hymn +trey +omega +signaling +socks +accumulated +reacted +attic +theo +lining +angie +distraction +primera +talbot +##key +1200 +ti +creativity +billed +##hey +deacon +eduardo +identifies +proposition +dizzy +gunner +hogan +##yam +##pping +##hol +ja +##chan +jensen +reconstructed +##berger +clearance +darius +##nier +abe +harlem +plea +dei +circled +emotionally +notation +fascist +neville +exceeded +upwards +viable +ducks +##fo +workforce +racer +limiting +shri +##lson +possesses +1600 +kerr +moths +devastating +laden +disturbing +locking +##cture +gal +fearing +accreditation +flavor +aide +1870s +mountainous +##baum +melt +##ures +motel +texture +servers +soda +##mb +herd +##nium +erect +puzzled +hum +peggy +examinations +gould +testified +geoff +ren +devised +sacks +##law +denial +posters +grunted +cesar +tutor +ec +gerry +offerings +byrne +falcons +combinations +ct +incoming +pardon +rocking +26th +avengers +flared +mankind +seller +uttar +loch +nadia +stroking +exposing +##hd +fertile +ancestral +instituted +##has +noises +prophecy +taxation +eminent +vivid +pol +##bol +dart +indirect +multimedia +notebook +upside +displaying +adrenaline +referenced +geometric +##iving +progression +##ddy +blunt +announce +##far +implementing +##lav +aggression +liaison +cooler +cares +headache +plantations +gorge +dots +impulse +thickness +ashamed +averaging +kathy +obligation +precursor +137 +fowler +symmetry +thee +225 +hears +##rai +undergoing +ads +butcher +bowler +##lip +cigarettes +subscription +goodness +##ically +browne +##hos +##tech +kyoto +donor +##erty +damaging +friction +drifting +expeditions +hardened +prostitution +152 +fauna +blankets +claw +tossing +snarled +butterflies +recruits +investigative +coated +healed +138 +communal +hai +xiii +academics +boone +psychologist +restless +lahore +stephens +mba +brendan +foreigners +printer +##pc +ached +explode +27th +deed +scratched +dared +##pole +cardiac +1780 +okinawa +proto +commando +compelled +oddly +electrons +##base +replica +thanksgiving +##rist +sheila +deliberate +stafford +tidal +representations +hercules +ou +##path +##iated +kidnapping +lenses +##tling +deficit +samoa +mouths +consuming +computational +maze +granting +smirk +razor +fixture +ideals +inviting +aiden +nominal +##vs +issuing +julio +pitt +ramsey +docks +##oss +exhaust +##owed +bavarian +draped +anterior +mating +ethiopian +explores +noticing +##nton +discarded +convenience +hoffman +endowment +beasts +cartridge +mormon +paternal +probe +sleeves +interfere +lump +deadline +##rail +jenks +bulldogs +scrap +alternating +justified +reproductive +nam +seize +descending +secretariat +kirby +coupe +grouped +smash +panther +sedan +tapping +##18 +lola +cheer +germanic +unfortunate +##eter +unrelated +##fan +subordinate +##sdale +suzanne +advertisement +##ility +horsepower +##lda +cautiously +discourse +luigi +##mans +##fields +noun +prevalent +mao +schneider +everett +surround +governorate +kira +##avia +westward +##take +misty +rails +sustainability +134 +unused +##rating +packs +toast +unwilling +regulate +thy +suffrage +nile +awe +assam +definitions +travelers +affordable +##rb +conferred +sells +undefeated +beneficial +torso +basal +repeating +remixes +##pass +bahrain +cables +fang +##itated +excavated +numbering +statutory +##rey +deluxe +##lian +forested +ramirez +derbyshire +zeus +slamming +transfers +astronomer +banana +lottery +berg +histories +bamboo +##uchi +resurrection +posterior +bowls +vaguely +##thi +thou +preserving +tensed +offence +##inas +meyrick +callum +ridden +watt +langdon +tying +lowland +snorted +daring +truman +##hale +##girl +aura +overly +filing +weighing +goa +infections +philanthropist +saunders +eponymous +##owski +latitude +perspectives +reviewing +mets +commandant +radial +##kha +flashlight +reliability +koch +vowels +amazed +ada +elaine +supper +##rth +##encies +predator +debated +soviets +cola +##boards +##nah +compartment +crooked +arbitrary +fourteenth +##ctive +havana +majors +steelers +clips +profitable +ambush +exited +packers +##tile +nude +cracks +fungi +##е +limb +trousers +josie +shelby +tens +frederic +##ος +definite +smoothly +constellation +insult +baton +discs +lingering +##nco +conclusions +lent +staging +becker +grandpa +shaky +##tron +einstein +obstacles +sk +adverse +elle +economically +##moto +mccartney +thor +dismissal +motions +readings +nostrils +treatise +##pace +squeezing +evidently +prolonged +1783 +venezuelan +je +marguerite +beirut +takeover +shareholders +##vent +denise +digit +airplay +norse +##bbling +imaginary +pills +hubert +blaze +vacated +eliminating +##ello +vine +mansfield +##tty +retrospective +barrow +borne +clutch +bail +forensic +weaving +##nett +##witz +desktop +citadel +promotions +worrying +dorset +ieee +subdivided +##iating +manned +expeditionary +pickup +synod +chuckle +185 +barney +##rz +##ffin +functionality +karachi +litigation +meanings +uc +lick +turbo +anders +##ffed +execute +curl +oppose +ankles +typhoon +##د +##ache +##asia +linguistics +compassion +pressures +grazing +perfection +##iting +immunity +monopoly +muddy +backgrounds +136 +namibia +francesca +monitors +attracting +stunt +tuition +##ии +vegetable +##mates +##quent +mgm +jen +complexes +forts +##ond +cellar +bites +seventeenth +royals +flemish +failures +mast +charities +##cular +peruvian +capitals +macmillan +ipswich +outward +frigate +postgraduate +folds +employing +##ouse +concurrently +fiery +##tai +contingent +nightmares +monumental +nicaragua +##kowski +lizard +mal +fielding +gig +reject +##pad +harding +##ipe +coastline +##cin +##nos +beethoven +humphrey +innovations +##tam +##nge +norris +doris +solicitor +huang +obey +141 +##lc +niagara +##tton +shelves +aug +bourbon +curry +nightclub +specifications +hilton +##ndo +centennial +dispersed +worm +neglected +briggs +sm +font +kuala +uneasy +plc +##nstein +##bound +##aking +##burgh +awaiting +pronunciation +##bbed +##quest +eh +optimal +zhu +raped +greens +presided +brenda +worries +##life +venetian +marxist +turnout +##lius +refined +braced +sins +grasped +sunderland +nickel +speculated +lowell +cyrillic +communism +fundraising +resembling +colonists +mutant +freddie +usc +##mos +gratitude +##run +mural +##lous +chemist +wi +reminds +28th +steals +tess +pietro +##ingen +promoter +ri +microphone +honoured +rai +sant +##qui +feather +##nson +burlington +kurdish +terrorists +deborah +sickness +##wed +##eet +hazard +irritated +desperation +veil +clarity +##rik +jewels +xv +##gged +##ows +##cup +berkshire +unfair +mysteries +orchid +winced +exhaustion +renovations +stranded +obe +infinity +##nies +adapt +redevelopment +thanked +registry +olga +domingo +noir +tudor +ole +##atus +commenting +behaviors +##ais +crisp +pauline +probable +stirling +wigan +##bian +paralympics +panting +surpassed +##rew +luca +barred +pony +famed +##sters +cassandra +waiter +carolyn +exported +##orted +andres +destructive +deeds +jonah +castles +vacancy +suv +##glass +1788 +orchard +yep +famine +belarusian +sprang +##forth +skinny +##mis +administrators +rotterdam +zambia +zhao +boiler +discoveries +##ride +##physics +lucius +disappointing +outreach +spoon +##frame +qualifications +unanimously +enjoys +regency +##iidae +stade +realism +veterinary +rodgers +dump +alain +chestnut +castile +censorship +rumble +gibbs +##itor +communion +reggae +inactivated +logs +loads +##houses +homosexual +##iano +ale +informs +##cas +phrases +plaster +linebacker +ambrose +kaiser +fascinated +850 +limerick +recruitment +forge +mastered +##nding +leinster +rooted +threaten +##strom +borneo +##hes +suggestions +scholarships +propeller +documentaries +patronage +coats +constructing +invest +neurons +comet +entirety +shouts +identities +annoying +unchanged +wary +##antly +##ogy +neat +oversight +##kos +phillies +replay +constance +##kka +incarnation +humble +skies +minus +##acy +smithsonian +##chel +guerrilla +jar +cadets +##plate +surplus +audit +##aru +cracking +joanna +louisa +pacing +##lights +intentionally +##iri +diner +nwa +imprint +australians +tong +unprecedented +bunker +naive +specialists +ark +nichols +railing +leaked +pedal +##uka +shrub +longing +roofs +v8 +captains +neural +tuned +##ntal +##jet +emission +medina +frantic +codex +definitive +sid +abolition +intensified +stocks +enrique +sustain +genoa +oxide +##written +clues +cha +##gers +tributaries +fragment +venom +##rity +##ente +##sca +muffled +vain +sire +laos +##ingly +##hana +hastily +snapping +surfaced +sentiment +motive +##oft +contests +approximate +mesa +luckily +dinosaur +exchanges +propelled +accord +bourne +relieve +tow +masks +offended +##ues +cynthia +##mmer +rains +bartender +zinc +reviewers +lois +##sai +legged +arrogant +rafe +rosie +comprise +handicap +blockade +inlet +lagoon +copied +drilling +shelley +petals +##inian +mandarin +obsolete +##inated +onward +arguably +productivity +cindy +praising +seldom +busch +discusses +raleigh +shortage +ranged +stanton +encouragement +firstly +conceded +overs +temporal +##uke +cbe +##bos +woo +certainty +pumps +##pton +stalked +##uli +lizzie +periodic +thieves +weaker +##night +gases +shoving +chooses +wc +##chemical +prompting +weights +##kill +robust +flanked +sticky +hu +tuberculosis +##eb +##eal +christchurch +resembled +wallet +reese +inappropriate +pictured +distract +fixing +fiddle +giggled +burger +heirs +hairy +mechanic +torque +apache +obsessed +chiefly +cheng +logging +##tag +extracted +meaningful +numb +##vsky +gloucestershire +reminding +##bay +unite +##lit +breeds +diminished +clown +glove +1860s +##ن +##ug +archibald +focal +freelance +sliced +depiction +##yk +organism +switches +sights +stray +crawling +##ril +lever +leningrad +interpretations +loops +anytime +reel +alicia +delighted +##ech +inhaled +xiv +suitcase +bernie +vega +licenses +northampton +exclusion +induction +monasteries +racecourse +homosexuality +##right +##sfield +##rky +dimitri +michele +alternatives +ions +commentators +genuinely +objected +pork +hospitality +fencing +stephan +warships +peripheral +wit +drunken +wrinkled +quentin +spends +departing +chung +numerical +spokesperson +##zone +johannesburg +caliber +killers +##udge +assumes +neatly +demographic +abigail +bloc +##vel +mounting +##lain +bentley +slightest +xu +recipients +##jk +merlin +##writer +seniors +prisons +blinking +hindwings +flickered +kappa +##hel +80s +strengthening +appealing +brewing +gypsy +mali +lashes +hulk +unpleasant +harassment +bio +treaties +predict +instrumentation +pulp +troupe +boiling +mantle +##ffe +ins +##vn +dividing +handles +verbs +##onal +coconut +senegal +340 +thorough +gum +momentarily +##sto +cocaine +panicked +destined +##turing +teatro +denying +weary +captained +mans +##hawks +##code +wakefield +bollywood +thankfully +##16 +cyril +##wu +amendments +##bahn +consultation +stud +reflections +kindness +1787 +internally +##ovo +tex +mosaic +distribute +paddy +seeming +143 +##hic +piers +##15 +##mura +##verse +popularly +winger +kang +sentinel +mccoy +##anza +covenant +##bag +verge +fireworks +suppress +thrilled +dominate +##jar +swansea +##60 +142 +reconciliation +##ndi +stiffened +cue +dorian +##uf +damascus +amor +ida +foremost +##aga +porsche +unseen +dir +##had +##azi +stony +lexi +melodies +##nko +angular +integer +podcast +ants +inherent +jaws +justify +persona +##olved +josephine +##nr +##ressed +customary +flashes +gala +cyrus +glaring +backyard +ariel +physiology +greenland +html +stir +avon +atletico +finch +methodology +ked +##lent +mas +catholicism +townsend +branding +quincy +fits +containers +1777 +ashore +aragon +##19 +forearm +poisoning +##sd +adopting +conquer +grinding +amnesty +keller +finances +evaluate +forged +lankan +instincts +##uto +guam +bosnian +photographed +workplace +desirable +protector +##dog +allocation +intently +encourages +willy +##sten +bodyguard +electro +brighter +##ν +bihar +##chev +lasts +opener +amphibious +sal +verde +arte +##cope +captivity +vocabulary +yields +##tted +agreeing +desmond +pioneered +##chus +strap +campaigned +railroads +##ович +emblem +##dre +stormed +501 +##ulous +marijuana +northumberland +##gn +##nath +bowen +landmarks +beaumont +##qua +danube +##bler +attorneys +th +ge +flyers +critique +villains +cass +mutation +acc +##0s +colombo +mckay +motif +sampling +concluding +syndicate +##rell +neon +stables +ds +warnings +clint +mourning +wilkinson +##tated +merrill +leopard +evenings +exhaled +emil +sonia +ezra +discrete +stove +farrell +fifteenth +prescribed +superhero +##rier +worms +helm +wren +##duction +##hc +expo +##rator +hq +unfamiliar +antony +prevents +acceleration +fiercely +mari +painfully +calculations +cheaper +ign +clifton +irvine +davenport +mozambique +##np +pierced +##evich +wonders +##wig +##cate +##iling +crusade +ware +##uel +enzymes +reasonably +mls +##coe +mater +ambition +bunny +eliot +kernel +##fin +asphalt +headmaster +torah +aden +lush +pins +waived +##care +##yas +joao +substrate +enforce +##grad +##ules +alvarez +selections +epidemic +tempted +##bit +bremen +translates +ensured +waterfront +29th +forrest +manny +malone +kramer +reigning +cookies +simpler +absorption +205 +engraved +##ffy +evaluated +1778 +haze +146 +comforting +crossover +##abe +thorn +##rift +##imo +##pop +suppression +fatigue +cutter +##tr +201 +wurttemberg +##orf +enforced +hovering +proprietary +gb +samurai +syllable +ascent +lacey +tick +lars +tractor +merchandise +rep +bouncing +defendants +##yre +huntington +##ground +##oko +standardized +##hor +##hima +assassinated +nu +predecessors +rainy +liar +assurance +lyrical +##uga +secondly +flattened +ios +parameter +undercover +##mity +bordeaux +punish +ridges +markers +exodus +inactive +hesitate +debbie +nyc +pledge +savoy +nagar +offset +organist +##tium +hesse +marin +converting +##iver +diagram +propulsion +pu +validity +reverted +supportive +##dc +ministries +clans +responds +proclamation +##inae +##ø +##rea +ein +pleading +patriot +sf +birch +islanders +strauss +hates +##dh +brandenburg +concession +rd +##ob +1900s +killings +textbook +antiquity +cinematography +wharf +embarrassing +setup +creed +farmland +inequality +centred +signatures +fallon +370 +##ingham +##uts +ceylon +gazing +directive +laurie +##tern +globally +##uated +##dent +allah +excavation +threads +##cross +148 +frantically +icc +utilize +determines +respiratory +thoughtful +receptions +##dicate +merging +chandra +seine +147 +builders +builds +diagnostic +dev +visibility +goddamn +analyses +dhaka +cho +proves +chancel +concurrent +curiously +canadians +pumped +restoring +1850s +turtles +jaguar +sinister +spinal +traction +declan +vows +1784 +glowed +capitalism +swirling +install +universidad +##lder +##oat +soloist +##genic +##oor +coincidence +beginnings +nissan +dip +resorts +caucasus +combustion +infectious +##eno +pigeon +serpent +##itating +conclude +masked +salad +jew +##gr +surreal +toni +##wc +harmonica +151 +##gins +##etic +##coat +fishermen +intending +bravery +##wave +klaus +titan +wembley +taiwanese +ransom +40th +incorrect +hussein +eyelids +jp +cooke +dramas +utilities +##etta +##print +eisenhower +principally +granada +lana +##rak +openings +concord +##bl +bethany +connie +morality +sega +##mons +##nard +earnings +##kara +##cine +wii +communes +##rel +coma +composing +softened +severed +grapes +##17 +nguyen +analyzed +warlord +hubbard +heavenly +behave +slovenian +##hit +##ony +hailed +filmmakers +trance +caldwell +skye +unrest +coward +likelihood +##aging +bern +sci +taliban +honolulu +propose +##wang +1700 +browser +imagining +cobra +contributes +dukes +instinctively +conan +violinist +##ores +accessories +gradual +##amp +quotes +sioux +##dating +undertake +intercepted +sparkling +compressed +139 +fungus +tombs +haley +imposing +rests +degradation +lincolnshire +retailers +wetlands +tulsa +distributor +dungeon +nun +greenhouse +convey +atlantis +aft +exits +oman +dresser +lyons +##sti +joking +eddy +judgement +omitted +digits +##cts +##game +juniors +##rae +cents +stricken +une +##ngo +wizards +weir +breton +nan +technician +fibers +liking +royalty +##cca +154 +persia +terribly +magician +##rable +##unt +vance +cafeteria +booker +camille +warmer +##static +consume +cavern +gaps +compass +contemporaries +foyer +soothing +graveyard +maj +plunged +blush +##wear +cascade +demonstrates +ordinance +##nov +boyle +##lana +rockefeller +shaken +banjo +izzy +##ense +breathless +vines +##32 +##eman +alterations +chromosome +dwellings +feudal +mole +153 +catalonia +relics +tenant +mandated +##fm +fridge +hats +honesty +patented +raul +heap +cruisers +accusing +enlightenment +infants +wherein +chatham +contractors +zen +affinity +hc +osborne +piston +156 +traps +maturity +##rana +lagos +##zal +peering +##nay +attendant +dealers +protocols +subset +prospects +biographical +##cre +artery +##zers +insignia +nuns +endured +##eration +recommend +schwartz +serbs +berger +cromwell +crossroads +##ctor +enduring +clasped +grounded +##bine +marseille +twitched +abel +choke +https +catalyst +moldova +italians +##tist +disastrous +wee +##oured +##nti +wwf +nope +##piration +##asa +expresses +thumbs +167 +##nza +coca +1781 +cheating +##ption +skipped +sensory +heidelberg +spies +satan +dangers +semifinal +202 +bohemia +whitish +confusing +shipbuilding +relies +surgeons +landings +ravi +baku +moor +suffix +alejandro +##yana +litre +upheld +##unk +rajasthan +##rek +coaster +insists +posture +scenarios +etienne +favoured +appoint +transgender +elephants +poked +greenwood +defences +fulfilled +militant +somali +1758 +chalk +potent +##ucci +migrants +wink +assistants +nos +restriction +activism +niger +##ario +colon +shaun +##sat +daphne +##erated +swam +congregations +reprise +considerations +magnet +playable +xvi +##р +overthrow +tobias +knob +chavez +coding +##mers +propped +katrina +orient +newcomer +##suke +temperate +##pool +farmhouse +interrogation +##vd +committing +##vert +forthcoming +strawberry +joaquin +macau +ponds +shocking +siberia +##cellular +chant +contributors +##nant +##ologists +sped +absorb +hail +1782 +spared +##hore +barbados +karate +opus +originates +saul +##xie +evergreen +leaped +##rock +correlation +exaggerated +weekday +unification +bump +tracing +brig +afb +pathways +utilizing +##ners +mod +mb +disturbance +kneeling +##stad +##guchi +100th +pune +##thy +decreasing +168 +manipulation +miriam +academia +ecosystem +occupational +rbi +##lem +rift +##14 +rotary +stacked +incorporation +awakening +generators +guerrero +racist +##omy +cyber +derivatives +culminated +allie +annals +panzer +sainte +wikipedia +pops +zu +austro +##vate +algerian +politely +nicholson +mornings +educate +tastes +thrill +dartmouth +##gating +db +##jee +regan +differing +concentrating +choreography +divinity +##media +pledged +alexandre +routing +gregor +madeline +##idal +apocalypse +##hora +gunfire +culminating +elves +fined +liang +lam +programmed +tar +guessing +transparency +gabrielle +##gna +cancellation +flexibility +##lining +accession +shea +stronghold +nets +specializes +##rgan +abused +hasan +sgt +ling +exceeding +##₄ +admiration +supermarket +##ark +photographers +specialised +tilt +resonance +hmm +perfume +380 +sami +threatens +garland +botany +guarding +boiled +greet +puppy +russo +supplier +wilmington +vibrant +vijay +##bius +paralympic +grumbled +paige +faa +licking +margins +hurricanes +##gong +fest +grenade +ripping +##uz +counseling +weigh +##sian +needles +wiltshire +edison +costly +##not +fulton +tramway +redesigned +staffordshire +cache +gasping +watkins +sleepy +candidacy +##group +monkeys +timeline +throbbing +##bid +##sos +berth +uzbekistan +vanderbilt +bothering +overturned +ballots +gem +##iger +sunglasses +subscribers +hooker +compelling +ang +exceptionally +saloon +stab +##rdi +carla +terrifying +rom +##vision +coil +##oids +satisfying +vendors +31st +mackay +deities +overlooked +ambient +bahamas +felipe +olympia +whirled +botanist +advertised +tugging +##dden +disciples +morales +unionist +rites +foley +morse +motives +creepy +##₀ +soo +##sz +bargain +highness +frightening +turnpike +tory +reorganization +##cer +depict +biographer +##walk +unopposed +manifesto +##gles +institut +emile +accidental +kapoor +##dam +kilkenny +cortex +lively +##13 +romanesque +jain +shan +cannons +##ood +##ske +petrol +echoing +amalgamated +disappears +cautious +proposes +sanctions +trenton +##ر +flotilla +aus +contempt +tor +canary +cote +theirs +##hun +conceptual +deleted +fascinating +paso +blazing +elf +honourable +hutchinson +##eiro +##outh +##zin +surveyor +tee +amidst +wooded +reissue +intro +##ono +cobb +shelters +newsletter +hanson +brace +encoding +confiscated +dem +caravan +marino +scroll +melodic +cows +imam +##adi +##aneous +northward +searches +biodiversity +cora +310 +roaring +##bers +connell +theologian +halo +compose +pathetic +unmarried +dynamo +##oot +az +calculation +toulouse +deserves +humour +nr +forgiveness +tam +undergone +martyr +pamela +myths +whore +counselor +hicks +290 +heavens +battleship +electromagnetic +##bbs +stellar +establishments +presley +hopped +##chin +temptation +90s +wills +nas +##yuan +nhs +##nya +seminars +##yev +adaptations +gong +asher +lex +indicator +sikh +tobago +cites +goin +##yte +satirical +##gies +characterised +correspond +bubbles +lure +participates +##vid +eruption +skate +therapeutic +1785 +canals +wholesale +defaulted +sac +460 +petit +##zzled +virgil +leak +ravens +256 +portraying +##yx +ghetto +creators +dams +portray +vicente +##rington +fae +namesake +bounty +##arium +joachim +##ota +##iser +aforementioned +axle +snout +depended +dismantled +reuben +480 +##ibly +gallagher +##lau +##pd +earnest +##ieu +##iary +inflicted +objections +##llar +asa +gritted +##athy +jericho +##sea +##was +flick +underside +ceramics +undead +substituted +195 +eastward +undoubtedly +wheeled +chimney +##iche +guinness +cb +##ager +siding +##bell +traitor +baptiste +disguised +inauguration +149 +tipperary +choreographer +perched +warmed +stationary +eco +##ike +##ntes +bacterial +##aurus +flores +phosphate +##core +attacker +invaders +alvin +intersects +a1 +indirectly +immigrated +businessmen +cornelius +valves +narrated +pill +sober +ul +nationale +monastic +applicants +scenery +##jack +161 +motifs +constitutes +cpu +##osh +jurisdictions +sd +tuning +irritation +woven +##uddin +fertility +gao +##erie +antagonist +impatient +glacial +hides +boarded +denominations +interception +##jas +cookie +nicola +##tee +algebraic +marquess +bahn +parole +buyers +bait +turbines +paperwork +bestowed +natasha +renee +oceans +purchases +157 +vaccine +215 +##tock +fixtures +playhouse +integrate +jai +oswald +intellectuals +##cky +booked +nests +mortimer +##isi +obsession +sept +##gler +##sum +440 +scrutiny +simultaneous +squinted +##shin +collects +oven +shankar +penned +remarkably +##я +slips +luggage +spectral +1786 +collaborations +louie +consolidation +##ailed +##ivating +420 +hoover +blackpool +harness +ignition +vest +tails +belmont +mongol +skinner +##nae +visually +mage +derry +##tism +##unce +stevie +transitional +##rdy +redskins +drying +prep +prospective +##21 +annoyance +oversee +##loaded +fills +##books +##iki +announces +fda +scowled +respects +prasad +mystic +tucson +##vale +revue +springer +bankrupt +1772 +aristotle +salvatore +habsburg +##geny +dal +natal +nut +pod +chewing +darts +moroccan +walkover +rosario +lenin +punjabi +##ße +grossed +scattering +wired +invasive +hui +polynomial +corridors +wakes +gina +portrays +##cratic +arid +retreating +erich +irwin +sniper +##dha +linen +lindsey +maneuver +butch +shutting +socio +bounce +commemorative +postseason +jeremiah +pines +275 +mystical +beads +bp +abbas +furnace +bidding +consulted +assaulted +empirical +rubble +enclosure +sob +weakly +cancel +polly +yielded +##emann +curly +prediction +battered +70s +vhs +jacqueline +render +sails +barked +detailing +grayson +riga +sloane +raging +##yah +herbs +bravo +##athlon +alloy +giggle +imminent +suffers +assumptions +waltz +##itate +accomplishments +##ited +bathing +remixed +deception +prefix +##emia +deepest +##tier +##eis +balkan +frogs +##rong +slab +##pate +philosophers +peterborough +grains +imports +dickinson +rwanda +##atics +1774 +dirk +lan +tablets +##rove +clone +##rice +caretaker +hostilities +mclean +##gre +regimental +treasures +norms +impose +tsar +tango +diplomacy +variously +complain +192 +recognise +arrests +1779 +celestial +pulitzer +##dus +bing +libretto +##moor +adele +splash +##rite +expectation +lds +confronts +##izer +spontaneous +harmful +wedge +entrepreneurs +buyer +##ope +bilingual +translate +rugged +conner +circulated +uae +eaton +##gra +##zzle +lingered +lockheed +vishnu +reelection +alonso +##oom +joints +yankee +headline +cooperate +heinz +laureate +invading +##sford +echoes +scandinavian +##dham +hugging +vitamin +salute +micah +hind +trader +##sper +radioactive +##ndra +militants +poisoned +ratified +remark +campeonato +deprived +wander +prop +##dong +outlook +##tani +##rix +##eye +chiang +darcy +##oping +mandolin +spice +statesman +babylon +182 +walled +forgetting +afro +##cap +158 +giorgio +buffer +##polis +planetary +##gis +overlap +terminals +kinda +centenary +##bir +arising +manipulate +elm +ke +1770 +ak +##tad +chrysler +mapped +moose +pomeranian +quad +macarthur +assemblies +shoreline +recalls +stratford +##rted +noticeable +##evic +imp +##rita +##sque +accustomed +supplying +tents +disgusted +vogue +sipped +filters +khz +reno +selecting +luftwaffe +mcmahon +tyne +masterpiece +carriages +collided +dunes +exercised +flare +remembers +muzzle +##mobile +heck +##rson +burgess +lunged +middleton +boycott +bilateral +##sity +hazardous +lumpur +multiplayer +spotlight +jackets +goldman +liege +porcelain +rag +waterford +benz +attracts +hopeful +battling +ottomans +kensington +baked +hymns +cheyenne +lattice +levine +borrow +polymer +clashes +michaels +monitored +commitments +denounced +##25 +##von +cavity +##oney +hobby +akin +##holders +futures +intricate +cornish +patty +##oned +illegally +dolphin +##lag +barlow +yellowish +maddie +apologized +luton +plagued +##puram +nana +##rds +sway +fanny +łodz +##rino +psi +suspicions +hanged +##eding +initiate +charlton +##por +nak +competent +235 +analytical +annex +wardrobe +reservations +##rma +sect +162 +fairfax +hedge +piled +buckingham +uneven +bauer +simplicity +snyder +interpret +accountability +donors +moderately +byrd +continents +##cite +##max +disciple +hr +jamaican +ping +nominees +##uss +mongolian +diver +attackers +eagerly +ideological +pillows +miracles +apartheid +revolver +sulfur +clinics +moran +163 +##enko +ile +katy +rhetoric +##icated +chronology +recycling +##hrer +elongated +mughal +pascal +profiles +vibration +databases +domination +##fare +##rant +matthias +digest +rehearsal +polling +weiss +initiation +reeves +clinging +flourished +impress +ngo +##hoff +##ume +buckley +symposium +rhythms +weed +emphasize +transforming +##taking +##gence +##yman +accountant +analyze +flicker +foil +priesthood +voluntarily +decreases +##80 +##hya +slater +sv +charting +mcgill +##lde +moreno +##iu +besieged +zur +robes +##phic +admitting +api +deported +turmoil +peyton +earthquakes +##ares +nationalists +beau +clair +brethren +interrupt +welch +curated +galerie +requesting +164 +##ested +impending +steward +viper +##vina +complaining +beautifully +brandy +foam +nl +1660 +##cake +alessandro +punches +laced +explanations +##lim +attribute +clit +reggie +discomfort +##cards +smoothed +whales +##cene +adler +countered +duffy +disciplinary +widening +recipe +reliance +conducts +goats +gradient +preaching +##shaw +matilda +quasi +striped +meridian +cannabis +cordoba +certificates +##agh +##tering +graffiti +hangs +pilgrims +repeats +##ych +revive +urine +etat +##hawk +fueled +belts +fuzzy +susceptible +##hang +mauritius +salle +sincere +beers +hooks +##cki +arbitration +entrusted +advise +sniffed +seminar +junk +donnell +processors +principality +strapped +celia +mendoza +everton +fortunes +prejudice +starving +reassigned +steamer +##lund +tuck +evenly +foreman +##ffen +dans +375 +envisioned +slit +##xy +baseman +liberia +rosemary +##weed +electrified +periodically +potassium +stride +contexts +sperm +slade +mariners +influx +bianca +subcommittee +##rane +spilling +icao +estuary +##nock +delivers +iphone +##ulata +isa +mira +bohemian +dessert +##sbury +welcoming +proudly +slowing +##chs +musee +ascension +russ +##vian +waits +##psy +africans +exploit +##morphic +gov +eccentric +crab +peck +##ull +entrances +formidable +marketplace +groom +bolted +metabolism +patton +robbins +courier +payload +endure +##ifier +andes +refrigerator +##pr +ornate +##uca +ruthless +illegitimate +masonry +strasbourg +bikes +adobe +##³ +apples +quintet +willingly +niche +bakery +corpses +energetic +##cliffe +##sser +##ards +177 +centimeters +centro +fuscous +cretaceous +rancho +##yde +andrei +telecom +tottenham +oasis +ordination +vulnerability +presiding +corey +cp +penguins +sims +##pis +malawi +piss +##48 +correction +##cked +##ffle +##ryn +countdown +detectives +psychiatrist +psychedelic +dinosaurs +blouse +##get +choi +vowed +##oz +randomly +##pol +49ers +scrub +blanche +bruins +dusseldorf +##using +unwanted +##ums +212 +dominique +elevations +headlights +om +laguna +##oga +1750 +famously +ignorance +shrewsbury +##aine +ajax +breuning +che +confederacy +greco +overhaul +##screen +paz +skirts +disagreement +cruelty +jagged +phoebe +shifter +hovered +viruses +##wes +mandy +##lined +##gc +landlord +squirrel +dashed +##ι +ornamental +gag +wally +grange +literal +spurs +undisclosed +proceeding +yin +##text +billie +orphan +spanned +humidity +indy +weighted +presentations +explosions +lucian +##tary +vaughn +hindus +##anga +##hell +psycho +171 +daytona +protects +efficiently +rematch +sly +tandem +##oya +rebranded +impaired +hee +metropolis +peach +godfrey +diaspora +ethnicity +prosperous +gleaming +dar +grossing +playback +##rden +stripe +pistols +##tain +births +labelled +##cating +172 +rudy +alba +##onne +aquarium +hostility +##gb +##tase +shudder +sumatra +hardest +lakers +consonant +creeping +demos +homicide +capsule +zeke +liberties +expulsion +pueblo +##comb +trait +transporting +##ddin +##neck +##yna +depart +gregg +mold +ledge +hangar +oldham +playboy +termination +analysts +gmbh +romero +##itic +insist +cradle +filthy +brightness +slash +shootout +deposed +bordering +##truct +isis +microwave +tumbled +sheltered +cathy +werewolves +messy +andersen +convex +clapped +clinched +satire +wasting +edo +vc +rufus +##jak +mont +##etti +poznan +##keeping +restructuring +transverse +##rland +azerbaijani +slovene +gestures +roommate +choking +shear +##quist +vanguard +oblivious +##hiro +disagreed +baptism +##lich +coliseum +##aceae +salvage +societe +cory +locke +relocation +relying +versailles +ahl +swelling +##elo +cheerful +##word +##edes +gin +sarajevo +obstacle +diverted +##nac +messed +thoroughbred +fluttered +utrecht +chewed +acquaintance +assassins +dispatch +mirza +##wart +nike +salzburg +swell +yen +##gee +idle +ligue +samson +##nds +##igh +playful +spawned +##cise +tease +##case +burgundy +##bot +stirring +skeptical +interceptions +marathi +##dies +bedrooms +aroused +pinch +##lik +preferences +tattoos +buster +digitally +projecting +rust +##ital +kitten +priorities +addison +pseudo +##guard +dusk +icons +sermon +##psis +##iba +bt +##lift +##xt +ju +truce +rink +##dah +##wy +defects +psychiatry +offences +calculate +glucose +##iful +##rized +##unda +francaise +##hari +richest +warwickshire +carly +1763 +purity +redemption +lending +##cious +muse +bruises +cerebral +aero +carving +##name +preface +terminology +invade +monty +##int +anarchist +blurred +##iled +rossi +treats +guts +shu +foothills +ballads +undertaking +premise +cecilia +affiliates +blasted +conditional +wilder +minors +drone +rudolph +buffy +swallowing +horton +attested +##hop +rutherford +howell +primetime +livery +penal +##bis +minimize +hydro +wrecked +wrought +palazzo +##gling +cans +vernacular +friedman +nobleman +shale +walnut +danielle +##ection +##tley +sears +##kumar +chords +lend +flipping +streamed +por +dracula +gallons +sacrifices +gamble +orphanage +##iman +mckenzie +##gible +boxers +daly +##balls +##ان +208 +##ific +##rative +##iq +exploited +slated +##uity +circling +hillary +pinched +goldberg +provost +campaigning +lim +piles +ironically +jong +mohan +successors +usaf +##tem +##ught +autobiographical +haute +preserves +##ending +acquitted +comparisons +203 +hydroelectric +gangs +cypriot +torpedoes +rushes +chrome +derive +bumps +instability +fiat +pets +##mbe +silas +dye +reckless +settler +##itation +info +heats +##writing +176 +canonical +maltese +fins +mushroom +stacy +aspen +avid +##kur +##loading +vickers +gaston +hillside +statutes +wilde +gail +kung +sabine +comfortably +motorcycles +##rgo +169 +pneumonia +fetch +##sonic +axel +faintly +parallels +##oop +mclaren +spouse +compton +interdisciplinary +miner +##eni +181 +clamped +##chal +##llah +separates +versa +##mler +scarborough +labrador +##lity +##osing +rutgers +hurdles +como +166 +burt +divers +##100 +wichita +cade +coincided +##erson +bruised +mla +##pper +vineyard +##ili +##brush +notch +mentioning +jase +hearted +kits +doe +##acle +pomerania +##ady +ronan +seizure +pavel +problematic +##zaki +domenico +##ulin +catering +penelope +dependence +parental +emilio +ministerial +atkinson +##bolic +clarkson +chargers +colby +grill +peeked +arises +summon +##aged +fools +##grapher +faculties +qaeda +##vial +garner +refurbished +##hwa +geelong +disasters +nudged +bs +shareholder +lori +algae +reinstated +rot +##ades +##nous +invites +stainless +183 +inclusive +##itude +diocesan +til +##icz +denomination +##xa +benton +floral +registers +##ider +##erman +##kell +absurd +brunei +guangzhou +hitter +retaliation +##uled +##eve +blanc +nh +consistency +contamination +##eres +##rner +dire +palermo +broadcasters +diaries +inspire +vols +brewer +tightening +ky +mixtape +hormone +##tok +stokes +##color +##dly +##ssi +pg +##ometer +##lington +sanitation +##tility +intercontinental +apps +##adt +¹⁄₂ +cylinders +economies +favourable +unison +croix +gertrude +odyssey +vanity +dangling +##logists +upgrades +dice +middleweight +practitioner +##ight +206 +henrik +parlor +orion +angered +lac +python +blurted +##rri +sensual +intends +swings +angled +##phs +husky +attain +peerage +precinct +textiles +cheltenham +shuffled +dai +confess +tasting +bhutan +##riation +tyrone +segregation +abrupt +ruiz +##rish +smirked +blackwell +confidential +browning +amounted +##put +vase +scarce +fabulous +raided +staple +guyana +unemployed +glider +shay +##tow +carmine +troll +intervene +squash +superstar +##uce +cylindrical +len +roadway +researched +handy +##rium +##jana +meta +lao +declares +##rring +##tadt +##elin +##kova +willem +shrubs +napoleonic +realms +skater +qi +volkswagen +##ł +tad +hara +archaeologist +awkwardly +eerie +##kind +wiley +##heimer +##24 +titus +organizers +cfl +crusaders +lama +usb +vent +enraged +thankful +occupants +maximilian +##gaard +possessing +textbooks +##oran +collaborator +quaker +##ulo +avalanche +mono +silky +straits +isaiah +mustang +surged +resolutions +potomac +descend +cl +kilograms +plato +strains +saturdays +##olin +bernstein +##ype +holstein +ponytail +##watch +belize +conversely +heroine +perpetual +##ylus +charcoal +piedmont +glee +negotiating +backdrop +prologue +##jah +##mmy +pasadena +climbs +ramos +sunni +##holm +##tner +##tri +anand +deficiency +hertfordshire +stout +##avi +aperture +orioles +##irs +doncaster +intrigued +bombed +coating +otis +##mat +cocktail +##jit +##eto +amir +arousal +sar +##proof +##act +##ories +dixie +pots +##bow +whereabouts +159 +##fted +drains +bullying +cottages +scripture +coherent +fore +poe +appetite +##uration +sampled +##ators +##dp +derrick +rotor +jays +peacock +installment +##rro +advisors +##coming +rodeo +scotch +##mot +##db +##fen +##vant +ensued +rodrigo +dictatorship +martyrs +twenties +##н +towed +incidence +marta +rainforest +sai +scaled +##cles +oceanic +qualifiers +symphonic +mcbride +dislike +generalized +aubrey +colonization +##iation +##lion +##ssing +disliked +lublin +salesman +##ulates +spherical +whatsoever +sweating +avalon +contention +punt +severity +alderman +atari +##dina +##grant +##rop +scarf +seville +vertices +annexation +fairfield +fascination +inspiring +launches +palatinate +regretted +##rca +feral +##iom +elk +nap +olsen +reddy +yong +##leader +##iae +garment +transports +feng +gracie +outrage +viceroy +insides +##esis +breakup +grady +organizer +softer +grimaced +222 +murals +galicia +arranging +vectors +##rsten +bas +##sb +##cens +sloan +##eka +bitten +ara +fender +nausea +bumped +kris +banquet +comrades +detector +persisted +##llan +adjustment +endowed +cinemas +##shot +sellers +##uman +peek +epa +kindly +neglect +simpsons +talon +mausoleum +runaway +hangul +lookout +##cic +rewards +coughed +acquainted +chloride +##ald +quicker +accordion +neolithic +##qa +artemis +coefficient +lenny +pandora +tx +##xed +ecstasy +litter +segunda +chairperson +gemma +hiss +rumor +vow +nasal +antioch +compensate +patiently +transformers +##eded +judo +morrow +penis +posthumous +philips +bandits +husbands +denote +flaming +##any +##phones +langley +yorker +1760 +walters +##uo +##kle +gubernatorial +fatty +samsung +leroy +outlaw +##nine +unpublished +poole +jakob +##ᵢ +##ₙ +crete +distorted +superiority +##dhi +intercept +crust +mig +claus +crashes +positioning +188 +stallion +301 +frontal +armistice +##estinal +elton +aj +encompassing +camel +commemorated +malaria +woodward +calf +cigar +penetrate +##oso +willard +##rno +##uche +illustrate +amusing +convergence +noteworthy +##lma +##rva +journeys +realise +manfred +##sable +410 +##vocation +hearings +fiance +##posed +educators +provoked +adjusting +##cturing +modular +stockton +paterson +vlad +rejects +electors +selena +maureen +##tres +uber +##rce +swirled +##num +proportions +nanny +pawn +naturalist +parma +apostles +awoke +ethel +wen +##bey +monsoon +overview +##inating +mccain +rendition +risky +adorned +##ih +equestrian +germain +nj +conspicuous +confirming +##yoshi +shivering +##imeter +milestone +rumours +flinched +bounds +smacked +token +##bei +lectured +automobiles +##shore +impacted +##iable +nouns +nero +##leaf +ismail +prostitute +trams +##lace +bridget +sud +stimulus +impressions +reins +revolves +##oud +##gned +giro +honeymoon +##swell +criterion +##sms +##uil +libyan +prefers +##osition +211 +preview +sucks +accusation +bursts +metaphor +diffusion +tolerate +faye +betting +cinematographer +liturgical +specials +bitterly +humboldt +##ckle +flux +rattled +##itzer +archaeologists +odor +authorised +marshes +discretion +##ов +alarmed +archaic +inverse +##leton +explorers +##pine +drummond +tsunami +woodlands +##minate +##tland +booklet +insanity +owning +insert +crafted +calculus +##tore +receivers +##bt +stung +##eca +##nched +prevailing +travellers +eyeing +lila +graphs +##borne +178 +julien +##won +morale +adaptive +therapist +erica +cw +libertarian +bowman +pitches +vita +##ional +crook +##ads +##entation +caledonia +mutiny +##sible +1840s +automation +##ß +flock +##pia +ironic +pathology +##imus +remarried +##22 +joker +withstand +energies +##att +shropshire +hostages +madeleine +tentatively +conflicting +mateo +recipes +euros +ol +mercenaries +nico +##ndon +albuquerque +augmented +mythical +bel +freud +##child +cough +##lica +365 +freddy +lillian +genetically +nuremberg +calder +209 +bonn +outdoors +paste +suns +urgency +vin +restraint +tyson +##cera +##selle +barrage +bethlehem +kahn +##par +mounts +nippon +barony +happier +ryu +makeshift +sheldon +blushed +castillo +barking +listener +taped +bethel +fluent +headlines +pornography +rum +disclosure +sighing +mace +doubling +gunther +manly +##plex +rt +interventions +physiological +forwards +emerges +##tooth +##gny +compliment +rib +recession +visibly +barge +faults +connector +exquisite +prefect +##rlin +patio +##cured +elevators +brandt +italics +pena +173 +wasp +satin +ea +botswana +graceful +respectable +##jima +##rter +##oic +franciscan +generates +##dl +alfredo +disgusting +##olate +##iously +sherwood +warns +cod +promo +cheryl +sino +##ة +##escu +twitch +##zhi +brownish +thom +ortiz +##dron +densely +##beat +carmel +reinforce +##bana +187 +anastasia +downhill +vertex +contaminated +remembrance +harmonic +homework +##sol +fiancee +gears +olds +angelica +loft +ramsay +quiz +colliery +sevens +##cape +autism +##hil +walkway +##boats +ruben +abnormal +ounce +khmer +##bbe +zachary +bedside +morphology +punching +##olar +sparrow +convinces +##35 +hewitt +queer +remastered +rods +mabel +solemn +notified +lyricist +symmetric +##xide +174 +encore +passports +wildcats +##uni +baja +##pac +mildly +##ease +bleed +commodity +mounds +glossy +orchestras +##omo +damian +prelude +ambitions +##vet +awhile +remotely +##aud +asserts +imply +##iques +distinctly +modelling +remedy +##dded +windshield +dani +xiao +##endra +audible +powerplant +1300 +invalid +elemental +acquisitions +##hala +immaculate +libby +plata +smuggling +ventilation +denoted +minh +##morphism +430 +differed +dion +kelley +lore +mocking +sabbath +spikes +hygiene +drown +runoff +stylized +tally +liberated +aux +interpreter +righteous +aba +siren +reaper +pearce +millie +##cier +##yra +gaius +##iso +captures +##ttering +dorm +claudio +##sic +benches +knighted +blackness +##ored +discount +fumble +oxidation +routed +##ς +novak +perpendicular +spoiled +fracture +splits +##urt +pads +topology +##cats +axes +fortunate +offenders +protestants +esteem +221 +broadband +convened +frankly +hound +prototypes +isil +facilitated +keel +##sher +sahara +awaited +bubba +orb +prosecutors +186 +hem +520 +##xing +relaxing +remnant +romney +sorted +slalom +stefano +ulrich +##active +exemption +folder +pauses +foliage +hitchcock +epithet +204 +criticisms +##aca +ballistic +brody +hinduism +chaotic +youths +equals +##pala +pts +thicker +analogous +capitalist +improvised +overseeing +sinatra +ascended +beverage +##tl +straightforward +##kon +curran +##west +bois +325 +induce +surveying +emperors +sax +unpopular +##kk +cartoonist +fused +##mble +unto +##yuki +localities +##cko +##ln +darlington +slain +academie +lobbying +sediment +puzzles +##grass +defiance +dickens +manifest +tongues +alumnus +arbor +coincide +184 +appalachian +mustafa +examiner +cabaret +traumatic +yves +bracelet +draining +heroin +magnum +baths +odessa +consonants +mitsubishi +##gua +kellan +vaudeville +##fr +joked +null +straps +probation +##ław +ceded +interfaces +##pas +##zawa +blinding +viet +224 +rothschild +museo +640 +huddersfield +##vr +tactic +##storm +brackets +dazed +incorrectly +##vu +reg +glazed +fearful +manifold +benefited +irony +##sun +stumbling +##rte +willingness +balkans +mei +wraps +##aba +injected +##lea +gu +syed +harmless +##hammer +bray +takeoff +poppy +timor +cardboard +astronaut +purdue +weeping +southbound +cursing +stalls +diagonal +##neer +lamar +bryce +comte +weekdays +harrington +##uba +negatively +##see +lays +grouping +##cken +##henko +affirmed +halle +modernist +##lai +hodges +smelling +aristocratic +baptized +dismiss +justification +oilers +##now +coupling +qin +snack +healer +##qing +gardener +layla +battled +formulated +stephenson +gravitational +##gill +##jun +1768 +granny +coordinating +suites +##cd +##ioned +monarchs +##cote +##hips +sep +blended +apr +barrister +deposition +fia +mina +policemen +paranoid +##pressed +churchyard +covert +crumpled +creep +abandoning +tr +transmit +conceal +barr +understands +readiness +spire +##cology +##enia +##erry +610 +startling +unlock +vida +bowled +slots +##nat +##islav +spaced +trusting +admire +rig +##ink +slack +##70 +mv +207 +casualty +##wei +classmates +##odes +##rar +##rked +amherst +furnished +evolve +foundry +menace +mead +##lein +flu +wesleyan +##kled +monterey +webber +##vos +wil +##mith +##на +bartholomew +justices +restrained +##cke +amenities +191 +mediated +sewage +trenches +ml +mainz +##thus +1800s +##cula +##inski +caine +bonding +213 +converts +spheres +superseded +marianne +crypt +sweaty +ensign +historia +##br +spruce +##post +##ask +forks +thoughtfully +yukon +pamphlet +ames +##uter +karma +##yya +bryn +negotiation +sighs +incapable +##mbre +##ntial +actresses +taft +##mill +luce +prevailed +##amine +1773 +motionless +envoy +testify +investing +sculpted +instructors +provence +kali +cullen +horseback +##while +goodwin +##jos +gaa +norte +##ldon +modify +wavelength +abd +214 +skinned +sprinter +forecast +scheduling +marries +squared +tentative +##chman +boer +##isch +bolts +swap +fisherman +assyrian +impatiently +guthrie +martins +murdoch +194 +tanya +nicely +dolly +lacy +med +##45 +syn +decks +fashionable +millionaire +##ust +surfing +##ml +##ision +heaved +tammy +consulate +attendees +routinely +197 +fuse +saxophonist +backseat +malaya +##lord +scowl +tau +##ishly +193 +sighted +steaming +##rks +303 +911 +##holes +##hong +ching +##wife +bless +conserved +jurassic +stacey +unix +zion +chunk +rigorous +blaine +198 +peabody +slayer +dismay +brewers +nz +##jer +det +##glia +glover +postwar +int +penetration +sylvester +imitation +vertically +airlift +heiress +knoxville +viva +##uin +390 +macon +##rim +##fighter +##gonal +janice +##orescence +##wari +marius +belongings +leicestershire +196 +blanco +inverted +preseason +sanity +sobbing +##due +##elt +##dled +collingwood +regeneration +flickering +shortest +##mount +##osi +feminism +##lat +sherlock +cabinets +fumbled +northbound +precedent +snaps +##mme +researching +##akes +guillaume +insights +manipulated +vapor +neighbour +sap +gangster +frey +f1 +stalking +scarcely +callie +barnett +tendencies +audi +doomed +assessing +slung +panchayat +ambiguous +bartlett +##etto +distributing +violating +wolverhampton +##hetic +swami +histoire +##urus +liable +pounder +groin +hussain +larsen +popping +surprises +##atter +vie +curt +##station +mute +relocate +musicals +authorization +richter +##sef +immortality +tna +bombings +##press +deteriorated +yiddish +##acious +robbed +colchester +cs +pmid +ao +verified +balancing +apostle +swayed +recognizable +oxfordshire +retention +nottinghamshire +contender +judd +invitational +shrimp +uhf +##icient +cleaner +longitudinal +tanker +##mur +acronym +broker +koppen +sundance +suppliers +##gil +4000 +clipped +fuels +petite +##anne +landslide +helene +diversion +populous +landowners +auspices +melville +quantitative +##xes +ferries +nicky +##llus +doo +haunting +roche +carver +downed +unavailable +##pathy +approximation +hiroshima +##hue +garfield +valle +comparatively +keyboardist +traveler +##eit +congestion +calculating +subsidiaries +##bate +serb +modernization +fairies +deepened +ville +averages +##lore +inflammatory +tonga +##itch +co₂ +squads +##hea +gigantic +serum +enjoyment +retailer +verona +35th +cis +##phobic +magna +technicians +##vati +arithmetic +##sport +levin +##dation +amtrak +chow +sienna +##eyer +backstage +entrepreneurship +##otic +learnt +tao +##udy +worcestershire +formulation +baggage +hesitant +bali +sabotage +##kari +barren +enhancing +murmur +pl +freshly +putnam +syntax +aces +medicines +resentment +bandwidth +##sier +grins +chili +guido +##sei +framing +implying +gareth +lissa +genevieve +pertaining +admissions +geo +thorpe +proliferation +sato +bela +analyzing +parting +##gor +awakened +##isman +huddled +secrecy +##kling +hush +gentry +540 +dungeons +##ego +coasts +##utz +sacrificed +##chule +landowner +mutually +prevalence +programmer +adolescent +disrupted +seaside +gee +trusts +vamp +georgie +##nesian +##iol +schedules +sindh +##market +etched +hm +sparse +bey +beaux +scratching +gliding +unidentified +216 +collaborating +gems +jesuits +oro +accumulation +shaping +mbe +anal +##xin +231 +enthusiasts +newscast +##egan +janata +dewey +parkinson +179 +ankara +biennial +towering +dd +inconsistent +950 +##chet +thriving +terminate +cabins +furiously +eats +advocating +donkey +marley +muster +phyllis +leiden +##user +grassland +glittering +iucn +loneliness +217 +memorandum +armenians +##ddle +popularized +rhodesia +60s +lame +##illon +sans +bikini +header +orbits +##xx +##finger +##ulator +sharif +spines +biotechnology +strolled +naughty +yates +##wire +fremantle +milo +##mour +abducted +removes +##atin +humming +wonderland +##chrome +##ester +hume +pivotal +##rates +armand +grams +believers +elector +rte +apron +bis +scraped +##yria +endorsement +initials +##llation +eps +dotted +hints +buzzing +emigration +nearer +##tom +indicators +##ulu +coarse +neutron +protectorate +##uze +directional +exploits +pains +loire +1830s +proponents +guggenheim +rabbits +ritchie +305 +hectare +inputs +hutton +##raz +verify +##ako +boilers +longitude +##lev +skeletal +yer +emilia +citrus +compromised +##gau +pokemon +prescription +paragraph +eduard +cadillac +attire +categorized +kenyan +weddings +charley +##bourg +entertain +monmouth +##lles +nutrients +davey +mesh +incentive +practised +ecosystems +kemp +subdued +overheard +##rya +bodily +maxim +##nius +apprenticeship +ursula +##fight +lodged +rug +silesian +unconstitutional +patel +inspected +coyote +unbeaten +##hak +34th +disruption +convict +parcel +##cl +##nham +collier +implicated +mallory +##iac +##lab +susannah +winkler +##rber +shia +phelps +sediments +graphical +robotic +##sner +adulthood +mart +smoked +##isto +kathryn +clarified +##aran +divides +convictions +oppression +pausing +burying +##mt +federico +mathias +eileen +##tana +kite +hunched +##acies +189 +##atz +disadvantage +liza +kinetic +greedy +paradox +yokohama +dowager +trunks +ventured +##gement +gupta +vilnius +olaf +##thest +crimean +hopper +##ej +progressively +arturo +mouthed +arrondissement +##fusion +rubin +simulcast +oceania +##orum +##stra +##rred +busiest +intensely +navigator +cary +##vine +##hini +##bies +fife +rowe +rowland +posing +insurgents +shafts +lawsuits +activate +conor +inward +culturally +garlic +265 +##eering +eclectic +##hui +##kee +##nl +furrowed +vargas +meteorological +rendezvous +##aus +culinary +commencement +##dition +quota +##notes +mommy +salaries +overlapping +mule +##iology +##mology +sums +wentworth +##isk +##zione +mainline +subgroup +##illy +hack +plaintiff +verdi +bulb +differentiation +engagements +multinational +supplemented +bertrand +caller +regis +##naire +##sler +##arts +##imated +blossom +propagation +kilometer +viaduct +vineyards +##uate +beckett +optimization +golfer +songwriters +seminal +semitic +thud +volatile +evolving +ridley +##wley +trivial +distributions +scandinavia +jiang +##ject +wrestled +insistence +##dio +emphasizes +napkin +##ods +adjunct +rhyme +##ricted +##eti +hopeless +surrounds +tremble +32nd +smoky +##ntly +oils +medicinal +padded +steer +wilkes +219 +255 +concessions +hue +uniquely +blinded +landon +yahoo +##lane +hendrix +commemorating +dex +specify +chicks +##ggio +intercity +1400 +morley +##torm +highlighting +##oting +pang +oblique +stalled +##liner +flirting +newborn +1769 +bishopric +shaved +232 +currie +##ush +dharma +spartan +##ooped +favorites +smug +novella +sirens +abusive +creations +espana +##lage +paradigm +semiconductor +sheen +##rdo +##yen +##zak +nrl +renew +##pose +##tur +adjutant +marches +norma +##enity +ineffective +weimar +grunt +##gat +lordship +plotting +expenditure +infringement +lbs +refrain +av +mimi +mistakenly +postmaster +1771 +##bara +ras +motorsports +tito +199 +subjective +##zza +bully +stew +##kaya +prescott +1a +##raphic +##zam +bids +styling +paranormal +reeve +sneaking +exploding +katz +akbar +migrant +syllables +indefinitely +##ogical +destroys +replaces +applause +##phine +pest +##fide +218 +articulated +bertie +##thing +##cars +##ptic +courtroom +crowley +aesthetics +cummings +tehsil +hormones +titanic +dangerously +##ibe +stadion +jaenelle +auguste +ciudad +##chu +mysore +partisans +##sio +lucan +philipp +##aly +debating +henley +interiors +##rano +##tious +homecoming +beyonce +usher +henrietta +prepares +weeds +##oman +ely +plucked +##pire +##dable +luxurious +##aq +artifact +password +pasture +juno +maddy +minsk +##dder +##ologies +##rone +assessments +martian +royalist +1765 +examines +##mani +##rge +nino +223 +parry +scooped +relativity +##eli +##uting +##cao +congregational +noisy +traverse +##agawa +strikeouts +nickelodeon +obituary +transylvania +binds +depictions +polk +trolley +##yed +##lard +breeders +##under +dryly +hokkaido +1762 +strengths +stacks +bonaparte +connectivity +neared +prostitutes +stamped +anaheim +gutierrez +sinai +##zzling +bram +fresno +madhya +##86 +proton +##lena +##llum +##phon +reelected +wanda +##anus +##lb +ample +distinguishing +##yler +grasping +sermons +tomato +bland +stimulation +avenues +##eux +spreads +scarlett +fern +pentagon +assert +baird +chesapeake +ir +calmed +distortion +fatalities +##olis +correctional +pricing +##astic +##gina +prom +dammit +ying +collaborate +##chia +welterweight +33rd +pointer +substitution +bonded +umpire +communicating +multitude +paddle +##obe +federally +intimacy +##insky +betray +ssr +##lett +##lean +##lves +##therapy +airbus +##tery +functioned +ud +bearer +biomedical +netflix +##hire +##nca +condom +brink +ik +##nical +macy +##bet +flap +gma +experimented +jelly +lavender +##icles +##ulia +munro +##mian +##tial +rye +##rle +60th +gigs +hottest +rotated +predictions +fuji +bu +##erence +##omi +barangay +##fulness +##sas +clocks +##rwood +##liness +cereal +roe +wight +decker +uttered +babu +onion +xml +forcibly +##df +petra +sarcasm +hartley +peeled +storytelling +##42 +##xley +##ysis +##ffa +fibre +kiel +auditor +fig +harald +greenville +##berries +geographically +nell +quartz +##athic +cemeteries +##lr +crossings +nah +holloway +reptiles +chun +sichuan +snowy +660 +corrections +##ivo +zheng +ambassadors +blacksmith +fielded +fluids +hardcover +turnover +medications +melvin +academies +##erton +ro +roach +absorbing +spaniards +colton +##founded +outsider +espionage +kelsey +245 +edible +##ulf +dora +establishes +##sham +##tries +contracting +##tania +cinematic +costello +nesting +##uron +connolly +duff +##nology +mma +##mata +fergus +sexes +gi +optics +spectator +woodstock +banning +##hee +##fle +differentiate +outfielder +refinery +226 +312 +gerhard +horde +lair +drastically +##udi +landfall +##cheng +motorsport +odi +##achi +predominant +quay +skins +##ental +edna +harshly +complementary +murdering +##aves +wreckage +##90 +ono +outstretched +lennox +munitions +galen +reconcile +470 +scalp +bicycles +gillespie +questionable +rosenberg +guillermo +hostel +jarvis +kabul +volvo +opium +yd +##twined +abuses +decca +outpost +##cino +sensible +neutrality +##64 +ponce +anchorage +atkins +turrets +inadvertently +disagree +libre +vodka +reassuring +weighs +##yal +glide +jumper +ceilings +repertory +outs +stain +##bial +envy +##ucible +smashing +heightened +policing +hyun +mixes +lai +prima +##ples +celeste +##bina +lucrative +intervened +kc +manually +##rned +stature +staffed +bun +bastards +nairobi +priced +##auer +thatcher +##kia +tripped +comune +##ogan +##pled +brasil +incentives +emanuel +hereford +musica +##kim +benedictine +biennale +##lani +eureka +gardiner +rb +knocks +sha +##ael +##elled +##onate +efficacy +ventura +masonic +sanford +maize +leverage +##feit +capacities +santana +##aur +novelty +vanilla +##cter +##tour +benin +##oir +##rain +neptune +drafting +tallinn +##cable +humiliation +##boarding +schleswig +fabian +bernardo +liturgy +spectacle +sweeney +pont +routledge +##tment +cosmos +ut +hilt +sleek +universally +##eville +##gawa +typed +##dry +favors +allegheny +glaciers +##rly +recalling +aziz +##log +parasite +requiem +auf +##berto +##llin +illumination +##breaker +##issa +festivities +bows +govern +vibe +vp +333 +sprawled +larson +pilgrim +bwf +leaping +##rts +##ssel +alexei +greyhound +hoarse +##dler +##oration +seneca +##cule +gaping +##ulously +##pura +cinnamon +##gens +##rricular +craven +fantasies +houghton +engined +reigned +dictator +supervising +##oris +bogota +commentaries +unnatural +fingernails +spirituality +tighten +##tm +canadiens +protesting +intentional +cheers +sparta +##ytic +##iere +##zine +widen +belgarath +controllers +dodd +iaaf +navarre +##ication +defect +squire +steiner +whisky +##mins +560 +inevitably +tome +##gold +chew +##uid +##lid +elastic +##aby +streaked +alliances +jailed +regal +##ined +##phy +czechoslovak +narration +absently +##uld +bluegrass +guangdong +quran +criticizing +hose +hari +##liest +##owa +skier +streaks +deploy +##lom +raft +bose +dialed +huff +##eira +haifa +simplest +bursting +endings +ib +sultanate +##titled +franks +whitman +ensures +sven +##ggs +collaborators +forster +organising +ui +banished +napier +injustice +teller +layered +thump +##otti +roc +battleships +evidenced +fugitive +sadie +robotics +##roud +equatorial +geologist +##iza +yielding +##bron +##sr +internationale +mecca +##diment +sbs +skyline +toad +uploaded +reflective +undrafted +lal +leafs +bayern +##dai +lakshmi +shortlisted +##stick +##wicz +camouflage +donate +af +christi +lau +##acio +disclosed +nemesis +1761 +assemble +straining +northamptonshire +tal +##asi +bernardino +premature +heidi +42nd +coefficients +galactic +reproduce +buzzed +sensations +zionist +monsieur +myrtle +##eme +archery +strangled +musically +viewpoint +antiquities +bei +trailers +seahawks +cured +pee +preferring +tasmanian +lange +sul +##mail +##working +colder +overland +lucivar +massey +gatherings +haitian +##smith +disapproval +flaws +##cco +##enbach +1766 +npr +##icular +boroughs +creole +forums +techno +1755 +dent +abdominal +streetcar +##eson +##stream +procurement +gemini +predictable +##tya +acheron +christoph +feeder +fronts +vendor +bernhard +jammu +tumors +slang +##uber +goaltender +twists +curving +manson +vuelta +mer +peanut +confessions +pouch +unpredictable +allowance +theodor +vascular +##factory +bala +authenticity +metabolic +coughing +nanjing +##cea +pembroke +##bard +splendid +36th +ff +hourly +##ahu +elmer +handel +##ivate +awarding +thrusting +dl +experimentation +##hesion +##46 +caressed +entertained +steak +##rangle +biologist +orphans +baroness +oyster +stepfather +##dridge +mirage +reefs +speeding +##31 +barons +1764 +227 +inhabit +preached +repealed +##tral +honoring +boogie +captives +administer +johanna +##imate +gel +suspiciously +1767 +sobs +##dington +backbone +hayward +garry +##folding +##nesia +maxi +##oof +##ppe +ellison +galileo +##stand +crimea +frenzy +amour +bumper +matrices +natalia +baking +garth +palestinians +##grove +smack +conveyed +ensembles +gardening +##manship +##rup +##stituting +1640 +harvesting +topography +jing +shifters +dormitory +##carriage +##lston +ist +skulls +##stadt +dolores +jewellery +sarawak +##wai +##zier +fences +christy +confinement +tumbling +credibility +fir +stench +##bria +##plication +##nged +##sam +virtues +##belt +marjorie +pba +##eem +##made +celebrates +schooner +agitated +barley +fulfilling +anthropologist +##pro +restrict +novi +regulating +##nent +padres +##rani +##hesive +loyola +tabitha +milky +olson +proprietor +crambidae +guarantees +intercollegiate +ljubljana +hilda +##sko +ignorant +hooded +##lts +sardinia +##lidae +##vation +frontman +privileged +witchcraft +##gp +jammed +laude +poking +##than +bracket +amazement +yunnan +##erus +maharaja +linnaeus +264 +commissioning +milano +peacefully +##logies +akira +rani +regulator +##36 +grasses +##rance +luzon +crows +compiler +gretchen +seaman +edouard +tab +buccaneers +ellington +hamlets +whig +socialists +##anto +directorial +easton +mythological +##kr +##vary +rhineland +semantic +taut +dune +inventions +succeeds +##iter +replication +branched +##pired +jul +prosecuted +kangaroo +penetrated +##avian +middlesbrough +doses +bleak +madam +predatory +relentless +##vili +reluctance +##vir +hailey +crore +silvery +1759 +monstrous +swimmers +transmissions +hawthorn +informing +##eral +toilets +caracas +crouch +kb +##sett +295 +cartel +hadley +##aling +alexia +yvonne +##biology +cinderella +eton +superb +blizzard +stabbing +industrialist +maximus +##gm +##orus +groves +maud +clade +oversized +comedic +##bella +rosen +nomadic +fulham +montane +beverages +galaxies +redundant +swarm +##rot +##folia +##llis +buckinghamshire +fen +bearings +bahadur +##rom +gilles +phased +dynamite +faber +benoit +vip +##ount +##wd +booking +fractured +tailored +anya +spices +westwood +cairns +auditions +inflammation +steamed +##rocity +##acion +##urne +skyla +thereof +watford +torment +archdeacon +transforms +lulu +demeanor +fucked +serge +##sor +mckenna +minas +entertainer +##icide +caress +originate +residue +##sty +1740 +##ilised +##org +beech +##wana +subsidies +##ghton +emptied +gladstone +ru +firefighters +voodoo +##rcle +het +nightingale +tamara +edmond +ingredient +weaknesses +silhouette +285 +compatibility +withdrawing +hampson +##mona +anguish +giggling +##mber +bookstore +##jiang +southernmost +tilting +##vance +bai +economical +rf +briefcase +dreadful +hinted +projections +shattering +totaling +##rogate +analogue +indicted +periodical +fullback +##dman +haynes +##tenberg +##ffs +##ishment +1745 +thirst +stumble +penang +vigorous +##ddling +##kor +##lium +octave +##ove +##enstein +##inen +##ones +siberian +##uti +cbn +repeal +swaying +##vington +khalid +tanaka +unicorn +otago +plastered +lobe +riddle +##rella +perch +##ishing +croydon +filtered +graeme +tripoli +##ossa +crocodile +##chers +sufi +mined +##tung +inferno +lsu +##phi +swelled +utilizes +£2 +cale +periodicals +styx +hike +informally +coop +lund +##tidae +ala +hen +qui +transformations +disposed +sheath +chickens +##cade +fitzroy +sas +silesia +unacceptable +odisha +1650 +sabrina +pe +spokane +ratios +athena +massage +shen +dilemma +##drum +##riz +##hul +corona +doubtful +niall +##pha +##bino +fines +cite +acknowledging +bangor +ballard +bathurst +##resh +huron +mustered +alzheimer +garments +kinase +tyre +warship +##cp +flashback +pulmonary +braun +cheat +kamal +cyclists +constructions +grenades +ndp +traveller +excuses +stomped +signalling +trimmed +futsal +mosques +relevance +##wine +wta +##23 +##vah +##lter +hoc +##riding +optimistic +##´s +deco +sim +interacting +rejecting +moniker +waterways +##ieri +##oku +mayors +gdansk +outnumbered +pearls +##ended +##hampton +fairs +totals +dominating +262 +notions +stairway +compiling +pursed +commodities +grease +yeast +##jong +carthage +griffiths +residual +amc +contraction +laird +sapphire +##marine +##ivated +amalgamation +dissolve +inclination +lyle +packaged +altitudes +suez +canons +graded +lurched +narrowing +boasts +guise +wed +enrico +##ovsky +rower +scarred +bree +cub +iberian +protagonists +bargaining +proposing +trainers +voyages +vans +fishes +##aea +##ivist +##verance +encryption +artworks +kazan +sabre +cleopatra +hepburn +rotting +supremacy +mecklenburg +##brate +burrows +hazards +outgoing +flair +organizes +##ctions +scorpion +##usions +boo +234 +chevalier +dunedin +slapping +##34 +ineligible +pensions +##38 +##omic +manufactures +emails +bismarck +238 +weakening +blackish +ding +mcgee +quo +##rling +northernmost +xx +manpower +greed +sampson +clicking +##ange +##horpe +##inations +##roving +torre +##eptive +##moral +symbolism +38th +asshole +meritorious +outfits +splashed +biographies +sprung +astros +##tale +302 +737 +filly +raoul +nw +tokugawa +linden +clubhouse +##apa +tracts +romano +##pio +putin +tags +##note +chained +dickson +gunshot +moe +gunn +rashid +##tails +zipper +##bas +##nea +contrasted +##ply +##udes +plum +pharaoh +##pile +aw +comedies +ingrid +sandwiches +subdivisions +1100 +mariana +nokia +kamen +hz +delaney +veto +herring +##words +possessive +outlines +##roup +siemens +stairwell +rc +gallantry +messiah +palais +yells +233 +zeppelin +##dm +bolivar +##cede +smackdown +mckinley +##mora +##yt +muted +geologic +finely +unitary +avatar +hamas +maynard +rees +bog +contrasting +##rut +liv +chico +disposition +pixel +##erate +becca +dmitry +yeshiva +narratives +##lva +##ulton +mercenary +sharpe +tempered +navigate +stealth +amassed +keynes +##lini +untouched +##rrie +havoc +lithium +##fighting +abyss +graf +southward +wolverine +balloons +implements +ngos +transitions +##icum +ambushed +concacaf +dormant +economists +##dim +costing +csi +rana +universite +boulders +verity +##llon +collin +mellon +misses +cypress +fluorescent +lifeless +spence +##ulla +crewe +shepard +pak +revelations +##م +jolly +gibbons +paw +##dro +##quel +freeing +##test +shack +fries +palatine +##51 +##hiko +accompaniment +cruising +recycled +##aver +erwin +sorting +synthesizers +dyke +realities +sg +strides +enslaved +wetland +##ghan +competence +gunpowder +grassy +maroon +reactors +objection +##oms +carlson +gearbox +macintosh +radios +shelton +##sho +clergyman +prakash +254 +mongols +trophies +oricon +228 +stimuli +twenty20 +cantonese +cortes +mirrored +##saurus +bhp +cristina +melancholy +##lating +enjoyable +nuevo +##wny +downfall +schumacher +##ind +banging +lausanne +rumbled +paramilitary +reflex +ax +amplitude +migratory +##gall +##ups +midi +barnard +lastly +sherry +##hp +##nall +keystone +##kra +carleton +slippery +##53 +coloring +foe +socket +otter +##rgos +mats +##tose +consultants +bafta +bison +topping +##km +490 +primal +abandonment +transplant +atoll +hideous +mort +pained +reproduced +tae +howling +##turn +unlawful +billionaire +hotter +poised +lansing +##chang +dinamo +retro +messing +nfc +domesday +##mina +blitz +timed +##athing +##kley +ascending +gesturing +##izations +signaled +tis +chinatown +mermaid +savanna +jameson +##aint +catalina +##pet +##hers +cochrane +cy +chatting +##kus +alerted +computation +mused +noelle +majestic +mohawk +campo +octagonal +##sant +##hend +241 +aspiring +##mart +comprehend +iona +paralyzed +shimmering +swindon +rhone +##eley +reputed +configurations +pitchfork +agitation +francais +gillian +lipstick +##ilo +outsiders +pontifical +resisting +bitterness +sewer +rockies +##edd +##ucher +misleading +1756 +exiting +galloway +##nging +risked +##heart +246 +commemoration +schultz +##rka +integrating +##rsa +poses +shrieked +##weiler +guineas +gladys +jerking +owls +goldsmith +nightly +penetrating +##unced +lia +##33 +ignited +betsy +##aring +##thorpe +follower +vigorously +##rave +coded +kiran +knit +zoology +tbilisi +##28 +##bered +repository +govt +deciduous +dino +growling +##bba +enhancement +unleashed +chanting +pussy +biochemistry +##eric +kettle +repression +toxicity +nrhp +##arth +##kko +##bush +ernesto +commended +outspoken +242 +mca +parchment +sms +kristen +##aton +bisexual +raked +glamour +navajo +a2 +conditioned +showcased +##hma +spacious +youthful +##esa +usl +appliances +junta +brest +layne +conglomerate +enchanted +chao +loosened +picasso +circulating +inspect +montevideo +##centric +##kti +piazza +spurred +##aith +bari +freedoms +poultry +stamford +lieu +##ect +indigo +sarcastic +bahia +stump +attach +dvds +frankenstein +lille +approx +scriptures +pollen +##script +nmi +overseen +##ivism +tides +proponent +newmarket +inherit +milling +##erland +centralized +##rou +distributors +credentials +drawers +abbreviation +##lco +##xon +downing +uncomfortably +ripe +##oes +erase +franchises +##ever +populace +##bery +##khar +decomposition +pleas +##tet +daryl +sabah +##stle +##wide +fearless +genie +lesions +annette +##ogist +oboe +appendix +nair +dripped +petitioned +maclean +mosquito +parrot +rpg +hampered +1648 +operatic +reservoirs +##tham +irrelevant +jolt +summarized +##fp +medallion +##taff +##− +clawed +harlow +narrower +goddard +marcia +bodied +fremont +suarez +altering +tempest +mussolini +porn +##isms +sweetly +oversees +walkers +solitude +grimly +shrines +hk +ich +supervisors +hostess +dietrich +legitimacy +brushes +expressive +##yp +dissipated +##rse +localized +systemic +##nikov +gettysburg +##js +##uaries +dialogues +muttering +251 +housekeeper +sicilian +discouraged +##frey +beamed +kaladin +halftime +kidnap +##amo +##llet +1754 +synonymous +depleted +instituto +insulin +reprised +##opsis +clashed +##ctric +interrupting +radcliffe +insisting +medici +1715 +ejected +playfully +turbulent +##47 +starvation +##rini +shipment +rebellious +petersen +verification +merits +##rified +cakes +##charged +1757 +milford +shortages +spying +fidelity +##aker +emitted +storylines +harvested +seismic +##iform +cheung +kilda +theoretically +barbie +lynx +##rgy +##tius +goblin +mata +poisonous +##nburg +reactive +residues +obedience +##евич +conjecture +##rac +401 +hating +sixties +kicker +moaning +motown +##bha +emancipation +neoclassical +##hering +consoles +ebert +professorship +##tures +sustaining +assaults +obeyed +affluent +incurred +tornadoes +##eber +##zow +emphasizing +highlanders +cheated +helmets +##ctus +internship +terence +bony +executions +legislators +berries +peninsular +tinged +##aco +1689 +amplifier +corvette +ribbons +lavish +pennant +##lander +worthless +##chfield +##forms +mariano +pyrenees +expenditures +##icides +chesterfield +mandir +tailor +39th +sergey +nestled +willed +aristocracy +devotees +goodnight +raaf +rumored +weaponry +remy +appropriations +harcourt +burr +riaa +##lence +limitation +unnoticed +guo +soaking +swamps +##tica +collapsing +tatiana +descriptive +brigham +psalm +##chment +maddox +##lization +patti +caliph +##aja +akron +injuring +serra +##ganj +basins +##sari +astonished +launcher +##church +hilary +wilkins +sewing +##sf +stinging +##fia +##ncia +underwood +startup +##ition +compilations +vibrations +embankment +jurist +##nity +bard +juventus +groundwater +kern +palaces +helium +boca +cramped +marissa +soto +##worm +jae +princely +##ggy +faso +bazaar +warmly +##voking +229 +pairing +##lite +##grate +##nets +wien +freaked +ulysses +rebirth +##alia +##rent +mummy +guzman +jimenez +stilled +##nitz +trajectory +tha +woken +archival +professions +##pts +##pta +hilly +shadowy +shrink +##bolt +norwood +glued +migrate +stereotypes +devoid +##pheus +625 +evacuate +horrors +infancy +gotham +knowles +optic +downloaded +sachs +kingsley +parramatta +darryl +mor +##onale +shady +commence +confesses +kan +##meter +##placed +marlborough +roundabout +regents +frigates +io +##imating +gothenburg +revoked +carvings +clockwise +convertible +intruder +##sche +banged +##ogo +vicky +bourgeois +##mony +dupont +footing +##gum +pd +##real +buckle +yun +penthouse +sane +720 +serviced +stakeholders +neumann +bb +##eers +comb +##gam +catchment +pinning +rallies +typing +##elles +forefront +freiburg +sweetie +giacomo +widowed +goodwill +worshipped +aspirations +midday +##vat +fishery +##trick +bournemouth +turk +243 +hearth +ethanol +guadalajara +murmurs +sl +##uge +afforded +scripted +##hta +wah +##jn +coroner +translucent +252 +memorials +puck +progresses +clumsy +##race +315 +candace +recounted +##27 +##slin +##uve +filtering +##mac +howl +strata +heron +leveled +##ays +dubious +##oja +##т +##wheel +citations +exhibiting +##laya +##mics +##pods +turkic +##lberg +injunction +##ennial +##mit +antibodies +##44 +organise +##rigues +cardiovascular +cushion +inverness +##zquez +dia +cocoa +sibling +##tman +##roid +expanse +feasible +tunisian +algiers +##relli +rus +bloomberg +dso +westphalia +bro +tacoma +281 +downloads +##ours +konrad +duran +##hdi +continuum +jett +compares +legislator +secession +##nable +##gues +##zuka +translating +reacher +##gley +##ła +aleppo +##agi +tc +orchards +trapping +linguist +versatile +drumming +postage +calhoun +superiors +##mx +barefoot +leary +##cis +ignacio +alfa +kaplan +##rogen +bratislava +mori +##vot +disturb +haas +313 +cartridges +gilmore +radiated +salford +tunic +hades +##ulsive +archeological +delilah +magistrates +auditioned +brewster +charters +empowerment +blogs +cappella +dynasties +iroquois +whipping +##krishna +raceway +truths +myra +weaken +judah +mcgregor +##horse +mic +refueling +37th +burnley +bosses +markus +premio +query +##gga +dunbar +##economic +darkest +lyndon +sealing +commendation +reappeared +##mun +addicted +ezio +slaughtered +satisfactory +shuffle +##eves +##thic +##uj +fortification +warrington +##otto +resurrected +fargo +mane +##utable +##lei +##space +foreword +ox +##aris +##vern +abrams +hua +##mento +sakura +##alo +uv +sentimental +##skaya +midfield +##eses +sturdy +scrolls +macleod +##kyu +entropy +##lance +mitochondrial +cicero +excelled +thinner +convoys +perceive +##oslav +##urable +systematically +grind +burkina +287 +##tagram +ops +##aman +guantanamo +##cloth +##tite +forcefully +wavy +##jou +pointless +##linger +##tze +layton +portico +superficial +clerical +outlaws +##hism +burials +muir +##inn +creditors +hauling +rattle +##leg +calais +monde +archers +reclaimed +dwell +wexford +hellenic +falsely +remorse +##tek +dough +furnishings +##uttered +gabon +neurological +novice +##igraphy +contemplated +pulpit +nightstand +saratoga +##istan +documenting +pulsing +taluk +##firmed +busted +marital +##rien +disagreements +wasps +##yes +hodge +mcdonnell +mimic +fran +pendant +dhabi +musa +##nington +congratulations +argent +darrell +concussion +losers +regrets +thessaloniki +reversal +donaldson +hardwood +thence +achilles +ritter +##eran +demonic +jurgen +prophets +goethe +eki +classmate +buff +##cking +yank +irrational +##inging +perished +seductive +qur +sourced +##crat +##typic +mustard +ravine +barre +horizontally +characterization +phylogenetic +boise +##dit +##runner +##tower +brutally +intercourse +seduce +##bbing +fay +ferris +ogden +amar +nik +unarmed +##inator +evaluating +kyrgyzstan +sweetness +##lford +##oki +mccormick +meiji +notoriety +stimulate +disrupt +figuring +instructional +mcgrath +##zoo +groundbreaking +##lto +flinch +khorasan +agrarian +bengals +mixer +radiating +##sov +ingram +pitchers +nad +tariff +##cript +tata +##codes +##emi +##ungen +appellate +lehigh +##bled +##giri +brawl +duct +texans +##ciation +##ropolis +skipper +speculative +vomit +doctrines +stresses +253 +davy +graders +whitehead +jozef +timely +cumulative +haryana +paints +appropriately +boon +cactus +##ales +##pid +dow +legions +##pit +perceptions +1730 +picturesque +##yse +periphery +rune +wr +##aha +celtics +sentencing +whoa +##erin +confirms +variance +425 +moines +mathews +spade +rave +m1 +fronted +fx +blending +alleging +reared +##gl +237 +##paper +grassroots +eroded +##free +##physical +directs +ordeal +##sław +accelerate +hacker +rooftop +##inia +lev +buys +cebu +devote +##lce +specialising +##ulsion +choreographed +repetition +warehouses +##ryl +paisley +tuscany +analogy +sorcerer +hash +huts +shards +descends +exclude +nix +chaplin +gaga +ito +vane +##drich +causeway +misconduct +limo +orchestrated +glands +jana +##kot +u2 +##mple +##sons +branching +contrasts +scoop +longed +##virus +chattanooga +##75 +syrup +cornerstone +##tized +##mind +##iaceae +careless +precedence +frescoes +##uet +chilled +consult +modelled +snatch +peat +##thermal +caucasian +humane +relaxation +spins +temperance +##lbert +occupations +lambda +hybrids +moons +mp3 +##oese +247 +rolf +societal +yerevan +ness +##ssler +befriended +mechanized +nominate +trough +boasted +cues +seater +##hom +bends +##tangle +conductors +emptiness +##lmer +eurasian +adriatic +tian +##cie +anxiously +lark +propellers +chichester +jock +ev +2a +##holding +credible +recounts +tori +loyalist +abduction +##hoot +##redo +nepali +##mite +ventral +tempting +##ango +##crats +steered +##wice +javelin +dipping +laborers +prentice +looming +titanium +##ː +badges +emir +tensor +##ntation +egyptians +rash +denies +hawthorne +lombard +showers +wehrmacht +dietary +trojan +##reus +welles +executing +horseshoe +lifeboat +##lak +elsa +infirmary +nearing +roberta +boyer +mutter +trillion +joanne +##fine +##oked +sinks +vortex +uruguayan +clasp +sirius +##block +accelerator +prohibit +sunken +byu +chronological +diplomats +ochreous +510 +symmetrical +1644 +maia +##tology +salts +reigns +atrocities +##ия +hess +bared +issn +##vyn +cater +saturated +##cycle +##isse +sable +voyager +dyer +yusuf +##inge +fountains +wolff +##39 +##nni +engraving +rollins +atheist +ominous +##ault +herr +chariot +martina +strung +##fell +##farlane +horrific +sahib +gazes +saetan +erased +ptolemy +##olic +flushing +lauderdale +analytic +##ices +530 +navarro +beak +gorilla +herrera +broom +guadalupe +raiding +sykes +311 +bsc +deliveries +1720 +invasions +carmichael +tajikistan +thematic +ecumenical +sentiments +onstage +##rians +##brand +##sume +catastrophic +flanks +molten +##arns +waller +aimee +terminating +##icing +alternately +##oche +nehru +printers +outraged +##eving +empires +template +banners +repetitive +za +##oise +vegetarian +##tell +guiana +opt +cavendish +lucknow +synthesized +##hani +##mada +finalized +##ctable +fictitious +mayoral +unreliable +##enham +embracing +peppers +rbis +##chio +##neo +inhibition +slashed +togo +orderly +embroidered +safari +salty +236 +barron +benito +totaled +##dak +pubs +simulated +caden +devin +tolkien +momma +welding +sesame +##ept +gottingen +hardness +630 +shaman +temeraire +620 +adequately +pediatric +##kit +ck +assertion +radicals +composure +cadence +seafood +beaufort +lazarus +mani +warily +cunning +kurdistan +249 +cantata +##kir +ares +##41 +##clusive +nape +townland +geared +insulted +flutter +boating +violate +draper +dumping +malmo +##hh +##romatic +firearm +alta +bono +obscured +##clave +exceeds +panorama +unbelievable +##train +preschool +##essed +disconnected +installing +rescuing +secretaries +accessibility +##castle +##drive +##ifice +##film +bouts +slug +waterway +mindanao +##buro +##ratic +halves +##ل +calming +liter +maternity +adorable +bragg +electrification +mcc +##dote +roxy +schizophrenia +##body +munoz +kaye +whaling +239 +mil +tingling +tolerant +##ago +unconventional +volcanoes +##finder +deportivo +##llie +robson +kaufman +neuroscience +wai +deportation +masovian +scraping +converse +##bh +hacking +bulge +##oun +administratively +yao +580 +amp +mammoth +booster +claremont +hooper +nomenclature +pursuits +mclaughlin +melinda +##sul +catfish +barclay +substrates +taxa +zee +originals +kimberly +packets +padma +##ality +borrowing +ostensibly +solvent +##bri +##genesis +##mist +lukas +shreveport +veracruz +##ь +##lou +##wives +cheney +tt +anatolia +hobbs +##zyn +cyclic +radiant +alistair +greenish +siena +dat +independents +##bation +conform +pieter +hyper +applicant +bradshaw +spores +telangana +vinci +inexpensive +nuclei +322 +jang +nme +soho +spd +##ign +cradled +receptionist +pow +##43 +##rika +fascism +##ifer +experimenting +##ading +##iec +##region +345 +jocelyn +maris +stair +nocturnal +toro +constabulary +elgin +##kker +msc +##giving +##schen +##rase +doherty +doping +sarcastically +batter +maneuvers +##cano +##apple +##gai +##git +intrinsic +##nst +##stor +1753 +showtime +cafes +gasps +lviv +ushered +##thed +fours +restart +astonishment +transmitting +flyer +shrugs +##sau +intriguing +cones +dictated +mushrooms +medial +##kovsky +##elman +escorting +gaped +##26 +godfather +##door +##sell +djs +recaptured +timetable +vila +1710 +3a +aerodrome +mortals +scientology +##orne +angelina +mag +convection +unpaid +insertion +intermittent +lego +##nated +endeavor +kota +pereira +##lz +304 +bwv +glamorgan +insults +agatha +fey +##cend +fleetwood +mahogany +protruding +steamship +zeta +##arty +mcguire +suspense +##sphere +advising +urges +##wala +hurriedly +meteor +gilded +inline +arroyo +stalker +##oge +excitedly +revered +##cure +earle +introductory +##break +##ilde +mutants +puff +pulses +reinforcement +##haling +curses +lizards +stalk +correlated +##fixed +fallout +macquarie +##unas +bearded +denton +heaving +802 +##ocation +winery +assign +dortmund +##lkirk +everest +invariant +charismatic +susie +##elling +bled +lesley +telegram +sumner +bk +##ogen +##к +wilcox +needy +colbert +duval +##iferous +##mbled +allotted +attends +imperative +##hita +replacements +hawker +##inda +insurgency +##zee +##eke +casts +##yla +680 +ives +transitioned +##pack +##powering +authoritative +baylor +flex +cringed +plaintiffs +woodrow +##skie +drastic +ape +aroma +unfolded +commotion +nt +preoccupied +theta +routines +lasers +privatization +wand +domino +ek +clenching +nsa +strategically +showered +bile +handkerchief +pere +storing +christophe +insulting +316 +nakamura +romani +asiatic +magdalena +palma +cruises +stripping +405 +konstantin +soaring +##berman +colloquially +forerunner +havilland +incarcerated +parasites +sincerity +##utus +disks +plank +saigon +##ining +corbin +homo +ornaments +powerhouse +##tlement +chong +fastened +feasibility +idf +morphological +usable +##nish +##zuki +aqueduct +jaguars +keepers +##flies +aleksandr +faust +assigns +ewing +bacterium +hurled +tricky +hungarians +integers +wallis +321 +yamaha +##isha +hushed +oblivion +aviator +evangelist +friars +##eller +monograph +ode +##nary +airplanes +labourers +charms +##nee +1661 +hagen +tnt +rudder +fiesta +transcript +dorothea +ska +inhibitor +maccabi +retorted +raining +encompassed +clauses +menacing +1642 +lineman +##gist +vamps +##ape +##dick +gloom +##rera +dealings +easing +seekers +##nut +##pment +helens +unmanned +##anu +##isson +basics +##amy +##ckman +adjustments +1688 +brutality +horne +##zell +sui +##55 +##mable +aggregator +##thal +rhino +##drick +##vira +counters +zoom +##01 +##rting +mn +montenegrin +packard +##unciation +##♭ +##kki +reclaim +scholastic +thugs +pulsed +##icia +syriac +quan +saddam +banda +kobe +blaming +buddies +dissent +##lusion +##usia +corbett +jaya +delle +erratic +lexie +##hesis +435 +amiga +hermes +##pressing +##leen +chapels +gospels +jamal +##uating +compute +revolving +warp +##sso +##thes +armory +##eras +##gol +antrim +loki +##kow +##asian +##good +##zano +braid +handwriting +subdistrict +funky +pantheon +##iculate +concurrency +estimation +improper +juliana +##his +newcomers +johnstone +staten +communicated +##oco +##alle +sausage +stormy +##stered +##tters +superfamily +##grade +acidic +collateral +tabloid +##oped +##rza +bladder +austen +##ellant +mcgraw +##hay +hannibal +mein +aquino +lucifer +wo +badger +boar +cher +christensen +greenberg +interruption +##kken +jem +244 +mocked +bottoms +cambridgeshire +##lide +sprawling +##bbly +eastwood +ghent +synth +##buck +advisers +##bah +nominally +hapoel +qu +daggers +estranged +fabricated +towels +vinnie +wcw +misunderstanding +anglia +nothin +unmistakable +##dust +##lova +chilly +marquette +truss +##edge +##erine +reece +##lty +##chemist +##connected +272 +308 +41st +bash +raion +waterfalls +##ump +##main +labyrinth +queue +theorist +##istle +bharatiya +flexed +soundtracks +rooney +leftist +patrolling +wharton +plainly +alleviate +eastman +schuster +topographic +engages +immensely +unbearable +fairchild +1620 +dona +lurking +parisian +oliveira +ia +indictment +hahn +bangladeshi +##aster +vivo +##uming +##ential +antonia +expects +indoors +kildare +harlan +##logue +##ogenic +##sities +forgiven +##wat +childish +tavi +##mide +##orra +plausible +grimm +successively +scooted +##bola +##dget +##rith +spartans +emery +flatly +azure +epilogue +##wark +flourish +##iny +##tracted +##overs +##oshi +bestseller +distressed +receipt +spitting +hermit +topological +##cot +drilled +subunit +francs +##layer +eel +##fk +##itas +octopus +footprint +petitions +ufo +##say +##foil +interfering +leaking +palo +##metry +thistle +valiant +##pic +narayan +mcpherson +##fast +gonzales +##ym +##enne +dustin +novgorod +solos +##zman +doin +##raph +##patient +##meyer +soluble +ashland +cuffs +carole +pendleton +whistling +vassal +##river +deviation +revisited +constituents +rallied +rotate +loomed +##eil +##nting +amateurs +augsburg +auschwitz +crowns +skeletons +##cona +bonnet +257 +dummy +globalization +simeon +sleeper +mandal +differentiated +##crow +##mare +milne +bundled +exasperated +talmud +owes +segregated +##feng +##uary +dentist +piracy +props +##rang +devlin +##torium +malicious +paws +##laid +dependency +##ergy +##fers +##enna +258 +pistons +rourke +jed +grammatical +tres +maha +wig +512 +ghostly +jayne +##achal +##creen +##ilis +##lins +##rence +designate +##with +arrogance +cambodian +clones +showdown +throttle +twain +##ception +lobes +metz +nagoya +335 +braking +##furt +385 +roaming +##minster +amin +crippled +##37 +##llary +indifferent +hoffmann +idols +intimidating +1751 +261 +influenza +memo +onions +1748 +bandage +consciously +##landa +##rage +clandestine +observes +swiped +tangle +##ener +##jected +##trum +##bill +##lta +hugs +congresses +josiah +spirited +##dek +humanist +managerial +filmmaking +inmate +rhymes +debuting +grimsby +ur +##laze +duplicate +vigor +##tf +republished +bolshevik +refurbishment +antibiotics +martini +methane +newscasts +royale +horizons +levant +iain +visas +##ischen +paler +##around +manifestation +snuck +alf +chop +futile +pedestal +rehab +##kat +bmg +kerman +res +fairbanks +jarrett +abstraction +saharan +##zek +1746 +procedural +clearer +kincaid +sash +luciano +##ffey +crunch +helmut +##vara +revolutionaries +##tute +creamy +leach +##mmon +1747 +permitting +nes +plight +wendell +##lese +contra +ts +clancy +ipa +mach +staples +autopsy +disturbances +nueva +karin +pontiac +##uding +proxy +venerable +haunt +leto +bergman +expands +##helm +wal +##pipe +canning +celine +cords +obesity +##enary +intrusion +planner +##phate +reasoned +sequencing +307 +harrow +##chon +##dora +marred +mcintyre +repay +tarzan +darting +248 +harrisburg +margarita +repulsed +##hur +##lding +belinda +hamburger +novo +compliant +runways +bingham +registrar +skyscraper +ic +cuthbert +improvisation +livelihood +##corp +##elial +admiring +##dened +sporadic +believer +casablanca +popcorn +##29 +asha +shovel +##bek +##dice +coiled +tangible +##dez +casper +elsie +resin +tenderness +rectory +##ivision +avail +sonar +##mori +boutique +##dier +guerre +bathed +upbringing +vaulted +sandals +blessings +##naut +##utnant +1680 +306 +foxes +pia +corrosion +hesitantly +confederates +crystalline +footprints +shapiro +tirana +valentin +drones +45th +microscope +shipments +texted +inquisition +wry +guernsey +unauthorized +resigning +760 +ripple +schubert +stu +reassure +felony +##ardo +brittle +koreans +##havan +##ives +dun +implicit +tyres +##aldi +##lth +magnolia +##ehan +##puri +##poulos +aggressively +fei +gr +familiarity +##poo +indicative +##trust +fundamentally +jimmie +overrun +395 +anchors +moans +##opus +britannia +armagh +##ggle +purposely +seizing +##vao +bewildered +mundane +avoidance +cosmopolitan +geometridae +quartermaster +caf +415 +chatter +engulfed +gleam +purge +##icate +juliette +jurisprudence +guerra +revisions +##bn +casimir +brew +##jm +1749 +clapton +cloudy +conde +hermitage +278 +simulations +torches +vincenzo +matteo +##rill +hidalgo +booming +westbound +accomplishment +tentacles +unaffected +##sius +annabelle +flopped +sloping +##litz +dreamer +interceptor +vu +##loh +consecration +copying +messaging +breaker +climates +hospitalized +1752 +torino +afternoons +winfield +witnessing +##teacher +breakers +choirs +sawmill +coldly +##ege +sipping +haste +uninhabited +conical +bibliography +pamphlets +severn +edict +##oca +deux +illnesses +grips +##pl +rehearsals +sis +thinkers +tame +##keepers +1690 +acacia +reformer +##osed +##rys +shuffling +##iring +##shima +eastbound +ionic +rhea +flees +littered +##oum +rocker +vomiting +groaning +champ +overwhelmingly +civilizations +paces +sloop +adoptive +##tish +skaters +##vres +aiding +mango +##joy +nikola +shriek +##ignon +pharmaceuticals +##mg +tuna +calvert +gustavo +stocked +yearbook +##urai +##mana +computed +subsp +riff +hanoi +kelvin +hamid +moors +pastures +summons +jihad +nectar +##ctors +bayou +untitled +pleasing +vastly +republics +intellect +##η +##ulio +##tou +crumbling +stylistic +sb +##ی +consolation +frequented +h₂o +walden +widows +##iens +404 +##ignment +chunks +improves +288 +grit +recited +##dev +snarl +sociological +##arte +##gul +inquired +##held +bruise +clube +consultancy +homogeneous +hornets +multiplication +pasta +prick +savior +##grin +##kou +##phile +yoon +##gara +grimes +vanishing +cheering +reacting +bn +distillery +##quisite +##vity +coe +dockyard +massif +##jord +escorts +voss +##valent +byte +chopped +hawke +illusions +workings +floats +##koto +##vac +kv +annapolis +madden +##onus +alvaro +noctuidae +##cum +##scopic +avenge +steamboat +forte +illustrates +erika +##trip +570 +dew +nationalities +bran +manifested +thirsty +diversified +muscled +reborn +##standing +arson +##lessness +##dran +##logram +##boys +##kushima +##vious +willoughby +##phobia +286 +alsace +dashboard +yuki +##chai +granville +myspace +publicized +tricked +##gang +adjective +##ater +relic +reorganisation +enthusiastically +indications +saxe +##lassified +consolidate +iec +padua +helplessly +ramps +renaming +regulars +pedestrians +accents +convicts +inaccurate +lowers +mana +##pati +barrie +bjp +outta +someplace +berwick +flanking +invoked +marrow +sparsely +excerpts +clothed +rei +##ginal +wept +##straße +##vish +alexa +excel +##ptive +membranes +aquitaine +creeks +cutler +sheppard +implementations +ns +##dur +fragrance +budge +concordia +magnesium +marcelo +##antes +gladly +vibrating +##rral +##ggles +montrose +##omba +lew +seamus +1630 +cocky +##ament +##uen +bjorn +##rrick +fielder +fluttering +##lase +methyl +kimberley +mcdowell +reductions +barbed +##jic +##tonic +aeronautical +condensed +distracting +##promising +huffed +##cala +##sle +claudius +invincible +missy +pious +balthazar +ci +##lang +butte +combo +orson +##dication +myriad +1707 +silenced +##fed +##rh +coco +netball +yourselves +##oza +clarify +heller +peg +durban +etudes +offender +roast +blackmail +curvature +##woods +vile +309 +illicit +suriname +##linson +overture +1685 +bubbling +gymnast +tucking +##mming +##ouin +maldives +##bala +gurney +##dda +##eased +##oides +backside +pinto +jars +racehorse +tending +##rdial +baronetcy +wiener +duly +##rke +barbarian +cupping +flawed +##thesis +bertha +pleistocene +puddle +swearing +##nob +##tically +fleeting +prostate +amulet +educating +##mined +##iti +##tler +75th +jens +respondents +analytics +cavaliers +papacy +raju +##iente +##ulum +##tip +funnel +271 +disneyland +##lley +sociologist +##iam +2500 +faulkner +louvre +menon +##dson +276 +##ower +afterlife +mannheim +peptide +referees +comedians +meaningless +##anger +##laise +fabrics +hurley +renal +sleeps +##bour +##icle +breakout +kristin +roadside +animator +clover +disdain +unsafe +redesign +##urity +firth +barnsley +portage +reset +narrows +268 +commandos +expansive +speechless +tubular +##lux +essendon +eyelashes +smashwords +##yad +##bang +##claim +craved +sprinted +chet +somme +astor +wrocław +orton +266 +bane +##erving +##uing +mischief +##amps +##sund +scaling +terre +##xious +impairment +offenses +undermine +moi +soy +contiguous +arcadia +inuit +seam +##tops +macbeth +rebelled +##icative +##iot +590 +elaborated +frs +uniformed +##dberg +259 +powerless +priscilla +stimulated +980 +qc +arboretum +frustrating +trieste +bullock +##nified +enriched +glistening +intern +##adia +locus +nouvelle +ollie +ike +lash +starboard +ee +tapestry +headlined +hove +rigged +##vite +pollock +##yme +thrive +clustered +cas +roi +gleamed +olympiad +##lino +pressured +regimes +##hosis +##lick +ripley +##ophone +kickoff +gallon +rockwell +##arable +crusader +glue +revolutions +scrambling +1714 +grover +##jure +englishman +aztec +263 +contemplating +coven +ipad +preach +triumphant +tufts +##esian +rotational +##phus +328 +falkland +##brates +strewn +clarissa +rejoin +environmentally +glint +banded +drenched +moat +albanians +johor +rr +maestro +malley +nouveau +shaded +taxonomy +v6 +adhere +bunk +airfields +##ritan +1741 +encompass +remington +tran +##erative +amelie +mazda +friar +morals +passions +##zai +breadth +vis +##hae +argus +burnham +caressing +insider +rudd +##imov +##mini +##rso +italianate +murderous +textual +wainwright +armada +bam +weave +timer +##taken +##nh +fra +##crest +ardent +salazar +taps +tunis +##ntino +allegro +gland +philanthropic +##chester +implication +##optera +esq +judas +noticeably +wynn +##dara +inched +indexed +crises +villiers +bandit +royalties +patterned +cupboard +interspersed +accessory +isla +kendrick +entourage +stitches +##esthesia +headwaters +##ior +interlude +distraught +draught +1727 +##basket +biased +sy +transient +triad +subgenus +adapting +kidd +shortstop +##umatic +dimly +spiked +mcleod +reprint +nellie +pretoria +windmill +##cek +singled +##mps +273 +reunite +##orous +747 +bankers +outlying +##omp +##ports +##tream +apologies +cosmetics +patsy +##deh +##ocks +##yson +bender +nantes +serene +##nad +lucha +mmm +323 +##cius +##gli +cmll +coinage +nestor +juarez +##rook +smeared +sprayed +twitching +sterile +irina +embodied +juveniles +enveloped +miscellaneous +cancers +dq +gulped +luisa +crested +swat +donegal +ref +##anov +##acker +hearst +mercantile +##lika +doorbell +ua +vicki +##alla +##som +bilbao +psychologists +stryker +sw +horsemen +turkmenistan +wits +##national +anson +mathew +screenings +##umb +rihanna +##agne +##nessy +aisles +##iani +##osphere +hines +kenton +saskatoon +tasha +truncated +##champ +##itan +mildred +advises +fredrik +interpreting +inhibitors +##athi +spectroscopy +##hab +##kong +karim +panda +##oia +##nail +##vc +conqueror +kgb +leukemia +##dity +arrivals +cheered +pisa +phosphorus +shielded +##riated +mammal +unitarian +urgently +chopin +sanitary +##mission +spicy +drugged +hinges +##tort +tipping +trier +impoverished +westchester +##caster +267 +epoch +nonstop +##gman +##khov +aromatic +centrally +cerro +##tively +##vio +billions +modulation +sedimentary +283 +facilitating +outrageous +goldstein +##eak +##kt +ld +maitland +penultimate +pollard +##dance +fleets +spaceship +vertebrae +##nig +alcoholism +als +recital +##bham +##ference +##omics +m2 +##bm +trois +##tropical +##в +commemorates +##meric +marge +##raction +1643 +670 +cosmetic +ravaged +##ige +catastrophe +eng +##shida +albrecht +arterial +bellamy +decor +harmon +##rde +bulbs +synchronized +vito +easiest +shetland +shielding +wnba +##glers +##ssar +##riam +brianna +cumbria +##aceous +##rard +cores +thayer +##nsk +brood +hilltop +luminous +carts +keynote +larkin +logos +##cta +##ا +##mund +##quay +lilith +tinted +277 +wrestle +mobilization +##uses +sequential +siam +bloomfield +takahashi +274 +##ieving +presenters +ringo +blazed +witty +##oven +##ignant +devastation +haydn +harmed +newt +therese +##peed +gershwin +molina +rabbis +sudanese +001 +innate +restarted +##sack +##fus +slices +wb +##shah +enroll +hypothetical +hysterical +1743 +fabio +indefinite +warped +##hg +exchanging +525 +unsuitable +##sboro +gallo +1603 +bret +cobalt +homemade +##hunter +mx +operatives +##dhar +terraces +durable +latch +pens +whorls +##ctuated +##eaux +billing +ligament +succumbed +##gly +regulators +spawn +##brick +##stead +filmfare +rochelle +##nzo +1725 +circumstance +saber +supplements +##nsky +##tson +crowe +wellesley +carrot +##9th +##movable +primate +drury +sincerely +topical +##mad +##rao +callahan +kyiv +smarter +tits +undo +##yeh +announcements +anthologies +barrio +nebula +##islaus +##shaft +##tyn +bodyguards +2021 +assassinate +barns +emmett +scully +##mah +##yd +##eland +##tino +##itarian +demoted +gorman +lashed +prized +adventist +writ +##gui +alla +invertebrates +##ausen +1641 +amman +1742 +align +healy +redistribution +##gf +##rize +insulation +##drop +adherents +hezbollah +vitro +ferns +yanking +269 +php +registering +uppsala +cheerleading +confines +mischievous +tully +##ross +49th +docked +roam +stipulated +pumpkin +##bry +prompt +##ezer +blindly +shuddering +craftsmen +frail +scented +katharine +scramble +shaggy +sponge +helix +zaragoza +279 +##52 +43rd +backlash +fontaine +seizures +posse +cowan +nonfiction +telenovela +wwii +hammered +undone +##gpur +encircled +irs +##ivation +artefacts +oneself +searing +smallpox +##belle +##osaurus +shandong +breached +upland +blushing +rankin +infinitely +psyche +tolerated +docking +evicted +##col +unmarked +##lving +gnome +lettering +litres +musique +##oint +benevolent +##jal +blackened +##anna +mccall +racers +tingle +##ocene +##orestation +introductions +radically +292 +##hiff +##باد +1610 +1739 +munchen +plead +##nka +condo +scissors +##sight +##tens +apprehension +##cey +##yin +hallmark +watering +formulas +sequels +##llas +aggravated +bae +commencing +##building +enfield +prohibits +marne +vedic +civilized +euclidean +jagger +beforehand +blasts +dumont +##arney +##nem +740 +conversions +hierarchical +rios +simulator +##dya +##lellan +hedges +oleg +thrusts +shadowed +darby +maximize +1744 +gregorian +##nded +##routed +sham +unspecified +##hog +emory +factual +##smo +##tp +fooled +##rger +ortega +wellness +marlon +##oton +##urance +casket +keating +ley +enclave +##ayan +char +influencing +jia +##chenko +412 +ammonia +erebidae +incompatible +violins +cornered +##arat +grooves +astronauts +columbian +rampant +fabrication +kyushu +mahmud +vanish +##dern +mesopotamia +##lete +ict +##rgen +caspian +kenji +pitted +##vered +999 +grimace +roanoke +tchaikovsky +twinned +##analysis +##awan +xinjiang +arias +clemson +kazakh +sizable +1662 +##khand +##vard +plunge +tatum +vittorio +##nden +cholera +##dana +##oper +bracing +indifference +projectile +superliga +##chee +realises +upgrading +299 +porte +retribution +##vies +nk +stil +##resses +ama +bureaucracy +blackberry +bosch +testosterone +collapses +greer +##pathic +ioc +fifties +malls +##erved +bao +baskets +adolescents +siegfried +##osity +##tosis +mantra +detecting +existent +fledgling +##cchi +dissatisfied +gan +telecommunication +mingled +sobbed +6000 +controversies +outdated +taxis +##raus +fright +slams +##lham +##fect +##tten +detectors +fetal +tanned +##uw +fray +goth +olympian +skipping +mandates +scratches +sheng +unspoken +hyundai +tracey +hotspur +restrictive +##buch +americana +mundo +##bari +burroughs +diva +vulcan +##6th +distinctions +thumping +##ngen +mikey +sheds +fide +rescues +springsteen +vested +valuation +##ece +##ely +pinnacle +rake +sylvie +##edo +almond +quivering +##irus +alteration +faltered +##wad +51st +hydra +ticked +##kato +recommends +##dicated +antigua +arjun +stagecoach +wilfred +trickle +pronouns +##pon +aryan +nighttime +##anian +gall +pea +stitch +##hei +leung +milos +##dini +eritrea +nexus +starved +snowfall +kant +parasitic +cot +discus +hana +strikers +appleton +kitchens +##erina +##partisan +##itha +##vius +disclose +metis +##channel +1701 +tesla +##vera +fitch +1735 +blooded +##tila +decimal +##tang +##bai +cyclones +eun +bottled +peas +pensacola +basha +bolivian +crabs +boil +lanterns +partridge +roofed +1645 +necks +##phila +opined +patting +##kla +##lland +chuckles +volta +whereupon +##nche +devout +euroleague +suicidal +##dee +inherently +involuntary +knitting +nasser +##hide +puppets +colourful +courageous +southend +stills +miraculous +hodgson +richer +rochdale +ethernet +greta +uniting +prism +umm +##haya +##itical +##utation +deterioration +pointe +prowess +##ropriation +lids +scranton +billings +subcontinent +##koff +##scope +brute +kellogg +psalms +degraded +##vez +stanisław +##ructured +ferreira +pun +astonishing +gunnar +##yat +arya +prc +gottfried +##tight +excursion +##ographer +dina +##quil +##nare +huffington +illustrious +wilbur +gundam +verandah +##zard +naacp +##odle +constructive +fjord +kade +##naud +generosity +thrilling +baseline +cayman +frankish +plastics +accommodations +zoological +##fting +cedric +qb +motorized +##dome +##otted +squealed +tackled +canucks +budgets +situ +asthma +dail +gabled +grasslands +whimpered +writhing +judgments +##65 +minnie +pv +##carbon +bananas +grille +domes +monique +odin +maguire +markham +tierney +##estra +##chua +libel +poke +speedy +atrium +laval +notwithstanding +##edly +fai +kala +##sur +robb +##sma +listings +luz +supplementary +tianjin +##acing +enzo +jd +ric +scanner +croats +transcribed +##49 +arden +cv +##hair +##raphy +##lver +##uy +357 +seventies +staggering +alam +horticultural +hs +regression +timbers +blasting +##ounded +montagu +manipulating +##cit +catalytic +1550 +troopers +##meo +condemnation +fitzpatrick +##oire +##roved +inexperienced +1670 +castes +##lative +outing +314 +dubois +flicking +quarrel +ste +learners +1625 +iq +whistled +##class +282 +classify +tariffs +temperament +355 +folly +liszt +##yles +immersed +jordanian +ceasefire +apparel +extras +maru +fished +##bio +harta +stockport +assortment +craftsman +paralysis +transmitters +##cola +blindness +##wk +fatally +proficiency +solemnly +##orno +repairing +amore +groceries +ultraviolet +##chase +schoolhouse +##tua +resurgence +nailed +##otype +##× +ruse +saliva +diagrams +##tructing +albans +rann +thirties +1b +antennas +hilarious +cougars +paddington +stats +##eger +breakaway +ipod +reza +authorship +prohibiting +scoffed +##etz +##ttle +conscription +defected +trondheim +##fires +ivanov +keenan +##adan +##ciful +##fb +##slow +locating +##ials +##tford +cadiz +basalt +blankly +interned +rags +rattling +##tick +carpathian +reassured +sync +bum +guildford +iss +staunch +##onga +astronomers +sera +sofie +emergencies +susquehanna +##heard +duc +mastery +vh1 +williamsburg +bayer +buckled +craving +##khan +##rdes +bloomington +##write +alton +barbecue +##bians +justine +##hri +##ndt +delightful +smartphone +newtown +photon +retrieval +peugeot +hissing +##monium +##orough +flavors +lighted +relaunched +tainted +##games +##lysis +anarchy +microscopic +hopping +adept +evade +evie +##beau +inhibit +sinn +adjustable +hurst +intuition +wilton +cisco +44th +lawful +lowlands +stockings +thierry +##dalen +##hila +##nai +fates +prank +tb +maison +lobbied +provocative +1724 +4a +utopia +##qual +carbonate +gujarati +purcell +##rford +curtiss +##mei +overgrown +arenas +mediation +swallows +##rnik +respectful +turnbull +##hedron +##hope +alyssa +ozone +##ʻi +ami +gestapo +johansson +snooker +canteen +cuff +declines +empathy +stigma +##ags +##iner +##raine +taxpayers +gui +volga +##wright +##copic +lifespan +overcame +tattooed +enactment +giggles +##ador +##camp +barrington +bribe +obligatory +orbiting +peng +##enas +elusive +sucker +##vating +cong +hardship +empowered +anticipating +estrada +cryptic +greasy +detainees +planck +sudbury +plaid +dod +marriott +kayla +##ears +##vb +##zd +mortally +##hein +cognition +radha +319 +liechtenstein +meade +richly +argyle +harpsichord +liberalism +trumpets +lauded +tyrant +salsa +tiled +lear +promoters +reused +slicing +trident +##chuk +##gami +##lka +cantor +checkpoint +##points +gaul +leger +mammalian +##tov +##aar +##schaft +doha +frenchman +nirvana +##vino +delgado +headlining +##eron +##iography +jug +tko +1649 +naga +intersections +##jia +benfica +nawab +##suka +ashford +gulp +##deck +##vill +##rug +brentford +frazier +pleasures +dunne +potsdam +shenzhen +dentistry +##tec +flanagan +##dorff +##hear +chorale +dinah +prem +quezon +##rogated +relinquished +sutra +terri +##pani +flaps +##rissa +poly +##rnet +homme +aback +##eki +linger +womb +##kson +##lewood +doorstep +orthodoxy +threaded +westfield +##rval +dioceses +fridays +subsided +##gata +loyalists +##biotic +##ettes +letterman +lunatic +prelate +tenderly +invariably +souza +thug +winslow +##otide +furlongs +gogh +jeopardy +##runa +pegasus +##umble +humiliated +standalone +tagged +##roller +freshmen +klan +##bright +attaining +initiating +transatlantic +logged +viz +##uance +1723 +combatants +intervening +stephane +chieftain +despised +grazed +317 +cdc +galveston +godzilla +macro +simulate +##planes +parades +##esses +960 +##ductive +##unes +equator +overdose +##cans +##hosh +##lifting +joshi +epstein +sonora +treacherous +aquatics +manchu +responsive +##sation +supervisory +##christ +##llins +##ibar +##balance +##uso +kimball +karlsruhe +mab +##emy +ignores +phonetic +reuters +spaghetti +820 +almighty +danzig +rumbling +tombstone +designations +lured +outset +##felt +supermarkets +##wt +grupo +kei +kraft +susanna +##blood +comprehension +genealogy +##aghan +##verted +redding +##ythe +1722 +bowing +##pore +##roi +lest +sharpened +fulbright +valkyrie +sikhs +##unds +swans +bouquet +merritt +##tage +##venting +commuted +redhead +clerks +leasing +cesare +dea +hazy +##vances +fledged +greenfield +servicemen +##gical +armando +blackout +dt +sagged +downloadable +intra +potion +pods +##4th +##mism +xp +attendants +gambia +stale +##ntine +plump +asteroids +rediscovered +buds +flea +hive +##neas +1737 +classifications +debuts +##eles +olympus +scala +##eurs +##gno +##mute +hummed +sigismund +visuals +wiggled +await +pilasters +clench +sulfate +##ances +bellevue +enigma +trainee +snort +##sw +clouded +denim +##rank +##rder +churning +hartman +lodges +riches +sima +##missible +accountable +socrates +regulates +mueller +##cr +1702 +avoids +solids +himalayas +nutrient +pup +##jevic +squat +fades +nec +##lates +##pina +##rona +##ου +privateer +tequila +##gative +##mpton +apt +hornet +immortals +##dou +asturias +cleansing +dario +##rries +##anta +etymology +servicing +zhejiang +##venor +##nx +horned +erasmus +rayon +relocating +£10 +##bags +escalated +promenade +stubble +2010s +artisans +axial +liquids +mora +sho +yoo +##tsky +bundles +oldies +##nally +notification +bastion +##ths +sparkle +##lved +1728 +leash +pathogen +highs +##hmi +immature +880 +gonzaga +ignatius +mansions +monterrey +sweets +bryson +##loe +polled +regatta +brightest +pei +rosy +squid +hatfield +payroll +addict +meath +cornerback +heaviest +lodging +##mage +capcom +rippled +##sily +barnet +mayhem +ymca +snuggled +rousseau +##cute +blanchard +284 +fragmented +leighton +chromosomes +risking +##md +##strel +##utter +corinne +coyotes +cynical +hiroshi +yeomanry +##ractive +ebook +grading +mandela +plume +agustin +magdalene +##rkin +bea +femme +trafford +##coll +##lun +##tance +52nd +fourier +upton +##mental +camilla +gust +iihf +islamabad +longevity +##kala +feldman +netting +##rization +endeavour +foraging +mfa +orr +##open +greyish +contradiction +graz +##ruff +handicapped +marlene +tweed +oaxaca +spp +campos +miocene +pri +configured +cooks +pluto +cozy +pornographic +##entes +70th +fairness +glided +jonny +lynne +rounding +sired +##emon +##nist +remade +uncover +##mack +complied +lei +newsweek +##jured +##parts +##enting +##pg +293 +finer +guerrillas +athenian +deng +disused +stepmother +accuse +gingerly +seduction +521 +confronting +##walker +##going +gora +nostalgia +sabres +virginity +wrenched +##minated +syndication +wielding +eyre +##56 +##gnon +##igny +behaved +taxpayer +sweeps +##growth +childless +gallant +##ywood +amplified +geraldine +scrape +##ffi +babylonian +fresco +##rdan +##kney +##position +1718 +restricting +tack +fukuoka +osborn +selector +partnering +##dlow +318 +gnu +kia +tak +whitley +gables +##54 +##mania +mri +softness +immersion +##bots +##evsky +1713 +chilling +insignificant +pcs +##uis +elites +lina +purported +supplemental +teaming +##americana +##dding +##inton +proficient +rouen +##nage +##rret +niccolo +selects +##bread +fluffy +1621 +gruff +knotted +mukherjee +polgara +thrash +nicholls +secluded +smoothing +thru +corsica +loaf +whitaker +inquiries +##rrier +##kam +indochina +289 +marlins +myles +peking +##tea +extracts +pastry +superhuman +connacht +vogel +##ditional +##het +##udged +##lash +gloss +quarries +refit +teaser +##alic +##gaon +20s +materialized +sling +camped +pickering +tung +tracker +pursuant +##cide +cranes +soc +##cini +##typical +##viere +anhalt +overboard +workout +chores +fares +orphaned +stains +##logie +fenton +surpassing +joyah +triggers +##itte +grandmaster +##lass +##lists +clapping +fraudulent +ledger +nagasaki +##cor +##nosis +##tsa +eucalyptus +tun +##icio +##rney +##tara +dax +heroism +ina +wrexham +onboard +unsigned +##dates +moshe +galley +winnie +droplets +exiles +praises +watered +noodles +##aia +fein +adi +leland +multicultural +stink +bingo +comets +erskine +modernized +canned +constraint +domestically +chemotherapy +featherweight +stifled +##mum +darkly +irresistible +refreshing +hasty +isolate +##oys +kitchener +planners +##wehr +cages +yarn +implant +toulon +elects +childbirth +yue +##lind +##lone +cn +rightful +sportsman +junctions +remodeled +specifies +##rgh +291 +##oons +complimented +##urgent +lister +ot +##logic +bequeathed +cheekbones +fontana +gabby +##dial +amadeus +corrugated +maverick +resented +triangles +##hered +##usly +nazareth +tyrol +1675 +assent +poorer +sectional +aegean +##cous +296 +nylon +ghanaian +##egorical +##weig +cushions +forbid +fusiliers +obstruction +somerville +##scia +dime +earrings +elliptical +leyte +oder +polymers +timmy +atm +midtown +piloted +settles +continual +externally +mayfield +##uh +enrichment +henson +keane +persians +1733 +benji +braden +pep +324 +##efe +contenders +pepsi +valet +##isches +298 +##asse +##earing +goofy +stroll +##amen +authoritarian +occurrences +adversary +ahmedabad +tangent +toppled +dorchester +1672 +modernism +marxism +islamist +charlemagne +exponential +racks +unicode +brunette +mbc +pic +skirmish +##bund +##lad +##powered +##yst +hoisted +messina +shatter +##ctum +jedi +vantage +##music +##neil +clemens +mahmoud +corrupted +authentication +lowry +nils +##washed +omnibus +wounding +jillian +##itors +##opped +serialized +narcotics +handheld +##arm +##plicity +intersecting +stimulating +##onis +crate +fellowships +hemingway +casinos +climatic +fordham +copeland +drip +beatty +leaflets +robber +brothel +madeira +##hedral +sphinx +ultrasound +##vana +valor +forbade +leonid +villas +##aldo +duane +marquez +##cytes +disadvantaged +forearms +kawasaki +reacts +consular +lax +uncles +uphold +##hopper +concepcion +dorsey +lass +##izan +arching +passageway +1708 +researches +tia +internationals +##graphs +##opers +distinguishes +javanese +divert +##uven +plotted +##listic +##rwin +##erik +##tify +affirmative +signifies +validation +##bson +kari +felicity +georgina +zulu +##eros +##rained +##rath +overcoming +##dot +argyll +##rbin +1734 +chiba +ratification +windy +earls +parapet +##marks +hunan +pristine +astrid +punta +##gart +brodie +##kota +##oder +malaga +minerva +rouse +##phonic +bellowed +pagoda +portals +reclamation +##gur +##odies +##⁄₄ +parentheses +quoting +allergic +palette +showcases +benefactor +heartland +nonlinear +##tness +bladed +cheerfully +scans +##ety +##hone +1666 +girlfriends +pedersen +hiram +sous +##liche +##nator +1683 +##nery +##orio +##umen +bobo +primaries +smiley +##cb +unearthed +uniformly +fis +metadata +1635 +ind +##oted +recoil +##titles +##tura +##ια +406 +hilbert +jamestown +mcmillan +tulane +seychelles +##frid +antics +coli +fated +stucco +##grants +1654 +bulky +accolades +arrays +caledonian +carnage +optimism +puebla +##tative +##cave +enforcing +rotherham +seo +dunlop +aeronautics +chimed +incline +zoning +archduke +hellenistic +##oses +##sions +candi +thong +##ople +magnate +rustic +##rsk +projective +slant +##offs +danes +hollis +vocalists +##ammed +congenital +contend +gesellschaft +##ocating +##pressive +douglass +quieter +##cm +##kshi +howled +salim +spontaneously +townsville +buena +southport +##bold +kato +1638 +faerie +stiffly +##vus +##rled +297 +flawless +realising +taboo +##7th +bytes +straightening +356 +jena +##hid +##rmin +cartwright +berber +bertram +soloists +411 +noses +417 +coping +fission +hardin +inca +##cen +1717 +mobilized +vhf +##raf +biscuits +curate +##85 +##anial +331 +gaunt +neighbourhoods +1540 +##abas +blanca +bypassed +sockets +behold +coincidentally +##bane +nara +shave +splinter +terrific +##arion +##erian +commonplace +juris +redwood +waistband +boxed +caitlin +fingerprints +jennie +naturalized +##ired +balfour +craters +jody +bungalow +hugely +quilt +glitter +pigeons +undertaker +bulging +constrained +goo +##sil +##akh +assimilation +reworked +##person +persuasion +##pants +felicia +##cliff +##ulent +1732 +explodes +##dun +##inium +##zic +lyman +vulture +hog +overlook +begs +northwards +ow +spoil +##urer +fatima +favorably +accumulate +sargent +sorority +corresponded +dispersal +kochi +toned +##imi +##lita +internacional +newfound +##agger +##lynn +##rigue +booths +peanuts +##eborg +medicare +muriel +nur +##uram +crates +millennia +pajamas +worsened +##breakers +jimi +vanuatu +yawned +##udeau +carousel +##hony +hurdle +##ccus +##mounted +##pod +rv +##eche +airship +ambiguity +compulsion +recapture +##claiming +arthritis +##osomal +1667 +asserting +ngc +sniffing +dade +discontent +glendale +ported +##amina +defamation +rammed +##scent +fling +livingstone +##fleet +875 +##ppy +apocalyptic +comrade +lcd +##lowe +cessna +eine +persecuted +subsistence +demi +hoop +reliefs +710 +coptic +progressing +stemmed +perpetrators +1665 +priestess +##nio +dobson +ebony +rooster +itf +tortricidae +##bbon +##jian +cleanup +##jean +##øy +1721 +eighties +taxonomic +holiness +##hearted +##spar +antilles +showcasing +stabilized +##nb +gia +mascara +michelangelo +dawned +##uria +##vinsky +extinguished +fitz +grotesque +£100 +##fera +##loid +##mous +barges +neue +throbbed +cipher +johnnie +##a1 +##mpt +outburst +##swick +spearheaded +administrations +c1 +heartbreak +pixels +pleasantly +##enay +lombardy +plush +##nsed +bobbie +##hly +reapers +tremor +xiang +minogue +substantive +hitch +barak +##wyl +kwan +##encia +910 +obscene +elegance +indus +surfer +bribery +conserve +##hyllum +##masters +horatio +##fat +apes +rebound +psychotic +##pour +iteration +##mium +##vani +botanic +horribly +antiques +dispose +paxton +##hli +##wg +timeless +1704 +disregard +engraver +hounds +##bau +##version +looted +uno +facilitates +groans +masjid +rutland +antibody +disqualification +decatur +footballers +quake +slacks +48th +rein +scribe +stabilize +commits +exemplary +tho +##hort +##chison +pantry +traversed +##hiti +disrepair +identifiable +vibrated +baccalaureate +##nnis +csa +interviewing +##iensis +##raße +greaves +wealthiest +343 +classed +jogged +£5 +##58 +##atal +illuminating +knicks +respecting +##uno +scrubbed +##iji +##dles +kruger +moods +growls +raider +silvia +chefs +kam +vr +cree +percival +##terol +gunter +counterattack +defiant +henan +ze +##rasia +##riety +equivalence +submissions +##fra +##thor +bautista +mechanically +##heater +cornice +herbal +templar +##mering +outputs +ruining +ligand +renumbered +extravagant +mika +blockbuster +eta +insurrection +##ilia +darkening +ferocious +pianos +strife +kinship +##aer +melee +##anor +##iste +##may +##oue +decidedly +weep +##jad +##missive +##ppel +354 +puget +unease +##gnant +1629 +hammering +kassel +ob +wessex +##lga +bromwich +egan +paranoia +utilization +##atable +##idad +contradictory +provoke +##ols +##ouring +##tangled +knesset +##very +##lette +plumbing +##sden +##¹ +greensboro +occult +sniff +338 +zev +beaming +gamer +haggard +mahal +##olt +##pins +mendes +utmost +briefing +gunnery +##gut +##pher +##zh +##rok +1679 +khalifa +sonya +##boot +principals +urbana +wiring +##liffe +##minating +##rrado +dahl +nyu +skepticism +np +townspeople +ithaca +lobster +somethin +##fur +##arina +##−1 +freighter +zimmerman +biceps +contractual +##herton +amend +hurrying +subconscious +##anal +336 +meng +clermont +spawning +##eia +##lub +dignitaries +impetus +snacks +spotting +twigs +##bilis +##cz +##ouk +libertadores +nic +skylar +##aina +##firm +gustave +asean +##anum +dieter +legislatures +flirt +bromley +trolls +umar +##bbies +##tyle +blah +parc +bridgeport +crank +negligence +##nction +46th +constantin +molded +bandages +seriousness +00pm +siegel +carpets +compartments +upbeat +statehood +##dner +##edging +marko +730 +platt +##hane +paving +##iy +1738 +abbess +impatience +limousine +nbl +##talk +441 +lucille +mojo +nightfall +robbers +##nais +karel +brisk +calves +replicate +ascribed +telescopes +##olf +intimidated +##reen +ballast +specialization +##sit +aerodynamic +caliphate +rainer +visionary +##arded +epsilon +##aday +##onte +aggregation +auditory +boosted +reunification +kathmandu +loco +robyn +402 +acknowledges +appointing +humanoid +newell +redeveloped +restraints +##tained +barbarians +chopper +1609 +italiana +##lez +##lho +investigates +wrestlemania +##anies +##bib +690 +##falls +creaked +dragoons +gravely +minions +stupidity +volley +##harat +##week +musik +##eries +##uously +fungal +massimo +semantics +malvern +##ahl +##pee +discourage +embryo +imperialism +1910s +profoundly +##ddled +jiangsu +sparkled +stat +##holz +sweatshirt +tobin +##iction +sneered +##cheon +##oit +brit +causal +smyth +##neuve +diffuse +perrin +silvio +##ipes +##recht +detonated +iqbal +selma +##nism +##zumi +roasted +##riders +tay +##ados +##mament +##mut +##rud +840 +completes +nipples +cfa +flavour +hirsch +##laus +calderon +sneakers +moravian +##ksha +1622 +rq +294 +##imeters +bodo +##isance +##pre +##ronia +anatomical +excerpt +##lke +dh +kunst +##tablished +##scoe +biomass +panted +unharmed +gael +housemates +montpellier +##59 +coa +rodents +tonic +hickory +singleton +##taro +451 +1719 +aldo +breaststroke +dempsey +och +rocco +##cuit +merton +dissemination +midsummer +serials +##idi +haji +polynomials +##rdon +gs +enoch +prematurely +shutter +taunton +£3 +##grating +##inates +archangel +harassed +##asco +326 +archway +dazzling +##ecin +1736 +sumo +wat +##kovich +1086 +honneur +##ently +##nostic +##ttal +##idon +1605 +403 +1716 +blogger +rents +##gnan +hires +##ikh +##dant +howie +##rons +handler +retracted +shocks +1632 +arun +duluth +kepler +trumpeter +##lary +peeking +seasoned +trooper +##mara +laszlo +##iciencies +##rti +heterosexual +##inatory +##ssion +indira +jogging +##inga +##lism +beit +dissatisfaction +malice +##ately +nedra +peeling +##rgeon +47th +stadiums +475 +vertigo +##ains +iced +restroom +##plify +##tub +illustrating +pear +##chner +##sibility +inorganic +rappers +receipts +watery +##kura +lucinda +##oulos +reintroduced +##8th +##tched +gracefully +saxons +nutritional +wastewater +rained +favourites +bedrock +fisted +hallways +likeness +upscale +##lateral +1580 +blinds +prequel +##pps +##tama +deter +humiliating +restraining +tn +vents +1659 +laundering +recess +rosary +tractors +coulter +federer +##ifiers +##plin +persistence +##quitable +geschichte +pendulum +quakers +##beam +bassett +pictorial +buffet +koln +##sitor +drills +reciprocal +shooters +##57 +##cton +##tees +converge +pip +dmitri +donnelly +yamamoto +aqua +azores +demographics +hypnotic +spitfire +suspend +wryly +roderick +##rran +sebastien +##asurable +mavericks +##fles +##200 +himalayan +prodigy +##iance +transvaal +demonstrators +handcuffs +dodged +mcnamara +sublime +1726 +crazed +##efined +##till +ivo +pondered +reconciled +shrill +sava +##duk +bal +cad +heresy +jaipur +goran +##nished +341 +lux +shelly +whitehall +##hre +israelis +peacekeeping +##wled +1703 +demetrius +ousted +##arians +##zos +beale +anwar +backstroke +raged +shrinking +cremated +##yck +benign +towing +wadi +darmstadt +landfill +parana +soothe +colleen +sidewalks +mayfair +tumble +hepatitis +ferrer +superstructure +##gingly +##urse +##wee +anthropological +translators +##mies +closeness +hooves +##pw +mondays +##roll +##vita +landscaping +##urized +purification +sock +thorns +thwarted +jalan +tiberius +##taka +saline +##rito +confidently +khyber +sculptors +##ij +brahms +hammersmith +inspectors +battista +fivb +fragmentation +hackney +##uls +arresting +exercising +antoinette +bedfordshire +##zily +dyed +##hema +1656 +racetrack +variability +##tique +1655 +austrians +deteriorating +madman +theorists +aix +lehman +weathered +1731 +decreed +eruptions +1729 +flaw +quinlan +sorbonne +flutes +nunez +1711 +adored +downwards +fable +rasped +1712 +moritz +mouthful +renegade +shivers +stunts +dysfunction +restrain +translit +327 +pancakes +##avio +##cision +##tray +351 +vial +##lden +bain +##maid +##oxide +chihuahua +malacca +vimes +##rba +##rnier +1664 +donnie +plaques +##ually +337 +bangs +floppy +huntsville +loretta +nikolay +##otte +eater +handgun +ubiquitous +##hett +eras +zodiac +1634 +##omorphic +1820s +##zog +cochran +##bula +##lithic +warring +##rada +dalai +excused +blazers +mcconnell +reeling +bot +este +##abi +geese +hoax +taxon +##bla +guitarists +##icon +condemning +hunts +inversion +moffat +taekwondo +##lvis +1624 +stammered +##rest +##rzy +sousa +fundraiser +marylebone +navigable +uptown +cabbage +daniela +salman +shitty +whimper +##kian +##utive +programmers +protections +rm +##rmi +##rued +forceful +##enes +fuss +##tao +##wash +brat +oppressive +reykjavik +spartak +ticking +##inkles +##kiewicz +adolph +horst +maui +protege +straighten +cpc +landau +concourse +clements +resultant +##ando +imaginative +joo +reactivated +##rem +##ffled +##uising +consultative +##guide +flop +kaitlyn +mergers +parenting +somber +##vron +supervise +vidhan +##imum +courtship +exemplified +harmonies +medallist +refining +##rrow +##ка +amara +##hum +780 +goalscorer +sited +overshadowed +rohan +displeasure +secretive +multiplied +osman +##orth +engravings +padre +##kali +##veda +miniatures +mis +##yala +clap +pali +rook +##cana +1692 +57th +antennae +astro +oskar +1628 +bulldog +crotch +hackett +yucatan +##sure +amplifiers +brno +ferrara +migrating +##gree +thanking +turing +##eza +mccann +ting +andersson +onslaught +gaines +ganga +incense +standardization +##mation +sentai +scuba +stuffing +turquoise +waivers +alloys +##vitt +regaining +vaults +##clops +##gizing +digger +furry +memorabilia +probing +##iad +payton +rec +deutschland +filippo +opaque +seamen +zenith +afrikaans +##filtration +disciplined +inspirational +##merie +banco +confuse +grafton +tod +##dgets +championed +simi +anomaly +biplane +##ceptive +electrode +##para +1697 +cleavage +crossbow +swirl +informant +##lars +##osta +afi +bonfire +spec +##oux +lakeside +slump +##culus +##lais +##qvist +##rrigan +1016 +facades +borg +inwardly +cervical +xl +pointedly +050 +stabilization +##odon +chests +1699 +hacked +ctv +orthogonal +suzy +##lastic +gaulle +jacobite +rearview +##cam +##erted +ashby +##drik +##igate +##mise +##zbek +affectionately +canine +disperse +latham +##istles +##ivar +spielberg +##orin +##idium +ezekiel +cid +##sg +durga +middletown +##cina +customized +frontiers +harden +##etano +##zzy +1604 +bolsheviks +##66 +coloration +yoko +##bedo +briefs +slabs +debra +liquidation +plumage +##oin +blossoms +dementia +subsidy +1611 +proctor +relational +jerseys +parochial +ter +##ici +esa +peshawar +cavalier +loren +cpi +idiots +shamrock +1646 +dutton +malabar +mustache +##endez +##ocytes +referencing +terminates +marche +yarmouth +##sop +acton +mated +seton +subtly +baptised +beige +extremes +jolted +kristina +telecast +##actic +safeguard +waldo +##baldi +##bular +endeavors +sloppy +subterranean +##ensburg +##itung +delicately +pigment +tq +##scu +1626 +##ound +collisions +coveted +herds +##personal +##meister +##nberger +chopra +##ricting +abnormalities +defective +galician +lucie +##dilly +alligator +likened +##genase +burundi +clears +complexion +derelict +deafening +diablo +fingered +champaign +dogg +enlist +isotope +labeling +mrna +##erre +brilliance +marvelous +##ayo +1652 +crawley +ether +footed +dwellers +deserts +hamish +rubs +warlock +skimmed +##lizer +870 +buick +embark +heraldic +irregularities +##ajan +kiara +##kulam +##ieg +antigen +kowalski +##lge +oakley +visitation +##mbit +vt +##suit +1570 +murderers +##miento +##rites +chimneys +##sling +condemn +custer +exchequer +havre +##ghi +fluctuations +##rations +dfb +hendricks +vaccines +##tarian +nietzsche +biking +juicy +##duced +brooding +scrolling +selangor +##ragan +352 +annum +boomed +seminole +sugarcane +##dna +departmental +dismissing +innsbruck +arteries +ashok +batavia +daze +kun +overtook +##rga +##tlan +beheaded +gaddafi +holm +electronically +faulty +galilee +fractures +kobayashi +##lized +gunmen +magma +aramaic +mala +eastenders +inference +messengers +bf +##qu +407 +bathrooms +##vere +1658 +flashbacks +ideally +misunderstood +##jali +##weather +mendez +##grounds +505 +uncanny +##iii +1709 +friendships +##nbc +sacrament +accommodated +reiterated +logistical +pebbles +thumped +##escence +administering +decrees +drafts +##flight +##cased +##tula +futuristic +picket +intimidation +winthrop +##fahan +interfered +339 +afar +francoise +morally +uta +cochin +croft +dwarfs +##bruck +##dents +##nami +biker +##hner +##meral +nano +##isen +##ometric +##pres +##ан +brightened +meek +parcels +securely +gunners +##jhl +##zko +agile +hysteria +##lten +##rcus +bukit +champs +chevy +cuckoo +leith +sadler +theologians +welded +##section +1663 +jj +plurality +xander +##rooms +##formed +shredded +temps +intimately +pau +tormented +##lok +##stellar +1618 +charred +ems +essen +##mmel +alarms +spraying +ascot +blooms +twinkle +##abia +##apes +internment +obsidian +##chaft +snoop +##dav +##ooping +malibu +##tension +quiver +##itia +hays +mcintosh +travers +walsall +##ffie +1623 +beverley +schwarz +plunging +structurally +m3 +rosenthal +vikram +##tsk +770 +ghz +##onda +##tiv +chalmers +groningen +pew +reckon +unicef +##rvis +55th +##gni +1651 +sulawesi +avila +cai +metaphysical +screwing +turbulence +##mberg +augusto +samba +56th +baffled +momentary +toxin +##urian +##wani +aachen +condoms +dali +steppe +##3d +##app +##oed +##year +adolescence +dauphin +electrically +inaccessible +microscopy +nikita +##ega +atv +##cel +##enter +##oles +##oteric +##ы +accountants +punishments +wrongly +bribes +adventurous +clinch +flinders +southland +##hem +##kata +gough +##ciency +lads +soared +##ה +undergoes +deformation +outlawed +rubbish +##arus +##mussen +##nidae +##rzburg +arcs +##ingdon +##tituted +1695 +wheelbase +wheeling +bombardier +campground +zebra +##lices +##oj +##bain +lullaby +##ecure +donetsk +wylie +grenada +##arding +##ης +squinting +eireann +opposes +##andra +maximal +runes +##broken +##cuting +##iface +##ror +##rosis +additive +britney +adultery +triggering +##drome +detrimental +aarhus +containment +jc +swapped +vichy +##ioms +madly +##oric +##rag +brant +##ckey +##trix +1560 +1612 +broughton +rustling +##stems +##uder +asbestos +mentoring +##nivorous +finley +leaps +##isan +apical +pry +slits +substitutes +##dict +intuitive +fantasia +insistent +unreasonable +##igen +##vna +domed +hannover +margot +ponder +##zziness +impromptu +jian +lc +rampage +stemming +##eft +andrey +gerais +whichever +amnesia +appropriated +anzac +clicks +modifying +ultimatum +cambrian +maids +verve +yellowstone +##mbs +conservatoire +##scribe +adherence +dinners +spectra +imperfect +mysteriously +sidekick +tatar +tuba +##aks +##ifolia +distrust +##athan +##zle +c2 +ronin +zac +##pse +celaena +instrumentalist +scents +skopje +##mbling +comical +compensated +vidal +condor +intersect +jingle +wavelengths +##urrent +mcqueen +##izzly +carp +weasel +422 +kanye +militias +postdoctoral +eugen +gunslinger +##ɛ +faux +hospice +##for +appalled +derivation +dwarves +##elis +dilapidated +##folk +astoria +philology +##lwyn +##otho +##saka +inducing +philanthropy +##bf +##itative +geek +markedly +sql +##yce +bessie +indices +rn +##flict +495 +frowns +resolving +weightlifting +tugs +cleric +contentious +1653 +mania +rms +##miya +##reate +##ruck +##tucket +bien +eels +marek +##ayton +##cence +discreet +unofficially +##ife +leaks +##bber +1705 +332 +dung +compressor +hillsborough +pandit +shillings +distal +##skin +381 +##tat +##you +nosed +##nir +mangrove +undeveloped +##idia +textures +##inho +##500 +##rise +ae +irritating +nay +amazingly +bancroft +apologetic +compassionate +kata +symphonies +##lovic +airspace +##lch +930 +gifford +precautions +fulfillment +sevilla +vulgar +martinique +##urities +looting +piccolo +tidy +##dermott +quadrant +armchair +incomes +mathematicians +stampede +nilsson +##inking +##scan +foo +quarterfinal +##ostal +shang +shouldered +squirrels +##owe +344 +vinegar +##bner +##rchy +##systems +delaying +##trics +ars +dwyer +rhapsody +sponsoring +##gration +bipolar +cinder +starters +##olio +##urst +421 +signage +##nty +aground +figurative +mons +acquaintances +duets +erroneously +soyuz +elliptic +recreated +##cultural +##quette +##ssed +##tma +##zcz +moderator +scares +##itaire +##stones +##udence +juniper +sighting +##just +##nsen +britten +calabria +ry +bop +cramer +forsyth +stillness +##л +airmen +gathers +unfit +##umber +##upt +taunting +##rip +seeker +streamlined +##bution +holster +schumann +tread +vox +##gano +##onzo +strive +dil +reforming +covent +newbury +predicting +##orro +decorate +tre +##puted +andover +ie +asahi +dept +dunkirk +gills +##tori +buren +huskies +##stis +##stov +abstracts +bets +loosen +##opa +1682 +yearning +##glio +##sir +berman +effortlessly +enamel +napoli +persist +##peration +##uez +attache +elisa +b1 +invitations +##kic +accelerating +reindeer +boardwalk +clutches +nelly +polka +starbucks +##kei +adamant +huey +lough +unbroken +adventurer +embroidery +inspecting +stanza +##ducted +naia +taluka +##pone +##roids +chases +deprivation +florian +##jing +##ppet +earthly +##lib +##ssee +colossal +foreigner +vet +freaks +patrice +rosewood +triassic +upstate +##pkins +dominates +ata +chants +ks +vo +##400 +##bley +##raya +##rmed +555 +agra +infiltrate +##ailing +##ilation +##tzer +##uppe +##werk +binoculars +enthusiast +fujian +squeak +##avs +abolitionist +almeida +boredom +hampstead +marsden +rations +##ands +inflated +334 +bonuses +rosalie +patna +##rco +329 +detachments +penitentiary +54th +flourishing +woolf +##dion +##etched +papyrus +##lster +##nsor +##toy +bobbed +dismounted +endelle +inhuman +motorola +tbs +wince +wreath +##ticus +hideout +inspections +sanjay +disgrace +infused +pudding +stalks +##urbed +arsenic +leases +##hyl +##rrard +collarbone +##waite +##wil +dowry +##bant +##edance +genealogical +nitrate +salamanca +scandals +thyroid +necessitated +##! +##" +### +##$ +##% +##& +##' +##( +##) +##* +##+ +##, +##- +##. +##/ +##: +##; +##< +##= +##> +##? +##@ +##[ +##\ +##] +##^ +##_ +##` +##{ +##| +##} +##~ +##¡ +##¢ +##£ +##¤ +##¥ +##¦ +##§ +##¨ +##© +##ª +##« +##¬ +##® +##± +##´ +##µ +##¶ +##· +##º +##» +##¼ +##¾ +##¿ +##æ +##ð +##÷ +##þ +##đ +##ħ +##ŋ +##œ +##ƒ +##ɐ +##ɑ +##ɒ +##ɔ +##ɕ +##ə +##ɡ +##ɣ +##ɨ +##ɪ +##ɫ +##ɬ +##ɯ +##ɲ +##ɴ +##ɹ +##ɾ +##ʀ +##ʁ +##ʂ +##ʃ +##ʉ +##ʊ +##ʋ +##ʌ +##ʎ +##ʐ +##ʑ +##ʒ +##ʔ +##ʰ +##ʲ +##ʳ +##ʷ +##ʸ +##ʻ +##ʼ +##ʾ +##ʿ +##ˈ +##ˡ +##ˢ +##ˣ +##ˤ +##β +##γ +##δ +##ε +##ζ +##θ +##κ +##λ +##μ +##ξ +##ο +##π +##ρ +##σ +##τ +##υ +##φ +##χ +##ψ +##ω +##б +##г +##д +##ж +##з +##м +##п +##с +##у +##ф +##х +##ц +##ч +##ш +##щ +##ъ +##э +##ю +##ђ +##є +##і +##ј +##љ +##њ +##ћ +##ӏ +##ա +##բ +##գ +##դ +##ե +##թ +##ի +##լ +##կ +##հ +##մ +##յ +##ն +##ո +##պ +##ս +##վ +##տ +##ր +##ւ +##ք +##־ +##א +##ב +##ג +##ד +##ו +##ז +##ח +##ט +##י +##ך +##כ +##ל +##ם +##מ +##ן +##נ +##ס +##ע +##ף +##פ +##ץ +##צ +##ק +##ר +##ש +##ת +##، +##ء +##ب +##ت +##ث +##ج +##ح +##خ +##ذ +##ز +##س +##ش +##ص +##ض +##ط +##ظ +##ع +##غ +##ـ +##ف +##ق +##ك +##و +##ى +##ٹ +##پ +##چ +##ک +##گ +##ں +##ھ +##ہ +##ے +##अ +##आ +##उ +##ए +##क +##ख +##ग +##च +##ज +##ट +##ड +##ण +##त +##थ +##द +##ध +##न +##प +##ब +##भ +##म +##य +##र +##ल +##व +##श +##ष +##स +##ह +##ा +##ि +##ी +##ो +##। +##॥ +##ং +##অ +##আ +##ই +##উ +##এ +##ও +##ক +##খ +##গ +##চ +##ছ +##জ +##ট +##ড +##ণ +##ত +##থ +##দ +##ধ +##ন +##প +##ব +##ভ +##ম +##য +##র +##ল +##শ +##ষ +##স +##হ +##া +##ি +##ী +##ে +##க +##ச +##ட +##த +##ந +##ன +##ப +##ம +##ய +##ர +##ல +##ள +##வ +##ா +##ி +##ு +##ே +##ை +##ನ +##ರ +##ಾ +##ක +##ය +##ර +##ල +##ව +##ා +##ก +##ง +##ต +##ท +##น +##พ +##ม +##ย +##ร +##ล +##ว +##ส +##อ +##า +##เ +##་ +##། +##ག +##ང +##ད +##ན +##པ +##བ +##མ +##འ +##ར +##ལ +##ས +##မ +##ა +##ბ +##გ +##დ +##ე +##ვ +##თ +##ი +##კ +##ლ +##მ +##ნ +##ო +##რ +##ს +##ტ +##უ +##ᄀ +##ᄂ +##ᄃ +##ᄅ +##ᄆ +##ᄇ +##ᄉ +##ᄊ +##ᄋ +##ᄌ +##ᄎ +##ᄏ +##ᄐ +##ᄑ +##ᄒ +##ᅡ +##ᅢ +##ᅥ +##ᅦ +##ᅧ +##ᅩ +##ᅪ +##ᅭ +##ᅮ +##ᅯ +##ᅲ +##ᅳ +##ᅴ +##ᅵ +##ᆨ +##ᆫ +##ᆯ +##ᆷ +##ᆸ +##ᆼ +##ᴬ +##ᴮ +##ᴰ +##ᴵ +##ᴺ +##ᵀ +##ᵃ +##ᵇ +##ᵈ +##ᵉ +##ᵍ +##ᵏ +##ᵐ +##ᵒ +##ᵖ +##ᵗ +##ᵘ +##ᵣ +##ᵤ +##ᵥ +##ᶜ +##ᶠ +##‐ +##‑ +##‒ +##– +##— +##― +##‖ +##‘ +##’ +##‚ +##“ +##” +##„ +##† +##‡ +##• +##… +##‰ +##′ +##″ +##› +##‿ +##⁄ +##⁰ +##ⁱ +##⁴ +##⁵ +##⁶ +##⁷ +##⁸ +##⁹ +##⁻ +##ⁿ +##₅ +##₆ +##₇ +##₈ +##₉ +##₊ +##₍ +##₎ +##ₐ +##ₑ +##ₒ +##ₓ +##ₕ +##ₖ +##ₗ +##ₘ +##ₚ +##ₛ +##ₜ +##₤ +##₩ +##€ +##₱ +##₹ +##ℓ +##№ +##ℝ +##™ +##⅓ +##⅔ +##← +##↑ +##→ +##↓ +##↔ +##↦ +##⇄ +##⇌ +##⇒ +##∂ +##∅ +##∆ +##∇ +##∈ +##∗ +##∘ +##√ +##∞ +##∧ +##∨ +##∩ +##∪ +##≈ +##≡ +##≤ +##≥ +##⊂ +##⊆ +##⊕ +##⊗ +##⋅ +##─ +##│ +##■ +##▪ +##● +##★ +##☆ +##☉ +##♠ +##♣ +##♥ +##♦ +##♯ +##⟨ +##⟩ +##ⱼ +##⺩ +##⺼ +##⽥ +##、 +##。 +##〈 +##〉 +##《 +##》 +##「 +##」 +##『 +##』 +##〜 +##あ +##い +##う +##え +##お +##か +##き +##く +##け +##こ +##さ +##し +##す +##せ +##そ +##た +##ち +##っ +##つ +##て +##と +##な +##に +##ぬ +##ね +##の +##は +##ひ +##ふ +##へ +##ほ +##ま +##み +##む +##め +##も +##や +##ゆ +##よ +##ら +##り +##る +##れ +##ろ +##を +##ん +##ァ +##ア +##ィ +##イ +##ウ +##ェ +##エ +##オ +##カ +##キ +##ク +##ケ +##コ +##サ +##シ +##ス +##セ +##タ +##チ +##ッ +##ツ +##テ +##ト +##ナ +##ニ +##ノ +##ハ +##ヒ +##フ +##ヘ +##ホ +##マ +##ミ +##ム +##メ +##モ +##ャ +##ュ +##ョ +##ラ +##リ +##ル +##レ +##ロ +##ワ +##ン +##・ +##ー +##一 +##三 +##上 +##下 +##不 +##世 +##中 +##主 +##久 +##之 +##也 +##事 +##二 +##五 +##井 +##京 +##人 +##亻 +##仁 +##介 +##代 +##仮 +##伊 +##会 +##佐 +##侍 +##保 +##信 +##健 +##元 +##光 +##八 +##公 +##内 +##出 +##分 +##前 +##劉 +##力 +##加 +##勝 +##北 +##区 +##十 +##千 +##南 +##博 +##原 +##口 +##古 +##史 +##司 +##合 +##吉 +##同 +##名 +##和 +##囗 +##四 +##国 +##國 +##土 +##地 +##坂 +##城 +##堂 +##場 +##士 +##夏 +##外 +##大 +##天 +##太 +##夫 +##奈 +##女 +##子 +##学 +##宀 +##宇 +##安 +##宗 +##定 +##宣 +##宮 +##家 +##宿 +##寺 +##將 +##小 +##尚 +##山 +##岡 +##島 +##崎 +##川 +##州 +##巿 +##帝 +##平 +##年 +##幸 +##广 +##弘 +##張 +##彳 +##後 +##御 +##德 +##心 +##忄 +##志 +##忠 +##愛 +##成 +##我 +##戦 +##戸 +##手 +##扌 +##政 +##文 +##新 +##方 +##日 +##明 +##星 +##春 +##昭 +##智 +##曲 +##書 +##月 +##有 +##朝 +##木 +##本 +##李 +##村 +##東 +##松 +##林 +##森 +##楊 +##樹 +##橋 +##歌 +##止 +##正 +##武 +##比 +##氏 +##民 +##水 +##氵 +##氷 +##永 +##江 +##沢 +##河 +##治 +##法 +##海 +##清 +##漢 +##瀬 +##火 +##版 +##犬 +##王 +##生 +##田 +##男 +##疒 +##発 +##白 +##的 +##皇 +##目 +##相 +##省 +##真 +##石 +##示 +##社 +##神 +##福 +##禾 +##秀 +##秋 +##空 +##立 +##章 +##竹 +##糹 +##美 +##義 +##耳 +##良 +##艹 +##花 +##英 +##華 +##葉 +##藤 +##行 +##街 +##西 +##見 +##訁 +##語 +##谷 +##貝 +##貴 +##車 +##軍 +##辶 +##道 +##郎 +##郡 +##部 +##都 +##里 +##野 +##金 +##鈴 +##镇 +##長 +##門 +##間 +##阝 +##阿 +##陳 +##陽 +##雄 +##青 +##面 +##風 +##食 +##香 +##馬 +##高 +##龍 +##龸 +##fi +##fl +##！ +##（ +##） +##， +##－ +##． +##／ +##： +##？ +##～ diff --git a/ERNIE/data/demo_train_set.gz b/data/demo_train_set.gz similarity index 100% rename from ERNIE/data/demo_train_set.gz rename to data/demo_train_set.gz diff --git a/ERNIE/data/demo_valid_set.gz b/data/demo_valid_set.gz similarity index 100% rename from ERNIE/data/demo_valid_set.gz rename to data/demo_valid_set.gz diff --git a/ERNIE/data/train_filelist b/data/train_filelist similarity index 100% rename from ERNIE/data/train_filelist rename to data/train_filelist diff --git a/ERNIE/data/valid_filelist b/data/valid_filelist similarity index 100% rename from ERNIE/data/valid_filelist rename to data/valid_filelist diff --git a/ERNIE/ernie_encoder.py b/ernie_encoder.py similarity index 94% rename from ERNIE/ernie_encoder.py rename to ernie_encoder.py index c23b04ca1d4d9791b988999fbcdd43626af193a9..56be900c895f932c3f5b384c4585f50d8989307b 100644 --- a/ERNIE/ernie_encoder.py +++ b/ernie_encoder.py @@ -55,19 +55,21 @@ def create_model(args, pyreader_name, ernie_config): pyreader = fluid.layers.py_reader( capacity=50, shapes=[[-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], - [-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], [-1, 1]], - dtypes=['int64', 'int64', 'int64', 'float', 'int64'], - lod_levels=[0, 0, 0, 0, 0], + [-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], + [-1, args.max_seq_len, 1], [-1, 1]], + dtypes=['int64', 'int64', 'int64', 'int64', 'float', 'int64'], + lod_levels=[0, 0, 0, 0, 0, 0], name=pyreader_name, use_double_buffer=True) - (src_ids, sent_ids, pos_ids, input_mask, + (src_ids, sent_ids, pos_ids, task_ids, input_mask, seq_lens) = fluid.layers.read_file(pyreader) ernie = ErnieModel( src_ids=src_ids, position_ids=pos_ids, sentence_ids=sent_ids, + task_ids=task_ids, input_mask=input_mask, config=ernie_config) @@ -154,8 +156,8 @@ def main(args): cls_emb, unpad_top_layer_emb = exe.run( program=infer_program, fetch_list=[ - graph_vars["cls_embeddings"].name, graph_vars[ - "top_layer_embeddings"].name + graph_vars["cls_embeddings"].name, + graph_vars["top_layer_embeddings"].name ], return_numpy=False) # batch_size * embedding_size diff --git a/ERNIE/finetune/__init__.py b/finetune/__init__.py similarity index 100% rename from ERNIE/finetune/__init__.py rename to finetune/__init__.py diff --git a/finetune/classifier.py b/finetune/classifier.py new file mode 100644 index 0000000000000000000000000000000000000000..3e8a855ada9b4b989a022b98584c59db7c3d6171 --- /dev/null +++ b/finetune/classifier.py @@ -0,0 +1,458 @@ +# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Model for classifier.""" + +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import time +import numpy as np + +from scipy.stats import pearsonr, spearmanr +from six.moves import xrange +import paddle.fluid as fluid + +from model.ernie import ErnieModel + + +def create_model(args, + pyreader_name, + ernie_config, + is_prediction=False, + task_name="", + is_classify=False, + is_regression=False, + ernie_version="1.0"): + if is_classify: + pyreader = fluid.layers.py_reader( + capacity=50, + shapes=[[-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], + [-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], + [-1, args.max_seq_len, 1], [-1, 1], [-1, 1]], + dtypes=[ + 'int64', 'int64', 'int64', 'int64', 'float32', 'int64', 'int64' + ], + lod_levels=[0, 0, 0, 0, 0, 0, 0], + name=task_name + "_" + pyreader_name, + use_double_buffer=True) + elif is_regression: + pyreader = fluid.layers.py_reader( + capacity=50, + shapes=[[-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], + [-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], + [-1, args.max_seq_len, 1], [-1, 1], [-1, 1]], + dtypes=[ + 'int64', 'int64', 'int64', 'int64', 'float32', 'float32', + 'int64' + ], + lod_levels=[0, 0, 0, 0, 0, 0, 0], + name=task_name + "_" + pyreader_name, + use_double_buffer=True) + + (src_ids, sent_ids, pos_ids, task_ids, input_mask, labels, + qids) = fluid.layers.read_file(pyreader) + + ernie = ErnieModel( + src_ids=src_ids, + position_ids=pos_ids, + sentence_ids=sent_ids, + task_ids=task_ids, + input_mask=input_mask, + config=ernie_config, + use_fp16=args.use_fp16) + + cls_feats = ernie.get_pooled_output() + cls_feats = fluid.layers.dropout( + x=cls_feats, + dropout_prob=0.1, + dropout_implementation="upscale_in_train") + logits = fluid.layers.fc( + input=cls_feats, + size=args.num_labels, + param_attr=fluid.ParamAttr( + name=task_name + "_cls_out_w", + initializer=fluid.initializer.TruncatedNormal(scale=0.02)), + bias_attr=fluid.ParamAttr( + name=task_name + "_cls_out_b", + initializer=fluid.initializer.Constant(0.))) + + if is_prediction: + probs = fluid.layers.softmax(logits) + feed_targets_name = [ + src_ids.name, sent_ids.name, pos_ids.name, input_mask.name + ] + if ernie_version == "2.0": + feed_targets_name += [task_ids.name] + return pyreader, probs, feed_targets_name + + assert is_classify != is_regression, 'is_classify or is_regression must be true and only one of them can be true' + num_seqs = fluid.layers.create_tensor(dtype='int64') + if is_classify: + ce_loss, probs = fluid.layers.softmax_with_cross_entropy( + logits=logits, label=labels, return_softmax=True) + loss = fluid.layers.mean(x=ce_loss) + accuracy = fluid.layers.accuracy( + input=probs, label=labels, total=num_seqs) + graph_vars = { + "loss": loss, + "probs": probs, + "accuracy": accuracy, + "labels": labels, + "num_seqs": num_seqs, + "qids": qids + } + elif is_regression: + cost = fluid.layers.square_error_cost(input=logits, label=labels) + loss = fluid.layers.mean(x=cost) + graph_vars = { + "loss": loss, + "probs": logits, + "labels": labels, + "num_seqs": num_seqs, + "qids": qids + } + else: + raise ValueError( + 'unsupported fine tune mode. only supported classify/regression') + + return pyreader, graph_vars + + +def evaluate_mrr(preds): + last_qid = None + total_mrr = 0.0 + qnum = 0.0 + rank = 0.0 + correct = False + for qid, score, label in preds: + if qid != last_qid: + rank = 0.0 + qnum += 1 + correct = False + last_qid = qid + + rank += 1 + if not correct and label != 0: + total_mrr += 1.0 / rank + correct = True + + return total_mrr / qnum + + +def evaluate_map(preds): + def singe_map(st, en): + total_p = 0.0 + correct_num = 0.0 + for index in xrange(st, en): + if int(preds[index][2]) != 0: + correct_num += 1 + total_p += correct_num / (index - st + 1) + if int(correct_num) == 0: + return 0.0 + return total_p / correct_num + + last_qid = None + total_map = 0.0 + qnum = 0.0 + st = 0 + for i in xrange(len(preds)): + qid = preds[i][0] + if qid != last_qid: + qnum += 1 + if last_qid != None: + total_map += singe_map(st, i) + st = i + last_qid = qid + + total_map += singe_map(st, len(preds)) + return total_map / qnum + + +def evaluate_classify(exe, + test_program, + test_pyreader, + graph_vars, + eval_phase, + use_multi_gpu_test=False, + metric='simple_accuracy', + is_classify=False, + is_regression=False): + train_fetch_list = [ + graph_vars["loss"].name, graph_vars["accuracy"].name, + graph_vars["num_seqs"].name + ] + + if eval_phase == "train": + if "learning_rate" in graph_vars: + train_fetch_list.append(graph_vars["learning_rate"].name) + outputs = exe.run(fetch_list=train_fetch_list) + ret = {"loss": np.mean(outputs[0]), "accuracy": np.mean(outputs[1])} + if "learning_rate" in graph_vars: + ret["learning_rate"] = float(outputs[3][0]) + return ret + + test_pyreader.start() + total_cost, total_acc, total_num_seqs, total_label_pos_num, total_pred_pos_num, total_correct_num = 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 + qids, labels, scores, preds = [], [], [], [] + time_begin = time.time() + + fetch_list = [ + graph_vars["loss"].name, graph_vars["accuracy"].name, + graph_vars["probs"].name, graph_vars["labels"].name, + graph_vars["num_seqs"].name, graph_vars["qids"].name + ] + while True: + try: + if use_multi_gpu_test: + np_loss, np_acc, np_probs, np_labels, np_num_seqs, np_qids = exe.run( + fetch_list=fetch_list) + else: + np_loss, np_acc, np_probs, np_labels, np_num_seqs, np_qids = exe.run( + program=test_program, fetch_list=fetch_list) + total_cost += np.sum(np_loss * np_num_seqs) + total_acc += np.sum(np_acc * np_num_seqs) + total_num_seqs += np.sum(np_num_seqs) + labels.extend(np_labels.reshape((-1)).tolist()) + if np_qids is None: + np_qids = np.array([]) + qids.extend(np_qids.reshape(-1).tolist()) + scores.extend(np_probs[:, 1].reshape(-1).tolist()) + np_preds = np.argmax(np_probs, axis=1).astype(np.float32) + preds.extend(np_preds) + total_label_pos_num += np.sum(np_labels) + total_pred_pos_num += np.sum(np_preds) + total_correct_num += np.sum(np.dot(np_preds, np_labels)) + except fluid.core.EOFException: + test_pyreader.reset() + break + time_end = time.time() + cost = total_cost / total_num_seqs + elapsed_time = time_end - time_begin + + evaluate_info = "" + if metric == 'acc_and_f1': + ret = acc_and_f1(preds, labels) + evaluate_info = "[%s evaluation] ave loss: %f, ave_acc: %f, f1: %f, data_num: %d, elapsed time: %f s" \ + % (eval_phase, cost, ret['acc'], ret['f1'], total_num_seqs, elapsed_time) + elif metric == 'matthews_corrcoef': + ret = matthews_corrcoef(preds, labels) + evaluate_info = "[%s evaluation] ave loss: %f, matthews_corrcoef: %f, data_num: %d, elapsed time: %f s" \ + % (eval_phase, cost, ret, total_num_seqs, elapsed_time) + elif metric == 'pearson_and_spearman': + ret = pearson_and_spearman(scores, labels) + evaluate_info = "[%s evaluation] ave loss: %f, pearson:%f, spearman:%f, corr:%f, data_num: %d, elapsed time: %f s" \ + % (eval_phase, cost, ret['pearson'], ret['spearman'], ret['corr'], total_num_seqs, elapsed_time) + elif metric == 'simple_accuracy': + ret = simple_accuracy(preds, labels) + evaluate_info = "[%s evaluation] ave loss: %f, acc:%f, data_num: %d, elapsed time: %f s" \ + % (eval_phase, cost, ret, total_num_seqs, elapsed_time) + elif metric == "acc_and_f1_and_mrr": + ret_a = acc_and_f1(preds, labels) + preds = sorted( + zip(qids, scores, labels), key=lambda elem: (elem[0], -elem[1])) + ret_b = evaluate_mrr(preds) + evaluate_info = "[%s evaluation] ave loss: %f, acc: %f, f1: %f, mrr: %f, data_num: %d, elapsed time: %f s" \ + % (eval_phase, cost, ret_a['acc'], ret_a['f1'], ret_b, total_num_seqs, elapsed_time) + else: + raise ValueError('unsupported metric {}'.format(metric)) + return evaluate_info + + +def evaluate_regression(exe, + test_program, + test_pyreader, + graph_vars, + eval_phase, + use_multi_gpu_test=False, + metric='pearson_and_spearman'): + + if eval_phase == "train": + train_fetch_list = [graph_vars["loss"].name] + if "learning_rate" in graph_vars: + train_fetch_list.append(graph_vars["learning_rate"].name) + outputs = exe.run(fetch_list=train_fetch_list) + ret = {"loss": np.mean(outputs[0])} + if "learning_rate" in graph_vars: + ret["learning_rate"] = float(outputs[1][0]) + return ret + + test_pyreader.start() + total_cost, total_num_seqs = 0.0, 0.0 + qids, labels, scores = [], [], [] + + fetch_list = [ + graph_vars["loss"].name, graph_vars["probs"].name, + graph_vars["labels"].name, graph_vars["qids"].name + ] + + time_begin = time.time() + while True: + try: + if use_multi_gpu_test: + np_loss, np_probs, np_labels, np_qids = exe.run( + fetch_list=fetch_list) + else: + np_loss, np_probs, np_labels, np_qids = exe.run( + program=test_program, fetch_list=fetch_list) + labels.extend(np_labels.reshape((-1)).tolist()) + if np_qids is None: + np_qids = np.array([]) + qids.extend(np_qids.reshape(-1).tolist()) + scores.extend(np_probs.reshape(-1).tolist()) + except fluid.core.EOFException: + test_pyreader.reset() + break + time_end = time.time() + + elapsed_time = time_end - time_begin + + if metric == 'pearson_and_spearman': + ret = pearson_and_spearman(scores, labels) + evaluate_info = "[%s evaluation] ave loss: %f, pearson:%f, spearman:%f, corr:%f, elapsed time: %f s" \ + % (eval_phase, 0.0, ret['pearson'], ret['spearmanr'], ret['corr'], elapsed_time) + else: + raise ValueError('unsupported metric {}'.format(metric)) + + return evaluate_info + + +def evaluate(exe, + test_program, + test_pyreader, + graph_vars, + eval_phase, + use_multi_gpu_test=False, + metric='simple_accuracy', + is_classify=False, + is_regression=False): + + if is_classify: + return evaluate_classify( + exe, + test_program, + test_pyreader, + graph_vars, + eval_phase, + use_multi_gpu_test=use_multi_gpu_test, + metric=metric) + else: + return evaluate_regression( + exe, + test_program, + test_pyreader, + graph_vars, + eval_phase, + use_multi_gpu_test=use_multi_gpu_test, + metric=metric) + + +def matthews_corrcoef(preds, labels): + preds = np.array(preds) + labels = np.array(labels) + tp = np.sum((labels == 1) & (preds == 1)) + tn = np.sum((labels == 0) & (preds == 0)) + fp = np.sum((labels == 0) & (preds == 1)) + fn = np.sum((labels == 1) & (preds == 0)) + + mcc = ((tp * tn) - (fp * fn)) / np.sqrt( + (tp + fp) * (tp + fn) * (tn + fp) * (tn + fn)) + return mcc + + +def f1_score(preds, labels): + preds = np.array(preds) + labels = np.array(labels) + + tp = np.sum((labels == 1) & (preds == 1)) + tn = np.sum((labels == 0) & (preds == 0)) + fp = np.sum((labels == 0) & (preds == 1)) + fn = np.sum((labels == 1) & (preds == 0)) + p = tp / (tp + fp) + r = tp / (tp + fn) + f1 = (2 * p * r) / (p + r + 1e-8) + return f1 + + +def pearson_and_spearman(preds, labels): + preds = np.array(preds) + labels = np.array(labels) + + pearson_corr = pearsonr(preds, labels)[0] + spearman_corr = spearmanr(preds, labels)[0] + return { + "pearson": pearson_corr, + "spearmanr": spearman_corr, + "corr": (pearson_corr + spearman_corr) / 2, + } + + +def acc_and_f1(preds, labels): + preds = np.array(preds) + labels = np.array(labels) + + acc = simple_accuracy(preds, labels) + f1 = f1_score(preds, labels) + return { + "acc": acc, + "f1": f1, + "acc_and_f1": (acc + f1) / 2, + } + + +def simple_accuracy(preds, labels): + preds = np.array(preds) + labels = np.array(labels) + return (preds == labels).mean() + + +def predict(exe, + test_program, + test_pyreader, + graph_vars, + dev_count=1, + is_classify=False, + is_regression=False): + test_pyreader.start() + qids, scores, probs = [], [], [] + preds = [] + + fetch_list = [graph_vars["probs"].name, graph_vars["qids"].name] + + while True: + try: + if dev_count == 1: + np_probs, np_qids = exe.run(program=test_program, + fetch_list=fetch_list) + else: + np_probs, np_qids = exe.run(fetch_list=fetch_list) + + if np_qids is None: + np_qids = np.array([]) + qids.extend(np_qids.reshape(-1).tolist()) + if is_classify: + np_preds = np.argmax(np_probs, axis=1).astype(np.float32) + preds.extend(np_preds) + elif is_regression: + preds.extend(np_probs.reshape(-1)) + + probs.append(np_probs) + + except fluid.core.EOFException: + test_pyreader.reset() + break + + probs = np.concatenate(probs, axis=0).reshape([len(preds), -1]) + + return qids, preds, probs diff --git a/finetune/mrc.py b/finetune/mrc.py new file mode 100644 index 0000000000000000000000000000000000000000..ddb55edb4809e204110ef4612a1cbaa4a956d1d0 --- /dev/null +++ b/finetune/mrc.py @@ -0,0 +1,450 @@ +# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Model for classifier.""" + +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import time +import numpy as np +import os +import math +import json +import collections +import six + +from scipy.stats import pearsonr, spearmanr +from six.moves import xrange +import paddle.fluid as fluid + +from utils.cmrc2018_eval import eval_file +from model.ernie import ErnieModel +import tokenization + + +def create_model(args, pyreader_name, ernie_config, is_training): + pyreader = fluid.layers.py_reader( + capacity=50, + shapes=[[-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], + [-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], + [-1, args.max_seq_len, 1], [-1, 1], [-1, 1], [-1, 1]], + dtypes=[ + 'int64', 'int64', 'int64', 'int64', 'float32', 'int64', 'int64', + 'int64' + ], + lod_levels=[0, 0, 0, 0, 0, 0, 0, 0], + name=pyreader_name, + use_double_buffer=True) + (src_ids, sent_ids, pos_ids, task_ids, input_mask, start_positions, + end_positions, unique_id) = fluid.layers.read_file(pyreader) + + ernie = ErnieModel( + src_ids=src_ids, + position_ids=pos_ids, + sentence_ids=sent_ids, + task_ids=task_ids, + input_mask=input_mask, + config=ernie_config, + use_fp16=args.use_fp16) + + enc_out = ernie.get_sequence_output() + enc_out = fluid.layers.dropout( + x=enc_out, dropout_prob=0.1, dropout_implementation="upscale_in_train") + + logits = fluid.layers.fc( + input=enc_out, + size=2, + num_flatten_dims=2, + param_attr=fluid.ParamAttr( + name="cls_mrc_out_w", + initializer=fluid.initializer.TruncatedNormal(scale=0.02)), + bias_attr=fluid.ParamAttr( + name="cls_mrc_out_b", initializer=fluid.initializer.Constant(0.))) + + logits = fluid.layers.transpose(x=logits, perm=[2, 0, 1]) + start_logits, end_logits = fluid.layers.unstack(x=logits, axis=0) + + batch_ones = fluid.layers.fill_constant_batch_size_like( + input=start_logits, dtype='int64', shape=[1], value=1) + num_seqs = fluid.layers.reduce_sum(input=batch_ones) + + def compute_loss(logits, positions): + loss = fluid.layers.softmax_with_cross_entropy( + logits=logits, label=positions) + loss = fluid.layers.mean(x=loss) + return loss + + start_loss = compute_loss(start_logits, start_positions) + end_loss = compute_loss(end_logits, end_positions) + loss = (start_loss + end_loss) / 2.0 + if args.use_fp16 and args.loss_scaling > 1.0: + loss *= args.loss_scaling + + graph_vars = { + "loss": loss, + "num_seqs": num_seqs, + "unique_id": unique_id, + "start_logits": start_logits, + "end_logits": end_logits + } + + for k, v in graph_vars.items(): + v.persistable = True + + return pyreader, graph_vars + + +def evaluate(exe, + test_program, + test_pyreader, + graph_vars, + eval_phase, + tag_num=None, + dev_count=1, + examples=None, + features=None, + args=None): + if eval_phase == "train": + train_fetch_list = [graph_vars["loss"].name] + if "learning_rate" in graph_vars: + train_fetch_list.append(graph_vars["learning_rate"].name) + outputs = exe.run(fetch_list=train_fetch_list) + ret = {"loss": np.mean(outputs[0])} + if "learning_rate" in graph_vars: + ret["learning_rate"] = float(outputs[1][0]) + return ret + + output_dir = args.checkpoints + if not os.path.exists(output_dir): + os.makedirs(output_dir) + output_prediction_file = os.path.join(output_dir, + eval_phase + "_predictions.json") + output_nbest_file = os.path.join(output_dir, + eval_phase + "_nbest_predictions.json") + + RawResult = collections.namedtuple( + "RawResult", ["unique_id", "start_logits", "end_logits"]) + + test_pyreader.start() + all_results = [] + time_begin = time.time() + + fetch_list = [ + graph_vars["unique_id"].name, graph_vars["start_logits"].name, + graph_vars["end_logits"].name, graph_vars["num_seqs"].name + ] + while True: + try: + np_unique_ids, np_start_logits, np_end_logits, np_num_seqs = exe.run( + program=test_program, fetch_list=fetch_list) + for idx in range(np_unique_ids.shape[0]): + if len(all_results) % 1000 == 0: + print("Processing example: %d" % len(all_results)) + unique_id = int(np_unique_ids[idx]) + start_logits = [float(x) for x in np_start_logits[idx].flat] + end_logits = [float(x) for x in np_end_logits[idx].flat] + all_results.append( + RawResult( + unique_id=unique_id, + start_logits=start_logits, + end_logits=end_logits)) + + except fluid.core.EOFException: + test_pyreader.reset() + break + + write_predictions(examples, features, all_results, args.n_best_size, + args.max_answer_length, args.do_lower_case, + output_prediction_file, output_nbest_file) + + if eval_phase.find("dev") != -1: + data_file = args.dev_set + elif eval_phase.find("test") != -1: + data_file = args.test_set + + em, f1, avg, total = eval_file(data_file, output_prediction_file) + + time_end = time.time() + elapsed_time = time_end - time_begin + + print( + "[%s evaluation] em: %f, f1: %f, avg: %f, questions: %d, elapsed time: %f" + % (eval_phase, em, f1, avg, total, elapsed_time)) + + +def write_predictions(all_examples, all_features, all_results, n_best_size, + max_answer_length, do_lower_case, output_prediction_file, + output_nbest_file): + """Write final predictions to the json file and log-odds of null if needed.""" + print("Writing predictions to: %s" % (output_prediction_file)) + print("Writing nbest to: %s" % (output_nbest_file)) + + example_index_to_features = collections.defaultdict(list) + for feature in all_features: + example_index_to_features[feature.example_index].append(feature) + + unique_id_to_result = {} + for result in all_results: + unique_id_to_result[result.unique_id] = result + + _PrelimPrediction = collections.namedtuple( # pylint: disable=invalid-name + "PrelimPrediction", [ + "feature_index", "start_index", "end_index", "start_logit", + "end_logit" + ]) + + all_predictions = collections.OrderedDict() + all_nbest_json = collections.OrderedDict() + + for (example_index, example) in enumerate(all_examples): + features = example_index_to_features[example_index] + + prelim_predictions = [] + # keep track of the minimum score of null start+end of position 0 + for (feature_index, feature) in enumerate(features): + result = unique_id_to_result[feature.unique_id] + start_indexes = _get_best_indexes(result.start_logits, n_best_size) + end_indexes = _get_best_indexes(result.end_logits, n_best_size) + + for start_index in start_indexes: + for end_index in end_indexes: + # We could hypothetically create invalid predictions, e.g., predict + # that the start of the span is in the question. We throw out all + # invalid predictions. + if start_index >= len(feature.tokens): + continue + if end_index >= len(feature.tokens): + continue + if start_index not in feature.token_to_orig_map: + continue + if end_index not in feature.token_to_orig_map: + continue + if not feature.token_is_max_context.get(start_index, False): + continue + if end_index < start_index: + continue + length = end_index - start_index + 1 + if length > max_answer_length: + continue + prelim_predictions.append( + _PrelimPrediction( + feature_index=feature_index, + start_index=start_index, + end_index=end_index, + start_logit=result.start_logits[start_index], + end_logit=result.end_logits[end_index])) + + prelim_predictions = sorted( + prelim_predictions, + key=lambda x: (x.start_logit + x.end_logit), + reverse=True) + + _NbestPrediction = collections.namedtuple( # pylint: disable=invalid-name + "NbestPrediction", ["text", "start_logit", "end_logit"]) + + seen_predictions = {} + nbest = [] + for pred in prelim_predictions: + if len(nbest) >= n_best_size: + break + feature = features[pred.feature_index] + if pred.start_index > 0: # this is a non-null prediction + tok_tokens = feature.tokens[pred.start_index:(pred.end_index + 1 + )] + orig_doc_start = feature.token_to_orig_map[pred.start_index] + orig_doc_end = feature.token_to_orig_map[pred.end_index] + orig_tokens = example.doc_tokens[orig_doc_start:(orig_doc_end + + 1)] + tok_text = " ".join(tok_tokens) + + # De-tokenize WordPieces that have been split off. + tok_text = tok_text.replace(" ##", "") + tok_text = tok_text.replace("##", "") + + # Clean whitespace + tok_text = tok_text.strip() + tok_text = " ".join(tok_text.split()) + orig_text = "".join(orig_tokens) + + final_text = get_final_text(tok_text, orig_text, do_lower_case) + if final_text in seen_predictions: + continue + + seen_predictions[final_text] = True + else: + final_text = "" + seen_predictions[final_text] = True + + nbest.append( + _NbestPrediction( + text=final_text, + start_logit=pred.start_logit, + end_logit=pred.end_logit)) + + # In very rare edge cases we could have no valid predictions. So we + # just create a nonce prediction in this case to avoid failure. + if not nbest: + nbest.append( + _NbestPrediction( + text="empty", start_logit=0.0, end_logit=0.0)) + + total_scores = [] + best_non_null_entry = None + for entry in nbest: + total_scores.append(entry.start_logit + entry.end_logit) + + probs = _compute_softmax(total_scores) + + nbest_json = [] + for (i, entry) in enumerate(nbest): + output = collections.OrderedDict() + output["text"] = entry.text + output["probability"] = probs[i] + output["start_logit"] = entry.start_logit + output["end_logit"] = entry.end_logit + nbest_json.append(output) + + assert len(nbest_json) >= 1 + + all_predictions[example.qas_id] = nbest_json[0]["text"] + all_nbest_json[example.qas_id] = nbest_json + + with open(output_prediction_file, "w") as writer: + writer.write(json.dumps(all_predictions, indent=4) + "\n") + + with open(output_nbest_file, "w") as writer: + writer.write(json.dumps(all_nbest_json, indent=4) + "\n") + + +def get_final_text(pred_text, orig_text, do_lower_case): + """Project the tokenized prediction back to the original text.""" + + # When we created the data, we kept track of the alignment between original + # (whitespace tokenized) tokens and our WordPiece tokenized tokens. So + # now `orig_text` contains the span of our original text corresponding to the + # span that we predicted. + # + # However, `orig_text` may contain extra characters that we don't want in + # our prediction. + # + # For example, let's say: + # pred_text = steve smith + # orig_text = Steve Smith's + # + # We don't want to return `orig_text` because it contains the extra "'s". + # + # We don't want to return `pred_text` because it's already been normalized + # (the SQuAD eval script also does punctuation stripping/lower casing but + # our tokenizer does additional normalization like stripping accent + # characters). + # + # What we really want to return is "Steve Smith". + # + # Therefore, we have to apply a semi-complicated alignment heruistic between + # `pred_text` and `orig_text` to get a character-to-charcter alignment. This + # can fail in certain cases in which case we just return `orig_text`. + + def _strip_spaces(text): + ns_chars = [] + ns_to_s_map = collections.OrderedDict() + for (i, c) in enumerate(text): + if c == " ": + continue + ns_to_s_map[len(ns_chars)] = i + ns_chars.append(c) + ns_text = "".join(ns_chars) + return (ns_text, ns_to_s_map) + + # We first tokenize `orig_text`, strip whitespace from the result + # and `pred_text`, and check if they are the same length. If they are + # NOT the same length, the heuristic has failed. If they are the same + # length, we assume the characters are one-to-one aligned. + tokenizer = tokenization.BasicTokenizer(do_lower_case=do_lower_case) + + tok_text = " ".join(tokenizer.tokenize(orig_text)) + + start_position = tok_text.find(pred_text) + if start_position == -1: + return orig_text + end_position = start_position + len(pred_text) - 1 + + (orig_ns_text, orig_ns_to_s_map) = _strip_spaces(orig_text) + (tok_ns_text, tok_ns_to_s_map) = _strip_spaces(tok_text) + + if len(orig_ns_text) != len(tok_ns_text): + return orig_text + + # We then project the characters in `pred_text` back to `orig_text` using + # the character-to-character alignment. + tok_s_to_ns_map = {} + for (i, tok_index) in six.iteritems(tok_ns_to_s_map): + tok_s_to_ns_map[tok_index] = i + + orig_start_position = None + if start_position in tok_s_to_ns_map: + ns_start_position = tok_s_to_ns_map[start_position] + if ns_start_position in orig_ns_to_s_map: + orig_start_position = orig_ns_to_s_map[ns_start_position] + + if orig_start_position is None: + return orig_text + + orig_end_position = None + if end_position in tok_s_to_ns_map: + ns_end_position = tok_s_to_ns_map[end_position] + if ns_end_position in orig_ns_to_s_map: + orig_end_position = orig_ns_to_s_map[ns_end_position] + + if orig_end_position is None: + return orig_text + + output_text = orig_text[orig_start_position:(orig_end_position + 1)] + return output_text + + +def _get_best_indexes(logits, n_best_size): + """Get the n-best logits from a list.""" + index_and_score = sorted( + enumerate(logits), key=lambda x: x[1], reverse=True) + + best_indexes = [] + for i in range(len(index_and_score)): + if i >= n_best_size: + break + best_indexes.append(index_and_score[i][0]) + return best_indexes + + +def _compute_softmax(scores): + """Compute softmax probability over raw logits.""" + if not scores: + return [] + + max_score = None + for score in scores: + if max_score is None or score > max_score: + max_score = score + + exp_scores = [] + total_sum = 0.0 + for score in scores: + x = math.exp(score - max_score) + exp_scores.append(x) + total_sum += x + + probs = [] + for score in exp_scores: + probs.append(score / total_sum) + return probs diff --git a/ERNIE/finetune/sequence_label.py b/finetune/sequence_label.py similarity index 93% rename from ERNIE/finetune/sequence_label.py rename to finetune/sequence_label.py index 3c5163ecd56af57334e9f7f49acc259309cc8994..9d39790efc3d9a773bedd4bb49aa55e05f36aa79 100644 --- a/ERNIE/finetune/sequence_label.py +++ b/finetune/sequence_label.py @@ -35,24 +35,29 @@ def create_model(args, pyreader_name, ernie_config, is_prediction=False): capacity=50, shapes=[[-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], - [-1, args.max_seq_len, 1], [-1, 1]], - dtypes=['int64', 'int64', 'int64', 'float32', 'int64', 'int64'], - lod_levels=[0, 0, 0, 0, 0, 0], + [-1, args.max_seq_len, 1], [-1, args.max_seq_len, 1], [-1, 1]], + dtypes=[ + 'int64', 'int64', 'int64', 'int64', 'float32', 'int64', 'int64' + ], + lod_levels=[0, 0, 0, 0, 0, 0, 0], name=pyreader_name, use_double_buffer=True) - (src_ids, sent_ids, pos_ids, input_mask, labels, + (src_ids, sent_ids, pos_ids, task_ids, input_mask, labels, seq_lens) = fluid.layers.read_file(pyreader) ernie = ErnieModel( src_ids=src_ids, position_ids=pos_ids, sentence_ids=sent_ids, + task_ids=task_ids, input_mask=input_mask, config=ernie_config, use_fp16=args.use_fp16) enc_out = ernie.get_sequence_output() + enc_out = fluid.layers.dropout( + x=enc_out, dropout_prob=0.1, dropout_implementation="upscale_in_train") logits = fluid.layers.fc( input=enc_out, size=args.num_labels, @@ -75,6 +80,8 @@ def create_model(args, pyreader_name, ernie_config, is_prediction=False): logits, axis=2), label=labels, return_softmax=True) + input_mask = fluid.layers.flatten(input_mask, axis=2) + ce_loss = ce_loss * input_mask loss = fluid.layers.mean(x=ce_loss) if args.use_fp16 and args.loss_scaling > 1.0: @@ -218,15 +225,15 @@ def evaluate(exe, num_label, num_infer, num_correct = chunk_eval( np_labels, np_infers, np_lens, tag_num, dev_count) precision, recall, f1 = calculate_f1(num_label, num_infer, num_correct) - outputs = { + rets = { "precision": precision, "recall": recall, "f1": f1, "loss": np.mean(np_loss) } if "learning_rate" in graph_vars: - outputs["lr"] = float(outputs[4][0]) - return outputs + rets["lr"] = float(outputs[4][0]) + return rets else: total_label, total_infer, total_correct = 0.0, 0.0, 0.0 diff --git a/ERNIE/finetune_args.py b/finetune_args.py similarity index 75% rename from ERNIE/finetune_args.py rename to finetune_args.py index 0a19a1aafa4148f3302ca28cb8ba839b3ba0882b..1b96c1752c202e7e560f2aa4721979e5eaed6bb3 100644 --- a/ERNIE/finetune_args.py +++ b/finetune_args.py @@ -32,6 +32,10 @@ model_g.add_arg("init_pretraining_params", str, None, "arg 'init_checkpoint' has been set, this argument wouldn't be valid.") model_g.add_arg("checkpoints", str, "checkpoints", "Path to save checkpoints.") +model_g.add_arg("is_classify", bool, True, "is_classify") +model_g.add_arg("is_regression", bool, False, "is_regression") +model_g.add_arg("task_id", int, 0, "task id") + train_g = ArgumentGroup(parser, "training", "training options.") train_g.add_arg("epoch", int, 3, "Number of epoches for fine-tuning.") train_g.add_arg("learning_rate", float, 5e-5, "Learning rate used to train with warmup.") @@ -45,26 +49,39 @@ train_g.add_arg("validation_steps", int, 1000, "The steps interval to eva train_g.add_arg("use_fp16", bool, False, "Whether to use fp16 mixed precision training.") train_g.add_arg("loss_scaling", float, 1.0, "Loss scaling factor for mixed precision training, only valid when use_fp16 is enabled.") +train_g.add_arg("test_save", str, "test_result", "test_save") +train_g.add_arg("metric", str, "simple_accuracy", "metric") log_g = ArgumentGroup(parser, "logging", "logging related.") log_g.add_arg("skip_steps", int, 10, "The steps interval to print loss.") log_g.add_arg("verbose", bool, False, "Whether to output verbose log.") data_g = ArgumentGroup(parser, "data", "Data paths, vocab paths and data processing options") +data_g.add_arg("tokenizer", str, "FullTokenizer", + "ATTENTION: the INPUT must be splited by Word with blank while using SentencepieceTokenizer or WordsegTokenizer") data_g.add_arg("train_set", str, None, "Path to training data.") data_g.add_arg("test_set", str, None, "Path to test data.") data_g.add_arg("dev_set", str, None, "Path to validation data.") data_g.add_arg("vocab_path", str, None, "Vocabulary path.") data_g.add_arg("max_seq_len", int, 512, "Number of words of the longest seqence.") data_g.add_arg("batch_size", int, 32, "Total examples' number in batch for training. see also --in_tokens.") +data_g.add_arg("predict_batch_size", int, None, "Total examples' number in batch for predict. see also --in_tokens.") data_g.add_arg("in_tokens", bool, False, "If set, the batch size will be the maximum number of tokens in one batch. " "Otherwise, it will be the maximum number of examples in one batch.") data_g.add_arg("do_lower_case", bool, True, "Whether to lower case the input text. Should be True for uncased models and False for cased models.") -data_g.add_arg("random_seed", int, 0, "Random seed.") +data_g.add_arg("random_seed", int, None, "Random seed.") data_g.add_arg("label_map_config", str, None, "label_map_path.") data_g.add_arg("num_labels", int, 2, "label number") +data_g.add_arg("diagnostic", str, None, "GLUE Diagnostic Dataset") +data_g.add_arg("diagnostic_save", str, None, "GLUE Diagnostic save f") +data_g.add_arg("max_query_length", int, 64, "Max query length.") +data_g.add_arg("max_answer_length", int, 100, "Max answer length.") +data_g.add_arg("doc_stride", int, 128, + "When splitting up a long document into chunks, how much stride to take between chunks.") +data_g.add_arg("n_best_size", int, 20, + "The total number of n-best predictions to generate in the nbest_predictions.json output file.") run_type_g = ArgumentGroup(parser, "run_type", "running type options.") run_type_g.add_arg("use_cuda", bool, True, "If set, use GPU for training.") @@ -73,8 +90,10 @@ run_type_g.add_arg("num_iteration_per_drop_scope", int, 10, "Iteration int run_type_g.add_arg("do_train", bool, True, "Whether to perform training.") run_type_g.add_arg("do_val", bool, True, "Whether to perform evaluation on dev data set.") run_type_g.add_arg("do_test", bool, True, "Whether to perform evaluation on test data set.") +run_type_g.add_arg("use_multi_gpu_test", bool, False, "Whether to perform evaluation using multiple gpu cards") run_type_g.add_arg("metrics", bool, True, "Whether to perform evaluation on test data set.") run_type_g.add_arg("shuffle", bool, True, "") +run_type_g.add_arg("for_cn", bool, True, "model train for cn or for other langs.") parser.add_argument("--enable_ce", action='store_true', help="The flag indicating whether to run the task for continuous evaluation.") # yapf: enable diff --git a/ERNIE/model/__init__.py b/model/__init__.py similarity index 100% rename from ERNIE/model/__init__.py rename to model/__init__.py diff --git a/model/ernie.py b/model/ernie.py new file mode 100644 index 0000000000000000000000000000000000000000..295b21ac1154a9764b5386aa6c15896cd9a14b36 --- /dev/null +++ b/model/ernie.py @@ -0,0 +1,264 @@ +# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Ernie model.""" + +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import json + +import six +import paddle.fluid as fluid + +from model.transformer_encoder import encoder, pre_process_layer + + +class ErnieConfig(object): + def __init__(self, config_path): + self._config_dict = self._parse(config_path) + + def _parse(self, config_path): + try: + with open(config_path) as json_file: + config_dict = json.load(json_file) + except Exception: + raise IOError("Error in parsing Ernie model config file '%s'" % + config_path) + else: + return config_dict + + def __getitem__(self, key): + return self._config_dict.get(key, None) + + def print_config(self): + for arg, value in sorted(six.iteritems(self._config_dict)): + print('%s: %s' % (arg, value)) + print('------------------------------------------------') + + +class ErnieModel(object): + def __init__(self, + src_ids, + position_ids, + sentence_ids, + task_ids, + input_mask, + config, + weight_sharing=True, + use_fp16=False): + + self._emb_size = config['hidden_size'] + self._n_layer = config['num_hidden_layers'] + self._n_head = config['num_attention_heads'] + self._voc_size = config['vocab_size'] + self._max_position_seq_len = config['max_position_embeddings'] + if config['sent_type_vocab_size']: + self._sent_types = config['sent_type_vocab_size'] + else: + self._sent_types = config['type_vocab_size'] + + self._use_task_id = config['use_task_id'] + if self._use_task_id: + self._task_types = config['task_type_vocab_size'] + self._hidden_act = config['hidden_act'] + self._prepostprocess_dropout = config['hidden_dropout_prob'] + self._attention_dropout = config['attention_probs_dropout_prob'] + self._weight_sharing = weight_sharing + + self._word_emb_name = "word_embedding" + self._pos_emb_name = "pos_embedding" + self._sent_emb_name = "sent_embedding" + self._task_emb_name = "task_embedding" + self._dtype = "float16" if use_fp16 else "float32" + self._emb_dtype = "float32" + + # Initialize all weigths by truncated normal initializer, and all biases + # will be initialized by constant zero by default. + self._param_initializer = fluid.initializer.TruncatedNormal( + scale=config['initializer_range']) + + self._build_model(src_ids, position_ids, sentence_ids, task_ids, + input_mask) + + def _build_model(self, src_ids, position_ids, sentence_ids, task_ids, + input_mask): + # padding id in vocabulary must be set to 0 + emb_out = fluid.layers.embedding( + input=src_ids, + size=[self._voc_size, self._emb_size], + dtype=self._emb_dtype, + param_attr=fluid.ParamAttr( + name=self._word_emb_name, initializer=self._param_initializer), + is_sparse=False) + + position_emb_out = fluid.layers.embedding( + input=position_ids, + size=[self._max_position_seq_len, self._emb_size], + dtype=self._emb_dtype, + param_attr=fluid.ParamAttr( + name=self._pos_emb_name, initializer=self._param_initializer)) + + sent_emb_out = fluid.layers.embedding( + sentence_ids, + size=[self._sent_types, self._emb_size], + dtype=self._emb_dtype, + param_attr=fluid.ParamAttr( + name=self._sent_emb_name, initializer=self._param_initializer)) + + emb_out = emb_out + position_emb_out + emb_out = emb_out + sent_emb_out + + if self._use_task_id: + task_emb_out = fluid.layers.embedding( + task_ids, + size=[self._task_types, self._emb_size], + dtype=self._emb_dtype, + param_attr=fluid.ParamAttr( + name=self._task_emb_name, + initializer=self._param_initializer)) + + emb_out = emb_out + task_emb_out + + emb_out = pre_process_layer( + emb_out, 'nd', self._prepostprocess_dropout, name='pre_encoder') + + if self._dtype is "float16": + emb_out = fluid.layers.cast(x=emb_out, dtype=self._dtype) + input_mask = fluid.layers.cast(x=input_mask, dtype=self._dtype) + self_attn_mask = fluid.layers.matmul( + x=input_mask, y=input_mask, transpose_y=True) + + self_attn_mask = fluid.layers.scale( + x=self_attn_mask, scale=10000.0, bias=-1.0, bias_after_scale=False) + n_head_self_attn_mask = fluid.layers.stack( + x=[self_attn_mask] * self._n_head, axis=1) + n_head_self_attn_mask.stop_gradient = True + + self._enc_out = encoder( + enc_input=emb_out, + attn_bias=n_head_self_attn_mask, + n_layer=self._n_layer, + n_head=self._n_head, + d_key=self._emb_size // self._n_head, + d_value=self._emb_size // self._n_head, + d_model=self._emb_size, + d_inner_hid=self._emb_size * 4, + prepostprocess_dropout=self._prepostprocess_dropout, + attention_dropout=self._attention_dropout, + relu_dropout=0, + hidden_act=self._hidden_act, + preprocess_cmd="", + postprocess_cmd="dan", + param_initializer=self._param_initializer, + name='encoder') + + def get_sequence_output(self): + return self._enc_out + + def get_pooled_output(self): + """Get the first feature of each sequence for classification""" + next_sent_feat = fluid.layers.slice( + input=self._enc_out, axes=[1], starts=[0], ends=[1]) + if self._dtype == "float16": + next_sent_feat = fluid.layers.cast( + x=next_sent_feat, dtype=self._emb_dtype) + next_sent_feat = fluid.layers.fc( + input=next_sent_feat, + size=self._emb_size, + act="tanh", + param_attr=fluid.ParamAttr( + name="pooled_fc.w_0", initializer=self._param_initializer), + bias_attr="pooled_fc.b_0") + return next_sent_feat + + def get_lm_output(self, mask_label, mask_pos): + """Get the loss & accuracy for pretraining""" + + mask_pos = fluid.layers.cast(x=mask_pos, dtype='int32') + + # extract the first token feature in each sentence + self.next_sent_feat = self.get_pooled_output() + reshaped_emb_out = fluid.layers.reshape( + x=self._enc_out, shape=[-1, self._emb_size]) + # extract masked tokens' feature + mask_feat = fluid.layers.gather(input=reshaped_emb_out, index=mask_pos) + if self._dtype == "float16": + mask_feat = fluid.layers.cast(x=mask_feat, dtype=self._emb_dtype) + + # transform: fc + mask_trans_feat = fluid.layers.fc( + input=mask_feat, + size=self._emb_size, + act=self._hidden_act, + param_attr=fluid.ParamAttr( + name='mask_lm_trans_fc.w_0', + initializer=self._param_initializer), + bias_attr=fluid.ParamAttr(name='mask_lm_trans_fc.b_0')) + + # transform: layer norm + mask_trans_feat = fluid.layers.layer_norm( + mask_trans_feat, + begin_norm_axis=len(mask_trans_feat.shape) - 1, + param_attr=fluid.ParamAttr( + name='mask_lm_trans_layer_norm_scale', + initializer=fluid.initializer.Constant(1.)), + bias_attr=fluid.ParamAttr( + name='mask_lm_trans_layer_norm_bias', + initializer=fluid.initializer.Constant(1.))) + # transform: layer norm + #mask_trans_feat = pre_process_layer( + # mask_trans_feat, 'n', name='mask_lm_trans') + + mask_lm_out_bias_attr = fluid.ParamAttr( + name="mask_lm_out_fc.b_0", + initializer=fluid.initializer.Constant(value=0.0)) + if self._weight_sharing: + fc_out = fluid.layers.matmul( + x=mask_trans_feat, + y=fluid.default_main_program().global_block().var( + self._word_emb_name), + transpose_y=True) + fc_out += fluid.layers.create_parameter( + shape=[self._voc_size], + dtype=self._emb_dtype, + attr=mask_lm_out_bias_attr, + is_bias=True) + + else: + fc_out = fluid.layers.fc(input=mask_trans_feat, + size=self._voc_size, + param_attr=fluid.ParamAttr( + name="mask_lm_out_fc.w_0", + initializer=self._param_initializer), + bias_attr=mask_lm_out_bias_attr) + + mask_lm_loss = fluid.layers.softmax_with_cross_entropy( + logits=fc_out, label=mask_label) + mean_mask_lm_loss = fluid.layers.mean(mask_lm_loss) + + return mean_mask_lm_loss + + def get_task_output(self, task, task_labels): + task_fc_out = fluid.layers.fc(input=self.next_sent_feat, + size=task["num_labels"], + param_attr=fluid.ParamAttr( + name=task["task_name"] + "_fc.w_0", + initializer=self._param_initializer), + bias_attr=task["task_name"] + "_fc.b_0") + task_loss, task_softmax = fluid.layers.softmax_with_cross_entropy( + logits=task_fc_out, label=task_labels, return_softmax=True) + task_acc = fluid.layers.accuracy(input=task_softmax, label=task_labels) + mean_task_loss = fluid.layers.mean(task_loss) + return mean_task_loss, task_acc diff --git a/ERNIE/model/ernie.py b/model/ernie_v1.py similarity index 100% rename from ERNIE/model/ernie.py rename to model/ernie_v1.py diff --git a/ERNIE/model/transformer_encoder.py b/model/transformer_encoder.py similarity index 100% rename from ERNIE/model/transformer_encoder.py rename to model/transformer_encoder.py diff --git a/ERNIE/optimization.py b/optimization.py similarity index 81% rename from ERNIE/optimization.py rename to optimization.py index e010bca9cdd57dd90e34961f2b1102888627d27a..2205517cc4cae6dd6cb5ce083109c3f61350725b 100644 --- a/ERNIE/optimization.py +++ b/optimization.py @@ -59,7 +59,12 @@ def optimization(loss, weight_decay, scheduler='linear_warmup_decay', use_fp16=False, - loss_scaling=1.0): + use_dynamic_loss_scaling=False, + init_loss_scaling=1.0, + incr_every_n_steps=1000, + decr_every_n_nan_or_inf=2, + incr_ratio=2.0, + decr_ratio=0.8): if warmup_steps > 0: if scheduler == 'noam_decay': scheduled_lr = fluid.layers.learning_rate_scheduler\ @@ -73,16 +78,18 @@ def optimization(loss, "'noam_decay' or 'linear_warmup_decay'") optimizer = fluid.optimizer.Adam(learning_rate=scheduled_lr) else: - optimizer = fluid.optimizer.Adam(learning_rate=learning_rate) - scheduled_lr = learning_rate - - clip_norm_thres = 1.0 - # When using mixed precision training, scale the gradient clip threshold - # by loss_scaling - if use_fp16 and loss_scaling > 1.0: - clip_norm_thres *= loss_scaling + scheduled_lr = fluid.layers.create_global_var( + name=fluid.unique_name.generate("learning_rate"), + shape=[1], + value=learning_rate, + dtype='float32', + persistable=True) + optimizer = fluid.optimizer.Adam(learning_rate=scheduled_lr) + optimizer._learning_rate_map[fluid.default_main_program( + )] = scheduled_lr + fluid.clip.set_gradient_clip( - clip=fluid.clip.GradientClipByGlobalNorm(clip_norm=clip_norm_thres)) + clip=fluid.clip.GradientClipByGlobalNorm(clip_norm=1.0)) def exclude_from_weight_decay(name): if name.find("layer_norm") > -1: @@ -95,8 +102,17 @@ def optimization(loss, param_list = dict() + loss_scaling = fluid.layers.create_global_var( + name=fluid.unique_name.generate("loss_scaling"), + shape=[1], + value=init_loss_scaling, + dtype='float32', + persistable=True) + if use_fp16: + loss *= loss_scaling param_grads = optimizer.backward(loss) + master_param_grads = create_master_params_grads( param_grads, train_program, startup_prog, loss_scaling) @@ -104,6 +120,11 @@ def optimization(loss, param_list[param.name] = param * 1.0 param_list[param.name].stop_gradient = True + if use_dynamic_loss_scaling: + apply_dynamic_loss_scaling( + loss_scaling, master_param_grads, incr_every_n_steps, + decr_every_n_nan_or_inf, incr_ratio, decr_ratio) + optimizer.apply_gradients(master_param_grads) if weight_decay > 0: @@ -136,4 +157,4 @@ def optimization(loss, param.name] * weight_decay * scheduled_lr fluid.layers.assign(output=param, input=updated_param) - return scheduled_lr + return scheduled_lr, loss_scaling diff --git a/ERNIE/predict_classifier.py b/predict_classifier.py similarity index 83% rename from ERNIE/predict_classifier.py rename to predict_classifier.py index e6115dabe31e56ef698c3632bc5fd0eea865db17..df641dcdaa10d69e4492b1ed444366c628aac8de 100644 --- a/ERNIE/predict_classifier.py +++ b/predict_classifier.py @@ -46,6 +46,7 @@ model_g.add_arg("init_checkpoint", str, None, "Init checkpoint to model_g.add_arg("save_inference_model_path", str, "inference_model", "If set, save the inference model to this path.") model_g.add_arg("use_fp16", bool, False, "Whether to resume parameters from fp16 checkpoint.") model_g.add_arg("num_labels", int, 2, "num labels for classify") +model_g.add_arg("ernie_version", str, "1.0", "ernie_version") data_g = ArgumentGroup(parser, "data", "Data paths, vocab paths and data processing options.") data_g.add_arg("predict_set", str, None, "Predict set file") @@ -83,7 +84,9 @@ def main(args): args, pyreader_name='predict_reader', ernie_config=ernie_config, - is_prediction=True) + is_classify=True, + is_prediction=True, + ernie_version=args.ernie_version) predict_prog = predict_prog.clone(for_test=True) @@ -122,6 +125,8 @@ def main(args): sent_ids = feed_target_names[1] pos_ids = feed_target_names[2] input_mask = feed_target_names[3] + if args.ernie_version == "2.0": + task_ids = feed_target_names[4] predict_data_generator = reader.data_generator( input_file=args.predict_set, @@ -136,14 +141,28 @@ def main(args): src_ids_data = sample[0] sent_ids_data = sample[1] pos_ids_data = sample[2] - input_mask_data = sample[3] - output = exe.run( - infer_program, - feed={src_ids: src_ids_data, - sent_ids: sent_ids_data, - pos_ids: pos_ids_data, - input_mask: input_mask_data}, - fetch_list=probs) + task_ids_data = sample[3] + input_mask_data = sample[4] + if args.ernie_version == "1.0": + output = exe.run( + infer_program, + feed={src_ids: src_ids_data, + sent_ids: sent_ids_data, + pos_ids: pos_ids_data, + input_mask: input_mask_data}, + fetch_list=probs) + elif args.ernie_version == "2.0": + output = exe.run( + infer_program, + feed={src_ids: src_ids_data, + sent_ids: sent_ids_data, + pos_ids: pos_ids_data, + task_ids: task_ids_data, + input_mask: input_mask_data}, + fetch_list=probs) + else: + raise ValueError("ernie_version must be 1.0 or 2.0") + for single_result in output[0]: print("example_index:{}\t{}".format(index, single_result)) index += 1 diff --git a/ERNIE/pretrain_args.py b/pretrain_args.py similarity index 100% rename from ERNIE/pretrain_args.py rename to pretrain_args.py diff --git a/ERNIE/reader/__init__.py b/reader/__init__.py similarity index 100% rename from ERNIE/reader/__init__.py rename to reader/__init__.py diff --git a/ERNIE/reader/pretraining.py b/reader/pretraining.py similarity index 100% rename from ERNIE/reader/pretraining.py rename to reader/pretraining.py diff --git a/reader/task_reader.py b/reader/task_reader.py new file mode 100644 index 0000000000000000000000000000000000000000..2a6507e954d4158f04235f072b177208af2c4b6b --- /dev/null +++ b/reader/task_reader.py @@ -0,0 +1,772 @@ +# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import os +import csv +import json +import random +import numpy as np +from collections import namedtuple + +import tokenization +from batching import pad_batch_data + + +class BaseReader(object): + def __init__(self, + vocab_path, + label_map_config=None, + max_seq_len=512, + do_lower_case=True, + in_tokens=False, + is_inference=False, + random_seed=None, + tokenizer="FullTokenizer", + is_classify=True, + is_regression=False, + for_cn=True, + task_id=0): + self.max_seq_len = max_seq_len + self.tokenizer = tokenization.FullTokenizer( + vocab_file=vocab_path, do_lower_case=do_lower_case) + self.vocab = self.tokenizer.vocab + self.pad_id = self.vocab["[PAD]"] + self.cls_id = self.vocab["[CLS]"] + self.sep_id = self.vocab["[SEP]"] + self.in_tokens = in_tokens + self.is_inference = is_inference + self.for_cn = for_cn + self.task_id = task_id + + np.random.seed(random_seed) + + self.is_classify = is_classify + self.is_regression = is_regression + self.current_example = 0 + self.current_epoch = 0 + self.num_examples = 0 + + if label_map_config: + with open(label_map_config) as f: + self.label_map = json.load(f) + else: + self.label_map = None + + def get_train_progress(self): + """Gets progress for training phase.""" + return self.current_example, self.current_epoch + + def _read_tsv(self, input_file, quotechar=None): + """Reads a tab separated value file.""" + with open(input_file, "r") as f: + reader = csv.reader(f, delimiter="\t", quotechar=quotechar) + headers = next(reader) + Example = namedtuple('Example', headers) + + examples = [] + for line in reader: + example = Example(*line) + examples.append(example) + return examples + + def _truncate_seq_pair(self, tokens_a, tokens_b, max_length): + """Truncates a sequence pair in place to the maximum length.""" + + # This is a simple heuristic which will always truncate the longer sequence + # one token at a time. This makes more sense than truncating an equal percent + # of tokens from each, since if one sequence is very short then each token + # that's truncated likely contains more information than a longer sequence. + while True: + total_length = len(tokens_a) + len(tokens_b) + if total_length <= max_length: + break + if len(tokens_a) > len(tokens_b): + tokens_a.pop() + else: + tokens_b.pop() + + def _convert_example_to_record(self, example, max_seq_length, tokenizer): + """Converts a single `Example` into a single `Record`.""" + + text_a = tokenization.convert_to_unicode(example.text_a) + tokens_a = tokenizer.tokenize(text_a) + tokens_b = None + + has_text_b = False + if isinstance(example, dict): + has_text_b = "text_b" in example.keys() + else: + has_text_b = "text_b" in example._fields + + if has_text_b: + text_b = tokenization.convert_to_unicode(example.text_b) + tokens_b = tokenizer.tokenize(text_b) + + if tokens_b: + # Modifies `tokens_a` and `tokens_b` in place so that the total + # length is less than the specified length. + # Account for [CLS], [SEP], [SEP] with "- 3" + self._truncate_seq_pair(tokens_a, tokens_b, max_seq_length - 3) + else: + # Account for [CLS] and [SEP] with "- 2" + if len(tokens_a) > max_seq_length - 2: + tokens_a = tokens_a[0:(max_seq_length - 2)] + + # The convention in BERT/ERNIE is: + # (a) For sequence pairs: + # tokens: [CLS] is this jack ##son ##ville ? [SEP] no it is not . [SEP] + # type_ids: 0 0 0 0 0 0 0 0 1 1 1 1 1 1 + # (b) For single sequences: + # tokens: [CLS] the dog is hairy . [SEP] + # type_ids: 0 0 0 0 0 0 0 + # + # Where "type_ids" are used to indicate whether this is the first + # sequence or the second sequence. The embedding vectors for `type=0` and + # `type=1` were learned during pre-training and are added to the wordpiece + # embedding vector (and position vector). This is not *strictly* necessary + # since the [SEP] token unambiguously separates the sequences, but it makes + # it easier for the model to learn the concept of sequences. + # + # For classification tasks, the first vector (corresponding to [CLS]) is + # used as as the "sentence vector". Note that this only makes sense because + # the entire model is fine-tuned. + tokens = [] + text_type_ids = [] + tokens.append("[CLS]") + text_type_ids.append(0) + for token in tokens_a: + tokens.append(token) + text_type_ids.append(0) + tokens.append("[SEP]") + text_type_ids.append(0) + + if tokens_b: + for token in tokens_b: + tokens.append(token) + text_type_ids.append(1) + tokens.append("[SEP]") + text_type_ids.append(1) + + token_ids = tokenizer.convert_tokens_to_ids(tokens) + position_ids = list(range(len(token_ids))) + + if self.is_inference: + Record = namedtuple('Record', + ['token_ids', 'text_type_ids', 'position_ids']) + record = Record( + token_ids=token_ids, + text_type_ids=text_type_ids, + position_ids=position_ids) + else: + if self.label_map: + label_id = self.label_map[example.label] + else: + label_id = example.label + + Record = namedtuple('Record', [ + 'token_ids', 'text_type_ids', 'position_ids', 'label_id', 'qid' + ]) + + qid = None + if "qid" in example._fields: + qid = example.qid + + record = Record( + token_ids=token_ids, + text_type_ids=text_type_ids, + position_ids=position_ids, + label_id=label_id, + qid=qid) + return record + + def _prepare_batch_data(self, examples, batch_size, phase=None): + """generate batch records""" + batch_records, max_len = [], 0 + for index, example in enumerate(examples): + if phase == "train": + self.current_example = index + record = self._convert_example_to_record(example, self.max_seq_len, + self.tokenizer) + max_len = max(max_len, len(record.token_ids)) + if self.in_tokens: + to_append = (len(batch_records) + 1) * max_len <= batch_size + else: + to_append = len(batch_records) < batch_size + if to_append: + batch_records.append(record) + else: + yield self._pad_batch_records(batch_records) + batch_records, max_len = [record], len(record.token_ids) + + if batch_records: + yield self._pad_batch_records(batch_records) + + def get_num_examples(self, input_file): + examples = self._read_tsv(input_file) + return len(examples) + + def data_generator(self, + input_file, + batch_size, + epoch, + dev_count=1, + shuffle=True, + phase=None): + examples = self._read_tsv(input_file) + + def wrapper(): + all_dev_batches = [] + for epoch_index in range(epoch): + if phase == "train": + self.current_example = 0 + self.current_epoch = epoch_index + if shuffle: + np.random.shuffle(examples) + + for batch_data in self._prepare_batch_data( + examples, batch_size, phase=phase): + if len(all_dev_batches) < dev_count: + all_dev_batches.append(batch_data) + if len(all_dev_batches) == dev_count: + for batch in all_dev_batches: + yield batch + all_dev_batches = [] + + return wrapper + + +class ClassifyReader(BaseReader): + def _read_tsv(self, input_file, quotechar=None): + """Reads a tab separated value file.""" + with open(input_file, "r") as f: + reader = csv.reader(f, delimiter="\t", quotechar=quotechar) + headers = next(reader) + text_indices = [ + index for index, h in enumerate(headers) if h != "label" + ] + Example = namedtuple('Example', headers) + + examples = [] + for line in reader: + for index, text in enumerate(line): + if index in text_indices: + if self.for_cn: + line[index] = text.replace(' ', '') + else: + line[index] = text + example = Example(*line) + examples.append(example) + return examples + + def _pad_batch_records(self, batch_records): + batch_token_ids = [record.token_ids for record in batch_records] + batch_text_type_ids = [record.text_type_ids for record in batch_records] + batch_position_ids = [record.position_ids for record in batch_records] + + if not self.is_inference: + batch_labels = [record.label_id for record in batch_records] + if self.is_classify: + batch_labels = np.array(batch_labels).astype("int64").reshape( + [-1, 1]) + elif self.is_regression: + batch_labels = np.array(batch_labels).astype("float32").reshape( + [-1, 1]) + + if batch_records[0].qid: + batch_qids = [record.qid for record in batch_records] + batch_qids = np.array(batch_qids).astype("int64").reshape( + [-1, 1]) + else: + batch_qids = np.array([]).astype("int64").reshape([-1, 1]) + + # padding + padded_token_ids, input_mask = pad_batch_data( + batch_token_ids, pad_idx=self.pad_id, return_input_mask=True) + padded_text_type_ids = pad_batch_data( + batch_text_type_ids, pad_idx=self.pad_id) + padded_position_ids = pad_batch_data( + batch_position_ids, pad_idx=self.pad_id) + padded_task_ids = np.ones_like( + padded_token_ids, dtype="int64") * self.task_id + + return_list = [ + padded_token_ids, padded_text_type_ids, padded_position_ids, + padded_task_ids, input_mask + ] + if not self.is_inference: + return_list += [batch_labels, batch_qids] + + return return_list + + +class SequenceLabelReader(BaseReader): + def _pad_batch_records(self, batch_records): + batch_token_ids = [record.token_ids for record in batch_records] + batch_text_type_ids = [record.text_type_ids for record in batch_records] + batch_position_ids = [record.position_ids for record in batch_records] + batch_label_ids = [record.label_ids for record in batch_records] + + # padding + padded_token_ids, input_mask, batch_seq_lens = pad_batch_data( + batch_token_ids, + pad_idx=self.pad_id, + return_input_mask=True, + return_seq_lens=True) + padded_text_type_ids = pad_batch_data( + batch_text_type_ids, pad_idx=self.pad_id) + padded_position_ids = pad_batch_data( + batch_position_ids, pad_idx=self.pad_id) + padded_label_ids = pad_batch_data( + batch_label_ids, pad_idx=len(self.label_map) - 1) + padded_task_ids = np.ones_like( + padded_token_ids, dtype="int64") * self.task_id + + return_list = [ + padded_token_ids, padded_text_type_ids, padded_position_ids, + padded_task_ids, input_mask, padded_label_ids, batch_seq_lens + ] + return return_list + + def _reseg_token_label(self, tokens, labels, tokenizer): + assert len(tokens) == len(labels) + ret_tokens = [] + ret_labels = [] + for token, label in zip(tokens, labels): + sub_token = tokenizer.tokenize(token) + if len(sub_token) == 0: + continue + ret_tokens.extend(sub_token) + ret_labels.append(label) + if len(sub_token) < 2: + continue + sub_label = label + if label.startswith("B-"): + sub_label = "I-" + label[2:] + ret_labels.extend([sub_label] * (len(sub_token) - 1)) + + assert len(ret_tokens) == len(ret_labels) + return ret_tokens, ret_labels + + def _convert_example_to_record(self, example, max_seq_length, tokenizer): + tokens = tokenization.convert_to_unicode(example.text_a).split(u"") + labels = tokenization.convert_to_unicode(example.label).split(u"") + tokens, labels = self._reseg_token_label(tokens, labels, tokenizer) + + if len(tokens) > max_seq_length - 2: + tokens = tokens[0:(max_seq_length - 2)] + labels = labels[0:(max_seq_length - 2)] + + tokens = ["[CLS]"] + tokens + ["[SEP]"] + token_ids = tokenizer.convert_tokens_to_ids(tokens) + position_ids = list(range(len(token_ids))) + text_type_ids = [0] * len(token_ids) + no_entity_id = len(self.label_map) - 1 + label_ids = [no_entity_id] + [ + self.label_map[label] for label in labels + ] + [no_entity_id] + + Record = namedtuple( + 'Record', + ['token_ids', 'text_type_ids', 'position_ids', 'label_ids']) + record = Record( + token_ids=token_ids, + text_type_ids=text_type_ids, + position_ids=position_ids, + label_ids=label_ids) + return record + + +class ExtractEmbeddingReader(BaseReader): + def _pad_batch_records(self, batch_records): + batch_token_ids = [record.token_ids for record in batch_records] + batch_text_type_ids = [record.text_type_ids for record in batch_records] + batch_position_ids = [record.position_ids for record in batch_records] + + # padding + padded_token_ids, input_mask, seq_lens = pad_batch_data( + batch_token_ids, + pad_idx=self.pad_id, + return_input_mask=True, + return_seq_lens=True) + padded_text_type_ids = pad_batch_data( + batch_text_type_ids, pad_idx=self.pad_id) + padded_position_ids = pad_batch_data( + batch_position_ids, pad_idx=self.pad_id) + padded_task_ids = np.ones_like( + padded_token_ids, dtype="int64") * self.task_id + + return_list = [ + padded_token_ids, padded_text_type_ids, padded_position_ids, + padded_task_ids, input_mask, seq_lens + ] + + return return_list + + +class MRCReader(BaseReader): + def __init__(self, + vocab_path, + label_map_config=None, + max_seq_len=512, + do_lower_case=True, + in_tokens=False, + random_seed=None, + tokenizer="FullTokenizer", + is_classify=True, + is_regression=False, + for_cn=True, + task_id=0, + doc_stride=128, + max_query_length=64): + self.max_seq_len = max_seq_len + self.tokenizer = tokenization.FullTokenizer( + vocab_file=vocab_path, do_lower_case=do_lower_case) + self.vocab = self.tokenizer.vocab + self.pad_id = self.vocab["[PAD]"] + self.cls_id = self.vocab["[CLS]"] + self.sep_id = self.vocab["[SEP]"] + self.in_tokens = in_tokens + self.for_cn = for_cn + self.task_id = task_id + self.doc_stride = doc_stride + self.max_query_length = max_query_length + self.examples = {} + self.features = {} + + if random_seed is not None: + np.random.seed(random_seed) + + self.current_example = 0 + self.current_epoch = 0 + self.num_examples = 0 + + def _read_json(self, input_file, is_training): + examples = [] + with open(input_file, "r") as f: + input_data = json.load(f)["data"] + for entry in input_data: + for paragraph in entry["paragraphs"]: + paragraph_text = paragraph["context"] + for qa in paragraph["qas"]: + qas_id = qa["id"] + question_text = qa["question"] + start_pos = None + end_pos = None + orig_answer_text = None + + if is_training: + if len(qa["answers"]) != 1: + raise ValueError( + "For training, each question should have exactly 1 answer." + ) + + answer = qa["answers"][0] + orig_answer_text = answer["text"] + answer_offset = answer["answer_start"] + answer_length = len(orig_answer_text) + doc_tokens = [ + paragraph_text[:answer_offset], + paragraph_text[answer_offset:answer_offset + + answer_length], + paragraph_text[answer_offset + answer_length:] + ] + + start_pos = 1 + end_pos = 1 + + actual_text = " ".join(doc_tokens[start_pos:(end_pos + + 1)]) + if actual_text.find(orig_answer_text) == -1: + print("Could not find answer: '%s' vs. '%s'", + actual_text, orig_answer_text) + continue + else: + doc_tokens = tokenization.tokenize_chinese_chars( + paragraph_text) + + Example = namedtuple('Example', [ + 'qas_id', 'question_text', 'doc_tokens', + 'orig_answer_text', 'start_position', 'end_position' + ]) + + example = Example( + qas_id=qas_id, + question_text=question_text, + doc_tokens=doc_tokens, + orig_answer_text=orig_answer_text, + start_position=start_pos, + end_position=end_pos) + examples.append(example) + + return examples + + def _improve_answer_span(self, doc_tokens, input_start, input_end, + tokenizer, orig_answer_text): + tok_answer_text = " ".join(tokenizer.tokenize(orig_answer_text)) + + for new_start in range(input_start, input_end + 1): + for new_end in range(input_end, new_start - 1, -1): + text_span = " ".join(doc_tokens[new_start:(new_end + 1)]) + if text_span == tok_answer_text: + return (new_start, new_end) + + return (input_start, input_end) + + def _check_is_max_context(self, doc_spans, cur_span_index, position): + best_score = None + best_span_index = None + for (span_index, doc_span) in enumerate(doc_spans): + end = doc_span.start + doc_span.length - 1 + if position < doc_span.start: + continue + if position > end: + continue + num_left_context = position - doc_span.start + num_right_context = end - position + score = min(num_left_context, + num_right_context) + 0.01 * doc_span.length + if best_score is None or score > best_score: + best_score = score + best_span_index = span_index + + return cur_span_index == best_span_index + + def _convert_example_to_feature(self, examples, max_seq_length, tokenizer, + is_training): + Feature = namedtuple("Feature", [ + "unique_id", "example_index", "doc_span_index", "tokens", + "token_to_orig_map", "token_is_max_context", "token_ids", + "position_ids", "text_type_ids", "start_position", "end_position" + ]) + features = [] + unique_id = 1000000000 + + for (example_index, example) in enumerate(examples): + query_tokens = tokenizer.tokenize(example.question_text) + if len(query_tokens) > self.max_query_length: + query_tokens = query_tokens[0:self.max_query_length] + tok_to_orig_index = [] + orig_to_tok_index = [] + all_doc_tokens = [] + for (i, token) in enumerate(example.doc_tokens): + orig_to_tok_index.append(len(all_doc_tokens)) + sub_tokens = tokenizer.tokenize(token) + for sub_token in sub_tokens: + tok_to_orig_index.append(i) + all_doc_tokens.append(sub_token) + + tok_start_position = None + tok_end_position = None + if is_training: + tok_start_position = orig_to_tok_index[example.start_position] + if example.end_position < len(example.doc_tokens) - 1: + tok_end_position = orig_to_tok_index[example.end_position + + 1] - 1 + else: + tok_end_position = len(all_doc_tokens) - 1 + (tok_start_position, + tok_end_position) = self._improve_answer_span( + all_doc_tokens, tok_start_position, tok_end_position, + tokenizer, example.orig_answer_text) + + max_tokens_for_doc = max_seq_length - len(query_tokens) - 3 + _DocSpan = namedtuple("DocSpan", ["start", "length"]) + doc_spans = [] + start_offset = 0 + while start_offset < len(all_doc_tokens): + length = len(all_doc_tokens) - start_offset + if length > max_tokens_for_doc: + length = max_tokens_for_doc + doc_spans.append(_DocSpan(start=start_offset, length=length)) + if start_offset + length == len(all_doc_tokens): + break + start_offset += min(length, self.doc_stride) + + for (doc_span_index, doc_span) in enumerate(doc_spans): + tokens = [] + token_to_orig_map = {} + token_is_max_context = {} + text_type_ids = [] + tokens.append("[CLS]") + text_type_ids.append(0) + for token in query_tokens: + tokens.append(token) + text_type_ids.append(0) + tokens.append("[SEP]") + text_type_ids.append(0) + + for i in range(doc_span.length): + split_token_index = doc_span.start + i + token_to_orig_map[len(tokens)] = tok_to_orig_index[ + split_token_index] + + is_max_context = self._check_is_max_context( + doc_spans, doc_span_index, split_token_index) + token_is_max_context[len(tokens)] = is_max_context + tokens.append(all_doc_tokens[split_token_index]) + text_type_ids.append(1) + tokens.append("[SEP]") + text_type_ids.append(1) + + token_ids = tokenizer.convert_tokens_to_ids(tokens) + position_ids = list(range(len(token_ids))) + start_position = None + end_position = None + if is_training: + doc_start = doc_span.start + doc_end = doc_span.start + doc_span.length - 1 + out_of_span = False + if not (tok_start_position >= doc_start and + tok_end_position <= doc_end): + out_of_span = True + if out_of_span: + start_position = 0 + end_position = 0 + else: + doc_offset = len(query_tokens) + 2 + start_position = tok_start_position - doc_start + doc_offset + end_position = tok_end_position - doc_start + doc_offset + + feature = Feature( + unique_id=unique_id, + example_index=example_index, + doc_span_index=doc_span_index, + tokens=tokens, + token_to_orig_map=token_to_orig_map, + token_is_max_context=token_is_max_context, + token_ids=token_ids, + position_ids=position_ids, + text_type_ids=text_type_ids, + start_position=start_position, + end_position=end_position) + features.append(feature) + + unique_id += 1 + + return features + + def _prepare_batch_data(self, records, batch_size, phase=None): + """generate batch records""" + batch_records, max_len = [], 0 + + for index, record in enumerate(records): + if phase == "train": + self.current_example = index + max_len = max(max_len, len(record.token_ids)) + if self.in_tokens: + to_append = (len(batch_records) + 1) * max_len <= batch_size + else: + to_append = len(batch_records) < batch_size + if to_append: + batch_records.append(record) + else: + yield self._pad_batch_records(batch_records, phase == "train") + batch_records, max_len = [record], len(record.token_ids) + + if batch_records: + yield self._pad_batch_records(batch_records, phase == "train") + + def _pad_batch_records(self, batch_records, is_training): + batch_token_ids = [record.token_ids for record in batch_records] + batch_text_type_ids = [record.text_type_ids for record in batch_records] + batch_position_ids = [record.position_ids for record in batch_records] + if is_training: + batch_start_position = [ + record.start_position for record in batch_records + ] + batch_end_position = [ + record.end_position for record in batch_records + ] + batch_start_position = np.array(batch_start_position).astype( + "int64").reshape([-1, 1]) + batch_end_position = np.array(batch_end_position).astype( + "int64").reshape([-1, 1]) + + else: + batch_size = len(batch_token_ids) + batch_start_position = np.zeros( + shape=[batch_size, 1], dtype="int64") + batch_end_position = np.zeros(shape=[batch_size, 1], dtype="int64") + + batch_unique_ids = [record.unique_id for record in batch_records] + batch_unique_ids = np.array(batch_unique_ids).astype("int64").reshape( + [-1, 1]) + + # padding + padded_token_ids, input_mask = pad_batch_data( + batch_token_ids, pad_idx=self.pad_id, return_input_mask=True) + padded_text_type_ids = pad_batch_data( + batch_text_type_ids, pad_idx=self.pad_id) + padded_position_ids = pad_batch_data( + batch_position_ids, pad_idx=self.pad_id) + padded_task_ids = np.ones_like( + padded_token_ids, dtype="int64") * self.task_id + + return_list = [ + padded_token_ids, padded_text_type_ids, padded_position_ids, + padded_task_ids, input_mask, batch_start_position, + batch_end_position, batch_unique_ids + ] + + return return_list + + def get_num_examples(self, phase): + return len(self.features[phase]) + + def get_features(self, phase): + return self.features[phase] + + def get_examples(self, phase): + return self.examples[phase] + + def data_generator(self, + input_file, + batch_size, + epoch, + dev_count=1, + shuffle=True, + phase=None): + + examples = self.examples.get(phase, None) + features = self.features.get(phase, None) + if not examples: + examples = self._read_json(input_file, phase == "train") + features = self._convert_example_to_feature( + examples, self.max_seq_len, self.tokenizer, phase == "train") + self.examples[phase] = examples + self.features[phase] = features + + def wrapper(): + all_dev_batches = [] + for epoch_index in range(epoch): + if phase == "train": + self.current_example = 0 + self.current_epoch = epoch_index + if phase == "train" and shuffle: + np.random.shuffle(features) + + for batch_data in self._prepare_batch_data( + features, batch_size, phase=phase): + if len(all_dev_batches) < dev_count: + all_dev_batches.append(batch_data) + if len(all_dev_batches) == dev_count: + for batch in all_dev_batches: + yield batch + all_dev_batches = [] + + return wrapper + + +if __name__ == '__main__': + pass diff --git a/run_classifier.py b/run_classifier.py new file mode 100644 index 0000000000000000000000000000000000000000..a6616bc265901fa55368d7853d68c4fbfadc74c8 --- /dev/null +++ b/run_classifier.py @@ -0,0 +1,403 @@ +# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Finetuning on classification tasks.""" + +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import os +import time +import multiprocessing + +# NOTE(paddle-dev): All of these flags should be +# set before `import paddle`. Otherwise, it would +# not take any effect. +os.environ['FLAGS_eager_delete_tensor_gb'] = '0' # enable gc + +import paddle.fluid as fluid + +import reader.task_reader as task_reader +from model.ernie import ErnieConfig +from finetune.classifier import create_model, evaluate, predict +from optimization import optimization +from utils.args import print_arguments, check_cuda +from utils.init import init_pretraining_params, init_checkpoint +from utils.cards import get_cards +from finetune_args import parser + +args = parser.parse_args() + + +def main(args): + ernie_config = ErnieConfig(args.ernie_config_path) + ernie_config.print_config() + + if args.use_cuda: + place = fluid.CUDAPlace(int(os.getenv('FLAGS_selected_gpus', '0'))) + dev_count = fluid.core.get_cuda_device_count() + else: + place = fluid.CPUPlace() + dev_count = int(os.environ.get('CPU_NUM', multiprocessing.cpu_count())) + exe = fluid.Executor(place) + + reader = task_reader.ClassifyReader( + vocab_path=args.vocab_path, + label_map_config=args.label_map_config, + max_seq_len=args.max_seq_len, + do_lower_case=args.do_lower_case, + in_tokens=args.in_tokens, + random_seed=args.random_seed, + tokenizer=args.tokenizer, + is_classify=args.is_classify, + is_regression=args.is_regression, + for_cn=args.for_cn, + task_id=args.task_id) + + if not (args.do_train or args.do_val or args.do_test): + raise ValueError("For args `do_train`, `do_val` and `do_test`, at " + "least one of them must be True.") + + if args.do_test: + assert args.test_save is not None + startup_prog = fluid.Program() + if args.random_seed is not None: + startup_prog.random_seed = args.random_seed + + if args.predict_batch_size == None: + args.predict_batch_size = args.batch_size + if args.do_train: + train_data_generator = reader.data_generator( + input_file=args.train_set, + batch_size=args.batch_size, + epoch=args.epoch, + dev_count=dev_count, + shuffle=True, + phase="train") + + num_train_examples = reader.get_num_examples(args.train_set) + + if args.in_tokens: + max_train_steps = args.epoch * num_train_examples // ( + args.batch_size // args.max_seq_len) // dev_count + else: + max_train_steps = args.epoch * num_train_examples // args.batch_size // dev_count + + warmup_steps = int(max_train_steps * args.warmup_proportion) + print("Device count: %d" % dev_count) + print("Num train examples: %d" % num_train_examples) + print("Max train steps: %d" % max_train_steps) + print("Num warmup steps: %d" % warmup_steps) + + train_program = fluid.Program() + if args.random_seed is not None and args.enable_ce: + train_program.random_seed = args.random_seed + + with fluid.program_guard(train_program, startup_prog): + with fluid.unique_name.guard(): + train_pyreader, graph_vars = create_model( + args, + pyreader_name='train_reader', + ernie_config=ernie_config, + is_classify=args.is_classify, + is_regression=args.is_regression) + scheduled_lr, loss_scaling = optimization( + loss=graph_vars["loss"], + warmup_steps=warmup_steps, + num_train_steps=max_train_steps, + learning_rate=args.learning_rate, + train_program=train_program, + startup_prog=startup_prog, + weight_decay=args.weight_decay, + scheduler=args.lr_scheduler, + use_fp16=args.use_fp16) + + if args.verbose: + if args.in_tokens: + lower_mem, upper_mem, unit = fluid.contrib.memory_usage( + program=train_program, + batch_size=args.batch_size // args.max_seq_len) + else: + lower_mem, upper_mem, unit = fluid.contrib.memory_usage( + program=train_program, batch_size=args.batch_size) + print("Theoretical memory usage in training: %.3f - %.3f %s" % + (lower_mem, upper_mem, unit)) + + if args.do_val or args.do_test: + test_prog = fluid.Program() + with fluid.program_guard(test_prog, startup_prog): + with fluid.unique_name.guard(): + test_pyreader, graph_vars = create_model( + args, + pyreader_name='test_reader', + ernie_config=ernie_config, + is_classify=args.is_classify, + is_regression=args.is_regression) + + test_prog = test_prog.clone(for_test=True) + nccl2_num_trainers = 1 + nccl2_trainer_id = 0 + exe.run(startup_prog) + + if args.do_train: + if args.init_checkpoint and args.init_pretraining_params: + print( + "WARNING: args 'init_checkpoint' and 'init_pretraining_params' " + "both are set! Only arg 'init_checkpoint' is made valid.") + if args.init_checkpoint: + init_checkpoint( + exe, + args.init_checkpoint, + main_program=startup_prog, + use_fp16=args.use_fp16) + elif args.init_pretraining_params: + init_pretraining_params( + exe, + args.init_pretraining_params, + main_program=startup_prog, + use_fp16=args.use_fp16) + elif args.do_val or args.do_test: + if not args.init_checkpoint: + raise ValueError("args 'init_checkpoint' should be set if" + "only doing validation or testing!") + init_checkpoint( + exe, + args.init_checkpoint, + main_program=startup_prog, + use_fp16=args.use_fp16) + + if args.do_train: + exec_strategy = fluid.ExecutionStrategy() + if args.use_fast_executor: + exec_strategy.use_experimental_executor = True + exec_strategy.num_threads = dev_count + exec_strategy.num_iteration_per_drop_scope = args.num_iteration_per_drop_scope + + train_exe = fluid.ParallelExecutor( + use_cuda=args.use_cuda, + loss_name=graph_vars["loss"].name, + exec_strategy=exec_strategy, + main_program=train_program, + num_trainers=nccl2_num_trainers, + trainer_id=nccl2_trainer_id) + + train_pyreader.decorate_tensor_provider(train_data_generator) + else: + train_exe = None + + test_exe = exe + if args.do_val or args.do_test: + if args.use_multi_gpu_test: + test_exe = fluid.ParallelExecutor( + use_cuda=args.use_cuda, + main_program=test_prog, + share_vars_from=train_exe) + + if args.do_train: + train_pyreader.start() + steps = 0 + if warmup_steps > 0: + graph_vars["learning_rate"] = scheduled_lr + + ce_info = [] + time_begin = time.time() + last_epoch = 0 + current_epoch = 0 + while True: + try: + steps += 1 + if steps % args.skip_steps != 0: + train_exe.run(fetch_list=[]) + else: + outputs = evaluate( + train_exe, + train_program, + train_pyreader, + graph_vars, + "train", + metric=args.metric, + is_classify=args.is_classify, + is_regression=args.is_regression) + + if args.verbose: + verbose = "train pyreader queue size: %d, " % train_pyreader.queue.size( + ) + verbose += "learning rate: %f" % ( + outputs["learning_rate"] + if warmup_steps > 0 else args.learning_rate) + print(verbose) + + current_example, current_epoch = reader.get_train_progress() + time_end = time.time() + used_time = time_end - time_begin + + if args.is_classify: + print( + "epoch: %d, progress: %d/%d, step: %d, ave loss: %f, " + "ave acc: %f, speed: %f steps/s" % + (current_epoch, current_example, num_train_examples, + steps, outputs["loss"], outputs["accuracy"], + args.skip_steps / used_time)) + ce_info.append( + [outputs["loss"], outputs["accuracy"], used_time]) + if args.is_regression: + print( + "epoch: %d, progress: %d/%d, step: %d, ave loss: %f, " + " speed: %f steps/s" % + (current_epoch, current_example, num_train_examples, + steps, outputs["loss"], + args.skip_steps / used_time)) + time_begin = time.time() + + if steps % args.save_steps == 0: + save_path = os.path.join(args.checkpoints, + "step_" + str(steps)) + fluid.io.save_persistables(exe, save_path, train_program) + + if steps % args.validation_steps == 0 or last_epoch != current_epoch: + # evaluate dev set + if args.do_val: + evaluate_wrapper(args, reader, exe, test_prog, + test_pyreader, graph_vars, + current_epoch, steps) + + if args.do_test: + predict_wrapper(args, reader, exe, test_prog, + test_pyreader, graph_vars, + current_epoch, steps) + + if last_epoch != current_epoch: + last_epoch = current_epoch + + except fluid.core.EOFException: + save_path = os.path.join(args.checkpoints, "step_" + str(steps)) + fluid.io.save_persistables(exe, save_path, train_program) + train_pyreader.reset() + break + if args.enable_ce: + card_num = get_cards() + ce_loss = 0 + ce_acc = 0 + ce_time = 0 + try: + ce_loss = ce_info[-2][0] + ce_acc = ce_info[-2][1] + ce_time = ce_info[-2][2] + except: + print("ce info error") + print("kpis\ttrain_duration_card%s\t%s" % (card_num, ce_time)) + print("kpis\ttrain_loss_card%s\t%f" % (card_num, ce_loss)) + print("kpis\ttrain_acc_card%s\t%f" % (card_num, ce_acc)) + + # final eval on dev set + if args.do_val: + evaluate_wrapper(args, reader, exe, test_prog, test_pyreader, + graph_vars, current_epoch, steps) + + # final eval on test set + if args.do_test: + predict_wrapper(args, reader, exe, test_prog, test_pyreader, graph_vars, + current_epoch, steps) + + # final eval on dianostic, hack for glue-ax + if args.diagnostic: + test_pyreader.decorate_tensor_provider( + reader.data_generator( + args.diagnostic, + batch_size=args.batch_size, + epoch=1, + dev_count=1, + shuffle=False)) + + print("Final diagnostic") + qids, preds, probs = predict( + test_exe, + test_prog, + test_pyreader, + graph_vars, + is_classify=args.is_classify, + is_regression=args.is_regression) + assert len(qids) == len(preds), '{} v.s. {}'.format( + len(qids), len(preds)) + with open(args.diagnostic_save, 'w') as f: + for id, s, p in zip(qids, preds, probs): + f.write('{}\t{}\t{}\n'.format(id, s, p)) + + print("Done final diagnostic, saving to {}".format( + args.diagnostic_save)) + + +def evaluate_wrapper(args, reader, exe, test_prog, test_pyreader, graph_vars, + epoch, steps): + # evaluate dev set + for ds in args.dev_set.split(','): + test_pyreader.decorate_tensor_provider( + reader.data_generator( + ds, + batch_size=args.predict_batch_size, + epoch=1, + dev_count=1, + shuffle=False)) + print("validation result of dataset {}:".format(ds)) + evaluate_info = evaluate( + exe, + test_prog, + test_pyreader, + graph_vars, + "dev", + metric=args.metric, + is_classify=args.is_classify, + is_regression=args.is_regression) + print(evaluate_info + ', file: {}, epoch: {}, steps: {}'.format( + ds, epoch, steps)) + + +def predict_wrapper(args, reader, exe, test_prog, test_pyreader, graph_vars, + epoch, steps): + test_sets = args.test_set.split(',') + save_dirs = args.test_save.split(',') + assert len(test_sets) == len(save_dirs) + + for test_f, save_f in zip(test_sets, save_dirs): + test_pyreader.decorate_tensor_provider( + reader.data_generator( + test_f, + batch_size=args.predict_batch_size, + epoch=1, + dev_count=1, + shuffle=False)) + + save_path = save_f + '.' + str(epoch) + '.' + str(steps) + print("testing {}, save to {}".format(test_f, save_path)) + qids, preds, probs = predict( + exe, + test_prog, + test_pyreader, + graph_vars, + is_classify=args.is_classify, + is_regression=args.is_regression) + + save_dir = os.path.dirname(save_path) + if not os.path.exists(save_dir): + os.makedirs(save_dir) + + with open(save_path, 'w') as f: + for id, s, p in zip(qids, preds, probs): + f.write('{}\t{}\t{}\n'.format(id, s, p)) + + +if __name__ == '__main__': + print_arguments(args) + check_cuda(args.use_cuda) + main(args) diff --git a/ERNIE/run_classifier.py b/run_mrc.py similarity index 73% rename from ERNIE/run_classifier.py rename to run_mrc.py index fbc9fdb12d9486e162c52b05a675c9b979b5ca7b..df038845d09c05e834ec6653532662461972168f 100644 --- a/ERNIE/run_classifier.py +++ b/run_mrc.py @@ -21,15 +21,19 @@ import os import time import multiprocessing +# NOTE(paddle-dev): All of these flags should be +# set before `import paddle`. Otherwise, it would +# not take any effect. +os.environ['FLAGS_eager_delete_tensor_gb'] = '0' # enable gc + import paddle.fluid as fluid import reader.task_reader as task_reader from model.ernie import ErnieConfig -from finetune.classifier import create_model, evaluate +from finetune.mrc import create_model, evaluate from optimization import optimization -from utils.args import print_arguments, check_cuda +from utils.args import print_arguments from utils.init import init_pretraining_params, init_checkpoint -from utils.cards import get_cards from finetune_args import parser args = parser.parse_args() @@ -47,13 +51,20 @@ def main(args): dev_count = int(os.environ.get('CPU_NUM', multiprocessing.cpu_count())) exe = fluid.Executor(place) - reader = task_reader.ClassifyReader( + reader = task_reader.MRCReader( vocab_path=args.vocab_path, label_map_config=args.label_map_config, max_seq_len=args.max_seq_len, do_lower_case=args.do_lower_case, in_tokens=args.in_tokens, - random_seed=args.random_seed) + random_seed=args.random_seed, + tokenizer=args.tokenizer, + is_classify=args.is_classify, + is_regression=args.is_regression, + for_cn=args.for_cn, + task_id=args.task_id, + doc_stride=args.doc_stride, + max_query_length=args.max_query_length) if not (args.do_train or args.do_val or args.do_test): raise ValueError("For args `do_train`, `do_val` and `do_test`, at " @@ -63,15 +74,18 @@ def main(args): if args.random_seed is not None: startup_prog.random_seed = args.random_seed + if args.predict_batch_size == None: + args.predict_batch_size = args.batch_size if args.do_train: train_data_generator = reader.data_generator( input_file=args.train_set, batch_size=args.batch_size, epoch=args.epoch, - shuffle=args.shuffle, + dev_count=dev_count, + shuffle=True, phase="train") - num_train_examples = reader.get_num_examples(args.train_set) + num_train_examples = reader.get_num_examples("train") if args.in_tokens: max_train_steps = args.epoch * num_train_examples // ( @@ -86,16 +100,15 @@ def main(args): print("Num warmup steps: %d" % warmup_steps) train_program = fluid.Program() - if args.random_seed is not None and args.enable_ce: - train_program.random_seed = args.random_seed with fluid.program_guard(train_program, startup_prog): with fluid.unique_name.guard(): train_pyreader, graph_vars = create_model( args, pyreader_name='train_reader', - ernie_config=ernie_config) - scheduled_lr = optimization( + ernie_config=ernie_config, + is_training=True) + scheduled_lr, loss_scaling = optimization( loss=graph_vars["loss"], warmup_steps=warmup_steps, num_train_steps=max_train_steps, @@ -104,17 +117,15 @@ def main(args): startup_prog=startup_prog, weight_decay=args.weight_decay, scheduler=args.lr_scheduler, - use_fp16=args.use_fp16, - loss_scaling=args.loss_scaling) - + use_fp16=args.use_fp16) + """ fluid.memory_optimize( input_program=train_program, skip_opt_set=[ graph_vars["loss"].name, - graph_vars["probs"].name, - graph_vars["accuracy"].name, graph_vars["num_seqs"].name, ]) + """ if args.verbose: if args.in_tokens: @@ -131,13 +142,16 @@ def main(args): test_prog = fluid.Program() with fluid.program_guard(test_prog, startup_prog): with fluid.unique_name.guard(): - test_pyreader, graph_vars = create_model( + test_pyreader, test_graph_vars = create_model( args, pyreader_name='test_reader', - ernie_config=ernie_config) + ernie_config=ernie_config, + is_training=False) test_prog = test_prog.clone(for_test=True) + nccl2_num_trainers = 1 + nccl2_trainer_id = 0 exe.run(startup_prog) if args.do_train: @@ -178,7 +192,9 @@ def main(args): use_cuda=args.use_cuda, loss_name=graph_vars["loss"].name, exec_strategy=exec_strategy, - main_program=train_program) + main_program=train_program, + num_trainers=nccl2_num_trainers, + trainer_id=nccl2_trainer_id) train_pyreader.decorate_tensor_provider(train_data_generator) else: @@ -190,7 +206,6 @@ def main(args): if warmup_steps > 0: graph_vars["learning_rate"] = scheduled_lr - ce_info = [] time_begin = time.time() while True: try: @@ -213,11 +228,9 @@ def main(args): time_end = time.time() used_time = time_end - time_begin print("epoch: %d, progress: %d/%d, step: %d, ave loss: %f, " - "ave acc: %f, speed: %f steps/s" % + "speed: %f steps/s" % (current_epoch, current_example, num_train_examples, - steps, outputs["loss"], outputs["accuracy"], - args.skip_steps / used_time)) - ce_info.append([outputs["loss"], outputs["accuracy"], used_time]) + steps, outputs["loss"], args.skip_steps / used_time)) time_begin = time.time() if steps % args.save_steps == 0: @@ -226,74 +239,95 @@ def main(args): fluid.io.save_persistables(exe, save_path, train_program) if steps % args.validation_steps == 0: - # evaluate dev set if args.do_val: test_pyreader.decorate_tensor_provider( reader.data_generator( args.dev_set, batch_size=args.batch_size, epoch=1, - shuffle=False)) - evaluate(exe, test_prog, test_pyreader, graph_vars, - "dev") - # evaluate test set + dev_count=1, + shuffle=False, + phase="dev")) + evaluate( + exe, + test_prog, + test_pyreader, + test_graph_vars, + str(steps) + "_dev", + examples=reader.get_examples("dev"), + features=reader.get_features("dev"), + args=args) + if args.do_test: test_pyreader.decorate_tensor_provider( reader.data_generator( args.test_set, batch_size=args.batch_size, epoch=1, - shuffle=False)) - evaluate(exe, test_prog, test_pyreader, graph_vars, - "test") + dev_count=1, + shuffle=False, + phase="test")) + evaluate( + exe, + test_prog, + test_pyreader, + test_graph_vars, + str(steps) + "_test", + examples=reader.get_examples("test"), + features=reader.get_features("test"), + args=args) + except fluid.core.EOFException: save_path = os.path.join(args.checkpoints, "step_" + str(steps)) fluid.io.save_persistables(exe, save_path, train_program) train_pyreader.reset() break - if args.enable_ce: - card_num = get_cards() - ce_loss = 0 - ce_acc = 0 - ce_time = 0 - try: - ce_loss = ce_info[-2][0] - ce_acc = ce_info[-2][1] - ce_time = ce_info[-2][2] - except: - print("ce info error") - print("kpis\ttrain_duration_card%s\t%s" % - (card_num, ce_time)) - print("kpis\ttrain_loss_card%s\t%f" % - (card_num, ce_loss)) - print("kpis\ttrain_acc_card%s\t%f" % - (card_num, ce_acc)) - # final eval on dev set if args.do_val: + print("Final validation result:") test_pyreader.decorate_tensor_provider( reader.data_generator( args.dev_set, batch_size=args.batch_size, epoch=1, - shuffle=False)) - print("Final validation result:") - evaluate(exe, test_prog, test_pyreader, graph_vars, "dev") + dev_count=1, + shuffle=False, + phase="dev")) + evaluate( + exe, + test_prog, + test_pyreader, + test_graph_vars, + "dev", + examples=reader.get_examples("dev"), + features=reader.get_features("dev"), + args=args) # final eval on test set if args.do_test: + print("Final test result:") test_pyreader.decorate_tensor_provider( reader.data_generator( args.test_set, batch_size=args.batch_size, epoch=1, - shuffle=False)) - print("Final test result:") - evaluate(exe, test_prog, test_pyreader, graph_vars, "test") + dev_count=1, + shuffle=False, + phase="test")) + evaluate( + exe, + test_prog, + test_pyreader, + test_graph_vars, + "test", + examples=reader.get_examples("test"), + features=reader.get_features("test"), + args=args) if __name__ == '__main__': - print_arguments(args) - check_cuda(args.use_cuda) - main(args) + while True: + scope = fluid.core.Scope() + with fluid.scope_guard(scope): + main(args) diff --git a/ERNIE/run_sequence_labeling.py b/run_sequence_labeling.py similarity index 96% rename from ERNIE/run_sequence_labeling.py rename to run_sequence_labeling.py index 1f752bc622923a6196d77991730d39719b40cac6..f026fb36effb91613de76d6edb6d4e1ed79cd16d 100644 --- a/ERNIE/run_sequence_labeling.py +++ b/run_sequence_labeling.py @@ -21,6 +21,11 @@ import os import time import multiprocessing +# NOTE(paddle-dev): All of these flags should be +# set before `import paddle`. Otherwise, it would +# not take any effect. +os.environ['FLAGS_eager_delete_tensor_gb'] = '0' # enable gc + import paddle.fluid as fluid import reader.task_reader as task_reader @@ -52,7 +57,8 @@ def main(args): max_seq_len=args.max_seq_len, do_lower_case=args.do_lower_case, in_tokens=args.in_tokens, - random_seed=args.random_seed) + random_seed=args.random_seed, + task_id=args.task_id) if not (args.do_train or args.do_val or args.do_test): raise ValueError("For args `do_train`, `do_val` and `do_test`, at " @@ -92,7 +98,7 @@ def main(args): args, pyreader_name='train_reader', ernie_config=ernie_config) - scheduled_lr = optimization( + scheduled_lr, loss_scaling = optimization( loss=graph_vars["loss"], warmup_steps=warmup_steps, num_train_steps=max_train_steps, @@ -101,8 +107,7 @@ def main(args): startup_prog=startup_prog, weight_decay=args.weight_decay, scheduler=args.lr_scheduler, - use_fp16=args.use_fp16, - loss_scaling=args.loss_scaling) + use_fp16=args.use_fp16) fluid.memory_optimize( input_program=train_program, diff --git a/script/en_glue/ernie_base/CoLA/task.sh b/script/en_glue/ernie_base/CoLA/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..6f33ed5c5f30a025a5f6085ad03ed16870f9396f --- /dev/null +++ b/script/en_glue/ernie_base/CoLA/task.sh @@ -0,0 +1,56 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_sync_nccl_allreduce=1 +export FLAGS_eager_delete_tensor_gb=0.0 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0 +fi + + +mkdir -p log/ + +timestamp=`date "+%Y-%m-%d-%H-%M-%S"` + +lr=3e-5 +batch_size=64 +epoch=3 + +for i in {1..5};do +python -u run_classifier.py \ + --use_cuda true \ + --for_cn False \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size $batch_size \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/CoLA/train.tsv \ + --dev_set ${TASK_DATA_PATH}/CoLA/dev.tsv \ + --test_set ${TASK_DATA_PATH}/CoLA/test.tsv \ + --vocab_path script/en_glue/ernie_base/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 1000000000 \ + --epoch $epoch \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_base/ernie_config.json \ + --learning_rate $lr \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --metric 'matthews_corrcoef' \ + --test_save output/test_out.$i.$lr.$batch_size.$epoch.$timestamp.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.$timestamp.log \ + + +done diff --git a/script/en_glue/ernie_base/MNLI/task.sh b/script/en_glue/ernie_base/MNLI/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..3d90096f0dfb33f78e087fa4feb99b7757314c0d --- /dev/null +++ b/script/en_glue/ernie_base/MNLI/task.sh @@ -0,0 +1,56 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 +fi + +mkdir -p log/ + +lr=3e-5 +batch_size=64 +epoch=3 + +for i in {1..5};do + +timestamp=`date "+%Y-%m-%d-%H-%M-%S"` + +python -u run_classifier.py \ + --use_cuda true \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size $batch_size \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/MNLI/train.tsv \ + --dev_set ${TASK_DATA_PATH}/MNLI/m/dev.tsv,${TASK_DATA_PATH}/MNLI/mm/dev.tsv \ + --test_set ${TASK_DATA_PATH}/MNLI/m/test.tsv,${TASK_DATA_PATH}/MNLI/mm/test.tsv \ + --vocab_path script/en_glue/ernie_base/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 25000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 1000000000000 \ + --epoch $epoch \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_base/ernie_config.json \ + --learning_rate $lr \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 3 \ + --for_cn False \ + --test_save output/test_out.$i.m.tsv,output/test_out.$i.mm.tsv \ + --diagnostic ${TASK_DATA_PATH}/diagnostic.tsv \ + --diagnostic_save output/test_out.$i.$lr.$batch_size.$epoch.$timestamp.m.diagnostic.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.$timestamp.log \ + +done diff --git a/script/en_glue/ernie_base/MRPC/task.sh b/script/en_glue/ernie_base/MRPC/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..da97365eeaf982dfa46ba3e3b1f43650da94b1a8 --- /dev/null +++ b/script/en_glue/ernie_base/MRPC/task.sh @@ -0,0 +1,55 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0,1 +fi + +mkdir -p log/ + +lr=3e-5 +batch_size=16 +epoch=4 + +for i in {1..5};do + + timestamp=`date "+%Y-%m-%d-%H-%M-%S"` + python -u run_classifier.py \ + --use_cuda true \ + --for_cn False \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size 16 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/MRPC/train.tsv \ + --dev_set ${TASK_DATA_PATH}/MRPC/dev.tsv \ + --test_set ${TASK_DATA_PATH}/MRPC/test.tsv \ + --vocab_path script/en_glue/ernie_base/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 1000000 \ + --epoch 4 \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_base/ernie_config.json \ + --learning_rate 3e-5 \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --metric 'acc_and_f1' \ + --for_cn False \ + --test_save output/test_out.$i.$lr.$batch_size.$epoch.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.log \ + +done diff --git a/script/en_glue/ernie_base/QNLI/task.sh b/script/en_glue/ernie_base/QNLI/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..233bbb9c235b30f958ca7403f9e8c8b110b2a811 --- /dev/null +++ b/script/en_glue/ernie_base/QNLI/task.sh @@ -0,0 +1,57 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` + +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 +fi + + +mkdir -p log/ + +lr=2e-5 +batch_size=32 +epoch=4 + +for i in {1..5};do + + timestamp=`date "+%Y-%m-%d-%H-%M-%S"` + + python -u run_classifier.py \ + --use_cuda true \ + --for_cn False \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size $batch_size \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/QNLI/train.tsv \ + --dev_set ${TASK_DATA_PATH}/QNLI/dev.tsv \ + --test_set ${TASK_DATA_PATH}/QNLI/test.tsv \ + --vocab_path script/en_glue/ernie_base/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 30000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 1000000000 \ + --epoch $epoch \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_base/ernie_config.json \ + --learning_rate $lr \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --test_save output/test_out.$i.$lr.$batch_size.$epoch.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.log \ + +done + diff --git a/script/en_glue/ernie_base/QQP/task.sh b/script/en_glue/ernie_base/QQP/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..611ca3adc542bbf04e4788f5d78f7895130fd5a8 --- /dev/null +++ b/script/en_glue/ernie_base/QQP/task.sh @@ -0,0 +1,56 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 +fi + + +mkdir -p log/ + +lr=3e-5 +batch_size=32 +epoch=3 + +for i in {1..1};do + + timestamp=`date "+%Y-%m-%d-%H-%M-%S"` + + python -u run_classifier.py \ + --for_cn False \ + --ernie_config_path script/en_glue/ernie_base/ernie_config.json \ + --validation_steps 1000000000000 \ + --use_cuda true \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size $batch_size \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/QQP/train.tsv \ + --dev_set ${TASK_DATA_PATH}/QQP/dev.tsv \ + --test_set ${TASK_DATA_PATH}/QQP/test.tsv \ + --vocab_path script/en_glue/ernie_base/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 30000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --epoch $epoch \ + --max_seq_len 128 \ + --learning_rate $lr \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --metric 'acc_and_f1' \ + --test_save output/test_out.$i.$lr.$batch_size.$epoch.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.log \ + +done diff --git a/script/en_glue/ernie_base/RTE/task.sh b/script/en_glue/ernie_base/RTE/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..a09aa6df97fc741180e7bb6f6e6ac9f5018ae254 --- /dev/null +++ b/script/en_glue/ernie_base/RTE/task.sh @@ -0,0 +1,51 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0 +fi + +mkdir -p log/ + +for i in {1..5};do + + timestamp=`date "+%Y-%m-%d-%H-%M-%S"` + + python -u run_classifier.py \ + --use_cuda true \ + --for_cn False \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size 4 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/RTE/train.tsv \ + --dev_set ${TASK_DATA_PATH}/RTE/dev.tsv \ + --test_set ${TASK_DATA_PATH}/RTE/test.tsv \ + --vocab_path script/en_glue/ernie_base/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 1000000000 \ + --epoch 4 \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_base/ernie_config.json \ + --learning_rate 2e-5 \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --for_cn False \ + --test_save output/test_out.$i.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$timestamp.log \ + +done diff --git a/script/en_glue/ernie_base/SST-2/task.sh b/script/en_glue/ernie_base/SST-2/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..14358157bf0ebb7f05e29010329e072046971d18 --- /dev/null +++ b/script/en_glue/ernie_base/SST-2/task.sh @@ -0,0 +1,53 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 +fi + +mkdir -p log/ + +lr=2e-5 +batch_size=32 +epoch=4 + +for i in {1..5};do + + python -u run_classifier.py \ + --for_cn False \ + --use_cuda true \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size $batch_size \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/SST-2/train.tsv \ + --dev_set ${TASK_DATA_PATH}/SST-2/dev.tsv \ + --test_set ${TASK_DATA_PATH}/SST-2/test.tsv \ + --vocab_path script/en_glue/ernie_base/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 10000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 800000000000 \ + --epoch $epoch \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_base/ernie_config.json \ + --learning_rate $lr \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --test_save output/test_out.$i.$lr.$batch_size.$epoch.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.$timestamp.log \ + +done + diff --git a/script/en_glue/ernie_base/STS-B/task.sh b/script/en_glue/ernie_base/STS-B/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..b1fec704bb35a30552c32efd8cfe199fe388266d --- /dev/null +++ b/script/en_glue/ernie_base/STS-B/task.sh @@ -0,0 +1,55 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 +fi + +mkdir -p log/ + +lr=5e-5 +batch_size=16 +epoch=3 + +for i in {1..5};do + +python -u run_classifier.py \ + --use_cuda true \ + --for_cn False \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size $batch_size \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/STS-B/train.tsv \ + --dev_set ${TASK_DATA_PATH}/STS-B/dev.tsv \ + --test_set ${TASK_DATA_PATH}/STS-B/test.tsv \ + --vocab_path script/en_glue/ernie_base/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 100000000000 \ + --epoch $epoch \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_base/ernie_config.json \ + --learning_rate 5e-5 \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 1 \ + --is_classify false \ + --is_regression true \ + --metric 'pearson_and_spearman' \ + --test_save output/test_out.$i.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.$timestamp.log \ + +done diff --git a/script/en_glue/ernie_base/WNLI/task.sh b/script/en_glue/ernie_base/WNLI/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..9c32422dc6966095bb30ce3e2afa1d038d311cef --- /dev/null +++ b/script/en_glue/ernie_base/WNLI/task.sh @@ -0,0 +1,54 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0 +fi + + +mkdir -p log/ + +lr=2e-5 +batch_size=8 +epoch=4 + + +for i in {1..5};do + + python -u run_classifier.py \ + --for_cn False \ + --use_cuda true \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size $batch_size \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/WNLI/train.tsv \ + --dev_set ${TASK_DATA_PATH}/WNLI/dev.tsv \ + --test_set ${TASK_DATA_PATH}/WNLI/test.tsv \ + --vocab_path script/en_glue/ernie_base/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 1000000 \ + --epoch $epoch \ + --max_seq_len 512 \ + --ernie_config_path script/en_glue/ernie_base/ernie_config.json \ + --learning_rate $lr \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --test_save output/test_out.$i.$lr.$batch_size.$epoch.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.log \ + +done diff --git a/script/en_glue/ernie_base/ernie_config.json b/script/en_glue/ernie_base/ernie_config.json new file mode 100644 index 0000000000000000000000000000000000000000..fcb0eb689c28e90d52211a086110ac2afb95d8f9 --- /dev/null +++ b/script/en_glue/ernie_base/ernie_config.json @@ -0,0 +1,13 @@ +{ + "attention_probs_dropout_prob": 0.1, + "hidden_act": "gelu", + "hidden_dropout_prob": 0.1, + "hidden_size": 768, + "initializer_range": 0.02, + "max_position_embeddings": 512, + "num_attention_heads": 12, + "num_hidden_layers": 12, + "sent_type_vocab_size": 4, + "task_type_vocab_size": 16, + "vocab_size": 30522 +} diff --git a/script/en_glue/ernie_base/vocab.txt b/script/en_glue/ernie_base/vocab.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb140275c155a9c7c5a3b3e0e77a9e839594a938 --- /dev/null +++ b/script/en_glue/ernie_base/vocab.txt @@ -0,0 +1,30522 @@ +[PAD] +[unused0] +[unused1] +[unused2] +[unused3] +[unused4] +[unused5] +[unused6] +[unused7] +[unused8] +[unused9] +[unused10] +[unused11] +[unused12] +[unused13] +[unused14] +[unused15] +[unused16] +[unused17] +[unused18] +[unused19] +[unused20] +[unused21] +[unused22] +[unused23] +[unused24] +[unused25] +[unused26] +[unused27] +[unused28] +[unused29] +[unused30] +[unused31] +[unused32] +[unused33] +[unused34] +[unused35] +[unused36] +[unused37] +[unused38] +[unused39] +[unused40] +[unused41] +[unused42] +[unused43] +[unused44] +[unused45] +[unused46] +[unused47] +[unused48] +[unused49] +[unused50] +[unused51] +[unused52] +[unused53] +[unused54] +[unused55] +[unused56] +[unused57] +[unused58] +[unused59] +[unused60] +[unused61] +[unused62] +[unused63] +[unused64] +[unused65] +[unused66] +[unused67] +[unused68] +[unused69] +[unused70] +[unused71] +[unused72] +[unused73] +[unused74] +[unused75] +[unused76] +[unused77] +[unused78] +[unused79] +[unused80] +[unused81] +[unused82] +[unused83] +[unused84] +[unused85] +[unused86] +[unused87] +[unused88] +[unused89] +[unused90] +[unused91] +[unused92] +[unused93] +[unused94] +[unused95] +[unused96] +[unused97] +[unused98] +[UNK] +[CLS] +[SEP] +[MASK] +[unused99] +[unused100] +[unused101] +[unused102] +[unused103] +[unused104] +[unused105] +[unused106] +[unused107] +[unused108] +[unused109] +[unused110] +[unused111] +[unused112] +[unused113] +[unused114] +[unused115] +[unused116] +[unused117] +[unused118] +[unused119] +[unused120] +[unused121] +[unused122] +[unused123] +[unused124] +[unused125] +[unused126] +[unused127] +[unused128] +[unused129] +[unused130] +[unused131] +[unused132] +[unused133] +[unused134] +[unused135] +[unused136] +[unused137] +[unused138] +[unused139] +[unused140] +[unused141] +[unused142] +[unused143] +[unused144] +[unused145] +[unused146] +[unused147] +[unused148] +[unused149] +[unused150] +[unused151] +[unused152] +[unused153] +[unused154] +[unused155] +[unused156] +[unused157] +[unused158] +[unused159] +[unused160] +[unused161] +[unused162] +[unused163] +[unused164] +[unused165] +[unused166] +[unused167] +[unused168] +[unused169] +[unused170] +[unused171] +[unused172] +[unused173] +[unused174] +[unused175] +[unused176] +[unused177] +[unused178] +[unused179] +[unused180] +[unused181] +[unused182] +[unused183] +[unused184] +[unused185] +[unused186] +[unused187] +[unused188] +[unused189] +[unused190] +[unused191] +[unused192] +[unused193] +[unused194] +[unused195] +[unused196] +[unused197] +[unused198] +[unused199] +[unused200] +[unused201] +[unused202] +[unused203] +[unused204] +[unused205] +[unused206] +[unused207] +[unused208] +[unused209] +[unused210] +[unused211] +[unused212] +[unused213] +[unused214] +[unused215] +[unused216] +[unused217] +[unused218] +[unused219] +[unused220] +[unused221] +[unused222] +[unused223] +[unused224] +[unused225] +[unused226] +[unused227] +[unused228] +[unused229] +[unused230] +[unused231] +[unused232] +[unused233] +[unused234] +[unused235] +[unused236] +[unused237] +[unused238] +[unused239] +[unused240] +[unused241] +[unused242] +[unused243] +[unused244] +[unused245] +[unused246] +[unused247] +[unused248] +[unused249] +[unused250] +[unused251] +[unused252] +[unused253] +[unused254] +[unused255] +[unused256] +[unused257] +[unused258] +[unused259] +[unused260] +[unused261] +[unused262] +[unused263] +[unused264] +[unused265] +[unused266] +[unused267] +[unused268] +[unused269] +[unused270] +[unused271] +[unused272] +[unused273] +[unused274] +[unused275] +[unused276] +[unused277] +[unused278] +[unused279] +[unused280] +[unused281] +[unused282] +[unused283] +[unused284] +[unused285] +[unused286] +[unused287] +[unused288] +[unused289] +[unused290] +[unused291] +[unused292] +[unused293] +[unused294] +[unused295] +[unused296] +[unused297] +[unused298] +[unused299] +[unused300] +[unused301] +[unused302] +[unused303] +[unused304] +[unused305] +[unused306] +[unused307] +[unused308] +[unused309] +[unused310] +[unused311] +[unused312] +[unused313] +[unused314] +[unused315] +[unused316] +[unused317] +[unused318] +[unused319] +[unused320] +[unused321] +[unused322] +[unused323] +[unused324] +[unused325] +[unused326] +[unused327] +[unused328] +[unused329] +[unused330] +[unused331] +[unused332] +[unused333] +[unused334] +[unused335] +[unused336] +[unused337] +[unused338] +[unused339] +[unused340] +[unused341] +[unused342] +[unused343] +[unused344] +[unused345] +[unused346] +[unused347] +[unused348] +[unused349] +[unused350] +[unused351] +[unused352] +[unused353] +[unused354] +[unused355] +[unused356] +[unused357] +[unused358] +[unused359] +[unused360] +[unused361] +[unused362] +[unused363] +[unused364] +[unused365] +[unused366] +[unused367] +[unused368] +[unused369] +[unused370] +[unused371] +[unused372] +[unused373] +[unused374] +[unused375] +[unused376] +[unused377] +[unused378] +[unused379] +[unused380] +[unused381] +[unused382] +[unused383] +[unused384] +[unused385] +[unused386] +[unused387] +[unused388] +[unused389] +[unused390] +[unused391] +[unused392] +[unused393] +[unused394] +[unused395] +[unused396] +[unused397] +[unused398] +[unused399] +[unused400] +[unused401] +[unused402] +[unused403] +[unused404] +[unused405] +[unused406] +[unused407] +[unused408] +[unused409] +[unused410] +[unused411] +[unused412] +[unused413] +[unused414] +[unused415] +[unused416] +[unused417] +[unused418] +[unused419] +[unused420] +[unused421] +[unused422] +[unused423] +[unused424] +[unused425] +[unused426] +[unused427] +[unused428] +[unused429] +[unused430] +[unused431] +[unused432] +[unused433] +[unused434] +[unused435] +[unused436] +[unused437] +[unused438] +[unused439] +[unused440] +[unused441] +[unused442] +[unused443] +[unused444] +[unused445] +[unused446] +[unused447] +[unused448] +[unused449] +[unused450] +[unused451] +[unused452] +[unused453] +[unused454] +[unused455] +[unused456] +[unused457] +[unused458] +[unused459] +[unused460] +[unused461] +[unused462] +[unused463] +[unused464] +[unused465] +[unused466] +[unused467] +[unused468] +[unused469] +[unused470] +[unused471] +[unused472] +[unused473] +[unused474] +[unused475] +[unused476] +[unused477] +[unused478] +[unused479] +[unused480] +[unused481] +[unused482] +[unused483] +[unused484] +[unused485] +[unused486] +[unused487] +[unused488] +[unused489] +[unused490] +[unused491] +[unused492] +[unused493] +[unused494] +[unused495] +[unused496] +[unused497] +[unused498] +[unused499] +[unused500] +[unused501] +[unused502] +[unused503] +[unused504] +[unused505] +[unused506] +[unused507] +[unused508] +[unused509] +[unused510] +[unused511] +[unused512] +[unused513] +[unused514] +[unused515] +[unused516] +[unused517] +[unused518] +[unused519] +[unused520] +[unused521] +[unused522] +[unused523] +[unused524] +[unused525] +[unused526] +[unused527] +[unused528] +[unused529] +[unused530] +[unused531] +[unused532] +[unused533] +[unused534] +[unused535] +[unused536] +[unused537] +[unused538] +[unused539] +[unused540] +[unused541] +[unused542] +[unused543] +[unused544] +[unused545] +[unused546] +[unused547] +[unused548] +[unused549] +[unused550] +[unused551] +[unused552] +[unused553] +[unused554] +[unused555] +[unused556] +[unused557] +[unused558] +[unused559] +[unused560] +[unused561] +[unused562] +[unused563] +[unused564] +[unused565] +[unused566] +[unused567] +[unused568] +[unused569] +[unused570] +[unused571] +[unused572] +[unused573] +[unused574] +[unused575] +[unused576] +[unused577] +[unused578] +[unused579] +[unused580] +[unused581] +[unused582] +[unused583] +[unused584] +[unused585] +[unused586] +[unused587] +[unused588] +[unused589] +[unused590] +[unused591] +[unused592] +[unused593] +[unused594] +[unused595] +[unused596] +[unused597] +[unused598] +[unused599] +[unused600] +[unused601] +[unused602] +[unused603] +[unused604] +[unused605] +[unused606] +[unused607] +[unused608] +[unused609] +[unused610] +[unused611] +[unused612] +[unused613] +[unused614] +[unused615] +[unused616] +[unused617] +[unused618] +[unused619] +[unused620] +[unused621] +[unused622] +[unused623] +[unused624] +[unused625] +[unused626] +[unused627] +[unused628] +[unused629] +[unused630] +[unused631] +[unused632] +[unused633] +[unused634] +[unused635] +[unused636] +[unused637] +[unused638] +[unused639] +[unused640] +[unused641] +[unused642] +[unused643] +[unused644] +[unused645] +[unused646] +[unused647] +[unused648] +[unused649] +[unused650] +[unused651] +[unused652] +[unused653] +[unused654] +[unused655] +[unused656] +[unused657] +[unused658] +[unused659] +[unused660] +[unused661] +[unused662] +[unused663] +[unused664] +[unused665] +[unused666] +[unused667] +[unused668] +[unused669] +[unused670] +[unused671] +[unused672] +[unused673] +[unused674] +[unused675] +[unused676] +[unused677] +[unused678] +[unused679] +[unused680] +[unused681] +[unused682] +[unused683] +[unused684] +[unused685] +[unused686] +[unused687] +[unused688] +[unused689] +[unused690] +[unused691] +[unused692] +[unused693] +[unused694] +[unused695] +[unused696] +[unused697] +[unused698] +[unused699] +[unused700] +[unused701] +[unused702] +[unused703] +[unused704] +[unused705] +[unused706] +[unused707] +[unused708] +[unused709] +[unused710] +[unused711] +[unused712] +[unused713] +[unused714] +[unused715] +[unused716] +[unused717] +[unused718] +[unused719] +[unused720] +[unused721] +[unused722] +[unused723] +[unused724] +[unused725] +[unused726] +[unused727] +[unused728] +[unused729] +[unused730] +[unused731] +[unused732] +[unused733] +[unused734] +[unused735] +[unused736] +[unused737] +[unused738] +[unused739] +[unused740] +[unused741] +[unused742] +[unused743] +[unused744] +[unused745] +[unused746] +[unused747] +[unused748] +[unused749] +[unused750] +[unused751] +[unused752] +[unused753] +[unused754] +[unused755] +[unused756] +[unused757] +[unused758] +[unused759] +[unused760] +[unused761] +[unused762] +[unused763] +[unused764] +[unused765] +[unused766] +[unused767] +[unused768] +[unused769] +[unused770] +[unused771] +[unused772] +[unused773] +[unused774] +[unused775] +[unused776] +[unused777] +[unused778] +[unused779] +[unused780] +[unused781] +[unused782] +[unused783] +[unused784] +[unused785] +[unused786] +[unused787] +[unused788] +[unused789] +[unused790] +[unused791] +[unused792] +[unused793] +[unused794] +[unused795] +[unused796] +[unused797] +[unused798] +[unused799] +[unused800] +[unused801] +[unused802] +[unused803] +[unused804] +[unused805] +[unused806] +[unused807] +[unused808] +[unused809] +[unused810] +[unused811] +[unused812] +[unused813] +[unused814] +[unused815] +[unused816] +[unused817] +[unused818] +[unused819] +[unused820] +[unused821] +[unused822] +[unused823] +[unused824] +[unused825] +[unused826] +[unused827] +[unused828] +[unused829] +[unused830] +[unused831] +[unused832] +[unused833] +[unused834] +[unused835] +[unused836] +[unused837] +[unused838] +[unused839] +[unused840] +[unused841] +[unused842] +[unused843] +[unused844] +[unused845] +[unused846] +[unused847] +[unused848] +[unused849] +[unused850] +[unused851] +[unused852] +[unused853] +[unused854] +[unused855] +[unused856] +[unused857] +[unused858] +[unused859] +[unused860] +[unused861] +[unused862] +[unused863] +[unused864] +[unused865] +[unused866] +[unused867] +[unused868] +[unused869] +[unused870] +[unused871] +[unused872] +[unused873] +[unused874] +[unused875] +[unused876] +[unused877] +[unused878] +[unused879] +[unused880] +[unused881] +[unused882] +[unused883] +[unused884] +[unused885] +[unused886] +[unused887] +[unused888] +[unused889] +[unused890] +[unused891] +[unused892] +[unused893] +[unused894] +[unused895] +[unused896] +[unused897] +[unused898] +[unused899] +[unused900] +[unused901] +[unused902] +[unused903] +[unused904] +[unused905] +[unused906] +[unused907] +[unused908] +[unused909] +[unused910] +[unused911] +[unused912] +[unused913] +[unused914] +[unused915] +[unused916] +[unused917] +[unused918] +[unused919] +[unused920] +[unused921] +[unused922] +[unused923] +[unused924] +[unused925] +[unused926] +[unused927] +[unused928] +[unused929] +[unused930] +[unused931] +[unused932] +[unused933] +[unused934] +[unused935] +[unused936] +[unused937] +[unused938] +[unused939] +[unused940] +[unused941] +[unused942] +[unused943] +[unused944] +[unused945] +[unused946] +[unused947] +[unused948] +[unused949] +[unused950] +[unused951] +[unused952] +[unused953] +[unused954] +[unused955] +[unused956] +[unused957] +[unused958] +[unused959] +[unused960] +[unused961] +[unused962] +[unused963] +[unused964] +[unused965] +[unused966] +[unused967] +[unused968] +[unused969] +[unused970] +[unused971] +[unused972] +[unused973] +[unused974] +[unused975] +[unused976] +[unused977] +[unused978] +[unused979] +[unused980] +[unused981] +[unused982] +[unused983] +[unused984] +[unused985] +[unused986] +[unused987] +[unused988] +[unused989] +[unused990] +[unused991] +[unused992] +[unused993] +! +" +# +$ +% +& +' +( +) +* ++ +, +- +. +/ +0 +1 +2 +3 +4 +5 +6 +7 +8 +9 +: +; +< += +> +? +@ +[ +\ +] +^ +_ +` +a +b +c +d +e +f +g +h +i +j +k +l +m +n +o +p +q +r +s +t +u +v +w +x +y +z +{ +| +} +~ +¡ +¢ +£ +¤ +¥ +¦ +§ +¨ +© +ª +« +¬ +® +° +± +² +³ +´ +µ +¶ +· +¹ +º +» +¼ +½ +¾ +¿ +× +ß +æ +ð +÷ +ø +þ +đ +ħ +ı +ł +ŋ +œ +ƒ +ɐ +ɑ +ɒ +ɔ +ɕ +ə +ɛ +ɡ +ɣ +ɨ +ɪ +ɫ +ɬ +ɯ +ɲ +ɴ +ɹ +ɾ +ʀ +ʁ +ʂ +ʃ +ʉ +ʊ +ʋ +ʌ +ʎ +ʐ +ʑ +ʒ +ʔ +ʰ +ʲ +ʳ +ʷ +ʸ +ʻ +ʼ +ʾ +ʿ +ˈ +ː +ˡ +ˢ +ˣ +ˤ +α +β +γ +δ +ε +ζ +η +θ +ι +κ +λ +μ +ν +ξ +ο +π +ρ +ς +σ +τ +υ +φ +χ +ψ +ω +а +б +в +г +д +е +ж +з +и +к +л +м +н +о +п +р +с +т +у +ф +х +ц +ч +ш +щ +ъ +ы +ь +э +ю +я +ђ +є +і +ј +љ +њ +ћ +ӏ +ա +բ +գ +դ +ե +թ +ի +լ +կ +հ +մ +յ +ն +ո +պ +ս +վ +տ +ր +ւ +ք +־ +א +ב +ג +ד +ה +ו +ז +ח +ט +י +ך +כ +ל +ם +מ +ן +נ +ס +ע +ף +פ +ץ +צ +ק +ר +ש +ת +، +ء +ا +ب +ة +ت +ث +ج +ح +خ +د +ذ +ر +ز +س +ش +ص +ض +ط +ظ +ع +غ +ـ +ف +ق +ك +ل +م +ن +ه +و +ى +ي +ٹ +پ +چ +ک +گ +ں +ھ +ہ +ی +ے +अ +आ +उ +ए +क +ख +ग +च +ज +ट +ड +ण +त +थ +द +ध +न +प +ब +भ +म +य +र +ल +व +श +ष +स +ह +ा +ि +ी +ो +। +॥ +ং +অ +আ +ই +উ +এ +ও +ক +খ +গ +চ +ছ +জ +ট +ড +ণ +ত +থ +দ +ধ +ন +প +ব +ভ +ম +য +র +ল +শ +ষ +স +হ +া +ি +ী +ে +க +ச +ட +த +ந +ன +ப +ம +ய +ர +ல +ள +வ +ா +ி +ு +ே +ை +ನ +ರ +ಾ +ක +ය +ර +ල +ව +ා +ก +ง +ต +ท +น +พ +ม +ย +ร +ล +ว +ส +อ +า +เ +་ +། +ག +ང +ད +ན +པ +བ +མ +འ +ར +ལ +ས +မ +ა +ბ +გ +დ +ე +ვ +თ +ი +კ +ლ +მ +ნ +ო +რ +ს +ტ +უ +ᄀ +ᄂ +ᄃ +ᄅ +ᄆ +ᄇ +ᄉ +ᄊ +ᄋ +ᄌ +ᄎ +ᄏ +ᄐ +ᄑ +ᄒ +ᅡ +ᅢ +ᅥ +ᅦ +ᅧ +ᅩ +ᅪ +ᅭ +ᅮ +ᅯ +ᅲ +ᅳ +ᅴ +ᅵ +ᆨ +ᆫ +ᆯ +ᆷ +ᆸ +ᆼ +ᴬ +ᴮ +ᴰ +ᴵ +ᴺ +ᵀ +ᵃ +ᵇ +ᵈ +ᵉ +ᵍ +ᵏ +ᵐ +ᵒ +ᵖ +ᵗ +ᵘ +ᵢ +ᵣ +ᵤ +ᵥ +ᶜ +ᶠ +‐ +‑ +‒ +– +— +― +‖ +‘ +’ +‚ +“ +” +„ +† +‡ +• +… +‰ +′ +″ +› +‿ +⁄ +⁰ +ⁱ +⁴ +⁵ +⁶ +⁷ +⁸ +⁹ +⁺ +⁻ +ⁿ +₀ +₁ +₂ +₃ +₄ +₅ +₆ +₇ +₈ +₉ +₊ +₍ +₎ +ₐ +ₑ +ₒ +ₓ +ₕ +ₖ +ₗ +ₘ +ₙ +ₚ +ₛ +ₜ +₤ +₩ +€ +₱ +₹ +ℓ +№ +ℝ +™ +⅓ +⅔ +← +↑ +→ +↓ +↔ +↦ +⇄ +⇌ +⇒ +∂ +∅ +∆ +∇ +∈ +− +∗ +∘ +√ +∞ +∧ +∨ +∩ +∪ +≈ +≡ +≤ +≥ +⊂ +⊆ +⊕ +⊗ +⋅ +─ +│ +■ +▪ +● +★ +☆ +☉ +♠ +♣ +♥ +♦ +♭ +♯ +⟨ +⟩ +ⱼ +⺩ +⺼ +⽥ +、 +。 +〈 +〉 +《 +》 +「 +」 +『 +』 +〜 +あ +い +う +え +お +か +き +く +け +こ +さ +し +す +せ +そ +た +ち +っ +つ +て +と +な +に +ぬ +ね +の +は +ひ +ふ +へ +ほ +ま +み +む +め +も +や +ゆ +よ +ら +り +る +れ +ろ +を +ん +ァ +ア +ィ +イ +ウ +ェ +エ +オ +カ +キ +ク +ケ +コ +サ +シ +ス +セ +タ +チ +ッ +ツ +テ +ト +ナ +ニ +ノ +ハ +ヒ +フ +ヘ +ホ +マ +ミ +ム +メ +モ +ャ +ュ +ョ +ラ +リ +ル +レ +ロ +ワ +ン +・ +ー +一 +三 +上 +下 +不 +世 +中 +主 +久 +之 +也 +事 +二 +五 +井 +京 +人 +亻 +仁 +介 +代 +仮 +伊 +会 +佐 +侍 +保 +信 +健 +元 +光 +八 +公 +内 +出 +分 +前 +劉 +力 +加 +勝 +北 +区 +十 +千 +南 +博 +原 +口 +古 +史 +司 +合 +吉 +同 +名 +和 +囗 +四 +国 +國 +土 +地 +坂 +城 +堂 +場 +士 +夏 +外 +大 +天 +太 +夫 +奈 +女 +子 +学 +宀 +宇 +安 +宗 +定 +宣 +宮 +家 +宿 +寺 +將 +小 +尚 +山 +岡 +島 +崎 +川 +州 +巿 +帝 +平 +年 +幸 +广 +弘 +張 +彳 +後 +御 +德 +心 +忄 +志 +忠 +愛 +成 +我 +戦 +戸 +手 +扌 +政 +文 +新 +方 +日 +明 +星 +春 +昭 +智 +曲 +書 +月 +有 +朝 +木 +本 +李 +村 +東 +松 +林 +森 +楊 +樹 +橋 +歌 +止 +正 +武 +比 +氏 +民 +水 +氵 +氷 +永 +江 +沢 +河 +治 +法 +海 +清 +漢 +瀬 +火 +版 +犬 +王 +生 +田 +男 +疒 +発 +白 +的 +皇 +目 +相 +省 +真 +石 +示 +社 +神 +福 +禾 +秀 +秋 +空 +立 +章 +竹 +糹 +美 +義 +耳 +良 +艹 +花 +英 +華 +葉 +藤 +行 +街 +西 +見 +訁 +語 +谷 +貝 +貴 +車 +軍 +辶 +道 +郎 +郡 +部 +都 +里 +野 +金 +鈴 +镇 +長 +門 +間 +阝 +阿 +陳 +陽 +雄 +青 +面 +風 +食 +香 +馬 +高 +龍 +龸 +fi +fl +！ +（ +） +， +－ +． +／ +： +？ +～ +the +of +and +in +to +was +he +is +as +for +on +with +that +it +his +by +at +from +her +##s +she +you +had +an +were +but +be +this +are +not +my +they +one +which +or +have +him +me +first +all +also +their +has +up +who +out +been +when +after +there +into +new +two +its +##a +time +would +no +what +about +said +we +over +then +other +so +more +##e +can +if +like +back +them +only +some +could +##i +where +just +##ing +during +before +##n +do +##o +made +school +through +than +now +years +most +world +may +between +down +well +three +##d +year +while +will +##ed +##r +##y +later +##t +city +under +around +did +such +being +used +state +people +part +know +against +your +many +second +university +both +national +##er +these +don +known +off +way +until +re +how +even +get +head +... +didn +##ly +team +american +because +de +##l +born +united +film +since +still +long +work +south +us +became +any +high +again +day +family +see +right +man +eyes +house +season +war +states +including +took +life +north +same +each +called +name +much +place +however +go +four +group +another +found +won +area +here +going +10 +away +series +left +home +music +best +make +hand +number +company +several +never +last +john +000 +very +album +take +end +good +too +following +released +game +played +little +began +district +##m +old +want +those +side +held +own +early +county +ll +league +use +west +##u +face +think +##es +2010 +government +##h +march +came +small +general +town +june +##on +line +based +something +##k +september +thought +looked +along +international +2011 +air +july +club +went +january +october +our +august +april +york +12 +few +2012 +2008 +east +show +member +college +2009 +father +public +##us +come +men +five +set +station +church +##c +next +former +november +room +party +located +december +2013 +age +got +2007 +##g +system +let +love +2006 +though +every +2014 +look +song +water +century +without +body +black +night +within +great +women +single +ve +building +large +population +river +named +band +white +started +##an +once +15 +20 +should +18 +2015 +service +top +built +british +open +death +king +moved +local +times +children +february +book +why +11 +door +need +president +order +final +road +wasn +although +due +major +died +village +third +knew +2016 +asked +turned +st +wanted +say +##p +together +received +main +son +served +different +##en +behind +himself +felt +members +power +football +law +voice +play +##in +near +park +history +30 +having +2005 +16 +##man +saw +mother +##al +army +point +front +help +english +street +art +late +hands +games +award +##ia +young +14 +put +published +country +division +across +told +13 +often +ever +french +london +center +six +red +2017 +led +days +include +light +25 +find +tell +among +species +really +according +central +half +2004 +form +original +gave +office +making +enough +lost +full +opened +must +included +live +given +german +player +run +business +woman +community +cup +might +million +land +2000 +court +development +17 +short +round +ii +km +seen +class +story +always +become +sure +research +almost +director +council +la +##2 +career +things +using +island +##z +couldn +car +##is +24 +close +force +##1 +better +free +support +control +field +students +2003 +education +married +##b +nothing +worked +others +record +big +inside +level +anything +continued +give +james +##3 +military +established +non +returned +feel +does +title +written +thing +feet +william +far +co +association +hard +already +2002 +##ra +championship +human +western +100 +##na +department +hall +role +various +production +21 +19 +heart +2001 +living +fire +version +##ers +##f +television +royal +##4 +produced +working +act +case +society +region +present +radio +period +looking +least +total +keep +england +wife +program +per +brother +mind +special +22 +##le +am +works +soon +##6 +political +george +services +taken +created +##7 +further +able +reached +david +union +joined +upon +done +important +social +information +either +##ic +##x +appeared +position +ground +lead +rock +dark +election +23 +board +france +hair +course +arms +site +police +girl +instead +real +sound +##v +words +moment +##te +someone +##8 +summer +project +announced +san +less +wrote +past +followed +##5 +blue +founded +al +finally +india +taking +records +america +##ne +1999 +design +considered +northern +god +stop +battle +toward +european +outside +described +track +today +playing +language +28 +call +26 +heard +professional +low +australia +miles +california +win +yet +green +##ie +trying +blood +##ton +southern +science +maybe +everything +match +square +27 +mouth +video +race +recorded +leave +above +##9 +daughter +points +space +1998 +museum +change +middle +common +##0 +move +tv +post +##ta +lake +seven +tried +elected +closed +ten +paul +minister +##th +months +start +chief +return +canada +person +sea +release +similar +modern +brought +rest +hit +formed +mr +##la +1997 +floor +event +doing +thomas +1996 +robert +care +killed +training +star +week +needed +turn +finished +railway +rather +news +health +sent +example +ran +term +michael +coming +currently +yes +forces +despite +gold +areas +50 +stage +fact +29 +dead +says +popular +2018 +originally +germany +probably +developed +result +pulled +friend +stood +money +running +mi +signed +word +songs +child +eventually +met +tour +average +teams +minutes +festival +current +deep +kind +1995 +decided +usually +eastern +seemed +##ness +episode +bed +added +table +indian +private +charles +route +available +idea +throughout +centre +addition +appointed +style +1994 +books +eight +construction +press +mean +wall +friends +remained +schools +study +##ch +##um +institute +oh +chinese +sometimes +events +possible +1992 +australian +type +brown +forward +talk +process +food +debut +seat +performance +committee +features +character +arts +herself +else +lot +strong +russian +range +hours +peter +arm +##da +morning +dr +sold +##ry +quickly +directed +1993 +guitar +china +##w +31 +list +##ma +performed +media +uk +players +smile +##rs +myself +40 +placed +coach +province +towards +wouldn +leading +whole +boy +official +designed +grand +census +##el +europe +attack +japanese +henry +1991 +##re +##os +cross +getting +alone +action +lower +network +wide +washington +japan +1990 +hospital +believe +changed +sister +##ar +hold +gone +sir +hadn +ship +##ka +studies +academy +shot +rights +below +base +bad +involved +kept +largest +##ist +bank +future +especially +beginning +mark +movement +section +female +magazine +plan +professor +lord +longer +##ian +sat +walked +hill +actually +civil +energy +model +families +size +thus +aircraft +completed +includes +data +captain +##or +fight +vocals +featured +richard +bridge +fourth +1989 +officer +stone +hear +##ism +means +medical +groups +management +self +lips +competition +entire +lived +technology +leaving +federal +tournament +bit +passed +hot +independent +awards +kingdom +mary +spent +fine +doesn +reported +##ling +jack +fall +raised +itself +stay +true +studio +1988 +sports +replaced +paris +systems +saint +leader +theatre +whose +market +capital +parents +spanish +canadian +earth +##ity +cut +degree +writing +bay +christian +awarded +natural +higher +bill +##as +coast +provided +previous +senior +ft +valley +organization +stopped +onto +countries +parts +conference +queen +security +interest +saying +allowed +master +earlier +phone +matter +smith +winning +try +happened +moving +campaign +los +##ley +breath +nearly +mid +1987 +certain +girls +date +italian +african +standing +fell +artist +##ted +shows +deal +mine +industry +1986 +##ng +everyone +republic +provide +collection +library +student +##ville +primary +owned +older +via +heavy +1st +makes +##able +attention +anyone +africa +##ri +stated +length +ended +fingers +command +staff +skin +foreign +opening +governor +okay +medal +kill +sun +cover +job +1985 +introduced +chest +hell +feeling +##ies +success +meet +reason +standard +meeting +novel +1984 +trade +source +buildings +##land +rose +guy +goal +##ur +chapter +native +husband +previously +unit +limited +entered +weeks +producer +operations +mountain +takes +covered +forced +related +roman +complete +successful +key +texas +cold +##ya +channel +1980 +traditional +films +dance +clear +approximately +500 +nine +van +prince +question +active +tracks +ireland +regional +silver +author +personal +sense +operation +##ine +economic +1983 +holding +twenty +isbn +additional +speed +hour +edition +regular +historic +places +whom +shook +movie +km² +secretary +prior +report +chicago +read +foundation +view +engine +scored +1982 +units +ask +airport +property +ready +immediately +lady +month +listed +contract +##de +manager +themselves +lines +##ki +navy +writer +meant +##ts +runs +##ro +practice +championships +singer +glass +commission +required +forest +starting +culture +generally +giving +access +attended +test +couple +stand +catholic +martin +caught +executive +##less +eye +##ey +thinking +chair +quite +shoulder +1979 +hope +decision +plays +defeated +municipality +whether +structure +offered +slowly +pain +ice +direction +##ion +paper +mission +1981 +mostly +200 +noted +individual +managed +nature +lives +plant +##ha +helped +except +studied +computer +figure +relationship +issue +significant +loss +die +smiled +gun +ago +highest +1972 +##am +male +bring +goals +mexico +problem +distance +commercial +completely +location +annual +famous +drive +1976 +neck +1978 +surface +caused +italy +understand +greek +highway +wrong +hotel +comes +appearance +joseph +double +issues +musical +companies +castle +income +review +assembly +bass +initially +parliament +artists +experience +1974 +particular +walk +foot +engineering +talking +window +dropped +##ter +miss +baby +boys +break +1975 +stars +edge +remember +policy +carried +train +stadium +bar +sex +angeles +evidence +##ge +becoming +assistant +soviet +1977 +upper +step +wing +1970 +youth +financial +reach +##ll +actor +numerous +##se +##st +nodded +arrived +##ation +minute +##nt +believed +sorry +complex +beautiful +victory +associated +temple +1968 +1973 +chance +perhaps +metal +##son +1945 +bishop +##et +lee +launched +particularly +tree +le +retired +subject +prize +contains +yeah +theory +empire +##ce +suddenly +waiting +trust +recording +##to +happy +terms +camp +champion +1971 +religious +pass +zealand +names +2nd +port +ancient +tom +corner +represented +watch +legal +anti +justice +cause +watched +brothers +45 +material +changes +simply +response +louis +fast +##ting +answer +60 +historical +1969 +stories +straight +create +feature +increased +rate +administration +virginia +el +activities +cultural +overall +winner +programs +basketball +legs +guard +beyond +cast +doctor +mm +flight +results +remains +cost +effect +winter +##ble +larger +islands +problems +chairman +grew +commander +isn +1967 +pay +failed +selected +hurt +fort +box +regiment +majority +journal +35 +edward +plans +##ke +##ni +shown +pretty +irish +characters +directly +scene +likely +operated +allow +spring +##j +junior +matches +looks +mike +houses +fellow +##tion +beach +marriage +##ham +##ive +rules +oil +65 +florida +expected +nearby +congress +sam +peace +recent +iii +wait +subsequently +cell +##do +variety +serving +agreed +please +poor +joe +pacific +attempt +wood +democratic +piece +prime +##ca +rural +mile +touch +appears +township +1964 +1966 +soldiers +##men +##ized +1965 +pennsylvania +closer +fighting +claimed +score +jones +physical +editor +##ous +filled +genus +specific +sitting +super +mom +##va +therefore +supported +status +fear +cases +store +meaning +wales +minor +spain +tower +focus +vice +frank +follow +parish +separate +golden +horse +fifth +remaining +branch +32 +presented +stared +##id +uses +secret +forms +##co +baseball +exactly +##ck +choice +note +discovered +travel +composed +truth +russia +ball +color +kiss +dad +wind +continue +ring +referred +numbers +digital +greater +##ns +metres +slightly +direct +increase +1960 +responsible +crew +rule +trees +troops +##no +broke +goes +individuals +hundred +weight +creek +sleep +memory +defense +provides +ordered +code +value +jewish +windows +1944 +safe +judge +whatever +corps +realized +growing +pre +##ga +cities +alexander +gaze +lies +spread +scott +letter +showed +situation +mayor +transport +watching +workers +extended +##li +expression +normal +##ment +chart +multiple +border +##ba +host +##ner +daily +mrs +walls +piano +##ko +heat +cannot +##ate +earned +products +drama +era +authority +seasons +join +grade +##io +sign +difficult +machine +1963 +territory +mainly +##wood +stations +squadron +1962 +stepped +iron +19th +##led +serve +appear +sky +speak +broken +charge +knowledge +kilometres +removed +ships +article +campus +simple +##ty +pushed +britain +##ve +leaves +recently +cd +soft +boston +latter +easy +acquired +poland +##sa +quality +officers +presence +planned +nations +mass +broadcast +jean +share +image +influence +wild +offer +emperor +electric +reading +headed +ability +promoted +yellow +ministry +1942 +throat +smaller +politician +##by +latin +spoke +cars +williams +males +lack +pop +80 +##ier +acting +seeing +consists +##ti +estate +1961 +pressure +johnson +newspaper +jr +chris +olympics +online +conditions +beat +elements +walking +vote +##field +needs +carolina +text +featuring +global +block +shirt +levels +francisco +purpose +females +et +dutch +duke +ahead +gas +twice +safety +serious +turning +highly +lieutenant +firm +maria +amount +mixed +daniel +proposed +perfect +agreement +affairs +3rd +seconds +contemporary +paid +1943 +prison +save +kitchen +label +administrative +intended +constructed +academic +nice +teacher +races +1956 +formerly +corporation +ben +nation +issued +shut +1958 +drums +housing +victoria +seems +opera +1959 +graduated +function +von +mentioned +picked +build +recognized +shortly +protection +picture +notable +exchange +elections +1980s +loved +percent +racing +fish +elizabeth +garden +volume +hockey +1941 +beside +settled +##ford +1940 +competed +replied +drew +1948 +actress +marine +scotland +steel +glanced +farm +steve +1957 +risk +tonight +positive +magic +singles +effects +gray +screen +dog +##ja +residents +bus +sides +none +secondary +literature +polish +destroyed +flying +founder +households +1939 +lay +reserve +usa +gallery +##ler +1946 +industrial +younger +approach +appearances +urban +ones +1950 +finish +avenue +powerful +fully +growth +page +honor +jersey +projects +advanced +revealed +basic +90 +infantry +pair +equipment +visit +33 +evening +search +grant +effort +solo +treatment +buried +republican +primarily +bottom +owner +1970s +israel +gives +jim +dream +bob +remain +spot +70 +notes +produce +champions +contact +ed +soul +accepted +ways +del +##ally +losing +split +price +capacity +basis +trial +questions +##ina +1955 +20th +guess +officially +memorial +naval +initial +##ization +whispered +median +engineer +##ful +sydney +##go +columbia +strength +300 +1952 +tears +senate +00 +card +asian +agent +1947 +software +44 +draw +warm +supposed +com +pro +##il +transferred +leaned +##at +candidate +escape +mountains +asia +potential +activity +entertainment +seem +traffic +jackson +murder +36 +slow +product +orchestra +haven +agency +bbc +taught +website +comedy +unable +storm +planning +albums +rugby +environment +scientific +grabbed +protect +##hi +boat +typically +1954 +1953 +damage +principal +divided +dedicated +mount +ohio +##berg +pick +fought +driver +##der +empty +shoulders +sort +thank +berlin +prominent +account +freedom +necessary +efforts +alex +headquarters +follows +alongside +des +simon +andrew +suggested +operating +learning +steps +1949 +sweet +technical +begin +easily +34 +teeth +speaking +settlement +scale +##sh +renamed +ray +max +enemy +semi +joint +compared +##rd +scottish +leadership +analysis +offers +georgia +pieces +captured +animal +deputy +guest +organized +##lin +tony +combined +method +challenge +1960s +huge +wants +battalion +sons +rise +crime +types +facilities +telling +path +1951 +platform +sit +1990s +##lo +tells +assigned +rich +pull +##ot +commonly +alive +##za +letters +concept +conducted +wearing +happen +bought +becomes +holy +gets +ocean +defeat +languages +purchased +coffee +occurred +titled +##q +declared +applied +sciences +concert +sounds +jazz +brain +##me +painting +fleet +tax +nick +##ius +michigan +count +animals +leaders +episodes +##line +content +##den +birth +##it +clubs +64 +palace +critical +refused +fair +leg +laughed +returning +surrounding +participated +formation +lifted +pointed +connected +rome +medicine +laid +taylor +santa +powers +adam +tall +shared +focused +knowing +yards +entrance +falls +##wa +calling +##ad +sources +chosen +beneath +resources +yard +##ite +nominated +silence +zone +defined +##que +gained +thirty +38 +bodies +moon +##ard +adopted +christmas +widely +register +apart +iran +premier +serves +du +unknown +parties +##les +generation +##ff +continues +quick +fields +brigade +quiet +teaching +clothes +impact +weapons +partner +flat +theater +supreme +1938 +37 +relations +##tor +plants +suffered +1936 +wilson +kids +begins +##age +1918 +seats +armed +internet +models +worth +laws +400 +communities +classes +background +knows +thanks +quarter +reaching +humans +carry +killing +format +kong +hong +setting +75 +architecture +disease +railroad +inc +possibly +wish +arthur +thoughts +harry +doors +density +##di +crowd +illinois +stomach +tone +unique +reports +anyway +##ir +liberal +der +vehicle +thick +dry +drug +faced +largely +facility +theme +holds +creation +strange +colonel +##mi +revolution +bell +politics +turns +silent +rail +relief +independence +combat +shape +write +determined +sales +learned +4th +finger +oxford +providing +1937 +heritage +fiction +situated +designated +allowing +distribution +hosted +##est +sight +interview +estimated +reduced +##ria +toronto +footballer +keeping +guys +damn +claim +motion +sport +sixth +stayed +##ze +en +rear +receive +handed +twelve +dress +audience +granted +brazil +##well +spirit +##ated +noticed +etc +olympic +representative +eric +tight +trouble +reviews +drink +vampire +missing +roles +ranked +newly +household +finals +wave +critics +##ee +phase +massachusetts +pilot +unlike +philadelphia +bright +guns +crown +organizations +roof +42 +respectively +clearly +tongue +marked +circle +fox +korea +bronze +brian +expanded +sexual +supply +yourself +inspired +labour +fc +##ah +reference +vision +draft +connection +brand +reasons +1935 +classic +driving +trip +jesus +cells +entry +1920 +neither +trail +claims +atlantic +orders +labor +nose +afraid +identified +intelligence +calls +cancer +attacked +passing +stephen +positions +imperial +grey +jason +39 +sunday +48 +swedish +avoid +extra +uncle +message +covers +allows +surprise +materials +fame +hunter +##ji +1930 +citizens +figures +davis +environmental +confirmed +shit +titles +di +performing +difference +acts +attacks +##ov +existing +votes +opportunity +nor +shop +entirely +trains +opposite +pakistan +##pa +develop +resulted +representatives +actions +reality +pressed +##ish +barely +wine +conversation +faculty +northwest +ends +documentary +nuclear +stock +grace +sets +eat +alternative +##ps +bag +resulting +creating +surprised +cemetery +1919 +drop +finding +sarah +cricket +streets +tradition +ride +1933 +exhibition +target +ear +explained +rain +composer +injury +apartment +municipal +educational +occupied +netherlands +clean +billion +constitution +learn +1914 +maximum +classical +francis +lose +opposition +jose +ontario +bear +core +hills +rolled +ending +drawn +permanent +fun +##tes +##lla +lewis +sites +chamber +ryan +##way +scoring +height +1934 +##house +lyrics +staring +55 +officials +1917 +snow +oldest +##tic +orange +##ger +qualified +interior +apparently +succeeded +thousand +dinner +lights +existence +fans +heavily +41 +greatest +conservative +send +bowl +plus +enter +catch +##un +economy +duty +1929 +speech +authorities +princess +performances +versions +shall +graduate +pictures +effective +remembered +poetry +desk +crossed +starring +starts +passenger +sharp +##ant +acres +ass +weather +falling +rank +fund +supporting +check +adult +publishing +heads +cm +southeast +lane +##burg +application +bc +##ura +les +condition +transfer +prevent +display +ex +regions +earl +federation +cool +relatively +answered +besides +1928 +obtained +portion +##town +mix +##ding +reaction +liked +dean +express +peak +1932 +##tte +counter +religion +chain +rare +miller +convention +aid +lie +vehicles +mobile +perform +squad +wonder +lying +crazy +sword +##ping +attempted +centuries +weren +philosophy +category +##ize +anna +interested +47 +sweden +wolf +frequently +abandoned +kg +literary +alliance +task +entitled +##ay +threw +promotion +factory +tiny +soccer +visited +matt +fm +achieved +52 +defence +internal +persian +43 +methods +##ging +arrested +otherwise +cambridge +programming +villages +elementary +districts +rooms +criminal +conflict +worry +trained +1931 +attempts +waited +signal +bird +truck +subsequent +programme +##ol +ad +49 +communist +details +faith +sector +patrick +carrying +laugh +##ss +controlled +korean +showing +origin +fuel +evil +1927 +##ent +brief +identity +darkness +address +pool +missed +publication +web +planet +ian +anne +wings +invited +##tt +briefly +standards +kissed +##be +ideas +climate +causing +walter +worse +albert +articles +winners +desire +aged +northeast +dangerous +gate +doubt +1922 +wooden +multi +##ky +poet +rising +funding +46 +communications +communication +violence +copies +prepared +ford +investigation +skills +1924 +pulling +electronic +##ak +##ial +##han +containing +ultimately +offices +singing +understanding +restaurant +tomorrow +fashion +christ +ward +da +pope +stands +5th +flow +studios +aired +commissioned +contained +exist +fresh +americans +##per +wrestling +approved +kid +employed +respect +suit +1925 +angel +asking +increasing +frame +angry +selling +1950s +thin +finds +##nd +temperature +statement +ali +explain +inhabitants +towns +extensive +narrow +51 +jane +flowers +images +promise +somewhere +object +fly +closely +##ls +1912 +bureau +cape +1926 +weekly +presidential +legislative +1921 +##ai +##au +launch +founding +##ny +978 +##ring +artillery +strike +un +institutions +roll +writers +landing +chose +kevin +anymore +pp +##ut +attorney +fit +dan +billboard +receiving +agricultural +breaking +sought +dave +admitted +lands +mexican +##bury +charlie +specifically +hole +iv +howard +credit +moscow +roads +accident +1923 +proved +wear +struck +hey +guards +stuff +slid +expansion +1915 +cat +anthony +##kin +melbourne +opposed +sub +southwest +architect +failure +plane +1916 +##ron +map +camera +tank +listen +regarding +wet +introduction +metropolitan +link +ep +fighter +inch +grown +gene +anger +fixed +buy +dvd +khan +domestic +worldwide +chapel +mill +functions +examples +##head +developing +1910 +turkey +hits +pocket +antonio +papers +grow +unless +circuit +18th +concerned +attached +journalist +selection +journey +converted +provincial +painted +hearing +aren +bands +negative +aside +wondered +knight +lap +survey +ma +##ow +noise +billy +##ium +shooting +guide +bedroom +priest +resistance +motor +homes +sounded +giant +##mer +150 +scenes +equal +comic +patients +hidden +solid +actual +bringing +afternoon +touched +funds +wedding +consisted +marie +canal +sr +kim +treaty +turkish +recognition +residence +cathedral +broad +knees +incident +shaped +fired +norwegian +handle +cheek +contest +represent +##pe +representing +beauty +##sen +birds +advantage +emergency +wrapped +drawing +notice +pink +broadcasting +##ong +somehow +bachelor +seventh +collected +registered +establishment +alan +assumed +chemical +personnel +roger +retirement +jeff +portuguese +wore +tied +device +threat +progress +advance +##ised +banks +hired +manchester +nfl +teachers +structures +forever +##bo +tennis +helping +saturday +sale +applications +junction +hip +incorporated +neighborhood +dressed +ceremony +##ds +influenced +hers +visual +stairs +decades +inner +kansas +hung +hoped +gain +scheduled +downtown +engaged +austria +clock +norway +certainly +pale +protected +1913 +victor +employees +plate +putting +surrounded +##ists +finishing +blues +tropical +##ries +minnesota +consider +philippines +accept +54 +retrieved +1900 +concern +anderson +properties +institution +gordon +successfully +vietnam +##dy +backing +outstanding +muslim +crossing +folk +producing +usual +demand +occurs +observed +lawyer +educated +##ana +kelly +string +pleasure +budget +items +quietly +colorado +philip +typical +##worth +derived +600 +survived +asks +mental +##ide +56 +jake +jews +distinguished +ltd +1911 +sri +extremely +53 +athletic +loud +thousands +worried +shadow +transportation +horses +weapon +arena +importance +users +tim +objects +contributed +dragon +douglas +aware +senator +johnny +jordan +sisters +engines +flag +investment +samuel +shock +capable +clark +row +wheel +refers +session +familiar +biggest +wins +hate +maintained +drove +hamilton +request +expressed +injured +underground +churches +walker +wars +tunnel +passes +stupid +agriculture +softly +cabinet +regarded +joining +indiana +##ea +##ms +push +dates +spend +behavior +woods +protein +gently +chase +morgan +mention +burning +wake +combination +occur +mirror +leads +jimmy +indeed +impossible +singapore +paintings +covering +##nes +soldier +locations +attendance +sell +historian +wisconsin +invasion +argued +painter +diego +changing +egypt +##don +experienced +inches +##ku +missouri +vol +grounds +spoken +switzerland +##gan +reform +rolling +ha +forget +massive +resigned +burned +allen +tennessee +locked +values +improved +##mo +wounded +universe +sick +dating +facing +pack +purchase +user +##pur +moments +##ul +merged +anniversary +1908 +coal +brick +understood +causes +dynasty +queensland +establish +stores +crisis +promote +hoping +views +cards +referee +extension +##si +raise +arizona +improve +colonial +formal +charged +##rt +palm +lucky +hide +rescue +faces +95 +feelings +candidates +juan +##ell +goods +6th +courses +weekend +59 +luke +cash +fallen +##om +delivered +affected +installed +carefully +tries +swiss +hollywood +costs +lincoln +responsibility +##he +shore +file +proper +normally +maryland +assistance +jump +constant +offering +friendly +waters +persons +realize +contain +trophy +800 +partnership +factor +58 +musicians +cry +bound +oregon +indicated +hero +houston +medium +##ure +consisting +somewhat +##ara +57 +cycle +##che +beer +moore +frederick +gotten +eleven +worst +weak +approached +arranged +chin +loan +universal +bond +fifteen +pattern +disappeared +##ney +translated +##zed +lip +arab +capture +interests +insurance +##chi +shifted +cave +prix +warning +sections +courts +coat +plot +smell +feed +golf +favorite +maintain +knife +vs +voted +degrees +finance +quebec +opinion +translation +manner +ruled +operate +productions +choose +musician +discovery +confused +tired +separated +stream +techniques +committed +attend +ranking +kings +throw +passengers +measure +horror +fan +mining +sand +danger +salt +calm +decade +dam +require +runner +##ik +rush +associate +greece +##ker +rivers +consecutive +matthew +##ski +sighed +sq +documents +steam +edited +closing +tie +accused +1905 +##ini +islamic +distributed +directors +organisation +bruce +7th +breathing +mad +lit +arrival +concrete +taste +08 +composition +shaking +faster +amateur +adjacent +stating +1906 +twin +flew +##ran +tokyo +publications +##tone +obviously +ridge +storage +1907 +carl +pages +concluded +desert +driven +universities +ages +terminal +sequence +borough +250 +constituency +creative +cousin +economics +dreams +margaret +notably +reduce +montreal +mode +17th +ears +saved +jan +vocal +##ica +1909 +andy +##jo +riding +roughly +threatened +##ise +meters +meanwhile +landed +compete +repeated +grass +czech +regularly +charges +tea +sudden +appeal +##ung +solution +describes +pierre +classification +glad +parking +##ning +belt +physics +99 +rachel +add +hungarian +participate +expedition +damaged +gift +childhood +85 +fifty +##red +mathematics +jumped +letting +defensive +mph +##ux +##gh +testing +##hip +hundreds +shoot +owners +matters +smoke +israeli +kentucky +dancing +mounted +grandfather +emma +designs +profit +argentina +##gs +truly +li +lawrence +cole +begun +detroit +willing +branches +smiling +decide +miami +enjoyed +recordings +##dale +poverty +ethnic +gay +##bi +gary +arabic +09 +accompanied +##one +##ons +fishing +determine +residential +acid +##ary +alice +returns +starred +mail +##ang +jonathan +strategy +##ue +net +forty +cook +businesses +equivalent +commonwealth +distinct +ill +##cy +seriously +##ors +##ped +shift +harris +replace +rio +imagine +formula +ensure +##ber +additionally +scheme +conservation +occasionally +purposes +feels +favor +##and +##ore +1930s +contrast +hanging +hunt +movies +1904 +instruments +victims +danish +christopher +busy +demon +sugar +earliest +colony +studying +balance +duties +##ks +belgium +slipped +carter +05 +visible +stages +iraq +fifa +##im +commune +forming +zero +07 +continuing +talked +counties +legend +bathroom +option +tail +clay +daughters +afterwards +severe +jaw +visitors +##ded +devices +aviation +russell +kate +##vi +entering +subjects +##ino +temporary +swimming +forth +smooth +ghost +audio +bush +operates +rocks +movements +signs +eddie +##tz +ann +voices +honorary +06 +memories +dallas +pure +measures +racial +promised +66 +harvard +ceo +16th +parliamentary +indicate +benefit +flesh +dublin +louisiana +1902 +1901 +patient +sleeping +1903 +membership +coastal +medieval +wanting +element +scholars +rice +62 +limit +survive +makeup +rating +definitely +collaboration +obvious +##tan +boss +ms +baron +birthday +linked +soil +diocese +##lan +ncaa +##mann +offensive +shell +shouldn +waist +##tus +plain +ross +organ +resolution +manufacturing +adding +relative +kennedy +98 +whilst +moth +marketing +gardens +crash +72 +heading +partners +credited +carlos +moves +cable +##zi +marshall +##out +depending +bottle +represents +rejected +responded +existed +04 +jobs +denmark +lock +##ating +treated +graham +routes +talent +commissioner +drugs +secure +tests +reign +restored +photography +##gi +contributions +oklahoma +designer +disc +grin +seattle +robin +paused +atlanta +unusual +##gate +praised +las +laughing +satellite +hungary +visiting +##sky +interesting +factors +deck +poems +norman +##water +stuck +speaker +rifle +domain +premiered +##her +dc +comics +actors +01 +reputation +eliminated +8th +ceiling +prisoners +script +##nce +leather +austin +mississippi +rapidly +admiral +parallel +charlotte +guilty +tools +gender +divisions +fruit +##bs +laboratory +nelson +fantasy +marry +rapid +aunt +tribe +requirements +aspects +suicide +amongst +adams +bone +ukraine +abc +kick +sees +edinburgh +clothing +column +rough +gods +hunting +broadway +gathered +concerns +##ek +spending +ty +12th +snapped +requires +solar +bones +cavalry +##tta +iowa +drinking +waste +index +franklin +charity +thompson +stewart +tip +flash +landscape +friday +enjoy +singh +poem +listening +##back +eighth +fred +differences +adapted +bomb +ukrainian +surgery +corporate +masters +anywhere +##more +waves +odd +sean +portugal +orleans +dick +debate +kent +eating +puerto +cleared +96 +expect +cinema +97 +guitarist +blocks +electrical +agree +involving +depth +dying +panel +struggle +##ged +peninsula +adults +novels +emerged +vienna +metro +debuted +shoes +tamil +songwriter +meets +prove +beating +instance +heaven +scared +sending +marks +artistic +passage +superior +03 +significantly +shopping +##tive +retained +##izing +malaysia +technique +cheeks +##ola +warren +maintenance +destroy +extreme +allied +120 +appearing +##yn +fill +advice +alabama +qualifying +policies +cleveland +hat +battery +smart +authors +10th +soundtrack +acted +dated +lb +glance +equipped +coalition +funny +outer +ambassador +roy +possibility +couples +campbell +dna +loose +ethan +supplies +1898 +gonna +88 +monster +##res +shake +agents +frequency +springs +dogs +practices +61 +gang +plastic +easier +suggests +gulf +blade +exposed +colors +industries +markets +pan +nervous +electoral +charts +legislation +ownership +##idae +mac +appointment +shield +copy +assault +socialist +abbey +monument +license +throne +employment +jay +93 +replacement +charter +cloud +powered +suffering +accounts +oak +connecticut +strongly +wright +colour +crystal +13th +context +welsh +networks +voiced +gabriel +jerry +##cing +forehead +mp +##ens +manage +schedule +totally +remix +##ii +forests +occupation +print +nicholas +brazilian +strategic +vampires +engineers +76 +roots +seek +correct +instrumental +und +alfred +backed +hop +##des +stanley +robinson +traveled +wayne +welcome +austrian +achieve +67 +exit +rates +1899 +strip +whereas +##cs +sing +deeply +adventure +bobby +rick +jamie +careful +components +cap +useful +personality +knee +##shi +pushing +hosts +02 +protest +ca +ottoman +symphony +##sis +63 +boundary +1890 +processes +considering +considerable +tons +##work +##ft +##nia +cooper +trading +dear +conduct +91 +illegal +apple +revolutionary +holiday +definition +harder +##van +jacob +circumstances +destruction +##lle +popularity +grip +classified +liverpool +donald +baltimore +flows +seeking +honour +approval +92 +mechanical +till +happening +statue +critic +increasingly +immediate +describe +commerce +stare +##ster +indonesia +meat +rounds +boats +baker +orthodox +depression +formally +worn +naked +claire +muttered +sentence +11th +emily +document +77 +criticism +wished +vessel +spiritual +bent +virgin +parker +minimum +murray +lunch +danny +printed +compilation +keyboards +false +blow +belonged +68 +raising +78 +cutting +##board +pittsburgh +##up +9th +shadows +81 +hated +indigenous +jon +15th +barry +scholar +ah +##zer +oliver +##gy +stick +susan +meetings +attracted +spell +romantic +##ver +ye +1895 +photo +demanded +customers +##ac +1896 +logan +revival +keys +modified +commanded +jeans +##ious +upset +raw +phil +detective +hiding +resident +vincent +##bly +experiences +diamond +defeating +coverage +lucas +external +parks +franchise +helen +bible +successor +percussion +celebrated +il +lift +profile +clan +romania +##ied +mills +##su +nobody +achievement +shrugged +fault +1897 +rhythm +initiative +breakfast +carbon +700 +69 +lasted +violent +74 +wound +ken +killer +gradually +filmed +°c +dollars +processing +94 +remove +criticized +guests +sang +chemistry +##vin +legislature +disney +##bridge +uniform +escaped +integrated +proposal +purple +denied +liquid +karl +influential +morris +nights +stones +intense +experimental +twisted +71 +84 +##ld +pace +nazi +mitchell +ny +blind +reporter +newspapers +14th +centers +burn +basin +forgotten +surviving +filed +collections +monastery +losses +manual +couch +description +appropriate +merely +tag +missions +sebastian +restoration +replacing +triple +73 +elder +julia +warriors +benjamin +julian +convinced +stronger +amazing +declined +versus +merchant +happens +output +finland +bare +barbara +absence +ignored +dawn +injuries +##port +producers +##ram +82 +luis +##ities +kw +admit +expensive +electricity +nba +exception +symbol +##ving +ladies +shower +sheriff +characteristics +##je +aimed +button +ratio +effectively +summit +angle +jury +bears +foster +vessels +pants +executed +evans +dozen +advertising +kicked +patrol +1889 +competitions +lifetime +principles +athletics +##logy +birmingham +sponsored +89 +rob +nomination +1893 +acoustic +##sm +creature +longest +##tra +credits +harbor +dust +josh +##so +territories +milk +infrastructure +completion +thailand +indians +leon +archbishop +##sy +assist +pitch +blake +arrangement +girlfriend +serbian +operational +hence +sad +scent +fur +dj +sessions +hp +refer +rarely +##ora +exists +1892 +##ten +scientists +dirty +penalty +burst +portrait +seed +79 +pole +limits +rival +1894 +stable +alpha +grave +constitutional +alcohol +arrest +flower +mystery +devil +architectural +relationships +greatly +habitat +##istic +larry +progressive +remote +cotton +##ics +##ok +preserved +reaches +##ming +cited +86 +vast +scholarship +decisions +cbs +joy +teach +1885 +editions +knocked +eve +searching +partly +participation +gap +animated +fate +excellent +##ett +na +87 +alternate +saints +youngest +##ily +climbed +##ita +##tors +suggest +##ct +discussion +staying +choir +lakes +jacket +revenue +nevertheless +peaked +instrument +wondering +annually +managing +neil +1891 +signing +terry +##ice +apply +clinical +brooklyn +aim +catherine +fuck +farmers +figured +ninth +pride +hugh +evolution +ordinary +involvement +comfortable +shouted +tech +encouraged +taiwan +representation +sharing +##lia +##em +panic +exact +cargo +competing +fat +cried +83 +1920s +occasions +pa +cabin +borders +utah +marcus +##isation +badly +muscles +##ance +victorian +transition +warner +bet +permission +##rin +slave +terrible +similarly +shares +seth +uefa +possession +medals +benefits +colleges +lowered +perfectly +mall +transit +##ye +##kar +publisher +##ened +harrison +deaths +elevation +##ae +asleep +machines +sigh +ash +hardly +argument +occasion +parent +leo +decline +1888 +contribution +##ua +concentration +1000 +opportunities +hispanic +guardian +extent +emotions +hips +mason +volumes +bloody +controversy +diameter +steady +mistake +phoenix +identify +violin +##sk +departure +richmond +spin +funeral +enemies +1864 +gear +literally +connor +random +sergeant +grab +confusion +1865 +transmission +informed +op +leaning +sacred +suspended +thinks +gates +portland +luck +agencies +yours +hull +expert +muscle +layer +practical +sculpture +jerusalem +latest +lloyd +statistics +deeper +recommended +warrior +arkansas +mess +supports +greg +eagle +1880 +recovered +rated +concerts +rushed +##ano +stops +eggs +files +premiere +keith +##vo +delhi +turner +pit +affair +belief +paint +##zing +mate +##ach +##ev +victim +##ology +withdrew +bonus +styles +fled +##ud +glasgow +technologies +funded +nbc +adaptation +##ata +portrayed +cooperation +supporters +judges +bernard +justin +hallway +ralph +##ick +graduating +controversial +distant +continental +spider +bite +##ho +recognize +intention +mixing +##ese +egyptian +bow +tourism +suppose +claiming +tiger +dominated +participants +vi +##ru +nurse +partially +tape +##rum +psychology +##rn +essential +touring +duo +voting +civilian +emotional +channels +##king +apparent +hebrew +1887 +tommy +carrier +intersection +beast +hudson +##gar +##zo +lab +nova +bench +discuss +costa +##ered +detailed +behalf +drivers +unfortunately +obtain +##lis +rocky +##dae +siege +friendship +honey +##rian +1861 +amy +hang +posted +governments +collins +respond +wildlife +preferred +operator +##po +laura +pregnant +videos +dennis +suspected +boots +instantly +weird +automatic +businessman +alleged +placing +throwing +ph +mood +1862 +perry +venue +jet +remainder +##lli +##ci +passion +biological +boyfriend +1863 +dirt +buffalo +ron +segment +fa +abuse +##era +genre +thrown +stroke +colored +stress +exercise +displayed +##gen +struggled +##tti +abroad +dramatic +wonderful +thereafter +madrid +component +widespread +##sed +tale +citizen +todd +monday +1886 +vancouver +overseas +forcing +crying +descent +##ris +discussed +substantial +ranks +regime +1870 +provinces +switch +drum +zane +ted +tribes +proof +lp +cream +researchers +volunteer +manor +silk +milan +donated +allies +venture +principle +delivery +enterprise +##ves +##ans +bars +traditionally +witch +reminded +copper +##uk +pete +inter +links +colin +grinned +elsewhere +competitive +frequent +##oy +scream +##hu +tension +texts +submarine +finnish +defending +defend +pat +detail +1884 +affiliated +stuart +themes +villa +periods +tool +belgian +ruling +crimes +answers +folded +licensed +resort +demolished +hans +lucy +1881 +lion +traded +photographs +writes +craig +##fa +trials +generated +beth +noble +debt +percentage +yorkshire +erected +ss +viewed +grades +confidence +ceased +islam +telephone +retail +##ible +chile +m² +roberts +sixteen +##ich +commented +hampshire +innocent +dual +pounds +checked +regulations +afghanistan +sung +rico +liberty +assets +bigger +options +angels +relegated +tribute +wells +attending +leaf +##yan +butler +romanian +forum +monthly +lisa +patterns +gmina +##tory +madison +hurricane +rev +##ians +bristol +##ula +elite +valuable +disaster +democracy +awareness +germans +freyja +##ins +loop +absolutely +paying +populations +maine +sole +prayer +spencer +releases +doorway +bull +##ani +lover +midnight +conclusion +##sson +thirteen +lily +mediterranean +##lt +nhl +proud +sample +##hill +drummer +guinea +##ova +murphy +climb +##ston +instant +attributed +horn +ain +railways +steven +##ao +autumn +ferry +opponent +root +traveling +secured +corridor +stretched +tales +sheet +trinity +cattle +helps +indicates +manhattan +murdered +fitted +1882 +gentle +grandmother +mines +shocked +vegas +produces +##light +caribbean +##ou +belong +continuous +desperate +drunk +historically +trio +waved +raf +dealing +nathan +bat +murmured +interrupted +residing +scientist +pioneer +harold +aaron +##net +delta +attempting +minority +mini +believes +chorus +tend +lots +eyed +indoor +load +shots +updated +jail +##llo +concerning +connecting +wealth +##ved +slaves +arrive +rangers +sufficient +rebuilt +##wick +cardinal +flood +muhammad +whenever +relation +runners +moral +repair +viewers +arriving +revenge +punk +assisted +bath +fairly +breathe +lists +innings +illustrated +whisper +nearest +voters +clinton +ties +ultimate +screamed +beijing +lions +andre +fictional +gathering +comfort +radar +suitable +dismissed +hms +ban +pine +wrist +atmosphere +voivodeship +bid +timber +##ned +##nan +giants +##ane +cameron +recovery +uss +identical +categories +switched +serbia +laughter +noah +ensemble +therapy +peoples +touching +##off +locally +pearl +platforms +everywhere +ballet +tables +lanka +herbert +outdoor +toured +derek +1883 +spaces +contested +swept +1878 +exclusive +slight +connections +##dra +winds +prisoner +collective +bangladesh +tube +publicly +wealthy +thai +##ys +isolated +select +##ric +insisted +pen +fortune +ticket +spotted +reportedly +animation +enforcement +tanks +110 +decides +wider +lowest +owen +##time +nod +hitting +##hn +gregory +furthermore +magazines +fighters +solutions +##ery +pointing +requested +peru +reed +chancellor +knights +mask +worker +eldest +flames +reduction +1860 +volunteers +##tis +reporting +##hl +wire +advisory +endemic +origins +settlers +pursue +knock +consumer +1876 +eu +compound +creatures +mansion +sentenced +ivan +deployed +guitars +frowned +involves +mechanism +kilometers +perspective +shops +maps +terminus +duncan +alien +fist +bridges +##pers +heroes +fed +derby +swallowed +##ros +patent +sara +illness +characterized +adventures +slide +hawaii +jurisdiction +##op +organised +##side +adelaide +walks +biology +se +##ties +rogers +swing +tightly +boundaries +##rie +prepare +implementation +stolen +##sha +certified +colombia +edwards +garage +##mm +recalled +##ball +rage +harm +nigeria +breast +##ren +furniture +pupils +settle +##lus +cuba +balls +client +alaska +21st +linear +thrust +celebration +latino +genetic +terror +##cia +##ening +lightning +fee +witness +lodge +establishing +skull +##ique +earning +hood +##ei +rebellion +wang +sporting +warned +missile +devoted +activist +porch +worship +fourteen +package +1871 +decorated +##shire +housed +##ock +chess +sailed +doctors +oscar +joan +treat +garcia +harbour +jeremy +##ire +traditions +dominant +jacques +##gon +##wan +relocated +1879 +amendment +sized +companion +simultaneously +volleyball +spun +acre +increases +stopping +loves +belongs +affect +drafted +tossed +scout +battles +1875 +filming +shoved +munich +tenure +vertical +romance +pc +##cher +argue +##ical +craft +ranging +www +opens +honest +tyler +yesterday +virtual +##let +muslims +reveal +snake +immigrants +radical +screaming +speakers +firing +saving +belonging +ease +lighting +prefecture +blame +farmer +hungry +grows +rubbed +beam +sur +subsidiary +##cha +armenian +sao +dropping +conventional +##fer +microsoft +reply +qualify +spots +1867 +sweat +festivals +##ken +immigration +physician +discover +exposure +sandy +explanation +isaac +implemented +##fish +hart +initiated +connect +stakes +presents +heights +householder +pleased +tourist +regardless +slip +closest +##ction +surely +sultan +brings +riley +preparation +aboard +slammed +baptist +experiment +ongoing +interstate +organic +playoffs +##ika +1877 +130 +##tar +hindu +error +tours +tier +plenty +arrangements +talks +trapped +excited +sank +ho +athens +1872 +denver +welfare +suburb +athletes +trick +diverse +belly +exclusively +yelled +1868 +##med +conversion +##ette +1874 +internationally +computers +conductor +abilities +sensitive +hello +dispute +measured +globe +rocket +prices +amsterdam +flights +tigers +inn +municipalities +emotion +references +3d +##mus +explains +airlines +manufactured +pm +archaeological +1873 +interpretation +devon +comment +##ites +settlements +kissing +absolute +improvement +suite +impressed +barcelona +sullivan +jefferson +towers +jesse +julie +##tin +##lu +grandson +hi +gauge +regard +rings +interviews +trace +raymond +thumb +departments +burns +serial +bulgarian +scores +demonstrated +##ix +1866 +kyle +alberta +underneath +romanized +##ward +relieved +acquisition +phrase +cliff +reveals +han +cuts +merger +custom +##dar +nee +gilbert +graduation +##nts +assessment +cafe +difficulty +demands +swung +democrat +jennifer +commons +1940s +grove +##yo +completing +focuses +sum +substitute +bearing +stretch +reception +##py +reflected +essentially +destination +pairs +##ched +survival +resource +##bach +promoting +doubles +messages +tear +##down +##fully +parade +florence +harvey +incumbent +partial +framework +900 +pedro +frozen +procedure +olivia +controls +##mic +shelter +personally +temperatures +##od +brisbane +tested +sits +marble +comprehensive +oxygen +leonard +##kov +inaugural +iranian +referring +quarters +attitude +##ivity +mainstream +lined +mars +dakota +norfolk +unsuccessful +##° +explosion +helicopter +congressional +##sing +inspector +bitch +seal +departed +divine +##ters +coaching +examination +punishment +manufacturer +sink +columns +unincorporated +signals +nevada +squeezed +dylan +dining +photos +martial +manuel +eighteen +elevator +brushed +plates +ministers +ivy +congregation +##len +slept +specialized +taxes +curve +restricted +negotiations +likes +statistical +arnold +inspiration +execution +bold +intermediate +significance +margin +ruler +wheels +gothic +intellectual +dependent +listened +eligible +buses +widow +syria +earn +cincinnati +collapsed +recipient +secrets +accessible +philippine +maritime +goddess +clerk +surrender +breaks +playoff +database +##ified +##lon +ideal +beetle +aspect +soap +regulation +strings +expand +anglo +shorter +crosses +retreat +tough +coins +wallace +directions +pressing +##oon +shipping +locomotives +comparison +topics +nephew +##mes +distinction +honors +travelled +sierra +ibn +##over +fortress +sa +recognised +carved +1869 +clients +##dan +intent +##mar +coaches +describing +bread +##ington +beaten +northwestern +##ona +merit +youtube +collapse +challenges +em +historians +objective +submitted +virus +attacking +drake +assume +##ere +diseases +marc +stem +leeds +##cus +##ab +farming +glasses +##lock +visits +nowhere +fellowship +relevant +carries +restaurants +experiments +101 +constantly +bases +targets +shah +tenth +opponents +verse +territorial +##ira +writings +corruption +##hs +instruction +inherited +reverse +emphasis +##vic +employee +arch +keeps +rabbi +watson +payment +uh +##ala +nancy +##tre +venice +fastest +sexy +banned +adrian +properly +ruth +touchdown +dollar +boards +metre +circles +edges +favour +comments +ok +travels +liberation +scattered +firmly +##ular +holland +permitted +diesel +kenya +den +originated +##ral +demons +resumed +dragged +rider +##rus +servant +blinked +extend +torn +##ias +##sey +input +meal +everybody +cylinder +kinds +camps +##fe +bullet +logic +##wn +croatian +evolved +healthy +fool +chocolate +wise +preserve +pradesh +##ess +respective +1850 +##ew +chicken +artificial +gross +corresponding +convicted +cage +caroline +dialogue +##dor +narrative +stranger +mario +br +christianity +failing +trent +commanding +buddhist +1848 +maurice +focusing +yale +bike +altitude +##ering +mouse +revised +##sley +veteran +##ig +pulls +theology +crashed +campaigns +legion +##ability +drag +excellence +customer +cancelled +intensity +excuse +##lar +liga +participating +contributing +printing +##burn +variable +##rk +curious +bin +legacy +renaissance +##my +symptoms +binding +vocalist +dancer +##nie +grammar +gospel +democrats +ya +enters +sc +diplomatic +hitler +##ser +clouds +mathematical +quit +defended +oriented +##heim +fundamental +hardware +impressive +equally +convince +confederate +guilt +chuck +sliding +##ware +magnetic +narrowed +petersburg +bulgaria +otto +phd +skill +##ama +reader +hopes +pitcher +reservoir +hearts +automatically +expecting +mysterious +bennett +extensively +imagined +seeds +monitor +fix +##ative +journalism +struggling +signature +ranch +encounter +photographer +observation +protests +##pin +influences +##hr +calendar +##all +cruz +croatia +locomotive +hughes +naturally +shakespeare +basement +hook +uncredited +faded +theories +approaches +dare +phillips +filling +fury +obama +##ain +efficient +arc +deliver +min +raid +breeding +inducted +leagues +efficiency +axis +montana +eagles +##ked +supplied +instructions +karen +picking +indicating +trap +anchor +practically +christians +tomb +vary +occasional +electronics +lords +readers +newcastle +faint +innovation +collect +situations +engagement +160 +claude +mixture +##feld +peer +tissue +logo +lean +##ration +°f +floors +##ven +architects +reducing +##our +##ments +rope +1859 +ottawa +##har +samples +banking +declaration +proteins +resignation +francois +saudi +advocate +exhibited +armor +twins +divorce +##ras +abraham +reviewed +jo +temporarily +matrix +physically +pulse +curled +##ena +difficulties +bengal +usage +##ban +annie +riders +certificate +##pi +holes +warsaw +distinctive +jessica +##mon +mutual +1857 +customs +circular +eugene +removal +loaded +mere +vulnerable +depicted +generations +dame +heir +enormous +lightly +climbing +pitched +lessons +pilots +nepal +ram +google +preparing +brad +louise +renowned +##₂ +liam +##ably +plaza +shaw +sophie +brilliant +bills +##bar +##nik +fucking +mainland +server +pleasant +seized +veterans +jerked +fail +beta +brush +radiation +stored +warmth +southeastern +nate +sin +raced +berkeley +joke +athlete +designation +trunk +##low +roland +qualification +archives +heels +artwork +receives +judicial +reserves +##bed +woke +installation +abu +floating +fake +lesser +excitement +interface +concentrated +addressed +characteristic +amanda +saxophone +monk +auto +##bus +releasing +egg +dies +interaction +defender +ce +outbreak +glory +loving +##bert +sequel +consciousness +http +awake +ski +enrolled +##ress +handling +rookie +brow +somebody +biography +warfare +amounts +contracts +presentation +fabric +dissolved +challenged +meter +psychological +lt +elevated +rally +accurate +##tha +hospitals +undergraduate +specialist +venezuela +exhibit +shed +nursing +protestant +fluid +structural +footage +jared +consistent +prey +##ska +succession +reflect +exile +lebanon +wiped +suspect +shanghai +resting +integration +preservation +marvel +variant +pirates +sheep +rounded +capita +sailing +colonies +manuscript +deemed +variations +clarke +functional +emerging +boxing +relaxed +curse +azerbaijan +heavyweight +nickname +editorial +rang +grid +tightened +earthquake +flashed +miguel +rushing +##ches +improvements +boxes +brooks +180 +consumption +molecular +felix +societies +repeatedly +variation +aids +civic +graphics +professionals +realm +autonomous +receiver +delayed +workshop +militia +chairs +trump +canyon +##point +harsh +extending +lovely +happiness +##jan +stake +eyebrows +embassy +wellington +hannah +##ella +sony +corners +bishops +swear +cloth +contents +xi +namely +commenced +1854 +stanford +nashville +courage +graphic +commitment +garrison +##bin +hamlet +clearing +rebels +attraction +literacy +cooking +ruins +temples +jenny +humanity +celebrate +hasn +freight +sixty +rebel +bastard +##art +newton +##ada +deer +##ges +##ching +smiles +delaware +singers +##ets +approaching +assists +flame +##ph +boulevard +barrel +planted +##ome +pursuit +##sia +consequences +posts +shallow +invitation +rode +depot +ernest +kane +rod +concepts +preston +topic +chambers +striking +blast +arrives +descendants +montgomery +ranges +worlds +##lay +##ari +span +chaos +praise +##ag +fewer +1855 +sanctuary +mud +fbi +##ions +programmes +maintaining +unity +harper +bore +handsome +closure +tournaments +thunder +nebraska +linda +facade +puts +satisfied +argentine +dale +cork +dome +panama +##yl +1858 +tasks +experts +##ates +feeding +equation +##las +##ida +##tu +engage +bryan +##ax +um +quartet +melody +disbanded +sheffield +blocked +gasped +delay +kisses +maggie +connects +##non +sts +poured +creator +publishers +##we +guided +ellis +extinct +hug +gaining +##ord +complicated +##bility +poll +clenched +investigate +##use +thereby +quantum +spine +cdp +humor +kills +administered +semifinals +##du +encountered +ignore +##bu +commentary +##maker +bother +roosevelt +140 +plains +halfway +flowing +cultures +crack +imprisoned +neighboring +airline +##ses +##view +##mate +##ec +gather +wolves +marathon +transformed +##ill +cruise +organisations +carol +punch +exhibitions +numbered +alarm +ratings +daddy +silently +##stein +queens +colours +impression +guidance +liu +tactical +##rat +marshal +della +arrow +##ings +rested +feared +tender +owns +bitter +advisor +escort +##ides +spare +farms +grants +##ene +dragons +encourage +colleagues +cameras +##und +sucked +pile +spirits +prague +statements +suspension +landmark +fence +torture +recreation +bags +permanently +survivors +pond +spy +predecessor +bombing +coup +##og +protecting +transformation +glow +##lands +##book +dug +priests +andrea +feat +barn +jumping +##chen +##ologist +##con +casualties +stern +auckland +pipe +serie +revealing +ba +##bel +trevor +mercy +spectrum +yang +consist +governing +collaborated +possessed +epic +comprises +blew +shane +##ack +lopez +honored +magical +sacrifice +judgment +perceived +hammer +mtv +baronet +tune +das +missionary +sheets +350 +neutral +oral +threatening +attractive +shade +aims +seminary +##master +estates +1856 +michel +wounds +refugees +manufacturers +##nic +mercury +syndrome +porter +##iya +##din +hamburg +identification +upstairs +purse +widened +pause +cared +breathed +affiliate +santiago +prevented +celtic +fisher +125 +recruited +byzantine +reconstruction +farther +##mp +diet +sake +au +spite +sensation +##ert +blank +separation +105 +##hon +vladimir +armies +anime +##lie +accommodate +orbit +cult +sofia +archive +##ify +##box +founders +sustained +disorder +honours +northeastern +mia +crops +violet +threats +blanket +fires +canton +followers +southwestern +prototype +voyage +assignment +altered +moderate +protocol +pistol +##eo +questioned +brass +lifting +1852 +math +authored +##ual +doug +dimensional +dynamic +##san +1851 +pronounced +grateful +quest +uncomfortable +boom +presidency +stevens +relating +politicians +chen +barrier +quinn +diana +mosque +tribal +cheese +palmer +portions +sometime +chester +treasure +wu +bend +download +millions +reforms +registration +##osa +consequently +monitoring +ate +preliminary +brandon +invented +ps +eaten +exterior +intervention +ports +documented +log +displays +lecture +sally +favourite +##itz +vermont +lo +invisible +isle +breed +##ator +journalists +relay +speaks +backward +explore +midfielder +actively +stefan +procedures +cannon +blond +kenneth +centered +servants +chains +libraries +malcolm +essex +henri +slavery +##hal +facts +fairy +coached +cassie +cats +washed +cop +##fi +announcement +item +2000s +vinyl +activated +marco +frontier +growled +curriculum +##das +loyal +accomplished +leslie +ritual +kenny +##00 +vii +napoleon +hollow +hybrid +jungle +stationed +friedrich +counted +##ulated +platinum +theatrical +seated +col +rubber +glen +1840 +diversity +healing +extends +id +provisions +administrator +columbus +##oe +tributary +te +assured +org +##uous +prestigious +examined +lectures +grammy +ronald +associations +bailey +allan +essays +flute +believing +consultant +proceedings +travelling +1853 +kit +kerala +yugoslavia +buddy +methodist +##ith +burial +centres +batman +##nda +discontinued +bo +dock +stockholm +lungs +severely +##nk +citing +manga +##ugh +steal +mumbai +iraqi +robot +celebrity +bride +broadcasts +abolished +pot +joel +overhead +franz +packed +reconnaissance +johann +acknowledged +introduce +handled +doctorate +developments +drinks +alley +palestine +##nis +##aki +proceeded +recover +bradley +grain +patch +afford +infection +nationalist +legendary +##ath +interchange +virtually +gen +gravity +exploration +amber +vital +wishes +powell +doctrine +elbow +screenplay +##bird +contribute +indonesian +pet +creates +##com +enzyme +kylie +discipline +drops +manila +hunger +##ien +layers +suffer +fever +bits +monica +keyboard +manages +##hood +searched +appeals +##bad +testament +grande +reid +##war +beliefs +congo +##ification +##dia +si +requiring +##via +casey +1849 +regret +streak +rape +depends +syrian +sprint +pound +tourists +upcoming +pub +##xi +tense +##els +practiced +echo +nationwide +guild +motorcycle +liz +##zar +chiefs +desired +elena +bye +precious +absorbed +relatives +booth +pianist +##mal +citizenship +exhausted +wilhelm +##ceae +##hed +noting +quarterback +urge +hectares +##gue +ace +holly +##tal +blonde +davies +parked +sustainable +stepping +twentieth +airfield +galaxy +nest +chip +##nell +tan +shaft +paulo +requirement +##zy +paradise +tobacco +trans +renewed +vietnamese +##cker +##ju +suggesting +catching +holmes +enjoying +md +trips +colt +holder +butterfly +nerve +reformed +cherry +bowling +trailer +carriage +goodbye +appreciate +toy +joshua +interactive +enabled +involve +##kan +collar +determination +bunch +facebook +recall +shorts +superintendent +episcopal +frustration +giovanni +nineteenth +laser +privately +array +circulation +##ovic +armstrong +deals +painful +permit +discrimination +##wi +aires +retiring +cottage +ni +##sta +horizon +ellen +jamaica +ripped +fernando +chapters +playstation +patron +lecturer +navigation +behaviour +genes +georgian +export +solomon +rivals +swift +seventeen +rodriguez +princeton +independently +sox +1847 +arguing +entity +casting +hank +criteria +oakland +geographic +milwaukee +reflection +expanding +conquest +dubbed +##tv +halt +brave +brunswick +doi +arched +curtis +divorced +predominantly +somerset +streams +ugly +zoo +horrible +curved +buenos +fierce +dictionary +vector +theological +unions +handful +stability +chan +punjab +segments +##lly +altar +ignoring +gesture +monsters +pastor +##stone +thighs +unexpected +operators +abruptly +coin +compiled +associates +improving +migration +pin +##ose +compact +collegiate +reserved +##urs +quarterfinals +roster +restore +assembled +hurry +oval +##cies +1846 +flags +martha +##del +victories +sharply +##rated +argues +deadly +neo +drawings +symbols +performer +##iel +griffin +restrictions +editing +andrews +java +journals +arabia +compositions +dee +pierce +removing +hindi +casino +runway +civilians +minds +nasa +hotels +##zation +refuge +rent +retain +potentially +conferences +suburban +conducting +##tto +##tions +##tle +descended +massacre +##cal +ammunition +terrain +fork +souls +counts +chelsea +durham +drives +cab +##bank +perth +realizing +palestinian +finn +simpson +##dal +betty +##ule +moreover +particles +cardinals +tent +evaluation +extraordinary +##oid +inscription +##works +wednesday +chloe +maintains +panels +ashley +trucks +##nation +cluster +sunlight +strikes +zhang +##wing +dialect +canon +##ap +tucked +##ws +collecting +##mas +##can +##sville +maker +quoted +evan +franco +aria +buying +cleaning +eva +closet +provision +apollo +clinic +rat +##ez +necessarily +ac +##gle +##ising +venues +flipped +cent +spreading +trustees +checking +authorized +##sco +disappointed +##ado +notion +duration +trumpet +hesitated +topped +brussels +rolls +theoretical +hint +define +aggressive +repeat +wash +peaceful +optical +width +allegedly +mcdonald +strict +copyright +##illa +investors +mar +jam +witnesses +sounding +miranda +michelle +privacy +hugo +harmony +##pp +valid +lynn +glared +nina +102 +headquartered +diving +boarding +gibson +##ncy +albanian +marsh +routine +dealt +enhanced +er +intelligent +substance +targeted +enlisted +discovers +spinning +observations +pissed +smoking +rebecca +capitol +visa +varied +costume +seemingly +indies +compensation +surgeon +thursday +arsenal +westminster +suburbs +rid +anglican +##ridge +knots +foods +alumni +lighter +fraser +whoever +portal +scandal +##ray +gavin +advised +instructor +flooding +terrorist +##ale +teenage +interim +senses +duck +teen +thesis +abby +eager +overcome +##ile +newport +glenn +rises +shame +##cc +prompted +priority +forgot +bomber +nicolas +protective +360 +cartoon +katherine +breeze +lonely +trusted +henderson +richardson +relax +banner +candy +palms +remarkable +##rio +legends +cricketer +essay +ordained +edmund +rifles +trigger +##uri +##away +sail +alert +1830 +audiences +penn +sussex +siblings +pursued +indianapolis +resist +rosa +consequence +succeed +avoided +1845 +##ulation +inland +##tie +##nna +counsel +profession +chronicle +hurried +##una +eyebrow +eventual +bleeding +innovative +cure +##dom +committees +accounting +con +scope +hardy +heather +tenor +gut +herald +codes +tore +scales +wagon +##oo +luxury +tin +prefer +fountain +triangle +bonds +darling +convoy +dried +traced +beings +troy +accidentally +slam +findings +smelled +joey +lawyers +outcome +steep +bosnia +configuration +shifting +toll +brook +performers +lobby +philosophical +construct +shrine +aggregate +boot +cox +phenomenon +savage +insane +solely +reynolds +lifestyle +##ima +nationally +holdings +consideration +enable +edgar +mo +mama +##tein +fights +relegation +chances +atomic +hub +conjunction +awkward +reactions +currency +finale +kumar +underwent +steering +elaborate +gifts +comprising +melissa +veins +reasonable +sunshine +chi +solve +trails +inhabited +elimination +ethics +huh +ana +molly +consent +apartments +layout +marines +##ces +hunters +bulk +##oma +hometown +##wall +##mont +cracked +reads +neighbouring +withdrawn +admission +wingspan +damned +anthology +lancashire +brands +batting +forgive +cuban +awful +##lyn +104 +dimensions +imagination +##ade +dante +##ship +tracking +desperately +goalkeeper +##yne +groaned +workshops +confident +burton +gerald +milton +circus +uncertain +slope +copenhagen +sophia +fog +philosopher +portraits +accent +cycling +varying +gripped +larvae +garrett +specified +scotia +mature +luther +kurt +rap +##kes +aerial +750 +ferdinand +heated +es +transported +##shan +safely +nonetheless +##orn +##gal +motors +demanding +##sburg +startled +##brook +ally +generate +caps +ghana +stained +demo +mentions +beds +ap +afterward +diary +##bling +utility +##iro +richards +1837 +conspiracy +conscious +shining +footsteps +observer +cyprus +urged +loyalty +developer +probability +olive +upgraded +gym +miracle +insects +graves +1844 +ourselves +hydrogen +amazon +katie +tickets +poets +##pm +planes +##pan +prevention +witnessed +dense +jin +randy +tang +warehouse +monroe +bang +archived +elderly +investigations +alec +granite +mineral +conflicts +controlling +aboriginal +carlo +##zu +mechanics +stan +stark +rhode +skirt +est +##berry +bombs +respected +##horn +imposed +limestone +deny +nominee +memphis +grabbing +disabled +##als +amusement +aa +frankfurt +corn +referendum +varies +slowed +disk +firms +unconscious +incredible +clue +sue +##zhou +twist +##cio +joins +idaho +chad +developers +computing +destroyer +103 +mortal +tucker +kingston +choices +yu +carson +1800 +os +whitney +geneva +pretend +dimension +staged +plateau +maya +##une +freestyle +##bc +rovers +hiv +##ids +tristan +classroom +prospect +##hus +honestly +diploma +lied +thermal +auxiliary +feast +unlikely +iata +##tel +morocco +pounding +treasury +lithuania +considerably +1841 +dish +1812 +geological +matching +stumbled +destroying +marched +brien +advances +cake +nicole +belle +settling +measuring +directing +##mie +tuesday +bassist +capabilities +stunned +fraud +torpedo +##list +##phone +anton +wisdom +surveillance +ruined +##ulate +lawsuit +healthcare +theorem +halls +trend +aka +horizontal +dozens +acquire +lasting +swim +hawk +gorgeous +fees +vicinity +decrease +adoption +tactics +##ography +pakistani +##ole +draws +##hall +willie +burke +heath +algorithm +integral +powder +elliott +brigadier +jackie +tate +varieties +darker +##cho +lately +cigarette +specimens +adds +##ree +##ensis +##inger +exploded +finalist +cia +murders +wilderness +arguments +nicknamed +acceptance +onwards +manufacture +robertson +jets +tampa +enterprises +blog +loudly +composers +nominations +1838 +ai +malta +inquiry +automobile +hosting +viii +rays +tilted +grief +museums +strategies +furious +euro +equality +cohen +poison +surrey +wireless +governed +ridiculous +moses +##esh +##room +vanished +##ito +barnes +attract +morrison +istanbul +##iness +absent +rotation +petition +janet +##logical +satisfaction +custody +deliberately +observatory +comedian +surfaces +pinyin +novelist +strictly +canterbury +oslo +monks +embrace +ibm +jealous +photograph +continent +dorothy +marina +doc +excess +holden +allegations +explaining +stack +avoiding +lance +storyline +majesty +poorly +spike +dos +bradford +raven +travis +classics +proven +voltage +pillow +fists +butt +1842 +interpreted +##car +1839 +gage +telegraph +lens +promising +expelled +casual +collector +zones +##min +silly +nintendo +##kh +##bra +downstairs +chef +suspicious +afl +flies +vacant +uganda +pregnancy +condemned +lutheran +estimates +cheap +decree +saxon +proximity +stripped +idiot +deposits +contrary +presenter +magnus +glacier +im +offense +edwin +##ori +upright +##long +bolt +##ois +toss +geographical +##izes +environments +delicate +marking +abstract +xavier +nails +windsor +plantation +occurring +equity +saskatchewan +fears +drifted +sequences +vegetation +revolt +##stic +1843 +sooner +fusion +opposing +nato +skating +1836 +secretly +ruin +lease +##oc +edit +##nne +flora +anxiety +ruby +##ological +##mia +tel +bout +taxi +emmy +frost +rainbow +compounds +foundations +rainfall +assassination +nightmare +dominican +##win +achievements +deserve +orlando +intact +armenia +##nte +calgary +valentine +106 +marion +proclaimed +theodore +bells +courtyard +thigh +gonzalez +console +troop +minimal +monte +everyday +##ence +##if +supporter +terrorism +buck +openly +presbyterian +activists +carpet +##iers +rubbing +uprising +##yi +cute +conceived +legally +##cht +millennium +cello +velocity +ji +rescued +cardiff +1835 +rex +concentrate +senators +beard +rendered +glowing +battalions +scouts +competitors +sculptor +catalogue +arctic +ion +raja +bicycle +wow +glancing +lawn +##woman +gentleman +lighthouse +publish +predicted +calculated +##val +variants +##gne +strain +##ui +winston +deceased +##nus +touchdowns +brady +caleb +sinking +echoed +crush +hon +blessed +protagonist +hayes +endangered +magnitude +editors +##tine +estimate +responsibilities +##mel +backup +laying +consumed +sealed +zurich +lovers +frustrated +##eau +ahmed +kicking +mit +treasurer +1832 +biblical +refuse +terrified +pump +agrees +genuine +imprisonment +refuses +plymouth +##hen +lou +##nen +tara +trembling +antarctic +ton +learns +##tas +crap +crucial +faction +atop +##borough +wrap +lancaster +odds +hopkins +erik +lyon +##eon +bros +##ode +snap +locality +tips +empress +crowned +cal +acclaimed +chuckled +##ory +clara +sends +mild +towel +##fl +##day +##а +wishing +assuming +interviewed +##bal +##die +interactions +eden +cups +helena +##lf +indie +beck +##fire +batteries +filipino +wizard +parted +##lam +traces +##born +rows +idol +albany +delegates +##ees +##sar +discussions +##ex +notre +instructed +belgrade +highways +suggestion +lauren +possess +orientation +alexandria +abdul +beats +salary +reunion +ludwig +alright +wagner +intimate +pockets +slovenia +hugged +brighton +merchants +cruel +stole +trek +slopes +repairs +enrollment +politically +underlying +promotional +counting +boeing +##bb +isabella +naming +##и +keen +bacteria +listing +separately +belfast +ussr +450 +lithuanian +anybody +ribs +sphere +martinez +cock +embarrassed +proposals +fragments +nationals +##fs +##wski +premises +fin +1500 +alpine +matched +freely +bounded +jace +sleeve +##af +gaming +pier +populated +evident +##like +frances +flooded +##dle +frightened +pour +trainer +framed +visitor +challenging +pig +wickets +##fold +infected +email +##pes +arose +##aw +reward +ecuador +oblast +vale +ch +shuttle +##usa +bach +rankings +forbidden +cornwall +accordance +salem +consumers +bruno +fantastic +toes +machinery +resolved +julius +remembering +propaganda +iceland +bombardment +tide +contacts +wives +##rah +concerto +macdonald +albania +implement +daisy +tapped +sudan +helmet +angela +mistress +##lic +crop +sunk +finest +##craft +hostile +##ute +##tsu +boxer +fr +paths +adjusted +habit +ballot +supervision +soprano +##zen +bullets +wicked +sunset +regiments +disappear +lamp +performs +app +##gia +##oa +rabbit +digging +incidents +entries +##cion +dishes +##oi +introducing +##ati +##fied +freshman +slot +jill +tackles +baroque +backs +##iest +lone +sponsor +destiny +altogether +convert +##aro +consensus +shapes +demonstration +basically +feminist +auction +artifacts +##bing +strongest +twitter +halifax +2019 +allmusic +mighty +smallest +precise +alexandra +viola +##los +##ille +manuscripts +##illo +dancers +ari +managers +monuments +blades +barracks +springfield +maiden +consolidated +electron +##end +berry +airing +wheat +nobel +inclusion +blair +payments +geography +bee +cc +eleanor +react +##hurst +afc +manitoba +##yu +su +lineup +fitness +recreational +investments +airborne +disappointment +##dis +edmonton +viewing +##row +renovation +##cast +infant +bankruptcy +roses +aftermath +pavilion +##yer +carpenter +withdrawal +ladder +##hy +discussing +popped +reliable +agreements +rochester +##abad +curves +bombers +220 +rao +reverend +decreased +choosing +107 +stiff +consulting +naples +crawford +tracy +ka +ribbon +cops +##lee +crushed +deciding +unified +teenager +accepting +flagship +explorer +poles +sanchez +inspection +revived +skilled +induced +exchanged +flee +locals +tragedy +swallow +loading +hanna +demonstrate +##ela +salvador +flown +contestants +civilization +##ines +wanna +rhodes +fletcher +hector +knocking +considers +##ough +nash +mechanisms +sensed +mentally +walt +unclear +##eus +renovated +madame +##cks +crews +governmental +##hin +undertaken +monkey +##ben +##ato +fatal +armored +copa +caves +governance +grasp +perception +certification +froze +damp +tugged +wyoming +##rg +##ero +newman +##lor +nerves +curiosity +graph +115 +##ami +withdraw +tunnels +dull +meredith +moss +exhibits +neighbors +communicate +accuracy +explored +raiders +republicans +secular +kat +superman +penny +criticised +##tch +freed +update +conviction +wade +ham +likewise +delegation +gotta +doll +promises +technological +myth +nationality +resolve +convent +##mark +sharon +dig +sip +coordinator +entrepreneur +fold +##dine +capability +councillor +synonym +blown +swan +cursed +1815 +jonas +haired +sofa +canvas +keeper +rivalry +##hart +rapper +speedway +swords +postal +maxwell +estonia +potter +recurring +##nn +##ave +errors +##oni +cognitive +1834 +##² +claws +nadu +roberto +bce +wrestler +ellie +##ations +infinite +ink +##tia +presumably +finite +staircase +108 +noel +patricia +nacional +##cation +chill +eternal +tu +preventing +prussia +fossil +limbs +##logist +ernst +frog +perez +rene +##ace +pizza +prussian +##ios +##vy +molecules +regulatory +answering +opinions +sworn +lengths +supposedly +hypothesis +upward +habitats +seating +ancestors +drank +yield +hd +synthesis +researcher +modest +##var +mothers +peered +voluntary +homeland +##the +acclaim +##igan +static +valve +luxembourg +alto +carroll +fe +receptor +norton +ambulance +##tian +johnston +catholics +depicting +jointly +elephant +gloria +mentor +badge +ahmad +distinguish +remarked +councils +precisely +allison +advancing +detection +crowded +##10 +cooperative +ankle +mercedes +dagger +surrendered +pollution +commit +subway +jeffrey +lesson +sculptures +provider +##fication +membrane +timothy +rectangular +fiscal +heating +teammate +basket +particle +anonymous +deployment +##ple +missiles +courthouse +proportion +shoe +sec +##ller +complaints +forbes +blacks +abandon +remind +sizes +overwhelming +autobiography +natalie +##awa +risks +contestant +countryside +babies +scorer +invaded +enclosed +proceed +hurling +disorders +##cu +reflecting +continuously +cruiser +graduates +freeway +investigated +ore +deserved +maid +blocking +phillip +jorge +shakes +dove +mann +variables +lacked +burden +accompanying +que +consistently +organizing +provisional +complained +endless +##rm +tubes +juice +georges +krishna +mick +labels +thriller +##uch +laps +arcade +sage +snail +##table +shannon +fi +laurence +seoul +vacation +presenting +hire +churchill +surprisingly +prohibited +savannah +technically +##oli +170 +##lessly +testimony +suited +speeds +toys +romans +mlb +flowering +measurement +talented +kay +settings +charleston +expectations +shattered +achieving +triumph +ceremonies +portsmouth +lanes +mandatory +loser +stretching +cologne +realizes +seventy +cornell +careers +webb +##ulating +americas +budapest +ava +suspicion +##ison +yo +conrad +##hai +sterling +jessie +rector +##az +1831 +transform +organize +loans +christine +volcanic +warrant +slender +summers +subfamily +newer +danced +dynamics +rhine +proceeds +heinrich +gastropod +commands +sings +facilitate +easter +ra +positioned +responses +expense +fruits +yanked +imported +25th +velvet +vic +primitive +tribune +baldwin +neighbourhood +donna +rip +hay +pr +##uro +1814 +espn +welcomed +##aria +qualifier +glare +highland +timing +##cted +shells +eased +geometry +louder +exciting +slovakia +##sion +##iz +##lot +savings +prairie +##ques +marching +rafael +tonnes +##lled +curtain +preceding +shy +heal +greene +worthy +##pot +detachment +bury +sherman +##eck +reinforced +seeks +bottles +contracted +duchess +outfit +walsh +##sc +mickey +##ase +geoffrey +archer +squeeze +dawson +eliminate +invention +##enberg +neal +##eth +stance +dealer +coral +maple +retire +polo +simplified +##ht +1833 +hid +watts +backwards +jules +##oke +genesis +mt +frames +rebounds +burma +woodland +moist +santos +whispers +drained +subspecies +##aa +streaming +ulster +burnt +correspondence +maternal +gerard +denis +stealing +##load +genius +duchy +##oria +inaugurated +momentum +suits +placement +sovereign +clause +thames +##hara +confederation +reservation +sketch +yankees +lets +rotten +charm +hal +verses +ultra +commercially +dot +salon +citation +adopt +winnipeg +mist +allocated +cairo +##boy +jenkins +interference +objectives +##wind +1820 +portfolio +armoured +sectors +##eh +initiatives +##world +integrity +exercises +robe +tap +ab +gazed +##tones +distracted +rulers +111 +favorable +jerome +tended +cart +factories +##eri +diplomat +valued +gravel +charitable +##try +calvin +exploring +chang +shepherd +terrace +pdf +pupil +##ural +reflects +ups +##rch +governors +shelf +depths +##nberg +trailed +crest +tackle +##nian +##ats +hatred +##kai +clare +makers +ethiopia +longtime +detected +embedded +lacking +slapped +rely +thomson +anticipation +iso +morton +successive +agnes +screenwriter +straightened +philippe +playwright +haunted +licence +iris +intentions +sutton +112 +logical +correctly +##weight +branded +licked +tipped +silva +ricky +narrator +requests +##ents +greeted +supernatural +cow +##wald +lung +refusing +employer +strait +gaelic +liner +##piece +zoe +sabha +##mba +driveway +harvest +prints +bates +reluctantly +threshold +algebra +ira +wherever +coupled +240 +assumption +picks +##air +designers +raids +gentlemen +##ean +roller +blowing +leipzig +locks +screw +dressing +strand +##lings +scar +dwarf +depicts +##nu +nods +##mine +differ +boris +##eur +yuan +flip +##gie +mob +invested +questioning +applying +##ture +shout +##sel +gameplay +blamed +illustrations +bothered +weakness +rehabilitation +##of +##zes +envelope +rumors +miners +leicester +subtle +kerry +##ico +ferguson +##fu +premiership +ne +##cat +bengali +prof +catches +remnants +dana +##rily +shouting +presidents +baltic +ought +ghosts +dances +sailors +shirley +fancy +dominic +##bie +madonna +##rick +bark +buttons +gymnasium +ashes +liver +toby +oath +providence +doyle +evangelical +nixon +cement +carnegie +embarked +hatch +surroundings +guarantee +needing +pirate +essence +##bee +filter +crane +hammond +projected +immune +percy +twelfth +##ult +regent +doctoral +damon +mikhail +##ichi +lu +critically +elect +realised +abortion +acute +screening +mythology +steadily +##fc +frown +nottingham +kirk +wa +minneapolis +##rra +module +algeria +mc +nautical +encounters +surprising +statues +availability +shirts +pie +alma +brows +munster +mack +soup +crater +tornado +sanskrit +cedar +explosive +bordered +dixon +planets +stamp +exam +happily +##bble +carriers +kidnapped +##vis +accommodation +emigrated +##met +knockout +correspondent +violation +profits +peaks +lang +specimen +agenda +ancestry +pottery +spelling +equations +obtaining +ki +linking +1825 +debris +asylum +##20 +buddhism +teddy +##ants +gazette +##nger +##sse +dental +eligibility +utc +fathers +averaged +zimbabwe +francesco +coloured +hissed +translator +lynch +mandate +humanities +mackenzie +uniforms +lin +##iana +##gio +asset +mhz +fitting +samantha +genera +wei +rim +beloved +shark +riot +entities +expressions +indo +carmen +slipping +owing +abbot +neighbor +sidney +##av +rats +recommendations +encouraging +squadrons +anticipated +commanders +conquered +##oto +donations +diagnosed +##mond +divide +##iva +guessed +decoration +vernon +auditorium +revelation +conversations +##kers +##power +herzegovina +dash +alike +protested +lateral +herman +accredited +mg +##gent +freeman +mel +fiji +crow +crimson +##rine +livestock +##pped +humanitarian +bored +oz +whip +##lene +##ali +legitimate +alter +grinning +spelled +anxious +oriental +wesley +##nin +##hole +carnival +controller +detect +##ssa +bowed +educator +kosovo +macedonia +##sin +occupy +mastering +stephanie +janeiro +para +unaware +nurses +noon +135 +cam +hopefully +ranger +combine +sociology +polar +rica +##eer +neill +##sman +holocaust +##ip +doubled +lust +1828 +109 +decent +cooling +unveiled +##card +1829 +nsw +homer +chapman +meyer +##gin +dive +mae +reagan +expertise +##gled +darwin +brooke +sided +prosecution +investigating +comprised +petroleum +genres +reluctant +differently +trilogy +johns +vegetables +corpse +highlighted +lounge +pension +unsuccessfully +elegant +aided +ivory +beatles +amelia +cain +dubai +sunny +immigrant +babe +click +##nder +underwater +pepper +combining +mumbled +atlas +horns +accessed +ballad +physicians +homeless +gestured +rpm +freak +louisville +corporations +patriots +prizes +rational +warn +modes +decorative +overnight +din +troubled +phantom +##ort +monarch +sheer +##dorf +generals +guidelines +organs +addresses +##zon +enhance +curling +parishes +cord +##kie +linux +caesar +deutsche +bavaria +##bia +coleman +cyclone +##eria +bacon +petty +##yama +##old +hampton +diagnosis +1824 +throws +complexity +rita +disputed +##₃ +pablo +##sch +marketed +trafficking +##ulus +examine +plague +formats +##oh +vault +faithful +##bourne +webster +##ox +highlights +##ient +##ann +phones +vacuum +sandwich +modeling +##gated +bolivia +clergy +qualities +isabel +##nas +##ars +wears +screams +reunited +annoyed +bra +##ancy +##rate +differential +transmitter +tattoo +container +poker +##och +excessive +resides +cowboys +##tum +augustus +trash +providers +statute +retreated +balcony +reversed +void +storey +preceded +masses +leap +laughs +neighborhoods +wards +schemes +falcon +santo +battlefield +pad +ronnie +thread +lesbian +venus +##dian +beg +sandstone +daylight +punched +gwen +analog +stroked +wwe +acceptable +measurements +dec +toxic +##kel +adequate +surgical +economist +parameters +varsity +##sberg +quantity +ella +##chy +##rton +countess +generating +precision +diamonds +expressway +ga +##ı +1821 +uruguay +talents +galleries +expenses +scanned +colleague +outlets +ryder +lucien +##ila +paramount +##bon +syracuse +dim +fangs +gown +sweep +##sie +toyota +missionaries +websites +##nsis +sentences +adviser +val +trademark +spells +##plane +patience +starter +slim +##borg +toe +incredibly +shoots +elliot +nobility +##wyn +cowboy +endorsed +gardner +tendency +persuaded +organisms +emissions +kazakhstan +amused +boring +chips +themed +##hand +llc +constantinople +chasing +systematic +guatemala +borrowed +erin +carey +##hard +highlands +struggles +1810 +##ifying +##ced +wong +exceptions +develops +enlarged +kindergarten +castro +##ern +##rina +leigh +zombie +juvenile +##most +consul +##nar +sailor +hyde +clarence +intensive +pinned +nasty +useless +jung +clayton +stuffed +exceptional +ix +apostolic +230 +transactions +##dge +exempt +swinging +cove +religions +##ash +shields +dairy +bypass +190 +pursuing +bug +joyce +bombay +chassis +southampton +chat +interact +redesignated +##pen +nascar +pray +salmon +rigid +regained +malaysian +grim +publicity +constituted +capturing +toilet +delegate +purely +tray +drift +loosely +striker +weakened +trinidad +mitch +itv +defines +transmitted +ming +scarlet +nodding +fitzgerald +fu +narrowly +sp +tooth +standings +virtue +##₁ +##wara +##cting +chateau +gloves +lid +##nel +hurting +conservatory +##pel +sinclair +reopened +sympathy +nigerian +strode +advocated +optional +chronic +discharge +##rc +suck +compatible +laurel +stella +shi +fails +wage +dodge +128 +informal +sorts +levi +buddha +villagers +##aka +chronicles +heavier +summoned +gateway +3000 +eleventh +jewelry +translations +accordingly +seas +##ency +fiber +pyramid +cubic +dragging +##ista +caring +##ops +android +contacted +lunar +##dt +kai +lisbon +patted +1826 +sacramento +theft +madagascar +subtropical +disputes +ta +holidays +piper +willow +mare +cane +itunes +newfoundland +benny +companions +dong +raj +observe +roar +charming +plaque +tibetan +fossils +enacted +manning +bubble +tina +tanzania +##eda +##hir +funk +swamp +deputies +cloak +ufc +scenario +par +scratch +metals +anthem +guru +engaging +specially +##boat +dialects +nineteen +cecil +duet +disability +messenger +unofficial +##lies +defunct +eds +moonlight +drainage +surname +puzzle +honda +switching +conservatives +mammals +knox +broadcaster +sidewalk +cope +##ried +benson +princes +peterson +##sal +bedford +sharks +eli +wreck +alberto +gasp +archaeology +lgbt +teaches +securities +madness +compromise +waving +coordination +davidson +visions +leased +possibilities +eighty +jun +fernandez +enthusiasm +assassin +sponsorship +reviewer +kingdoms +estonian +laboratories +##fy +##nal +applies +verb +celebrations +##zzo +rowing +lightweight +sadness +submit +mvp +balanced +dude +##vas +explicitly +metric +magnificent +mound +brett +mohammad +mistakes +irregular +##hing +##ass +sanders +betrayed +shipped +surge +##enburg +reporters +termed +georg +pity +verbal +bulls +abbreviated +enabling +appealed +##are +##atic +sicily +sting +heel +sweetheart +bart +spacecraft +brutal +monarchy +##tter +aberdeen +cameo +diane +##ub +survivor +clyde +##aries +complaint +##makers +clarinet +delicious +chilean +karnataka +coordinates +1818 +panties +##rst +pretending +ar +dramatically +kiev +bella +tends +distances +113 +catalog +launching +instances +telecommunications +portable +lindsay +vatican +##eim +angles +aliens +marker +stint +screens +bolton +##rne +judy +wool +benedict +plasma +europa +spark +imaging +filmmaker +swiftly +##een +contributor +##nor +opted +stamps +apologize +financing +butter +gideon +sophisticated +alignment +avery +chemicals +yearly +speculation +prominence +professionally +##ils +immortal +institutional +inception +wrists +identifying +tribunal +derives +gains +##wo +papal +preference +linguistic +vince +operative +brewery +##ont +unemployment +boyd +##ured +##outs +albeit +prophet +1813 +bi +##rr +##face +##rad +quarterly +asteroid +cleaned +radius +temper +##llen +telugu +jerk +viscount +menu +##ote +glimpse +##aya +yacht +hawaiian +baden +##rl +laptop +readily +##gu +monetary +offshore +scots +watches +##yang +##arian +upgrade +needle +xbox +lea +encyclopedia +flank +fingertips +##pus +delight +teachings +confirm +roth +beaches +midway +winters +##iah +teasing +daytime +beverly +gambling +bonnie +##backs +regulated +clement +hermann +tricks +knot +##shing +##uring +##vre +detached +ecological +owed +specialty +byron +inventor +bats +stays +screened +unesco +midland +trim +affection +##ander +##rry +jess +thoroughly +feedback +##uma +chennai +strained +heartbeat +wrapping +overtime +pleaded +##sworth +mon +leisure +oclc +##tate +##ele +feathers +angelo +thirds +nuts +surveys +clever +gill +commentator +##dos +darren +rides +gibraltar +##nc +##mu +dissolution +dedication +shin +meals +saddle +elvis +reds +chaired +taller +appreciation +functioning +niece +favored +advocacy +robbie +criminals +suffolk +yugoslav +passport +constable +congressman +hastings +vera +##rov +consecrated +sparks +ecclesiastical +confined +##ovich +muller +floyd +nora +1822 +paved +1827 +cumberland +ned +saga +spiral +##flow +appreciated +yi +collaborative +treating +similarities +feminine +finishes +##ib +jade +import +##nse +##hot +champagne +mice +securing +celebrities +helsinki +attributes +##gos +cousins +phases +ache +lucia +gandhi +submission +vicar +spear +shine +tasmania +biting +detention +constitute +tighter +seasonal +##gus +terrestrial +matthews +##oka +effectiveness +parody +philharmonic +##onic +1816 +strangers +encoded +consortium +guaranteed +regards +shifts +tortured +collision +supervisor +inform +broader +insight +theaters +armour +emeritus +blink +incorporates +mapping +##50 +##ein +handball +flexible +##nta +substantially +generous +thief +##own +carr +loses +1793 +prose +ucla +romeo +generic +metallic +realization +damages +mk +commissioners +zach +default +##ther +helicopters +lengthy +stems +spa +partnered +spectators +rogue +indication +penalties +teresa +1801 +sen +##tric +dalton +##wich +irving +photographic +##vey +dell +deaf +peters +excluded +unsure +##vable +patterson +crawled +##zio +resided +whipped +latvia +slower +ecole +pipes +employers +maharashtra +comparable +va +textile +pageant +##gel +alphabet +binary +irrigation +chartered +choked +antoine +offs +waking +supplement +##wen +quantities +demolition +regain +locate +urdu +folks +alt +114 +##mc +scary +andreas +whites +##ava +classrooms +mw +aesthetic +publishes +valleys +guides +cubs +johannes +bryant +conventions +affecting +##itt +drain +awesome +isolation +prosecutor +ambitious +apology +captive +downs +atmospheric +lorenzo +aisle +beef +foul +##onia +kidding +composite +disturbed +illusion +natives +##ffer +emi +rockets +riverside +wartime +painters +adolf +melted +##ail +uncertainty +simulation +hawks +progressed +meantime +builder +spray +breach +unhappy +regina +russians +##urg +determining +##tation +tram +1806 +##quin +aging +##12 +1823 +garion +rented +mister +diaz +terminated +clip +1817 +depend +nervously +disco +owe +defenders +shiva +notorious +disbelief +shiny +worcester +##gation +##yr +trailing +undertook +islander +belarus +limitations +watershed +fuller +overlooking +utilized +raphael +1819 +synthetic +breakdown +klein +##nate +moaned +memoir +lamb +practicing +##erly +cellular +arrows +exotic +##graphy +witches +117 +charted +rey +hut +hierarchy +subdivision +freshwater +giuseppe +aloud +reyes +qatar +marty +sideways +utterly +sexually +jude +prayers +mccarthy +softball +blend +damien +##gging +##metric +wholly +erupted +lebanese +negro +revenues +tasted +comparative +teamed +transaction +labeled +maori +sovereignty +parkway +trauma +gran +malay +121 +advancement +descendant +2020 +buzz +salvation +inventory +symbolic +##making +antarctica +mps +##gas +##bro +mohammed +myanmar +holt +submarines +tones +##lman +locker +patriarch +bangkok +emerson +remarks +predators +kin +afghan +confession +norwich +rental +emerge +advantages +##zel +rca +##hold +shortened +storms +aidan +##matic +autonomy +compliance +##quet +dudley +atp +##osis +1803 +motto +documentation +summary +professors +spectacular +christina +archdiocese +flashing +innocence +remake +##dell +psychic +reef +scare +employ +rs +sticks +meg +gus +leans +##ude +accompany +bergen +tomas +##iko +doom +wages +pools +##nch +##bes +breasts +scholarly +alison +outline +brittany +breakthrough +willis +realistic +##cut +##boro +competitor +##stan +pike +picnic +icon +designing +commercials +washing +villain +skiing +micro +costumes +auburn +halted +executives +##hat +logistics +cycles +vowel +applicable +barrett +exclaimed +eurovision +eternity +ramon +##umi +##lls +modifications +sweeping +disgust +##uck +torch +aviv +ensuring +rude +dusty +sonic +donovan +outskirts +cu +pathway +##band +##gun +##lines +disciplines +acids +cadet +paired +##40 +sketches +##sive +marriages +##⁺ +folding +peers +slovak +implies +admired +##beck +1880s +leopold +instinct +attained +weston +megan +horace +##ination +dorsal +ingredients +evolutionary +##its +complications +deity +lethal +brushing +levy +deserted +institutes +posthumously +delivering +telescope +coronation +motivated +rapids +luc +flicked +pays +volcano +tanner +weighed +##nica +crowds +frankie +gifted +addressing +granddaughter +winding +##rna +constantine +gomez +##front +landscapes +rudolf +anthropology +slate +werewolf +##lio +astronomy +circa +rouge +dreaming +sack +knelt +drowned +naomi +prolific +tracked +freezing +herb +##dium +agony +randall +twisting +wendy +deposit +touches +vein +wheeler +##bbled +##bor +batted +retaining +tire +presently +compare +specification +daemon +nigel +##grave +merry +recommendation +czechoslovakia +sandra +ng +roma +##sts +lambert +inheritance +sheikh +winchester +cries +examining +##yle +comeback +cuisine +nave +##iv +ko +retrieve +tomatoes +barker +polished +defining +irene +lantern +personalities +begging +tract +swore +1809 +175 +##gic +omaha +brotherhood +##rley +haiti +##ots +exeter +##ete +##zia +steele +dumb +pearson +210 +surveyed +elisabeth +trends +##ef +fritz +##rf +premium +bugs +fraction +calmly +viking +##birds +tug +inserted +unusually +##ield +confronted +distress +crashing +brent +turks +resign +##olo +cambodia +gabe +sauce +##kal +evelyn +116 +extant +clusters +quarry +teenagers +luna +##lers +##ister +affiliation +drill +##ashi +panthers +scenic +libya +anita +strengthen +inscriptions +##cated +lace +sued +judith +riots +##uted +mint +##eta +preparations +midst +dub +challenger +##vich +mock +cf +displaced +wicket +breaths +enables +schmidt +analyst +##lum +ag +highlight +automotive +axe +josef +newark +sufficiently +resembles +50th +##pal +flushed +mum +traits +##ante +commodore +incomplete +warming +titular +ceremonial +ethical +118 +celebrating +eighteenth +cao +lima +medalist +mobility +strips +snakes +##city +miniature +zagreb +barton +escapes +umbrella +automated +doubted +differs +cooled +georgetown +dresden +cooked +fade +wyatt +rna +jacobs +carlton +abundant +stereo +boost +madras +inning +##hia +spur +ip +malayalam +begged +osaka +groan +escaping +charging +dose +vista +##aj +bud +papa +communists +advocates +edged +tri +##cent +resemble +peaking +necklace +fried +montenegro +saxony +goose +glances +stuttgart +curator +recruit +grocery +sympathetic +##tting +##fort +127 +lotus +randolph +ancestor +##rand +succeeding +jupiter +1798 +macedonian +##heads +hiking +1808 +handing +fischer +##itive +garbage +node +##pies +prone +singular +papua +inclined +attractions +italia +pouring +motioned +grandma +garnered +jacksonville +corp +ego +ringing +aluminum +##hausen +ordering +##foot +drawer +traders +synagogue +##play +##kawa +resistant +wandering +fragile +fiona +teased +var +hardcore +soaked +jubilee +decisive +exposition +mercer +poster +valencia +hale +kuwait +1811 +##ises +##wr +##eed +tavern +gamma +122 +johan +##uer +airways +amino +gil +##ury +vocational +domains +torres +##sp +generator +folklore +outcomes +##keeper +canberra +shooter +fl +beams +confrontation +##lling +##gram +feb +aligned +forestry +pipeline +jax +motorway +conception +decay +##tos +coffin +##cott +stalin +1805 +escorted +minded +##nam +sitcom +purchasing +twilight +veronica +additions +passive +tensions +straw +123 +frequencies +1804 +refugee +cultivation +##iate +christie +clary +bulletin +crept +disposal +##rich +##zong +processor +crescent +##rol +bmw +emphasized +whale +nazis +aurora +##eng +dwelling +hauled +sponsors +toledo +mega +ideology +theatres +tessa +cerambycidae +saves +turtle +cone +suspects +kara +rusty +yelling +greeks +mozart +shades +cocked +participant +##tro +shire +spit +freeze +necessity +##cos +inmates +nielsen +councillors +loaned +uncommon +omar +peasants +botanical +offspring +daniels +formations +jokes +1794 +pioneers +sigma +licensing +##sus +wheelchair +polite +1807 +liquor +pratt +trustee +##uta +forewings +balloon +##zz +kilometre +camping +explicit +casually +shawn +foolish +teammates +nm +hassan +carrie +judged +satisfy +vanessa +knives +selective +cnn +flowed +##lice +eclipse +stressed +eliza +mathematician +cease +cultivated +##roy +commissions +browns +##ania +destroyers +sheridan +meadow +##rius +minerals +##cial +downstream +clash +gram +memoirs +ventures +baha +seymour +archie +midlands +edith +fare +flynn +invite +canceled +tiles +stabbed +boulder +incorporate +amended +camden +facial +mollusk +unreleased +descriptions +yoga +grabs +550 +raises +ramp +shiver +##rose +coined +pioneering +tunes +qing +warwick +tops +119 +melanie +giles +##rous +wandered +##inal +annexed +nov +30th +unnamed +##ished +organizational +airplane +normandy +stoke +whistle +blessing +violations +chased +holders +shotgun +##ctic +outlet +reactor +##vik +tires +tearing +shores +fortified +mascot +constituencies +nc +columnist +productive +tibet +##rta +lineage +hooked +oct +tapes +judging +cody +##gger +hansen +kashmir +triggered +##eva +solved +cliffs +##tree +resisted +anatomy +protesters +transparent +implied +##iga +injection +mattress +excluding +##mbo +defenses +helpless +devotion +##elli +growl +liberals +weber +phenomena +atoms +plug +##iff +mortality +apprentice +howe +convincing +aaa +swimmer +barber +leone +promptly +sodium +def +nowadays +arise +##oning +gloucester +corrected +dignity +norm +erie +##ders +elders +evacuated +sylvia +compression +##yar +hartford +pose +backpack +reasoning +accepts +24th +wipe +millimetres +marcel +##oda +dodgers +albion +1790 +overwhelmed +aerospace +oaks +1795 +showcase +acknowledge +recovering +nolan +ashe +hurts +geology +fashioned +disappearance +farewell +swollen +shrug +marquis +wimbledon +124 +rue +1792 +commemorate +reduces +experiencing +inevitable +calcutta +intel +##court +murderer +sticking +fisheries +imagery +bloom +280 +brake +##inus +gustav +hesitation +memorable +po +viral +beans +accidents +tunisia +antenna +spilled +consort +treatments +aye +perimeter +##gard +donation +hostage +migrated +banker +addiction +apex +lil +trout +##ously +conscience +##nova +rams +sands +genome +passionate +troubles +##lets +##set +amid +##ibility +##ret +higgins +exceed +vikings +##vie +payne +##zan +muscular +##ste +defendant +sucking +##wal +ibrahim +fuselage +claudia +vfl +europeans +snails +interval +##garh +preparatory +statewide +tasked +lacrosse +viktor +##lation +angola +##hra +flint +implications +employs +teens +patrons +stall +weekends +barriers +scrambled +nucleus +tehran +jenna +parsons +lifelong +robots +displacement +5000 +##bles +precipitation +##gt +knuckles +clutched +1802 +marrying +ecology +marx +accusations +declare +scars +kolkata +mat +meadows +bermuda +skeleton +finalists +vintage +crawl +coordinate +affects +subjected +orchestral +mistaken +##tc +mirrors +dipped +relied +260 +arches +candle +##nick +incorporating +wildly +fond +basilica +owl +fringe +rituals +whispering +stirred +feud +tertiary +slick +goat +honorable +whereby +skip +ricardo +stripes +parachute +adjoining +submerged +synthesizer +##gren +intend +positively +ninety +phi +beaver +partition +fellows +alexis +prohibition +carlisle +bizarre +fraternity +##bre +doubts +icy +cbc +aquatic +sneak +sonny +combines +airports +crude +supervised +spatial +merge +alfonso +##bic +corrupt +scan +undergo +##ams +disabilities +colombian +comparing +dolphins +perkins +##lish +reprinted +unanimous +bounced +hairs +underworld +midwest +semester +bucket +paperback +miniseries +coventry +demise +##leigh +demonstrations +sensor +rotating +yan +##hler +arrange +soils +##idge +hyderabad +labs +##dr +brakes +grandchildren +##nde +negotiated +rover +ferrari +continuation +directorate +augusta +stevenson +counterpart +gore +##rda +nursery +rican +ave +collectively +broadly +pastoral +repertoire +asserted +discovering +nordic +styled +fiba +cunningham +harley +middlesex +survives +tumor +tempo +zack +aiming +lok +urgent +##rade +##nto +devils +##ement +contractor +turin +##wl +##ool +bliss +repaired +simmons +moan +astronomical +cr +negotiate +lyric +1890s +lara +bred +clad +angus +pbs +##ience +engineered +posed +##lk +hernandez +possessions +elbows +psychiatric +strokes +confluence +electorate +lifts +campuses +lava +alps +##ep +##ution +##date +physicist +woody +##page +##ographic +##itis +juliet +reformation +sparhawk +320 +complement +suppressed +jewel +##½ +floated +##kas +continuity +sadly +##ische +inability +melting +scanning +paula +flour +judaism +safer +vague +##lm +solving +curb +##stown +financially +gable +bees +expired +miserable +cassidy +dominion +1789 +cupped +145 +robbery +facto +amos +warden +resume +tallest +marvin +ing +pounded +usd +declaring +gasoline +##aux +darkened +270 +650 +sophomore +##mere +erection +gossip +televised +risen +dial +##eu +pillars +##link +passages +profound +##tina +arabian +ashton +silicon +nail +##ead +##lated +##wer +##hardt +fleming +firearms +ducked +circuits +blows +waterloo +titans +##lina +atom +fireplace +cheshire +financed +activation +algorithms +##zzi +constituent +catcher +cherokee +partnerships +sexuality +platoon +tragic +vivian +guarded +whiskey +meditation +poetic +##late +##nga +##ake +porto +listeners +dominance +kendra +mona +chandler +factions +22nd +salisbury +attitudes +derivative +##ido +##haus +intake +paced +javier +illustrator +barrels +bias +cockpit +burnett +dreamed +ensuing +##anda +receptors +someday +hawkins +mattered +##lal +slavic +1799 +jesuit +cameroon +wasted +tai +wax +lowering +victorious +freaking +outright +hancock +librarian +sensing +bald +calcium +myers +tablet +announcing +barack +shipyard +pharmaceutical +##uan +greenwich +flush +medley +patches +wolfgang +pt +speeches +acquiring +exams +nikolai +##gg +hayden +kannada +##type +reilly +##pt +waitress +abdomen +devastated +capped +pseudonym +pharmacy +fulfill +paraguay +1796 +clicked +##trom +archipelago +syndicated +##hman +lumber +orgasm +rejection +clifford +lorraine +advent +mafia +rodney +brock +##ght +##used +##elia +cassette +chamberlain +despair +mongolia +sensors +developmental +upstream +##eg +##alis +spanning +165 +trombone +basque +seeded +interred +renewable +rhys +leapt +revision +molecule +##ages +chord +vicious +nord +shivered +23rd +arlington +debts +corpus +sunrise +bays +blackburn +centimetres +##uded +shuddered +gm +strangely +gripping +cartoons +isabelle +orbital +##ppa +seals +proving +##lton +refusal +strengthened +bust +assisting +baghdad +batsman +portrayal +mara +pushes +spears +og +##cock +reside +nathaniel +brennan +1776 +confirmation +caucus +##worthy +markings +yemen +nobles +ku +lazy +viewer +catalan +encompasses +sawyer +##fall +sparked +substances +patents +braves +arranger +evacuation +sergio +persuade +dover +tolerance +penguin +cum +jockey +insufficient +townships +occupying +declining +plural +processed +projection +puppet +flanders +introduces +liability +##yon +gymnastics +antwerp +taipei +hobart +candles +jeep +wes +observers +126 +chaplain +bundle +glorious +##hine +hazel +flung +sol +excavations +dumped +stares +sh +bangalore +triangular +icelandic +intervals +expressing +turbine +##vers +songwriting +crafts +##igo +jasmine +ditch +rite +##ways +entertaining +comply +sorrow +wrestlers +basel +emirates +marian +rivera +helpful +##some +caution +downward +networking +##atory +##tered +darted +genocide +emergence +replies +specializing +spokesman +convenient +unlocked +fading +augustine +concentrations +resemblance +elijah +investigator +andhra +##uda +promotes +bean +##rrell +fleeing +wan +simone +announcer +##ame +##bby +lydia +weaver +132 +residency +modification +##fest +stretches +##ast +alternatively +nat +lowe +lacks +##ented +pam +tile +concealed +inferior +abdullah +residences +tissues +vengeance +##ided +moisture +peculiar +groove +zip +bologna +jennings +ninja +oversaw +zombies +pumping +batch +livingston +emerald +installations +1797 +peel +nitrogen +rama +##fying +##star +schooling +strands +responding +werner +##ost +lime +casa +accurately +targeting +##rod +underway +##uru +hemisphere +lester +##yard +occupies +2d +griffith +angrily +reorganized +##owing +courtney +deposited +##dd +##30 +estadio +##ifies +dunn +exiled +##ying +checks +##combe +##о +##fly +successes +unexpectedly +blu +assessed +##flower +##ه +observing +sacked +spiders +kn +##tail +mu +nodes +prosperity +audrey +divisional +155 +broncos +tangled +adjust +feeds +erosion +paolo +surf +directory +snatched +humid +admiralty +screwed +gt +reddish +##nese +modules +trench +lamps +bind +leah +bucks +competes +##nz +##form +transcription +##uc +isles +violently +clutching +pga +cyclist +inflation +flats +ragged +unnecessary +##hian +stubborn +coordinated +harriet +baba +disqualified +330 +insect +wolfe +##fies +reinforcements +rocked +duel +winked +embraced +bricks +##raj +hiatus +defeats +pending +brightly +jealousy +##xton +##hm +##uki +lena +gdp +colorful +##dley +stein +kidney +##shu +underwear +wanderers +##haw +##icus +guardians +m³ +roared +habits +##wise +permits +gp +uranium +punished +disguise +bundesliga +elise +dundee +erotic +partisan +pi +collectors +float +individually +rendering +behavioral +bucharest +ser +hare +valerie +corporal +nutrition +proportional +##isa +immense +##kis +pavement +##zie +##eld +sutherland +crouched +1775 +##lp +suzuki +trades +endurance +operas +crosby +prayed +priory +rory +socially +##urn +gujarat +##pu +walton +cube +pasha +privilege +lennon +floods +thorne +waterfall +nipple +scouting +approve +##lov +minorities +voter +dwight +extensions +assure +ballroom +slap +dripping +privileges +rejoined +confessed +demonstrating +patriotic +yell +investor +##uth +pagan +slumped +squares +##cle +##kins +confront +bert +embarrassment +##aid +aston +urging +sweater +starr +yuri +brains +williamson +commuter +mortar +structured +selfish +exports +##jon +cds +##him +unfinished +##rre +mortgage +destinations +##nagar +canoe +solitary +buchanan +delays +magistrate +fk +##pling +motivation +##lier +##vier +recruiting +assess +##mouth +malik +antique +1791 +pius +rahman +reich +tub +zhou +smashed +airs +galway +xii +conditioning +honduras +discharged +dexter +##pf +lionel +129 +debates +lemon +tiffany +volunteered +dom +dioxide +procession +devi +sic +tremendous +advertisements +colts +transferring +verdict +hanover +decommissioned +utter +relate +pac +racism +##top +beacon +limp +similarity +terra +occurrence +ant +##how +becky +capt +updates +armament +richie +pal +##graph +halloween +mayo +##ssen +##bone +cara +serena +fcc +dolls +obligations +##dling +violated +lafayette +jakarta +exploitation +##ime +infamous +iconic +##lah +##park +kitty +moody +reginald +dread +spill +crystals +olivier +modeled +bluff +equilibrium +separating +notices +ordnance +extinction +onset +cosmic +attachment +sammy +expose +privy +anchored +##bil +abbott +admits +bending +baritone +emmanuel +policeman +vaughan +winged +climax +dresses +denny +polytechnic +mohamed +burmese +authentic +nikki +genetics +grandparents +homestead +gaza +postponed +metacritic +una +##sby +##bat +unstable +dissertation +##rial +##cian +curls +obscure +uncovered +bronx +praying +disappearing +##hoe +prehistoric +coke +turret +mutations +nonprofit +pits +monaco +##ي +##usion +prominently +dispatched +podium +##mir +uci +##uation +133 +fortifications +birthplace +kendall +##lby +##oll +preacher +rack +goodman +##rman +persistent +##ott +countless +jaime +recorder +lexington +persecution +jumps +renewal +wagons +##11 +crushing +##holder +decorations +##lake +abundance +wrath +laundry +£1 +garde +##rp +jeanne +beetles +peasant +##sl +splitting +caste +sergei +##rer +##ema +scripts +##ively +rub +satellites +##vor +inscribed +verlag +scrapped +gale +packages +chick +potato +slogan +kathleen +arabs +##culture +counterparts +reminiscent +choral +##tead +rand +retains +bushes +dane +accomplish +courtesy +closes +##oth +slaughter +hague +krakow +lawson +tailed +elias +ginger +##ttes +canopy +betrayal +rebuilding +turf +##hof +frowning +allegiance +brigades +kicks +rebuild +polls +alias +nationalism +td +rowan +audition +bowie +fortunately +recognizes +harp +dillon +horrified +##oro +renault +##tics +ropes +##α +presumed +rewarded +infrared +wiping +accelerated +illustration +##rid +presses +practitioners +badminton +##iard +detained +##tera +recognizing +relates +misery +##sies +##tly +reproduction +piercing +potatoes +thornton +esther +manners +hbo +##aan +ours +bullshit +ernie +perennial +sensitivity +illuminated +rupert +##jin +##iss +##ear +rfc +nassau +##dock +staggered +socialism +##haven +appointments +nonsense +prestige +sharma +haul +##tical +solidarity +gps +##ook +##rata +igor +pedestrian +##uit +baxter +tenants +wires +medication +unlimited +guiding +impacts +diabetes +##rama +sasha +pas +clive +extraction +131 +continually +constraints +##bilities +sonata +hunted +sixteenth +chu +planting +quote +mayer +pretended +abs +spat +##hua +ceramic +##cci +curtains +pigs +pitching +##dad +latvian +sore +dayton +##sted +##qi +patrols +slice +playground +##nted +shone +stool +apparatus +inadequate +mates +treason +##ija +desires +##liga +##croft +somalia +laurent +mir +leonardo +oracle +grape +obliged +chevrolet +thirteenth +stunning +enthusiastic +##ede +accounted +concludes +currents +basil +##kovic +drought +##rica +mai +##aire +shove +posting +##shed +pilgrimage +humorous +packing +fry +pencil +wines +smells +144 +marilyn +aching +newest +clung +bon +neighbours +sanctioned +##pie +mug +##stock +drowning +##mma +hydraulic +##vil +hiring +reminder +lilly +investigators +##ncies +sour +##eous +compulsory +packet +##rion +##graphic +##elle +cannes +##inate +depressed +##rit +heroic +importantly +theresa +##tled +conway +saturn +marginal +rae +##xia +corresponds +royce +pact +jasper +explosives +packaging +aluminium +##ttered +denotes +rhythmic +spans +assignments +hereditary +outlined +originating +sundays +lad +reissued +greeting +beatrice +##dic +pillar +marcos +plots +handbook +alcoholic +judiciary +avant +slides +extract +masculine +blur +##eum +##force +homage +trembled +owens +hymn +trey +omega +signaling +socks +accumulated +reacted +attic +theo +lining +angie +distraction +primera +talbot +##key +1200 +ti +creativity +billed +##hey +deacon +eduardo +identifies +proposition +dizzy +gunner +hogan +##yam +##pping +##hol +ja +##chan +jensen +reconstructed +##berger +clearance +darius +##nier +abe +harlem +plea +dei +circled +emotionally +notation +fascist +neville +exceeded +upwards +viable +ducks +##fo +workforce +racer +limiting +shri +##lson +possesses +1600 +kerr +moths +devastating +laden +disturbing +locking +##cture +gal +fearing +accreditation +flavor +aide +1870s +mountainous +##baum +melt +##ures +motel +texture +servers +soda +##mb +herd +##nium +erect +puzzled +hum +peggy +examinations +gould +testified +geoff +ren +devised +sacks +##law +denial +posters +grunted +cesar +tutor +ec +gerry +offerings +byrne +falcons +combinations +ct +incoming +pardon +rocking +26th +avengers +flared +mankind +seller +uttar +loch +nadia +stroking +exposing +##hd +fertile +ancestral +instituted +##has +noises +prophecy +taxation +eminent +vivid +pol +##bol +dart +indirect +multimedia +notebook +upside +displaying +adrenaline +referenced +geometric +##iving +progression +##ddy +blunt +announce +##far +implementing +##lav +aggression +liaison +cooler +cares +headache +plantations +gorge +dots +impulse +thickness +ashamed +averaging +kathy +obligation +precursor +137 +fowler +symmetry +thee +225 +hears +##rai +undergoing +ads +butcher +bowler +##lip +cigarettes +subscription +goodness +##ically +browne +##hos +##tech +kyoto +donor +##erty +damaging +friction +drifting +expeditions +hardened +prostitution +152 +fauna +blankets +claw +tossing +snarled +butterflies +recruits +investigative +coated +healed +138 +communal +hai +xiii +academics +boone +psychologist +restless +lahore +stephens +mba +brendan +foreigners +printer +##pc +ached +explode +27th +deed +scratched +dared +##pole +cardiac +1780 +okinawa +proto +commando +compelled +oddly +electrons +##base +replica +thanksgiving +##rist +sheila +deliberate +stafford +tidal +representations +hercules +ou +##path +##iated +kidnapping +lenses +##tling +deficit +samoa +mouths +consuming +computational +maze +granting +smirk +razor +fixture +ideals +inviting +aiden +nominal +##vs +issuing +julio +pitt +ramsey +docks +##oss +exhaust +##owed +bavarian +draped +anterior +mating +ethiopian +explores +noticing +##nton +discarded +convenience +hoffman +endowment +beasts +cartridge +mormon +paternal +probe +sleeves +interfere +lump +deadline +##rail +jenks +bulldogs +scrap +alternating +justified +reproductive +nam +seize +descending +secretariat +kirby +coupe +grouped +smash +panther +sedan +tapping +##18 +lola +cheer +germanic +unfortunate +##eter +unrelated +##fan +subordinate +##sdale +suzanne +advertisement +##ility +horsepower +##lda +cautiously +discourse +luigi +##mans +##fields +noun +prevalent +mao +schneider +everett +surround +governorate +kira +##avia +westward +##take +misty +rails +sustainability +134 +unused +##rating +packs +toast +unwilling +regulate +thy +suffrage +nile +awe +assam +definitions +travelers +affordable +##rb +conferred +sells +undefeated +beneficial +torso +basal +repeating +remixes +##pass +bahrain +cables +fang +##itated +excavated +numbering +statutory +##rey +deluxe +##lian +forested +ramirez +derbyshire +zeus +slamming +transfers +astronomer +banana +lottery +berg +histories +bamboo +##uchi +resurrection +posterior +bowls +vaguely +##thi +thou +preserving +tensed +offence +##inas +meyrick +callum +ridden +watt +langdon +tying +lowland +snorted +daring +truman +##hale +##girl +aura +overly +filing +weighing +goa +infections +philanthropist +saunders +eponymous +##owski +latitude +perspectives +reviewing +mets +commandant +radial +##kha +flashlight +reliability +koch +vowels +amazed +ada +elaine +supper +##rth +##encies +predator +debated +soviets +cola +##boards +##nah +compartment +crooked +arbitrary +fourteenth +##ctive +havana +majors +steelers +clips +profitable +ambush +exited +packers +##tile +nude +cracks +fungi +##е +limb +trousers +josie +shelby +tens +frederic +##ος +definite +smoothly +constellation +insult +baton +discs +lingering +##nco +conclusions +lent +staging +becker +grandpa +shaky +##tron +einstein +obstacles +sk +adverse +elle +economically +##moto +mccartney +thor +dismissal +motions +readings +nostrils +treatise +##pace +squeezing +evidently +prolonged +1783 +venezuelan +je +marguerite +beirut +takeover +shareholders +##vent +denise +digit +airplay +norse +##bbling +imaginary +pills +hubert +blaze +vacated +eliminating +##ello +vine +mansfield +##tty +retrospective +barrow +borne +clutch +bail +forensic +weaving +##nett +##witz +desktop +citadel +promotions +worrying +dorset +ieee +subdivided +##iating +manned +expeditionary +pickup +synod +chuckle +185 +barney +##rz +##ffin +functionality +karachi +litigation +meanings +uc +lick +turbo +anders +##ffed +execute +curl +oppose +ankles +typhoon +##د +##ache +##asia +linguistics +compassion +pressures +grazing +perfection +##iting +immunity +monopoly +muddy +backgrounds +136 +namibia +francesca +monitors +attracting +stunt +tuition +##ии +vegetable +##mates +##quent +mgm +jen +complexes +forts +##ond +cellar +bites +seventeenth +royals +flemish +failures +mast +charities +##cular +peruvian +capitals +macmillan +ipswich +outward +frigate +postgraduate +folds +employing +##ouse +concurrently +fiery +##tai +contingent +nightmares +monumental +nicaragua +##kowski +lizard +mal +fielding +gig +reject +##pad +harding +##ipe +coastline +##cin +##nos +beethoven +humphrey +innovations +##tam +##nge +norris +doris +solicitor +huang +obey +141 +##lc +niagara +##tton +shelves +aug +bourbon +curry +nightclub +specifications +hilton +##ndo +centennial +dispersed +worm +neglected +briggs +sm +font +kuala +uneasy +plc +##nstein +##bound +##aking +##burgh +awaiting +pronunciation +##bbed +##quest +eh +optimal +zhu +raped +greens +presided +brenda +worries +##life +venetian +marxist +turnout +##lius +refined +braced +sins +grasped +sunderland +nickel +speculated +lowell +cyrillic +communism +fundraising +resembling +colonists +mutant +freddie +usc +##mos +gratitude +##run +mural +##lous +chemist +wi +reminds +28th +steals +tess +pietro +##ingen +promoter +ri +microphone +honoured +rai +sant +##qui +feather +##nson +burlington +kurdish +terrorists +deborah +sickness +##wed +##eet +hazard +irritated +desperation +veil +clarity +##rik +jewels +xv +##gged +##ows +##cup +berkshire +unfair +mysteries +orchid +winced +exhaustion +renovations +stranded +obe +infinity +##nies +adapt +redevelopment +thanked +registry +olga +domingo +noir +tudor +ole +##atus +commenting +behaviors +##ais +crisp +pauline +probable +stirling +wigan +##bian +paralympics +panting +surpassed +##rew +luca +barred +pony +famed +##sters +cassandra +waiter +carolyn +exported +##orted +andres +destructive +deeds +jonah +castles +vacancy +suv +##glass +1788 +orchard +yep +famine +belarusian +sprang +##forth +skinny +##mis +administrators +rotterdam +zambia +zhao +boiler +discoveries +##ride +##physics +lucius +disappointing +outreach +spoon +##frame +qualifications +unanimously +enjoys +regency +##iidae +stade +realism +veterinary +rodgers +dump +alain +chestnut +castile +censorship +rumble +gibbs +##itor +communion +reggae +inactivated +logs +loads +##houses +homosexual +##iano +ale +informs +##cas +phrases +plaster +linebacker +ambrose +kaiser +fascinated +850 +limerick +recruitment +forge +mastered +##nding +leinster +rooted +threaten +##strom +borneo +##hes +suggestions +scholarships +propeller +documentaries +patronage +coats +constructing +invest +neurons +comet +entirety +shouts +identities +annoying +unchanged +wary +##antly +##ogy +neat +oversight +##kos +phillies +replay +constance +##kka +incarnation +humble +skies +minus +##acy +smithsonian +##chel +guerrilla +jar +cadets +##plate +surplus +audit +##aru +cracking +joanna +louisa +pacing +##lights +intentionally +##iri +diner +nwa +imprint +australians +tong +unprecedented +bunker +naive +specialists +ark +nichols +railing +leaked +pedal +##uka +shrub +longing +roofs +v8 +captains +neural +tuned +##ntal +##jet +emission +medina +frantic +codex +definitive +sid +abolition +intensified +stocks +enrique +sustain +genoa +oxide +##written +clues +cha +##gers +tributaries +fragment +venom +##rity +##ente +##sca +muffled +vain +sire +laos +##ingly +##hana +hastily +snapping +surfaced +sentiment +motive +##oft +contests +approximate +mesa +luckily +dinosaur +exchanges +propelled +accord +bourne +relieve +tow +masks +offended +##ues +cynthia +##mmer +rains +bartender +zinc +reviewers +lois +##sai +legged +arrogant +rafe +rosie +comprise +handicap +blockade +inlet +lagoon +copied +drilling +shelley +petals +##inian +mandarin +obsolete +##inated +onward +arguably +productivity +cindy +praising +seldom +busch +discusses +raleigh +shortage +ranged +stanton +encouragement +firstly +conceded +overs +temporal +##uke +cbe +##bos +woo +certainty +pumps +##pton +stalked +##uli +lizzie +periodic +thieves +weaker +##night +gases +shoving +chooses +wc +##chemical +prompting +weights +##kill +robust +flanked +sticky +hu +tuberculosis +##eb +##eal +christchurch +resembled +wallet +reese +inappropriate +pictured +distract +fixing +fiddle +giggled +burger +heirs +hairy +mechanic +torque +apache +obsessed +chiefly +cheng +logging +##tag +extracted +meaningful +numb +##vsky +gloucestershire +reminding +##bay +unite +##lit +breeds +diminished +clown +glove +1860s +##ن +##ug +archibald +focal +freelance +sliced +depiction +##yk +organism +switches +sights +stray +crawling +##ril +lever +leningrad +interpretations +loops +anytime +reel +alicia +delighted +##ech +inhaled +xiv +suitcase +bernie +vega +licenses +northampton +exclusion +induction +monasteries +racecourse +homosexuality +##right +##sfield +##rky +dimitri +michele +alternatives +ions +commentators +genuinely +objected +pork +hospitality +fencing +stephan +warships +peripheral +wit +drunken +wrinkled +quentin +spends +departing +chung +numerical +spokesperson +##zone +johannesburg +caliber +killers +##udge +assumes +neatly +demographic +abigail +bloc +##vel +mounting +##lain +bentley +slightest +xu +recipients +##jk +merlin +##writer +seniors +prisons +blinking +hindwings +flickered +kappa +##hel +80s +strengthening +appealing +brewing +gypsy +mali +lashes +hulk +unpleasant +harassment +bio +treaties +predict +instrumentation +pulp +troupe +boiling +mantle +##ffe +ins +##vn +dividing +handles +verbs +##onal +coconut +senegal +340 +thorough +gum +momentarily +##sto +cocaine +panicked +destined +##turing +teatro +denying +weary +captained +mans +##hawks +##code +wakefield +bollywood +thankfully +##16 +cyril +##wu +amendments +##bahn +consultation +stud +reflections +kindness +1787 +internally +##ovo +tex +mosaic +distribute +paddy +seeming +143 +##hic +piers +##15 +##mura +##verse +popularly +winger +kang +sentinel +mccoy +##anza +covenant +##bag +verge +fireworks +suppress +thrilled +dominate +##jar +swansea +##60 +142 +reconciliation +##ndi +stiffened +cue +dorian +##uf +damascus +amor +ida +foremost +##aga +porsche +unseen +dir +##had +##azi +stony +lexi +melodies +##nko +angular +integer +podcast +ants +inherent +jaws +justify +persona +##olved +josephine +##nr +##ressed +customary +flashes +gala +cyrus +glaring +backyard +ariel +physiology +greenland +html +stir +avon +atletico +finch +methodology +ked +##lent +mas +catholicism +townsend +branding +quincy +fits +containers +1777 +ashore +aragon +##19 +forearm +poisoning +##sd +adopting +conquer +grinding +amnesty +keller +finances +evaluate +forged +lankan +instincts +##uto +guam +bosnian +photographed +workplace +desirable +protector +##dog +allocation +intently +encourages +willy +##sten +bodyguard +electro +brighter +##ν +bihar +##chev +lasts +opener +amphibious +sal +verde +arte +##cope +captivity +vocabulary +yields +##tted +agreeing +desmond +pioneered +##chus +strap +campaigned +railroads +##ович +emblem +##dre +stormed +501 +##ulous +marijuana +northumberland +##gn +##nath +bowen +landmarks +beaumont +##qua +danube +##bler +attorneys +th +ge +flyers +critique +villains +cass +mutation +acc +##0s +colombo +mckay +motif +sampling +concluding +syndicate +##rell +neon +stables +ds +warnings +clint +mourning +wilkinson +##tated +merrill +leopard +evenings +exhaled +emil +sonia +ezra +discrete +stove +farrell +fifteenth +prescribed +superhero +##rier +worms +helm +wren +##duction +##hc +expo +##rator +hq +unfamiliar +antony +prevents +acceleration +fiercely +mari +painfully +calculations +cheaper +ign +clifton +irvine +davenport +mozambique +##np +pierced +##evich +wonders +##wig +##cate +##iling +crusade +ware +##uel +enzymes +reasonably +mls +##coe +mater +ambition +bunny +eliot +kernel +##fin +asphalt +headmaster +torah +aden +lush +pins +waived +##care +##yas +joao +substrate +enforce +##grad +##ules +alvarez +selections +epidemic +tempted +##bit +bremen +translates +ensured +waterfront +29th +forrest +manny +malone +kramer +reigning +cookies +simpler +absorption +205 +engraved +##ffy +evaluated +1778 +haze +146 +comforting +crossover +##abe +thorn +##rift +##imo +##pop +suppression +fatigue +cutter +##tr +201 +wurttemberg +##orf +enforced +hovering +proprietary +gb +samurai +syllable +ascent +lacey +tick +lars +tractor +merchandise +rep +bouncing +defendants +##yre +huntington +##ground +##oko +standardized +##hor +##hima +assassinated +nu +predecessors +rainy +liar +assurance +lyrical +##uga +secondly +flattened +ios +parameter +undercover +##mity +bordeaux +punish +ridges +markers +exodus +inactive +hesitate +debbie +nyc +pledge +savoy +nagar +offset +organist +##tium +hesse +marin +converting +##iver +diagram +propulsion +pu +validity +reverted +supportive +##dc +ministries +clans +responds +proclamation +##inae +##ø +##rea +ein +pleading +patriot +sf +birch +islanders +strauss +hates +##dh +brandenburg +concession +rd +##ob +1900s +killings +textbook +antiquity +cinematography +wharf +embarrassing +setup +creed +farmland +inequality +centred +signatures +fallon +370 +##ingham +##uts +ceylon +gazing +directive +laurie +##tern +globally +##uated +##dent +allah +excavation +threads +##cross +148 +frantically +icc +utilize +determines +respiratory +thoughtful +receptions +##dicate +merging +chandra +seine +147 +builders +builds +diagnostic +dev +visibility +goddamn +analyses +dhaka +cho +proves +chancel +concurrent +curiously +canadians +pumped +restoring +1850s +turtles +jaguar +sinister +spinal +traction +declan +vows +1784 +glowed +capitalism +swirling +install +universidad +##lder +##oat +soloist +##genic +##oor +coincidence +beginnings +nissan +dip +resorts +caucasus +combustion +infectious +##eno +pigeon +serpent +##itating +conclude +masked +salad +jew +##gr +surreal +toni +##wc +harmonica +151 +##gins +##etic +##coat +fishermen +intending +bravery +##wave +klaus +titan +wembley +taiwanese +ransom +40th +incorrect +hussein +eyelids +jp +cooke +dramas +utilities +##etta +##print +eisenhower +principally +granada +lana +##rak +openings +concord +##bl +bethany +connie +morality +sega +##mons +##nard +earnings +##kara +##cine +wii +communes +##rel +coma +composing +softened +severed +grapes +##17 +nguyen +analyzed +warlord +hubbard +heavenly +behave +slovenian +##hit +##ony +hailed +filmmakers +trance +caldwell +skye +unrest +coward +likelihood +##aging +bern +sci +taliban +honolulu +propose +##wang +1700 +browser +imagining +cobra +contributes +dukes +instinctively +conan +violinist +##ores +accessories +gradual +##amp +quotes +sioux +##dating +undertake +intercepted +sparkling +compressed +139 +fungus +tombs +haley +imposing +rests +degradation +lincolnshire +retailers +wetlands +tulsa +distributor +dungeon +nun +greenhouse +convey +atlantis +aft +exits +oman +dresser +lyons +##sti +joking +eddy +judgement +omitted +digits +##cts +##game +juniors +##rae +cents +stricken +une +##ngo +wizards +weir +breton +nan +technician +fibers +liking +royalty +##cca +154 +persia +terribly +magician +##rable +##unt +vance +cafeteria +booker +camille +warmer +##static +consume +cavern +gaps +compass +contemporaries +foyer +soothing +graveyard +maj +plunged +blush +##wear +cascade +demonstrates +ordinance +##nov +boyle +##lana +rockefeller +shaken +banjo +izzy +##ense +breathless +vines +##32 +##eman +alterations +chromosome +dwellings +feudal +mole +153 +catalonia +relics +tenant +mandated +##fm +fridge +hats +honesty +patented +raul +heap +cruisers +accusing +enlightenment +infants +wherein +chatham +contractors +zen +affinity +hc +osborne +piston +156 +traps +maturity +##rana +lagos +##zal +peering +##nay +attendant +dealers +protocols +subset +prospects +biographical +##cre +artery +##zers +insignia +nuns +endured +##eration +recommend +schwartz +serbs +berger +cromwell +crossroads +##ctor +enduring +clasped +grounded +##bine +marseille +twitched +abel +choke +https +catalyst +moldova +italians +##tist +disastrous +wee +##oured +##nti +wwf +nope +##piration +##asa +expresses +thumbs +167 +##nza +coca +1781 +cheating +##ption +skipped +sensory +heidelberg +spies +satan +dangers +semifinal +202 +bohemia +whitish +confusing +shipbuilding +relies +surgeons +landings +ravi +baku +moor +suffix +alejandro +##yana +litre +upheld +##unk +rajasthan +##rek +coaster +insists +posture +scenarios +etienne +favoured +appoint +transgender +elephants +poked +greenwood +defences +fulfilled +militant +somali +1758 +chalk +potent +##ucci +migrants +wink +assistants +nos +restriction +activism +niger +##ario +colon +shaun +##sat +daphne +##erated +swam +congregations +reprise +considerations +magnet +playable +xvi +##р +overthrow +tobias +knob +chavez +coding +##mers +propped +katrina +orient +newcomer +##suke +temperate +##pool +farmhouse +interrogation +##vd +committing +##vert +forthcoming +strawberry +joaquin +macau +ponds +shocking +siberia +##cellular +chant +contributors +##nant +##ologists +sped +absorb +hail +1782 +spared +##hore +barbados +karate +opus +originates +saul +##xie +evergreen +leaped +##rock +correlation +exaggerated +weekday +unification +bump +tracing +brig +afb +pathways +utilizing +##ners +mod +mb +disturbance +kneeling +##stad +##guchi +100th +pune +##thy +decreasing +168 +manipulation +miriam +academia +ecosystem +occupational +rbi +##lem +rift +##14 +rotary +stacked +incorporation +awakening +generators +guerrero +racist +##omy +cyber +derivatives +culminated +allie +annals +panzer +sainte +wikipedia +pops +zu +austro +##vate +algerian +politely +nicholson +mornings +educate +tastes +thrill +dartmouth +##gating +db +##jee +regan +differing +concentrating +choreography +divinity +##media +pledged +alexandre +routing +gregor +madeline +##idal +apocalypse +##hora +gunfire +culminating +elves +fined +liang +lam +programmed +tar +guessing +transparency +gabrielle +##gna +cancellation +flexibility +##lining +accession +shea +stronghold +nets +specializes +##rgan +abused +hasan +sgt +ling +exceeding +##₄ +admiration +supermarket +##ark +photographers +specialised +tilt +resonance +hmm +perfume +380 +sami +threatens +garland +botany +guarding +boiled +greet +puppy +russo +supplier +wilmington +vibrant +vijay +##bius +paralympic +grumbled +paige +faa +licking +margins +hurricanes +##gong +fest +grenade +ripping +##uz +counseling +weigh +##sian +needles +wiltshire +edison +costly +##not +fulton +tramway +redesigned +staffordshire +cache +gasping +watkins +sleepy +candidacy +##group +monkeys +timeline +throbbing +##bid +##sos +berth +uzbekistan +vanderbilt +bothering +overturned +ballots +gem +##iger +sunglasses +subscribers +hooker +compelling +ang +exceptionally +saloon +stab +##rdi +carla +terrifying +rom +##vision +coil +##oids +satisfying +vendors +31st +mackay +deities +overlooked +ambient +bahamas +felipe +olympia +whirled +botanist +advertised +tugging +##dden +disciples +morales +unionist +rites +foley +morse +motives +creepy +##₀ +soo +##sz +bargain +highness +frightening +turnpike +tory +reorganization +##cer +depict +biographer +##walk +unopposed +manifesto +##gles +institut +emile +accidental +kapoor +##dam +kilkenny +cortex +lively +##13 +romanesque +jain +shan +cannons +##ood +##ske +petrol +echoing +amalgamated +disappears +cautious +proposes +sanctions +trenton +##ر +flotilla +aus +contempt +tor +canary +cote +theirs +##hun +conceptual +deleted +fascinating +paso +blazing +elf +honourable +hutchinson +##eiro +##outh +##zin +surveyor +tee +amidst +wooded +reissue +intro +##ono +cobb +shelters +newsletter +hanson +brace +encoding +confiscated +dem +caravan +marino +scroll +melodic +cows +imam +##adi +##aneous +northward +searches +biodiversity +cora +310 +roaring +##bers +connell +theologian +halo +compose +pathetic +unmarried +dynamo +##oot +az +calculation +toulouse +deserves +humour +nr +forgiveness +tam +undergone +martyr +pamela +myths +whore +counselor +hicks +290 +heavens +battleship +electromagnetic +##bbs +stellar +establishments +presley +hopped +##chin +temptation +90s +wills +nas +##yuan +nhs +##nya +seminars +##yev +adaptations +gong +asher +lex +indicator +sikh +tobago +cites +goin +##yte +satirical +##gies +characterised +correspond +bubbles +lure +participates +##vid +eruption +skate +therapeutic +1785 +canals +wholesale +defaulted +sac +460 +petit +##zzled +virgil +leak +ravens +256 +portraying +##yx +ghetto +creators +dams +portray +vicente +##rington +fae +namesake +bounty +##arium +joachim +##ota +##iser +aforementioned +axle +snout +depended +dismantled +reuben +480 +##ibly +gallagher +##lau +##pd +earnest +##ieu +##iary +inflicted +objections +##llar +asa +gritted +##athy +jericho +##sea +##was +flick +underside +ceramics +undead +substituted +195 +eastward +undoubtedly +wheeled +chimney +##iche +guinness +cb +##ager +siding +##bell +traitor +baptiste +disguised +inauguration +149 +tipperary +choreographer +perched +warmed +stationary +eco +##ike +##ntes +bacterial +##aurus +flores +phosphate +##core +attacker +invaders +alvin +intersects +a1 +indirectly +immigrated +businessmen +cornelius +valves +narrated +pill +sober +ul +nationale +monastic +applicants +scenery +##jack +161 +motifs +constitutes +cpu +##osh +jurisdictions +sd +tuning +irritation +woven +##uddin +fertility +gao +##erie +antagonist +impatient +glacial +hides +boarded +denominations +interception +##jas +cookie +nicola +##tee +algebraic +marquess +bahn +parole +buyers +bait +turbines +paperwork +bestowed +natasha +renee +oceans +purchases +157 +vaccine +215 +##tock +fixtures +playhouse +integrate +jai +oswald +intellectuals +##cky +booked +nests +mortimer +##isi +obsession +sept +##gler +##sum +440 +scrutiny +simultaneous +squinted +##shin +collects +oven +shankar +penned +remarkably +##я +slips +luggage +spectral +1786 +collaborations +louie +consolidation +##ailed +##ivating +420 +hoover +blackpool +harness +ignition +vest +tails +belmont +mongol +skinner +##nae +visually +mage +derry +##tism +##unce +stevie +transitional +##rdy +redskins +drying +prep +prospective +##21 +annoyance +oversee +##loaded +fills +##books +##iki +announces +fda +scowled +respects +prasad +mystic +tucson +##vale +revue +springer +bankrupt +1772 +aristotle +salvatore +habsburg +##geny +dal +natal +nut +pod +chewing +darts +moroccan +walkover +rosario +lenin +punjabi +##ße +grossed +scattering +wired +invasive +hui +polynomial +corridors +wakes +gina +portrays +##cratic +arid +retreating +erich +irwin +sniper +##dha +linen +lindsey +maneuver +butch +shutting +socio +bounce +commemorative +postseason +jeremiah +pines +275 +mystical +beads +bp +abbas +furnace +bidding +consulted +assaulted +empirical +rubble +enclosure +sob +weakly +cancel +polly +yielded +##emann +curly +prediction +battered +70s +vhs +jacqueline +render +sails +barked +detailing +grayson +riga +sloane +raging +##yah +herbs +bravo +##athlon +alloy +giggle +imminent +suffers +assumptions +waltz +##itate +accomplishments +##ited +bathing +remixed +deception +prefix +##emia +deepest +##tier +##eis +balkan +frogs +##rong +slab +##pate +philosophers +peterborough +grains +imports +dickinson +rwanda +##atics +1774 +dirk +lan +tablets +##rove +clone +##rice +caretaker +hostilities +mclean +##gre +regimental +treasures +norms +impose +tsar +tango +diplomacy +variously +complain +192 +recognise +arrests +1779 +celestial +pulitzer +##dus +bing +libretto +##moor +adele +splash +##rite +expectation +lds +confronts +##izer +spontaneous +harmful +wedge +entrepreneurs +buyer +##ope +bilingual +translate +rugged +conner +circulated +uae +eaton +##gra +##zzle +lingered +lockheed +vishnu +reelection +alonso +##oom +joints +yankee +headline +cooperate +heinz +laureate +invading +##sford +echoes +scandinavian +##dham +hugging +vitamin +salute +micah +hind +trader +##sper +radioactive +##ndra +militants +poisoned +ratified +remark +campeonato +deprived +wander +prop +##dong +outlook +##tani +##rix +##eye +chiang +darcy +##oping +mandolin +spice +statesman +babylon +182 +walled +forgetting +afro +##cap +158 +giorgio +buffer +##polis +planetary +##gis +overlap +terminals +kinda +centenary +##bir +arising +manipulate +elm +ke +1770 +ak +##tad +chrysler +mapped +moose +pomeranian +quad +macarthur +assemblies +shoreline +recalls +stratford +##rted +noticeable +##evic +imp +##rita +##sque +accustomed +supplying +tents +disgusted +vogue +sipped +filters +khz +reno +selecting +luftwaffe +mcmahon +tyne +masterpiece +carriages +collided +dunes +exercised +flare +remembers +muzzle +##mobile +heck +##rson +burgess +lunged +middleton +boycott +bilateral +##sity +hazardous +lumpur +multiplayer +spotlight +jackets +goldman +liege +porcelain +rag +waterford +benz +attracts +hopeful +battling +ottomans +kensington +baked +hymns +cheyenne +lattice +levine +borrow +polymer +clashes +michaels +monitored +commitments +denounced +##25 +##von +cavity +##oney +hobby +akin +##holders +futures +intricate +cornish +patty +##oned +illegally +dolphin +##lag +barlow +yellowish +maddie +apologized +luton +plagued +##puram +nana +##rds +sway +fanny +łodz +##rino +psi +suspicions +hanged +##eding +initiate +charlton +##por +nak +competent +235 +analytical +annex +wardrobe +reservations +##rma +sect +162 +fairfax +hedge +piled +buckingham +uneven +bauer +simplicity +snyder +interpret +accountability +donors +moderately +byrd +continents +##cite +##max +disciple +hr +jamaican +ping +nominees +##uss +mongolian +diver +attackers +eagerly +ideological +pillows +miracles +apartheid +revolver +sulfur +clinics +moran +163 +##enko +ile +katy +rhetoric +##icated +chronology +recycling +##hrer +elongated +mughal +pascal +profiles +vibration +databases +domination +##fare +##rant +matthias +digest +rehearsal +polling +weiss +initiation +reeves +clinging +flourished +impress +ngo +##hoff +##ume +buckley +symposium +rhythms +weed +emphasize +transforming +##taking +##gence +##yman +accountant +analyze +flicker +foil +priesthood +voluntarily +decreases +##80 +##hya +slater +sv +charting +mcgill +##lde +moreno +##iu +besieged +zur +robes +##phic +admitting +api +deported +turmoil +peyton +earthquakes +##ares +nationalists +beau +clair +brethren +interrupt +welch +curated +galerie +requesting +164 +##ested +impending +steward +viper +##vina +complaining +beautifully +brandy +foam +nl +1660 +##cake +alessandro +punches +laced +explanations +##lim +attribute +clit +reggie +discomfort +##cards +smoothed +whales +##cene +adler +countered +duffy +disciplinary +widening +recipe +reliance +conducts +goats +gradient +preaching +##shaw +matilda +quasi +striped +meridian +cannabis +cordoba +certificates +##agh +##tering +graffiti +hangs +pilgrims +repeats +##ych +revive +urine +etat +##hawk +fueled +belts +fuzzy +susceptible +##hang +mauritius +salle +sincere +beers +hooks +##cki +arbitration +entrusted +advise +sniffed +seminar +junk +donnell +processors +principality +strapped +celia +mendoza +everton +fortunes +prejudice +starving +reassigned +steamer +##lund +tuck +evenly +foreman +##ffen +dans +375 +envisioned +slit +##xy +baseman +liberia +rosemary +##weed +electrified +periodically +potassium +stride +contexts +sperm +slade +mariners +influx +bianca +subcommittee +##rane +spilling +icao +estuary +##nock +delivers +iphone +##ulata +isa +mira +bohemian +dessert +##sbury +welcoming +proudly +slowing +##chs +musee +ascension +russ +##vian +waits +##psy +africans +exploit +##morphic +gov +eccentric +crab +peck +##ull +entrances +formidable +marketplace +groom +bolted +metabolism +patton +robbins +courier +payload +endure +##ifier +andes +refrigerator +##pr +ornate +##uca +ruthless +illegitimate +masonry +strasbourg +bikes +adobe +##³ +apples +quintet +willingly +niche +bakery +corpses +energetic +##cliffe +##sser +##ards +177 +centimeters +centro +fuscous +cretaceous +rancho +##yde +andrei +telecom +tottenham +oasis +ordination +vulnerability +presiding +corey +cp +penguins +sims +##pis +malawi +piss +##48 +correction +##cked +##ffle +##ryn +countdown +detectives +psychiatrist +psychedelic +dinosaurs +blouse +##get +choi +vowed +##oz +randomly +##pol +49ers +scrub +blanche +bruins +dusseldorf +##using +unwanted +##ums +212 +dominique +elevations +headlights +om +laguna +##oga +1750 +famously +ignorance +shrewsbury +##aine +ajax +breuning +che +confederacy +greco +overhaul +##screen +paz +skirts +disagreement +cruelty +jagged +phoebe +shifter +hovered +viruses +##wes +mandy +##lined +##gc +landlord +squirrel +dashed +##ι +ornamental +gag +wally +grange +literal +spurs +undisclosed +proceeding +yin +##text +billie +orphan +spanned +humidity +indy +weighted +presentations +explosions +lucian +##tary +vaughn +hindus +##anga +##hell +psycho +171 +daytona +protects +efficiently +rematch +sly +tandem +##oya +rebranded +impaired +hee +metropolis +peach +godfrey +diaspora +ethnicity +prosperous +gleaming +dar +grossing +playback +##rden +stripe +pistols +##tain +births +labelled +##cating +172 +rudy +alba +##onne +aquarium +hostility +##gb +##tase +shudder +sumatra +hardest +lakers +consonant +creeping +demos +homicide +capsule +zeke +liberties +expulsion +pueblo +##comb +trait +transporting +##ddin +##neck +##yna +depart +gregg +mold +ledge +hangar +oldham +playboy +termination +analysts +gmbh +romero +##itic +insist +cradle +filthy +brightness +slash +shootout +deposed +bordering +##truct +isis +microwave +tumbled +sheltered +cathy +werewolves +messy +andersen +convex +clapped +clinched +satire +wasting +edo +vc +rufus +##jak +mont +##etti +poznan +##keeping +restructuring +transverse +##rland +azerbaijani +slovene +gestures +roommate +choking +shear +##quist +vanguard +oblivious +##hiro +disagreed +baptism +##lich +coliseum +##aceae +salvage +societe +cory +locke +relocation +relying +versailles +ahl +swelling +##elo +cheerful +##word +##edes +gin +sarajevo +obstacle +diverted +##nac +messed +thoroughbred +fluttered +utrecht +chewed +acquaintance +assassins +dispatch +mirza +##wart +nike +salzburg +swell +yen +##gee +idle +ligue +samson +##nds +##igh +playful +spawned +##cise +tease +##case +burgundy +##bot +stirring +skeptical +interceptions +marathi +##dies +bedrooms +aroused +pinch +##lik +preferences +tattoos +buster +digitally +projecting +rust +##ital +kitten +priorities +addison +pseudo +##guard +dusk +icons +sermon +##psis +##iba +bt +##lift +##xt +ju +truce +rink +##dah +##wy +defects +psychiatry +offences +calculate +glucose +##iful +##rized +##unda +francaise +##hari +richest +warwickshire +carly +1763 +purity +redemption +lending +##cious +muse +bruises +cerebral +aero +carving +##name +preface +terminology +invade +monty +##int +anarchist +blurred +##iled +rossi +treats +guts +shu +foothills +ballads +undertaking +premise +cecilia +affiliates +blasted +conditional +wilder +minors +drone +rudolph +buffy +swallowing +horton +attested +##hop +rutherford +howell +primetime +livery +penal +##bis +minimize +hydro +wrecked +wrought +palazzo +##gling +cans +vernacular +friedman +nobleman +shale +walnut +danielle +##ection +##tley +sears +##kumar +chords +lend +flipping +streamed +por +dracula +gallons +sacrifices +gamble +orphanage +##iman +mckenzie +##gible +boxers +daly +##balls +##ان +208 +##ific +##rative +##iq +exploited +slated +##uity +circling +hillary +pinched +goldberg +provost +campaigning +lim +piles +ironically +jong +mohan +successors +usaf +##tem +##ught +autobiographical +haute +preserves +##ending +acquitted +comparisons +203 +hydroelectric +gangs +cypriot +torpedoes +rushes +chrome +derive +bumps +instability +fiat +pets +##mbe +silas +dye +reckless +settler +##itation +info +heats +##writing +176 +canonical +maltese +fins +mushroom +stacy +aspen +avid +##kur +##loading +vickers +gaston +hillside +statutes +wilde +gail +kung +sabine +comfortably +motorcycles +##rgo +169 +pneumonia +fetch +##sonic +axel +faintly +parallels +##oop +mclaren +spouse +compton +interdisciplinary +miner +##eni +181 +clamped +##chal +##llah +separates +versa +##mler +scarborough +labrador +##lity +##osing +rutgers +hurdles +como +166 +burt +divers +##100 +wichita +cade +coincided +##erson +bruised +mla +##pper +vineyard +##ili +##brush +notch +mentioning +jase +hearted +kits +doe +##acle +pomerania +##ady +ronan +seizure +pavel +problematic +##zaki +domenico +##ulin +catering +penelope +dependence +parental +emilio +ministerial +atkinson +##bolic +clarkson +chargers +colby +grill +peeked +arises +summon +##aged +fools +##grapher +faculties +qaeda +##vial +garner +refurbished +##hwa +geelong +disasters +nudged +bs +shareholder +lori +algae +reinstated +rot +##ades +##nous +invites +stainless +183 +inclusive +##itude +diocesan +til +##icz +denomination +##xa +benton +floral +registers +##ider +##erman +##kell +absurd +brunei +guangzhou +hitter +retaliation +##uled +##eve +blanc +nh +consistency +contamination +##eres +##rner +dire +palermo +broadcasters +diaries +inspire +vols +brewer +tightening +ky +mixtape +hormone +##tok +stokes +##color +##dly +##ssi +pg +##ometer +##lington +sanitation +##tility +intercontinental +apps +##adt +¹⁄₂ +cylinders +economies +favourable +unison +croix +gertrude +odyssey +vanity +dangling +##logists +upgrades +dice +middleweight +practitioner +##ight +206 +henrik +parlor +orion +angered +lac +python +blurted +##rri +sensual +intends +swings +angled +##phs +husky +attain +peerage +precinct +textiles +cheltenham +shuffled +dai +confess +tasting +bhutan +##riation +tyrone +segregation +abrupt +ruiz +##rish +smirked +blackwell +confidential +browning +amounted +##put +vase +scarce +fabulous +raided +staple +guyana +unemployed +glider +shay +##tow +carmine +troll +intervene +squash +superstar +##uce +cylindrical +len +roadway +researched +handy +##rium +##jana +meta +lao +declares +##rring +##tadt +##elin +##kova +willem +shrubs +napoleonic +realms +skater +qi +volkswagen +##ł +tad +hara +archaeologist +awkwardly +eerie +##kind +wiley +##heimer +##24 +titus +organizers +cfl +crusaders +lama +usb +vent +enraged +thankful +occupants +maximilian +##gaard +possessing +textbooks +##oran +collaborator +quaker +##ulo +avalanche +mono +silky +straits +isaiah +mustang +surged +resolutions +potomac +descend +cl +kilograms +plato +strains +saturdays +##olin +bernstein +##ype +holstein +ponytail +##watch +belize +conversely +heroine +perpetual +##ylus +charcoal +piedmont +glee +negotiating +backdrop +prologue +##jah +##mmy +pasadena +climbs +ramos +sunni +##holm +##tner +##tri +anand +deficiency +hertfordshire +stout +##avi +aperture +orioles +##irs +doncaster +intrigued +bombed +coating +otis +##mat +cocktail +##jit +##eto +amir +arousal +sar +##proof +##act +##ories +dixie +pots +##bow +whereabouts +159 +##fted +drains +bullying +cottages +scripture +coherent +fore +poe +appetite +##uration +sampled +##ators +##dp +derrick +rotor +jays +peacock +installment +##rro +advisors +##coming +rodeo +scotch +##mot +##db +##fen +##vant +ensued +rodrigo +dictatorship +martyrs +twenties +##н +towed +incidence +marta +rainforest +sai +scaled +##cles +oceanic +qualifiers +symphonic +mcbride +dislike +generalized +aubrey +colonization +##iation +##lion +##ssing +disliked +lublin +salesman +##ulates +spherical +whatsoever +sweating +avalon +contention +punt +severity +alderman +atari +##dina +##grant +##rop +scarf +seville +vertices +annexation +fairfield +fascination +inspiring +launches +palatinate +regretted +##rca +feral +##iom +elk +nap +olsen +reddy +yong +##leader +##iae +garment +transports +feng +gracie +outrage +viceroy +insides +##esis +breakup +grady +organizer +softer +grimaced +222 +murals +galicia +arranging +vectors +##rsten +bas +##sb +##cens +sloan +##eka +bitten +ara +fender +nausea +bumped +kris +banquet +comrades +detector +persisted +##llan +adjustment +endowed +cinemas +##shot +sellers +##uman +peek +epa +kindly +neglect +simpsons +talon +mausoleum +runaway +hangul +lookout +##cic +rewards +coughed +acquainted +chloride +##ald +quicker +accordion +neolithic +##qa +artemis +coefficient +lenny +pandora +tx +##xed +ecstasy +litter +segunda +chairperson +gemma +hiss +rumor +vow +nasal +antioch +compensate +patiently +transformers +##eded +judo +morrow +penis +posthumous +philips +bandits +husbands +denote +flaming +##any +##phones +langley +yorker +1760 +walters +##uo +##kle +gubernatorial +fatty +samsung +leroy +outlaw +##nine +unpublished +poole +jakob +##ᵢ +##ₙ +crete +distorted +superiority +##dhi +intercept +crust +mig +claus +crashes +positioning +188 +stallion +301 +frontal +armistice +##estinal +elton +aj +encompassing +camel +commemorated +malaria +woodward +calf +cigar +penetrate +##oso +willard +##rno +##uche +illustrate +amusing +convergence +noteworthy +##lma +##rva +journeys +realise +manfred +##sable +410 +##vocation +hearings +fiance +##posed +educators +provoked +adjusting +##cturing +modular +stockton +paterson +vlad +rejects +electors +selena +maureen +##tres +uber +##rce +swirled +##num +proportions +nanny +pawn +naturalist +parma +apostles +awoke +ethel +wen +##bey +monsoon +overview +##inating +mccain +rendition +risky +adorned +##ih +equestrian +germain +nj +conspicuous +confirming +##yoshi +shivering +##imeter +milestone +rumours +flinched +bounds +smacked +token +##bei +lectured +automobiles +##shore +impacted +##iable +nouns +nero +##leaf +ismail +prostitute +trams +##lace +bridget +sud +stimulus +impressions +reins +revolves +##oud +##gned +giro +honeymoon +##swell +criterion +##sms +##uil +libyan +prefers +##osition +211 +preview +sucks +accusation +bursts +metaphor +diffusion +tolerate +faye +betting +cinematographer +liturgical +specials +bitterly +humboldt +##ckle +flux +rattled +##itzer +archaeologists +odor +authorised +marshes +discretion +##ов +alarmed +archaic +inverse +##leton +explorers +##pine +drummond +tsunami +woodlands +##minate +##tland +booklet +insanity +owning +insert +crafted +calculus +##tore +receivers +##bt +stung +##eca +##nched +prevailing +travellers +eyeing +lila +graphs +##borne +178 +julien +##won +morale +adaptive +therapist +erica +cw +libertarian +bowman +pitches +vita +##ional +crook +##ads +##entation +caledonia +mutiny +##sible +1840s +automation +##ß +flock +##pia +ironic +pathology +##imus +remarried +##22 +joker +withstand +energies +##att +shropshire +hostages +madeleine +tentatively +conflicting +mateo +recipes +euros +ol +mercenaries +nico +##ndon +albuquerque +augmented +mythical +bel +freud +##child +cough +##lica +365 +freddy +lillian +genetically +nuremberg +calder +209 +bonn +outdoors +paste +suns +urgency +vin +restraint +tyson +##cera +##selle +barrage +bethlehem +kahn +##par +mounts +nippon +barony +happier +ryu +makeshift +sheldon +blushed +castillo +barking +listener +taped +bethel +fluent +headlines +pornography +rum +disclosure +sighing +mace +doubling +gunther +manly +##plex +rt +interventions +physiological +forwards +emerges +##tooth +##gny +compliment +rib +recession +visibly +barge +faults +connector +exquisite +prefect +##rlin +patio +##cured +elevators +brandt +italics +pena +173 +wasp +satin +ea +botswana +graceful +respectable +##jima +##rter +##oic +franciscan +generates +##dl +alfredo +disgusting +##olate +##iously +sherwood +warns +cod +promo +cheryl +sino +##ة +##escu +twitch +##zhi +brownish +thom +ortiz +##dron +densely +##beat +carmel +reinforce +##bana +187 +anastasia +downhill +vertex +contaminated +remembrance +harmonic +homework +##sol +fiancee +gears +olds +angelica +loft +ramsay +quiz +colliery +sevens +##cape +autism +##hil +walkway +##boats +ruben +abnormal +ounce +khmer +##bbe +zachary +bedside +morphology +punching +##olar +sparrow +convinces +##35 +hewitt +queer +remastered +rods +mabel +solemn +notified +lyricist +symmetric +##xide +174 +encore +passports +wildcats +##uni +baja +##pac +mildly +##ease +bleed +commodity +mounds +glossy +orchestras +##omo +damian +prelude +ambitions +##vet +awhile +remotely +##aud +asserts +imply +##iques +distinctly +modelling +remedy +##dded +windshield +dani +xiao +##endra +audible +powerplant +1300 +invalid +elemental +acquisitions +##hala +immaculate +libby +plata +smuggling +ventilation +denoted +minh +##morphism +430 +differed +dion +kelley +lore +mocking +sabbath +spikes +hygiene +drown +runoff +stylized +tally +liberated +aux +interpreter +righteous +aba +siren +reaper +pearce +millie +##cier +##yra +gaius +##iso +captures +##ttering +dorm +claudio +##sic +benches +knighted +blackness +##ored +discount +fumble +oxidation +routed +##ς +novak +perpendicular +spoiled +fracture +splits +##urt +pads +topology +##cats +axes +fortunate +offenders +protestants +esteem +221 +broadband +convened +frankly +hound +prototypes +isil +facilitated +keel +##sher +sahara +awaited +bubba +orb +prosecutors +186 +hem +520 +##xing +relaxing +remnant +romney +sorted +slalom +stefano +ulrich +##active +exemption +folder +pauses +foliage +hitchcock +epithet +204 +criticisms +##aca +ballistic +brody +hinduism +chaotic +youths +equals +##pala +pts +thicker +analogous +capitalist +improvised +overseeing +sinatra +ascended +beverage +##tl +straightforward +##kon +curran +##west +bois +325 +induce +surveying +emperors +sax +unpopular +##kk +cartoonist +fused +##mble +unto +##yuki +localities +##cko +##ln +darlington +slain +academie +lobbying +sediment +puzzles +##grass +defiance +dickens +manifest +tongues +alumnus +arbor +coincide +184 +appalachian +mustafa +examiner +cabaret +traumatic +yves +bracelet +draining +heroin +magnum +baths +odessa +consonants +mitsubishi +##gua +kellan +vaudeville +##fr +joked +null +straps +probation +##ław +ceded +interfaces +##pas +##zawa +blinding +viet +224 +rothschild +museo +640 +huddersfield +##vr +tactic +##storm +brackets +dazed +incorrectly +##vu +reg +glazed +fearful +manifold +benefited +irony +##sun +stumbling +##rte +willingness +balkans +mei +wraps +##aba +injected +##lea +gu +syed +harmless +##hammer +bray +takeoff +poppy +timor +cardboard +astronaut +purdue +weeping +southbound +cursing +stalls +diagonal +##neer +lamar +bryce +comte +weekdays +harrington +##uba +negatively +##see +lays +grouping +##cken +##henko +affirmed +halle +modernist +##lai +hodges +smelling +aristocratic +baptized +dismiss +justification +oilers +##now +coupling +qin +snack +healer +##qing +gardener +layla +battled +formulated +stephenson +gravitational +##gill +##jun +1768 +granny +coordinating +suites +##cd +##ioned +monarchs +##cote +##hips +sep +blended +apr +barrister +deposition +fia +mina +policemen +paranoid +##pressed +churchyard +covert +crumpled +creep +abandoning +tr +transmit +conceal +barr +understands +readiness +spire +##cology +##enia +##erry +610 +startling +unlock +vida +bowled +slots +##nat +##islav +spaced +trusting +admire +rig +##ink +slack +##70 +mv +207 +casualty +##wei +classmates +##odes +##rar +##rked +amherst +furnished +evolve +foundry +menace +mead +##lein +flu +wesleyan +##kled +monterey +webber +##vos +wil +##mith +##на +bartholomew +justices +restrained +##cke +amenities +191 +mediated +sewage +trenches +ml +mainz +##thus +1800s +##cula +##inski +caine +bonding +213 +converts +spheres +superseded +marianne +crypt +sweaty +ensign +historia +##br +spruce +##post +##ask +forks +thoughtfully +yukon +pamphlet +ames +##uter +karma +##yya +bryn +negotiation +sighs +incapable +##mbre +##ntial +actresses +taft +##mill +luce +prevailed +##amine +1773 +motionless +envoy +testify +investing +sculpted +instructors +provence +kali +cullen +horseback +##while +goodwin +##jos +gaa +norte +##ldon +modify +wavelength +abd +214 +skinned +sprinter +forecast +scheduling +marries +squared +tentative +##chman +boer +##isch +bolts +swap +fisherman +assyrian +impatiently +guthrie +martins +murdoch +194 +tanya +nicely +dolly +lacy +med +##45 +syn +decks +fashionable +millionaire +##ust +surfing +##ml +##ision +heaved +tammy +consulate +attendees +routinely +197 +fuse +saxophonist +backseat +malaya +##lord +scowl +tau +##ishly +193 +sighted +steaming +##rks +303 +911 +##holes +##hong +ching +##wife +bless +conserved +jurassic +stacey +unix +zion +chunk +rigorous +blaine +198 +peabody +slayer +dismay +brewers +nz +##jer +det +##glia +glover +postwar +int +penetration +sylvester +imitation +vertically +airlift +heiress +knoxville +viva +##uin +390 +macon +##rim +##fighter +##gonal +janice +##orescence +##wari +marius +belongings +leicestershire +196 +blanco +inverted +preseason +sanity +sobbing +##due +##elt +##dled +collingwood +regeneration +flickering +shortest +##mount +##osi +feminism +##lat +sherlock +cabinets +fumbled +northbound +precedent +snaps +##mme +researching +##akes +guillaume +insights +manipulated +vapor +neighbour +sap +gangster +frey +f1 +stalking +scarcely +callie +barnett +tendencies +audi +doomed +assessing +slung +panchayat +ambiguous +bartlett +##etto +distributing +violating +wolverhampton +##hetic +swami +histoire +##urus +liable +pounder +groin +hussain +larsen +popping +surprises +##atter +vie +curt +##station +mute +relocate +musicals +authorization +richter +##sef +immortality +tna +bombings +##press +deteriorated +yiddish +##acious +robbed +colchester +cs +pmid +ao +verified +balancing +apostle +swayed +recognizable +oxfordshire +retention +nottinghamshire +contender +judd +invitational +shrimp +uhf +##icient +cleaner +longitudinal +tanker +##mur +acronym +broker +koppen +sundance +suppliers +##gil +4000 +clipped +fuels +petite +##anne +landslide +helene +diversion +populous +landowners +auspices +melville +quantitative +##xes +ferries +nicky +##llus +doo +haunting +roche +carver +downed +unavailable +##pathy +approximation +hiroshima +##hue +garfield +valle +comparatively +keyboardist +traveler +##eit +congestion +calculating +subsidiaries +##bate +serb +modernization +fairies +deepened +ville +averages +##lore +inflammatory +tonga +##itch +co₂ +squads +##hea +gigantic +serum +enjoyment +retailer +verona +35th +cis +##phobic +magna +technicians +##vati +arithmetic +##sport +levin +##dation +amtrak +chow +sienna +##eyer +backstage +entrepreneurship +##otic +learnt +tao +##udy +worcestershire +formulation +baggage +hesitant +bali +sabotage +##kari +barren +enhancing +murmur +pl +freshly +putnam +syntax +aces +medicines +resentment +bandwidth +##sier +grins +chili +guido +##sei +framing +implying +gareth +lissa +genevieve +pertaining +admissions +geo +thorpe +proliferation +sato +bela +analyzing +parting +##gor +awakened +##isman +huddled +secrecy +##kling +hush +gentry +540 +dungeons +##ego +coasts +##utz +sacrificed +##chule +landowner +mutually +prevalence +programmer +adolescent +disrupted +seaside +gee +trusts +vamp +georgie +##nesian +##iol +schedules +sindh +##market +etched +hm +sparse +bey +beaux +scratching +gliding +unidentified +216 +collaborating +gems +jesuits +oro +accumulation +shaping +mbe +anal +##xin +231 +enthusiasts +newscast +##egan +janata +dewey +parkinson +179 +ankara +biennial +towering +dd +inconsistent +950 +##chet +thriving +terminate +cabins +furiously +eats +advocating +donkey +marley +muster +phyllis +leiden +##user +grassland +glittering +iucn +loneliness +217 +memorandum +armenians +##ddle +popularized +rhodesia +60s +lame +##illon +sans +bikini +header +orbits +##xx +##finger +##ulator +sharif +spines +biotechnology +strolled +naughty +yates +##wire +fremantle +milo +##mour +abducted +removes +##atin +humming +wonderland +##chrome +##ester +hume +pivotal +##rates +armand +grams +believers +elector +rte +apron +bis +scraped +##yria +endorsement +initials +##llation +eps +dotted +hints +buzzing +emigration +nearer +##tom +indicators +##ulu +coarse +neutron +protectorate +##uze +directional +exploits +pains +loire +1830s +proponents +guggenheim +rabbits +ritchie +305 +hectare +inputs +hutton +##raz +verify +##ako +boilers +longitude +##lev +skeletal +yer +emilia +citrus +compromised +##gau +pokemon +prescription +paragraph +eduard +cadillac +attire +categorized +kenyan +weddings +charley +##bourg +entertain +monmouth +##lles +nutrients +davey +mesh +incentive +practised +ecosystems +kemp +subdued +overheard +##rya +bodily +maxim +##nius +apprenticeship +ursula +##fight +lodged +rug +silesian +unconstitutional +patel +inspected +coyote +unbeaten +##hak +34th +disruption +convict +parcel +##cl +##nham +collier +implicated +mallory +##iac +##lab +susannah +winkler +##rber +shia +phelps +sediments +graphical +robotic +##sner +adulthood +mart +smoked +##isto +kathryn +clarified +##aran +divides +convictions +oppression +pausing +burying +##mt +federico +mathias +eileen +##tana +kite +hunched +##acies +189 +##atz +disadvantage +liza +kinetic +greedy +paradox +yokohama +dowager +trunks +ventured +##gement +gupta +vilnius +olaf +##thest +crimean +hopper +##ej +progressively +arturo +mouthed +arrondissement +##fusion +rubin +simulcast +oceania +##orum +##stra +##rred +busiest +intensely +navigator +cary +##vine +##hini +##bies +fife +rowe +rowland +posing +insurgents +shafts +lawsuits +activate +conor +inward +culturally +garlic +265 +##eering +eclectic +##hui +##kee +##nl +furrowed +vargas +meteorological +rendezvous +##aus +culinary +commencement +##dition +quota +##notes +mommy +salaries +overlapping +mule +##iology +##mology +sums +wentworth +##isk +##zione +mainline +subgroup +##illy +hack +plaintiff +verdi +bulb +differentiation +engagements +multinational +supplemented +bertrand +caller +regis +##naire +##sler +##arts +##imated +blossom +propagation +kilometer +viaduct +vineyards +##uate +beckett +optimization +golfer +songwriters +seminal +semitic +thud +volatile +evolving +ridley +##wley +trivial +distributions +scandinavia +jiang +##ject +wrestled +insistence +##dio +emphasizes +napkin +##ods +adjunct +rhyme +##ricted +##eti +hopeless +surrounds +tremble +32nd +smoky +##ntly +oils +medicinal +padded +steer +wilkes +219 +255 +concessions +hue +uniquely +blinded +landon +yahoo +##lane +hendrix +commemorating +dex +specify +chicks +##ggio +intercity +1400 +morley +##torm +highlighting +##oting +pang +oblique +stalled +##liner +flirting +newborn +1769 +bishopric +shaved +232 +currie +##ush +dharma +spartan +##ooped +favorites +smug +novella +sirens +abusive +creations +espana +##lage +paradigm +semiconductor +sheen +##rdo +##yen +##zak +nrl +renew +##pose +##tur +adjutant +marches +norma +##enity +ineffective +weimar +grunt +##gat +lordship +plotting +expenditure +infringement +lbs +refrain +av +mimi +mistakenly +postmaster +1771 +##bara +ras +motorsports +tito +199 +subjective +##zza +bully +stew +##kaya +prescott +1a +##raphic +##zam +bids +styling +paranormal +reeve +sneaking +exploding +katz +akbar +migrant +syllables +indefinitely +##ogical +destroys +replaces +applause +##phine +pest +##fide +218 +articulated +bertie +##thing +##cars +##ptic +courtroom +crowley +aesthetics +cummings +tehsil +hormones +titanic +dangerously +##ibe +stadion +jaenelle +auguste +ciudad +##chu +mysore +partisans +##sio +lucan +philipp +##aly +debating +henley +interiors +##rano +##tious +homecoming +beyonce +usher +henrietta +prepares +weeds +##oman +ely +plucked +##pire +##dable +luxurious +##aq +artifact +password +pasture +juno +maddy +minsk +##dder +##ologies +##rone +assessments +martian +royalist +1765 +examines +##mani +##rge +nino +223 +parry +scooped +relativity +##eli +##uting +##cao +congregational +noisy +traverse +##agawa +strikeouts +nickelodeon +obituary +transylvania +binds +depictions +polk +trolley +##yed +##lard +breeders +##under +dryly +hokkaido +1762 +strengths +stacks +bonaparte +connectivity +neared +prostitutes +stamped +anaheim +gutierrez +sinai +##zzling +bram +fresno +madhya +##86 +proton +##lena +##llum +##phon +reelected +wanda +##anus +##lb +ample +distinguishing +##yler +grasping +sermons +tomato +bland +stimulation +avenues +##eux +spreads +scarlett +fern +pentagon +assert +baird +chesapeake +ir +calmed +distortion +fatalities +##olis +correctional +pricing +##astic +##gina +prom +dammit +ying +collaborate +##chia +welterweight +33rd +pointer +substitution +bonded +umpire +communicating +multitude +paddle +##obe +federally +intimacy +##insky +betray +ssr +##lett +##lean +##lves +##therapy +airbus +##tery +functioned +ud +bearer +biomedical +netflix +##hire +##nca +condom +brink +ik +##nical +macy +##bet +flap +gma +experimented +jelly +lavender +##icles +##ulia +munro +##mian +##tial +rye +##rle +60th +gigs +hottest +rotated +predictions +fuji +bu +##erence +##omi +barangay +##fulness +##sas +clocks +##rwood +##liness +cereal +roe +wight +decker +uttered +babu +onion +xml +forcibly +##df +petra +sarcasm +hartley +peeled +storytelling +##42 +##xley +##ysis +##ffa +fibre +kiel +auditor +fig +harald +greenville +##berries +geographically +nell +quartz +##athic +cemeteries +##lr +crossings +nah +holloway +reptiles +chun +sichuan +snowy +660 +corrections +##ivo +zheng +ambassadors +blacksmith +fielded +fluids +hardcover +turnover +medications +melvin +academies +##erton +ro +roach +absorbing +spaniards +colton +##founded +outsider +espionage +kelsey +245 +edible +##ulf +dora +establishes +##sham +##tries +contracting +##tania +cinematic +costello +nesting +##uron +connolly +duff +##nology +mma +##mata +fergus +sexes +gi +optics +spectator +woodstock +banning +##hee +##fle +differentiate +outfielder +refinery +226 +312 +gerhard +horde +lair +drastically +##udi +landfall +##cheng +motorsport +odi +##achi +predominant +quay +skins +##ental +edna +harshly +complementary +murdering +##aves +wreckage +##90 +ono +outstretched +lennox +munitions +galen +reconcile +470 +scalp +bicycles +gillespie +questionable +rosenberg +guillermo +hostel +jarvis +kabul +volvo +opium +yd +##twined +abuses +decca +outpost +##cino +sensible +neutrality +##64 +ponce +anchorage +atkins +turrets +inadvertently +disagree +libre +vodka +reassuring +weighs +##yal +glide +jumper +ceilings +repertory +outs +stain +##bial +envy +##ucible +smashing +heightened +policing +hyun +mixes +lai +prima +##ples +celeste +##bina +lucrative +intervened +kc +manually +##rned +stature +staffed +bun +bastards +nairobi +priced +##auer +thatcher +##kia +tripped +comune +##ogan +##pled +brasil +incentives +emanuel +hereford +musica +##kim +benedictine +biennale +##lani +eureka +gardiner +rb +knocks +sha +##ael +##elled +##onate +efficacy +ventura +masonic +sanford +maize +leverage +##feit +capacities +santana +##aur +novelty +vanilla +##cter +##tour +benin +##oir +##rain +neptune +drafting +tallinn +##cable +humiliation +##boarding +schleswig +fabian +bernardo +liturgy +spectacle +sweeney +pont +routledge +##tment +cosmos +ut +hilt +sleek +universally +##eville +##gawa +typed +##dry +favors +allegheny +glaciers +##rly +recalling +aziz +##log +parasite +requiem +auf +##berto +##llin +illumination +##breaker +##issa +festivities +bows +govern +vibe +vp +333 +sprawled +larson +pilgrim +bwf +leaping +##rts +##ssel +alexei +greyhound +hoarse +##dler +##oration +seneca +##cule +gaping +##ulously +##pura +cinnamon +##gens +##rricular +craven +fantasies +houghton +engined +reigned +dictator +supervising +##oris +bogota +commentaries +unnatural +fingernails +spirituality +tighten +##tm +canadiens +protesting +intentional +cheers +sparta +##ytic +##iere +##zine +widen +belgarath +controllers +dodd +iaaf +navarre +##ication +defect +squire +steiner +whisky +##mins +560 +inevitably +tome +##gold +chew +##uid +##lid +elastic +##aby +streaked +alliances +jailed +regal +##ined +##phy +czechoslovak +narration +absently +##uld +bluegrass +guangdong +quran +criticizing +hose +hari +##liest +##owa +skier +streaks +deploy +##lom +raft +bose +dialed +huff +##eira +haifa +simplest +bursting +endings +ib +sultanate +##titled +franks +whitman +ensures +sven +##ggs +collaborators +forster +organising +ui +banished +napier +injustice +teller +layered +thump +##otti +roc +battleships +evidenced +fugitive +sadie +robotics +##roud +equatorial +geologist +##iza +yielding +##bron +##sr +internationale +mecca +##diment +sbs +skyline +toad +uploaded +reflective +undrafted +lal +leafs +bayern +##dai +lakshmi +shortlisted +##stick +##wicz +camouflage +donate +af +christi +lau +##acio +disclosed +nemesis +1761 +assemble +straining +northamptonshire +tal +##asi +bernardino +premature +heidi +42nd +coefficients +galactic +reproduce +buzzed +sensations +zionist +monsieur +myrtle +##eme +archery +strangled +musically +viewpoint +antiquities +bei +trailers +seahawks +cured +pee +preferring +tasmanian +lange +sul +##mail +##working +colder +overland +lucivar +massey +gatherings +haitian +##smith +disapproval +flaws +##cco +##enbach +1766 +npr +##icular +boroughs +creole +forums +techno +1755 +dent +abdominal +streetcar +##eson +##stream +procurement +gemini +predictable +##tya +acheron +christoph +feeder +fronts +vendor +bernhard +jammu +tumors +slang +##uber +goaltender +twists +curving +manson +vuelta +mer +peanut +confessions +pouch +unpredictable +allowance +theodor +vascular +##factory +bala +authenticity +metabolic +coughing +nanjing +##cea +pembroke +##bard +splendid +36th +ff +hourly +##ahu +elmer +handel +##ivate +awarding +thrusting +dl +experimentation +##hesion +##46 +caressed +entertained +steak +##rangle +biologist +orphans +baroness +oyster +stepfather +##dridge +mirage +reefs +speeding +##31 +barons +1764 +227 +inhabit +preached +repealed +##tral +honoring +boogie +captives +administer +johanna +##imate +gel +suspiciously +1767 +sobs +##dington +backbone +hayward +garry +##folding +##nesia +maxi +##oof +##ppe +ellison +galileo +##stand +crimea +frenzy +amour +bumper +matrices +natalia +baking +garth +palestinians +##grove +smack +conveyed +ensembles +gardening +##manship +##rup +##stituting +1640 +harvesting +topography +jing +shifters +dormitory +##carriage +##lston +ist +skulls +##stadt +dolores +jewellery +sarawak +##wai +##zier +fences +christy +confinement +tumbling +credibility +fir +stench +##bria +##plication +##nged +##sam +virtues +##belt +marjorie +pba +##eem +##made +celebrates +schooner +agitated +barley +fulfilling +anthropologist +##pro +restrict +novi +regulating +##nent +padres +##rani +##hesive +loyola +tabitha +milky +olson +proprietor +crambidae +guarantees +intercollegiate +ljubljana +hilda +##sko +ignorant +hooded +##lts +sardinia +##lidae +##vation +frontman +privileged +witchcraft +##gp +jammed +laude +poking +##than +bracket +amazement +yunnan +##erus +maharaja +linnaeus +264 +commissioning +milano +peacefully +##logies +akira +rani +regulator +##36 +grasses +##rance +luzon +crows +compiler +gretchen +seaman +edouard +tab +buccaneers +ellington +hamlets +whig +socialists +##anto +directorial +easton +mythological +##kr +##vary +rhineland +semantic +taut +dune +inventions +succeeds +##iter +replication +branched +##pired +jul +prosecuted +kangaroo +penetrated +##avian +middlesbrough +doses +bleak +madam +predatory +relentless +##vili +reluctance +##vir +hailey +crore +silvery +1759 +monstrous +swimmers +transmissions +hawthorn +informing +##eral +toilets +caracas +crouch +kb +##sett +295 +cartel +hadley +##aling +alexia +yvonne +##biology +cinderella +eton +superb +blizzard +stabbing +industrialist +maximus +##gm +##orus +groves +maud +clade +oversized +comedic +##bella +rosen +nomadic +fulham +montane +beverages +galaxies +redundant +swarm +##rot +##folia +##llis +buckinghamshire +fen +bearings +bahadur +##rom +gilles +phased +dynamite +faber +benoit +vip +##ount +##wd +booking +fractured +tailored +anya +spices +westwood +cairns +auditions +inflammation +steamed +##rocity +##acion +##urne +skyla +thereof +watford +torment +archdeacon +transforms +lulu +demeanor +fucked +serge +##sor +mckenna +minas +entertainer +##icide +caress +originate +residue +##sty +1740 +##ilised +##org +beech +##wana +subsidies +##ghton +emptied +gladstone +ru +firefighters +voodoo +##rcle +het +nightingale +tamara +edmond +ingredient +weaknesses +silhouette +285 +compatibility +withdrawing +hampson +##mona +anguish +giggling +##mber +bookstore +##jiang +southernmost +tilting +##vance +bai +economical +rf +briefcase +dreadful +hinted +projections +shattering +totaling +##rogate +analogue +indicted +periodical +fullback +##dman +haynes +##tenberg +##ffs +##ishment +1745 +thirst +stumble +penang +vigorous +##ddling +##kor +##lium +octave +##ove +##enstein +##inen +##ones +siberian +##uti +cbn +repeal +swaying +##vington +khalid +tanaka +unicorn +otago +plastered +lobe +riddle +##rella +perch +##ishing +croydon +filtered +graeme +tripoli +##ossa +crocodile +##chers +sufi +mined +##tung +inferno +lsu +##phi +swelled +utilizes +£2 +cale +periodicals +styx +hike +informally +coop +lund +##tidae +ala +hen +qui +transformations +disposed +sheath +chickens +##cade +fitzroy +sas +silesia +unacceptable +odisha +1650 +sabrina +pe +spokane +ratios +athena +massage +shen +dilemma +##drum +##riz +##hul +corona +doubtful +niall +##pha +##bino +fines +cite +acknowledging +bangor +ballard +bathurst +##resh +huron +mustered +alzheimer +garments +kinase +tyre +warship +##cp +flashback +pulmonary +braun +cheat +kamal +cyclists +constructions +grenades +ndp +traveller +excuses +stomped +signalling +trimmed +futsal +mosques +relevance +##wine +wta +##23 +##vah +##lter +hoc +##riding +optimistic +##´s +deco +sim +interacting +rejecting +moniker +waterways +##ieri +##oku +mayors +gdansk +outnumbered +pearls +##ended +##hampton +fairs +totals +dominating +262 +notions +stairway +compiling +pursed +commodities +grease +yeast +##jong +carthage +griffiths +residual +amc +contraction +laird +sapphire +##marine +##ivated +amalgamation +dissolve +inclination +lyle +packaged +altitudes +suez +canons +graded +lurched +narrowing +boasts +guise +wed +enrico +##ovsky +rower +scarred +bree +cub +iberian +protagonists +bargaining +proposing +trainers +voyages +vans +fishes +##aea +##ivist +##verance +encryption +artworks +kazan +sabre +cleopatra +hepburn +rotting +supremacy +mecklenburg +##brate +burrows +hazards +outgoing +flair +organizes +##ctions +scorpion +##usions +boo +234 +chevalier +dunedin +slapping +##34 +ineligible +pensions +##38 +##omic +manufactures +emails +bismarck +238 +weakening +blackish +ding +mcgee +quo +##rling +northernmost +xx +manpower +greed +sampson +clicking +##ange +##horpe +##inations +##roving +torre +##eptive +##moral +symbolism +38th +asshole +meritorious +outfits +splashed +biographies +sprung +astros +##tale +302 +737 +filly +raoul +nw +tokugawa +linden +clubhouse +##apa +tracts +romano +##pio +putin +tags +##note +chained +dickson +gunshot +moe +gunn +rashid +##tails +zipper +##bas +##nea +contrasted +##ply +##udes +plum +pharaoh +##pile +aw +comedies +ingrid +sandwiches +subdivisions +1100 +mariana +nokia +kamen +hz +delaney +veto +herring +##words +possessive +outlines +##roup +siemens +stairwell +rc +gallantry +messiah +palais +yells +233 +zeppelin +##dm +bolivar +##cede +smackdown +mckinley +##mora +##yt +muted +geologic +finely +unitary +avatar +hamas +maynard +rees +bog +contrasting +##rut +liv +chico +disposition +pixel +##erate +becca +dmitry +yeshiva +narratives +##lva +##ulton +mercenary +sharpe +tempered +navigate +stealth +amassed +keynes +##lini +untouched +##rrie +havoc +lithium +##fighting +abyss +graf +southward +wolverine +balloons +implements +ngos +transitions +##icum +ambushed +concacaf +dormant +economists +##dim +costing +csi +rana +universite +boulders +verity +##llon +collin +mellon +misses +cypress +fluorescent +lifeless +spence +##ulla +crewe +shepard +pak +revelations +##م +jolly +gibbons +paw +##dro +##quel +freeing +##test +shack +fries +palatine +##51 +##hiko +accompaniment +cruising +recycled +##aver +erwin +sorting +synthesizers +dyke +realities +sg +strides +enslaved +wetland +##ghan +competence +gunpowder +grassy +maroon +reactors +objection +##oms +carlson +gearbox +macintosh +radios +shelton +##sho +clergyman +prakash +254 +mongols +trophies +oricon +228 +stimuli +twenty20 +cantonese +cortes +mirrored +##saurus +bhp +cristina +melancholy +##lating +enjoyable +nuevo +##wny +downfall +schumacher +##ind +banging +lausanne +rumbled +paramilitary +reflex +ax +amplitude +migratory +##gall +##ups +midi +barnard +lastly +sherry +##hp +##nall +keystone +##kra +carleton +slippery +##53 +coloring +foe +socket +otter +##rgos +mats +##tose +consultants +bafta +bison +topping +##km +490 +primal +abandonment +transplant +atoll +hideous +mort +pained +reproduced +tae +howling +##turn +unlawful +billionaire +hotter +poised +lansing +##chang +dinamo +retro +messing +nfc +domesday +##mina +blitz +timed +##athing +##kley +ascending +gesturing +##izations +signaled +tis +chinatown +mermaid +savanna +jameson +##aint +catalina +##pet +##hers +cochrane +cy +chatting +##kus +alerted +computation +mused +noelle +majestic +mohawk +campo +octagonal +##sant +##hend +241 +aspiring +##mart +comprehend +iona +paralyzed +shimmering +swindon +rhone +##eley +reputed +configurations +pitchfork +agitation +francais +gillian +lipstick +##ilo +outsiders +pontifical +resisting +bitterness +sewer +rockies +##edd +##ucher +misleading +1756 +exiting +galloway +##nging +risked +##heart +246 +commemoration +schultz +##rka +integrating +##rsa +poses +shrieked +##weiler +guineas +gladys +jerking +owls +goldsmith +nightly +penetrating +##unced +lia +##33 +ignited +betsy +##aring +##thorpe +follower +vigorously +##rave +coded +kiran +knit +zoology +tbilisi +##28 +##bered +repository +govt +deciduous +dino +growling +##bba +enhancement +unleashed +chanting +pussy +biochemistry +##eric +kettle +repression +toxicity +nrhp +##arth +##kko +##bush +ernesto +commended +outspoken +242 +mca +parchment +sms +kristen +##aton +bisexual +raked +glamour +navajo +a2 +conditioned +showcased +##hma +spacious +youthful +##esa +usl +appliances +junta +brest +layne +conglomerate +enchanted +chao +loosened +picasso +circulating +inspect +montevideo +##centric +##kti +piazza +spurred +##aith +bari +freedoms +poultry +stamford +lieu +##ect +indigo +sarcastic +bahia +stump +attach +dvds +frankenstein +lille +approx +scriptures +pollen +##script +nmi +overseen +##ivism +tides +proponent +newmarket +inherit +milling +##erland +centralized +##rou +distributors +credentials +drawers +abbreviation +##lco +##xon +downing +uncomfortably +ripe +##oes +erase +franchises +##ever +populace +##bery +##khar +decomposition +pleas +##tet +daryl +sabah +##stle +##wide +fearless +genie +lesions +annette +##ogist +oboe +appendix +nair +dripped +petitioned +maclean +mosquito +parrot +rpg +hampered +1648 +operatic +reservoirs +##tham +irrelevant +jolt +summarized +##fp +medallion +##taff +##− +clawed +harlow +narrower +goddard +marcia +bodied +fremont +suarez +altering +tempest +mussolini +porn +##isms +sweetly +oversees +walkers +solitude +grimly +shrines +hk +ich +supervisors +hostess +dietrich +legitimacy +brushes +expressive +##yp +dissipated +##rse +localized +systemic +##nikov +gettysburg +##js +##uaries +dialogues +muttering +251 +housekeeper +sicilian +discouraged +##frey +beamed +kaladin +halftime +kidnap +##amo +##llet +1754 +synonymous +depleted +instituto +insulin +reprised +##opsis +clashed +##ctric +interrupting +radcliffe +insisting +medici +1715 +ejected +playfully +turbulent +##47 +starvation +##rini +shipment +rebellious +petersen +verification +merits +##rified +cakes +##charged +1757 +milford +shortages +spying +fidelity +##aker +emitted +storylines +harvested +seismic +##iform +cheung +kilda +theoretically +barbie +lynx +##rgy +##tius +goblin +mata +poisonous +##nburg +reactive +residues +obedience +##евич +conjecture +##rac +401 +hating +sixties +kicker +moaning +motown +##bha +emancipation +neoclassical +##hering +consoles +ebert +professorship +##tures +sustaining +assaults +obeyed +affluent +incurred +tornadoes +##eber +##zow +emphasizing +highlanders +cheated +helmets +##ctus +internship +terence +bony +executions +legislators +berries +peninsular +tinged +##aco +1689 +amplifier +corvette +ribbons +lavish +pennant +##lander +worthless +##chfield +##forms +mariano +pyrenees +expenditures +##icides +chesterfield +mandir +tailor +39th +sergey +nestled +willed +aristocracy +devotees +goodnight +raaf +rumored +weaponry +remy +appropriations +harcourt +burr +riaa +##lence +limitation +unnoticed +guo +soaking +swamps +##tica +collapsing +tatiana +descriptive +brigham +psalm +##chment +maddox +##lization +patti +caliph +##aja +akron +injuring +serra +##ganj +basins +##sari +astonished +launcher +##church +hilary +wilkins +sewing +##sf +stinging +##fia +##ncia +underwood +startup +##ition +compilations +vibrations +embankment +jurist +##nity +bard +juventus +groundwater +kern +palaces +helium +boca +cramped +marissa +soto +##worm +jae +princely +##ggy +faso +bazaar +warmly +##voking +229 +pairing +##lite +##grate +##nets +wien +freaked +ulysses +rebirth +##alia +##rent +mummy +guzman +jimenez +stilled +##nitz +trajectory +tha +woken +archival +professions +##pts +##pta +hilly +shadowy +shrink +##bolt +norwood +glued +migrate +stereotypes +devoid +##pheus +625 +evacuate +horrors +infancy +gotham +knowles +optic +downloaded +sachs +kingsley +parramatta +darryl +mor +##onale +shady +commence +confesses +kan +##meter +##placed +marlborough +roundabout +regents +frigates +io +##imating +gothenburg +revoked +carvings +clockwise +convertible +intruder +##sche +banged +##ogo +vicky +bourgeois +##mony +dupont +footing +##gum +pd +##real +buckle +yun +penthouse +sane +720 +serviced +stakeholders +neumann +bb +##eers +comb +##gam +catchment +pinning +rallies +typing +##elles +forefront +freiburg +sweetie +giacomo +widowed +goodwill +worshipped +aspirations +midday +##vat +fishery +##trick +bournemouth +turk +243 +hearth +ethanol +guadalajara +murmurs +sl +##uge +afforded +scripted +##hta +wah +##jn +coroner +translucent +252 +memorials +puck +progresses +clumsy +##race +315 +candace +recounted +##27 +##slin +##uve +filtering +##mac +howl +strata +heron +leveled +##ays +dubious +##oja +##т +##wheel +citations +exhibiting +##laya +##mics +##pods +turkic +##lberg +injunction +##ennial +##mit +antibodies +##44 +organise +##rigues +cardiovascular +cushion +inverness +##zquez +dia +cocoa +sibling +##tman +##roid +expanse +feasible +tunisian +algiers +##relli +rus +bloomberg +dso +westphalia +bro +tacoma +281 +downloads +##ours +konrad +duran +##hdi +continuum +jett +compares +legislator +secession +##nable +##gues +##zuka +translating +reacher +##gley +##ła +aleppo +##agi +tc +orchards +trapping +linguist +versatile +drumming +postage +calhoun +superiors +##mx +barefoot +leary +##cis +ignacio +alfa +kaplan +##rogen +bratislava +mori +##vot +disturb +haas +313 +cartridges +gilmore +radiated +salford +tunic +hades +##ulsive +archeological +delilah +magistrates +auditioned +brewster +charters +empowerment +blogs +cappella +dynasties +iroquois +whipping +##krishna +raceway +truths +myra +weaken +judah +mcgregor +##horse +mic +refueling +37th +burnley +bosses +markus +premio +query +##gga +dunbar +##economic +darkest +lyndon +sealing +commendation +reappeared +##mun +addicted +ezio +slaughtered +satisfactory +shuffle +##eves +##thic +##uj +fortification +warrington +##otto +resurrected +fargo +mane +##utable +##lei +##space +foreword +ox +##aris +##vern +abrams +hua +##mento +sakura +##alo +uv +sentimental +##skaya +midfield +##eses +sturdy +scrolls +macleod +##kyu +entropy +##lance +mitochondrial +cicero +excelled +thinner +convoys +perceive +##oslav +##urable +systematically +grind +burkina +287 +##tagram +ops +##aman +guantanamo +##cloth +##tite +forcefully +wavy +##jou +pointless +##linger +##tze +layton +portico +superficial +clerical +outlaws +##hism +burials +muir +##inn +creditors +hauling +rattle +##leg +calais +monde +archers +reclaimed +dwell +wexford +hellenic +falsely +remorse +##tek +dough +furnishings +##uttered +gabon +neurological +novice +##igraphy +contemplated +pulpit +nightstand +saratoga +##istan +documenting +pulsing +taluk +##firmed +busted +marital +##rien +disagreements +wasps +##yes +hodge +mcdonnell +mimic +fran +pendant +dhabi +musa +##nington +congratulations +argent +darrell +concussion +losers +regrets +thessaloniki +reversal +donaldson +hardwood +thence +achilles +ritter +##eran +demonic +jurgen +prophets +goethe +eki +classmate +buff +##cking +yank +irrational +##inging +perished +seductive +qur +sourced +##crat +##typic +mustard +ravine +barre +horizontally +characterization +phylogenetic +boise +##dit +##runner +##tower +brutally +intercourse +seduce +##bbing +fay +ferris +ogden +amar +nik +unarmed +##inator +evaluating +kyrgyzstan +sweetness +##lford +##oki +mccormick +meiji +notoriety +stimulate +disrupt +figuring +instructional +mcgrath +##zoo +groundbreaking +##lto +flinch +khorasan +agrarian +bengals +mixer +radiating +##sov +ingram +pitchers +nad +tariff +##cript +tata +##codes +##emi +##ungen +appellate +lehigh +##bled +##giri +brawl +duct +texans +##ciation +##ropolis +skipper +speculative +vomit +doctrines +stresses +253 +davy +graders +whitehead +jozef +timely +cumulative +haryana +paints +appropriately +boon +cactus +##ales +##pid +dow +legions +##pit +perceptions +1730 +picturesque +##yse +periphery +rune +wr +##aha +celtics +sentencing +whoa +##erin +confirms +variance +425 +moines +mathews +spade +rave +m1 +fronted +fx +blending +alleging +reared +##gl +237 +##paper +grassroots +eroded +##free +##physical +directs +ordeal +##sław +accelerate +hacker +rooftop +##inia +lev +buys +cebu +devote +##lce +specialising +##ulsion +choreographed +repetition +warehouses +##ryl +paisley +tuscany +analogy +sorcerer +hash +huts +shards +descends +exclude +nix +chaplin +gaga +ito +vane +##drich +causeway +misconduct +limo +orchestrated +glands +jana +##kot +u2 +##mple +##sons +branching +contrasts +scoop +longed +##virus +chattanooga +##75 +syrup +cornerstone +##tized +##mind +##iaceae +careless +precedence +frescoes +##uet +chilled +consult +modelled +snatch +peat +##thermal +caucasian +humane +relaxation +spins +temperance +##lbert +occupations +lambda +hybrids +moons +mp3 +##oese +247 +rolf +societal +yerevan +ness +##ssler +befriended +mechanized +nominate +trough +boasted +cues +seater +##hom +bends +##tangle +conductors +emptiness +##lmer +eurasian +adriatic +tian +##cie +anxiously +lark +propellers +chichester +jock +ev +2a +##holding +credible +recounts +tori +loyalist +abduction +##hoot +##redo +nepali +##mite +ventral +tempting +##ango +##crats +steered +##wice +javelin +dipping +laborers +prentice +looming +titanium +##ː +badges +emir +tensor +##ntation +egyptians +rash +denies +hawthorne +lombard +showers +wehrmacht +dietary +trojan +##reus +welles +executing +horseshoe +lifeboat +##lak +elsa +infirmary +nearing +roberta +boyer +mutter +trillion +joanne +##fine +##oked +sinks +vortex +uruguayan +clasp +sirius +##block +accelerator +prohibit +sunken +byu +chronological +diplomats +ochreous +510 +symmetrical +1644 +maia +##tology +salts +reigns +atrocities +##ия +hess +bared +issn +##vyn +cater +saturated +##cycle +##isse +sable +voyager +dyer +yusuf +##inge +fountains +wolff +##39 +##nni +engraving +rollins +atheist +ominous +##ault +herr +chariot +martina +strung +##fell +##farlane +horrific +sahib +gazes +saetan +erased +ptolemy +##olic +flushing +lauderdale +analytic +##ices +530 +navarro +beak +gorilla +herrera +broom +guadalupe +raiding +sykes +311 +bsc +deliveries +1720 +invasions +carmichael +tajikistan +thematic +ecumenical +sentiments +onstage +##rians +##brand +##sume +catastrophic +flanks +molten +##arns +waller +aimee +terminating +##icing +alternately +##oche +nehru +printers +outraged +##eving +empires +template +banners +repetitive +za +##oise +vegetarian +##tell +guiana +opt +cavendish +lucknow +synthesized +##hani +##mada +finalized +##ctable +fictitious +mayoral +unreliable +##enham +embracing +peppers +rbis +##chio +##neo +inhibition +slashed +togo +orderly +embroidered +safari +salty +236 +barron +benito +totaled +##dak +pubs +simulated +caden +devin +tolkien +momma +welding +sesame +##ept +gottingen +hardness +630 +shaman +temeraire +620 +adequately +pediatric +##kit +ck +assertion +radicals +composure +cadence +seafood +beaufort +lazarus +mani +warily +cunning +kurdistan +249 +cantata +##kir +ares +##41 +##clusive +nape +townland +geared +insulted +flutter +boating +violate +draper +dumping +malmo +##hh +##romatic +firearm +alta +bono +obscured +##clave +exceeds +panorama +unbelievable +##train +preschool +##essed +disconnected +installing +rescuing +secretaries +accessibility +##castle +##drive +##ifice +##film +bouts +slug +waterway +mindanao +##buro +##ratic +halves +##ل +calming +liter +maternity +adorable +bragg +electrification +mcc +##dote +roxy +schizophrenia +##body +munoz +kaye +whaling +239 +mil +tingling +tolerant +##ago +unconventional +volcanoes +##finder +deportivo +##llie +robson +kaufman +neuroscience +wai +deportation +masovian +scraping +converse +##bh +hacking +bulge +##oun +administratively +yao +580 +amp +mammoth +booster +claremont +hooper +nomenclature +pursuits +mclaughlin +melinda +##sul +catfish +barclay +substrates +taxa +zee +originals +kimberly +packets +padma +##ality +borrowing +ostensibly +solvent +##bri +##genesis +##mist +lukas +shreveport +veracruz +##ь +##lou +##wives +cheney +tt +anatolia +hobbs +##zyn +cyclic +radiant +alistair +greenish +siena +dat +independents +##bation +conform +pieter +hyper +applicant +bradshaw +spores +telangana +vinci +inexpensive +nuclei +322 +jang +nme +soho +spd +##ign +cradled +receptionist +pow +##43 +##rika +fascism +##ifer +experimenting +##ading +##iec +##region +345 +jocelyn +maris +stair +nocturnal +toro +constabulary +elgin +##kker +msc +##giving +##schen +##rase +doherty +doping +sarcastically +batter +maneuvers +##cano +##apple +##gai +##git +intrinsic +##nst +##stor +1753 +showtime +cafes +gasps +lviv +ushered +##thed +fours +restart +astonishment +transmitting +flyer +shrugs +##sau +intriguing +cones +dictated +mushrooms +medial +##kovsky +##elman +escorting +gaped +##26 +godfather +##door +##sell +djs +recaptured +timetable +vila +1710 +3a +aerodrome +mortals +scientology +##orne +angelina +mag +convection +unpaid +insertion +intermittent +lego +##nated +endeavor +kota +pereira +##lz +304 +bwv +glamorgan +insults +agatha +fey +##cend +fleetwood +mahogany +protruding +steamship +zeta +##arty +mcguire +suspense +##sphere +advising +urges +##wala +hurriedly +meteor +gilded +inline +arroyo +stalker +##oge +excitedly +revered +##cure +earle +introductory +##break +##ilde +mutants +puff +pulses +reinforcement +##haling +curses +lizards +stalk +correlated +##fixed +fallout +macquarie +##unas +bearded +denton +heaving +802 +##ocation +winery +assign +dortmund +##lkirk +everest +invariant +charismatic +susie +##elling +bled +lesley +telegram +sumner +bk +##ogen +##к +wilcox +needy +colbert +duval +##iferous +##mbled +allotted +attends +imperative +##hita +replacements +hawker +##inda +insurgency +##zee +##eke +casts +##yla +680 +ives +transitioned +##pack +##powering +authoritative +baylor +flex +cringed +plaintiffs +woodrow +##skie +drastic +ape +aroma +unfolded +commotion +nt +preoccupied +theta +routines +lasers +privatization +wand +domino +ek +clenching +nsa +strategically +showered +bile +handkerchief +pere +storing +christophe +insulting +316 +nakamura +romani +asiatic +magdalena +palma +cruises +stripping +405 +konstantin +soaring +##berman +colloquially +forerunner +havilland +incarcerated +parasites +sincerity +##utus +disks +plank +saigon +##ining +corbin +homo +ornaments +powerhouse +##tlement +chong +fastened +feasibility +idf +morphological +usable +##nish +##zuki +aqueduct +jaguars +keepers +##flies +aleksandr +faust +assigns +ewing +bacterium +hurled +tricky +hungarians +integers +wallis +321 +yamaha +##isha +hushed +oblivion +aviator +evangelist +friars +##eller +monograph +ode +##nary +airplanes +labourers +charms +##nee +1661 +hagen +tnt +rudder +fiesta +transcript +dorothea +ska +inhibitor +maccabi +retorted +raining +encompassed +clauses +menacing +1642 +lineman +##gist +vamps +##ape +##dick +gloom +##rera +dealings +easing +seekers +##nut +##pment +helens +unmanned +##anu +##isson +basics +##amy +##ckman +adjustments +1688 +brutality +horne +##zell +sui +##55 +##mable +aggregator +##thal +rhino +##drick +##vira +counters +zoom +##01 +##rting +mn +montenegrin +packard +##unciation +##♭ +##kki +reclaim +scholastic +thugs +pulsed +##icia +syriac +quan +saddam +banda +kobe +blaming +buddies +dissent +##lusion +##usia +corbett +jaya +delle +erratic +lexie +##hesis +435 +amiga +hermes +##pressing +##leen +chapels +gospels +jamal +##uating +compute +revolving +warp +##sso +##thes +armory +##eras +##gol +antrim +loki +##kow +##asian +##good +##zano +braid +handwriting +subdistrict +funky +pantheon +##iculate +concurrency +estimation +improper +juliana +##his +newcomers +johnstone +staten +communicated +##oco +##alle +sausage +stormy +##stered +##tters +superfamily +##grade +acidic +collateral +tabloid +##oped +##rza +bladder +austen +##ellant +mcgraw +##hay +hannibal +mein +aquino +lucifer +wo +badger +boar +cher +christensen +greenberg +interruption +##kken +jem +244 +mocked +bottoms +cambridgeshire +##lide +sprawling +##bbly +eastwood +ghent +synth +##buck +advisers +##bah +nominally +hapoel +qu +daggers +estranged +fabricated +towels +vinnie +wcw +misunderstanding +anglia +nothin +unmistakable +##dust +##lova +chilly +marquette +truss +##edge +##erine +reece +##lty +##chemist +##connected +272 +308 +41st +bash +raion +waterfalls +##ump +##main +labyrinth +queue +theorist +##istle +bharatiya +flexed +soundtracks +rooney +leftist +patrolling +wharton +plainly +alleviate +eastman +schuster +topographic +engages +immensely +unbearable +fairchild +1620 +dona +lurking +parisian +oliveira +ia +indictment +hahn +bangladeshi +##aster +vivo +##uming +##ential +antonia +expects +indoors +kildare +harlan +##logue +##ogenic +##sities +forgiven +##wat +childish +tavi +##mide +##orra +plausible +grimm +successively +scooted +##bola +##dget +##rith +spartans +emery +flatly +azure +epilogue +##wark +flourish +##iny +##tracted +##overs +##oshi +bestseller +distressed +receipt +spitting +hermit +topological +##cot +drilled +subunit +francs +##layer +eel +##fk +##itas +octopus +footprint +petitions +ufo +##say +##foil +interfering +leaking +palo +##metry +thistle +valiant +##pic +narayan +mcpherson +##fast +gonzales +##ym +##enne +dustin +novgorod +solos +##zman +doin +##raph +##patient +##meyer +soluble +ashland +cuffs +carole +pendleton +whistling +vassal +##river +deviation +revisited +constituents +rallied +rotate +loomed +##eil +##nting +amateurs +augsburg +auschwitz +crowns +skeletons +##cona +bonnet +257 +dummy +globalization +simeon +sleeper +mandal +differentiated +##crow +##mare +milne +bundled +exasperated +talmud +owes +segregated +##feng +##uary +dentist +piracy +props +##rang +devlin +##torium +malicious +paws +##laid +dependency +##ergy +##fers +##enna +258 +pistons +rourke +jed +grammatical +tres +maha +wig +512 +ghostly +jayne +##achal +##creen +##ilis +##lins +##rence +designate +##with +arrogance +cambodian +clones +showdown +throttle +twain +##ception +lobes +metz +nagoya +335 +braking +##furt +385 +roaming +##minster +amin +crippled +##37 +##llary +indifferent +hoffmann +idols +intimidating +1751 +261 +influenza +memo +onions +1748 +bandage +consciously +##landa +##rage +clandestine +observes +swiped +tangle +##ener +##jected +##trum +##bill +##lta +hugs +congresses +josiah +spirited +##dek +humanist +managerial +filmmaking +inmate +rhymes +debuting +grimsby +ur +##laze +duplicate +vigor +##tf +republished +bolshevik +refurbishment +antibiotics +martini +methane +newscasts +royale +horizons +levant +iain +visas +##ischen +paler +##around +manifestation +snuck +alf +chop +futile +pedestal +rehab +##kat +bmg +kerman +res +fairbanks +jarrett +abstraction +saharan +##zek +1746 +procedural +clearer +kincaid +sash +luciano +##ffey +crunch +helmut +##vara +revolutionaries +##tute +creamy +leach +##mmon +1747 +permitting +nes +plight +wendell +##lese +contra +ts +clancy +ipa +mach +staples +autopsy +disturbances +nueva +karin +pontiac +##uding +proxy +venerable +haunt +leto +bergman +expands +##helm +wal +##pipe +canning +celine +cords +obesity +##enary +intrusion +planner +##phate +reasoned +sequencing +307 +harrow +##chon +##dora +marred +mcintyre +repay +tarzan +darting +248 +harrisburg +margarita +repulsed +##hur +##lding +belinda +hamburger +novo +compliant +runways +bingham +registrar +skyscraper +ic +cuthbert +improvisation +livelihood +##corp +##elial +admiring +##dened +sporadic +believer +casablanca +popcorn +##29 +asha +shovel +##bek +##dice +coiled +tangible +##dez +casper +elsie +resin +tenderness +rectory +##ivision +avail +sonar +##mori +boutique +##dier +guerre +bathed +upbringing +vaulted +sandals +blessings +##naut +##utnant +1680 +306 +foxes +pia +corrosion +hesitantly +confederates +crystalline +footprints +shapiro +tirana +valentin +drones +45th +microscope +shipments +texted +inquisition +wry +guernsey +unauthorized +resigning +760 +ripple +schubert +stu +reassure +felony +##ardo +brittle +koreans +##havan +##ives +dun +implicit +tyres +##aldi +##lth +magnolia +##ehan +##puri +##poulos +aggressively +fei +gr +familiarity +##poo +indicative +##trust +fundamentally +jimmie +overrun +395 +anchors +moans +##opus +britannia +armagh +##ggle +purposely +seizing +##vao +bewildered +mundane +avoidance +cosmopolitan +geometridae +quartermaster +caf +415 +chatter +engulfed +gleam +purge +##icate +juliette +jurisprudence +guerra +revisions +##bn +casimir +brew +##jm +1749 +clapton +cloudy +conde +hermitage +278 +simulations +torches +vincenzo +matteo +##rill +hidalgo +booming +westbound +accomplishment +tentacles +unaffected +##sius +annabelle +flopped +sloping +##litz +dreamer +interceptor +vu +##loh +consecration +copying +messaging +breaker +climates +hospitalized +1752 +torino +afternoons +winfield +witnessing +##teacher +breakers +choirs +sawmill +coldly +##ege +sipping +haste +uninhabited +conical +bibliography +pamphlets +severn +edict +##oca +deux +illnesses +grips +##pl +rehearsals +sis +thinkers +tame +##keepers +1690 +acacia +reformer +##osed +##rys +shuffling +##iring +##shima +eastbound +ionic +rhea +flees +littered +##oum +rocker +vomiting +groaning +champ +overwhelmingly +civilizations +paces +sloop +adoptive +##tish +skaters +##vres +aiding +mango +##joy +nikola +shriek +##ignon +pharmaceuticals +##mg +tuna +calvert +gustavo +stocked +yearbook +##urai +##mana +computed +subsp +riff +hanoi +kelvin +hamid +moors +pastures +summons +jihad +nectar +##ctors +bayou +untitled +pleasing +vastly +republics +intellect +##η +##ulio +##tou +crumbling +stylistic +sb +##ی +consolation +frequented +h₂o +walden +widows +##iens +404 +##ignment +chunks +improves +288 +grit +recited +##dev +snarl +sociological +##arte +##gul +inquired +##held +bruise +clube +consultancy +homogeneous +hornets +multiplication +pasta +prick +savior +##grin +##kou +##phile +yoon +##gara +grimes +vanishing +cheering +reacting +bn +distillery +##quisite +##vity +coe +dockyard +massif +##jord +escorts +voss +##valent +byte +chopped +hawke +illusions +workings +floats +##koto +##vac +kv +annapolis +madden +##onus +alvaro +noctuidae +##cum +##scopic +avenge +steamboat +forte +illustrates +erika +##trip +570 +dew +nationalities +bran +manifested +thirsty +diversified +muscled +reborn +##standing +arson +##lessness +##dran +##logram +##boys +##kushima +##vious +willoughby +##phobia +286 +alsace +dashboard +yuki +##chai +granville +myspace +publicized +tricked +##gang +adjective +##ater +relic +reorganisation +enthusiastically +indications +saxe +##lassified +consolidate +iec +padua +helplessly +ramps +renaming +regulars +pedestrians +accents +convicts +inaccurate +lowers +mana +##pati +barrie +bjp +outta +someplace +berwick +flanking +invoked +marrow +sparsely +excerpts +clothed +rei +##ginal +wept +##straße +##vish +alexa +excel +##ptive +membranes +aquitaine +creeks +cutler +sheppard +implementations +ns +##dur +fragrance +budge +concordia +magnesium +marcelo +##antes +gladly +vibrating +##rral +##ggles +montrose +##omba +lew +seamus +1630 +cocky +##ament +##uen +bjorn +##rrick +fielder +fluttering +##lase +methyl +kimberley +mcdowell +reductions +barbed +##jic +##tonic +aeronautical +condensed +distracting +##promising +huffed +##cala +##sle +claudius +invincible +missy +pious +balthazar +ci +##lang +butte +combo +orson +##dication +myriad +1707 +silenced +##fed +##rh +coco +netball +yourselves +##oza +clarify +heller +peg +durban +etudes +offender +roast +blackmail +curvature +##woods +vile +309 +illicit +suriname +##linson +overture +1685 +bubbling +gymnast +tucking +##mming +##ouin +maldives +##bala +gurney +##dda +##eased +##oides +backside +pinto +jars +racehorse +tending +##rdial +baronetcy +wiener +duly +##rke +barbarian +cupping +flawed +##thesis +bertha +pleistocene +puddle +swearing +##nob +##tically +fleeting +prostate +amulet +educating +##mined +##iti +##tler +75th +jens +respondents +analytics +cavaliers +papacy +raju +##iente +##ulum +##tip +funnel +271 +disneyland +##lley +sociologist +##iam +2500 +faulkner +louvre +menon +##dson +276 +##ower +afterlife +mannheim +peptide +referees +comedians +meaningless +##anger +##laise +fabrics +hurley +renal +sleeps +##bour +##icle +breakout +kristin +roadside +animator +clover +disdain +unsafe +redesign +##urity +firth +barnsley +portage +reset +narrows +268 +commandos +expansive +speechless +tubular +##lux +essendon +eyelashes +smashwords +##yad +##bang +##claim +craved +sprinted +chet +somme +astor +wrocław +orton +266 +bane +##erving +##uing +mischief +##amps +##sund +scaling +terre +##xious +impairment +offenses +undermine +moi +soy +contiguous +arcadia +inuit +seam +##tops +macbeth +rebelled +##icative +##iot +590 +elaborated +frs +uniformed +##dberg +259 +powerless +priscilla +stimulated +980 +qc +arboretum +frustrating +trieste +bullock +##nified +enriched +glistening +intern +##adia +locus +nouvelle +ollie +ike +lash +starboard +ee +tapestry +headlined +hove +rigged +##vite +pollock +##yme +thrive +clustered +cas +roi +gleamed +olympiad +##lino +pressured +regimes +##hosis +##lick +ripley +##ophone +kickoff +gallon +rockwell +##arable +crusader +glue +revolutions +scrambling +1714 +grover +##jure +englishman +aztec +263 +contemplating +coven +ipad +preach +triumphant +tufts +##esian +rotational +##phus +328 +falkland +##brates +strewn +clarissa +rejoin +environmentally +glint +banded +drenched +moat +albanians +johor +rr +maestro +malley +nouveau +shaded +taxonomy +v6 +adhere +bunk +airfields +##ritan +1741 +encompass +remington +tran +##erative +amelie +mazda +friar +morals +passions +##zai +breadth +vis +##hae +argus +burnham +caressing +insider +rudd +##imov +##mini +##rso +italianate +murderous +textual +wainwright +armada +bam +weave +timer +##taken +##nh +fra +##crest +ardent +salazar +taps +tunis +##ntino +allegro +gland +philanthropic +##chester +implication +##optera +esq +judas +noticeably +wynn +##dara +inched +indexed +crises +villiers +bandit +royalties +patterned +cupboard +interspersed +accessory +isla +kendrick +entourage +stitches +##esthesia +headwaters +##ior +interlude +distraught +draught +1727 +##basket +biased +sy +transient +triad +subgenus +adapting +kidd +shortstop +##umatic +dimly +spiked +mcleod +reprint +nellie +pretoria +windmill +##cek +singled +##mps +273 +reunite +##orous +747 +bankers +outlying +##omp +##ports +##tream +apologies +cosmetics +patsy +##deh +##ocks +##yson +bender +nantes +serene +##nad +lucha +mmm +323 +##cius +##gli +cmll +coinage +nestor +juarez +##rook +smeared +sprayed +twitching +sterile +irina +embodied +juveniles +enveloped +miscellaneous +cancers +dq +gulped +luisa +crested +swat +donegal +ref +##anov +##acker +hearst +mercantile +##lika +doorbell +ua +vicki +##alla +##som +bilbao +psychologists +stryker +sw +horsemen +turkmenistan +wits +##national +anson +mathew +screenings +##umb +rihanna +##agne +##nessy +aisles +##iani +##osphere +hines +kenton +saskatoon +tasha +truncated +##champ +##itan +mildred +advises +fredrik +interpreting +inhibitors +##athi +spectroscopy +##hab +##kong +karim +panda +##oia +##nail +##vc +conqueror +kgb +leukemia +##dity +arrivals +cheered +pisa +phosphorus +shielded +##riated +mammal +unitarian +urgently +chopin +sanitary +##mission +spicy +drugged +hinges +##tort +tipping +trier +impoverished +westchester +##caster +267 +epoch +nonstop +##gman +##khov +aromatic +centrally +cerro +##tively +##vio +billions +modulation +sedimentary +283 +facilitating +outrageous +goldstein +##eak +##kt +ld +maitland +penultimate +pollard +##dance +fleets +spaceship +vertebrae +##nig +alcoholism +als +recital +##bham +##ference +##omics +m2 +##bm +trois +##tropical +##в +commemorates +##meric +marge +##raction +1643 +670 +cosmetic +ravaged +##ige +catastrophe +eng +##shida +albrecht +arterial +bellamy +decor +harmon +##rde +bulbs +synchronized +vito +easiest +shetland +shielding +wnba +##glers +##ssar +##riam +brianna +cumbria +##aceous +##rard +cores +thayer +##nsk +brood +hilltop +luminous +carts +keynote +larkin +logos +##cta +##ا +##mund +##quay +lilith +tinted +277 +wrestle +mobilization +##uses +sequential +siam +bloomfield +takahashi +274 +##ieving +presenters +ringo +blazed +witty +##oven +##ignant +devastation +haydn +harmed +newt +therese +##peed +gershwin +molina +rabbis +sudanese +001 +innate +restarted +##sack +##fus +slices +wb +##shah +enroll +hypothetical +hysterical +1743 +fabio +indefinite +warped +##hg +exchanging +525 +unsuitable +##sboro +gallo +1603 +bret +cobalt +homemade +##hunter +mx +operatives +##dhar +terraces +durable +latch +pens +whorls +##ctuated +##eaux +billing +ligament +succumbed +##gly +regulators +spawn +##brick +##stead +filmfare +rochelle +##nzo +1725 +circumstance +saber +supplements +##nsky +##tson +crowe +wellesley +carrot +##9th +##movable +primate +drury +sincerely +topical +##mad +##rao +callahan +kyiv +smarter +tits +undo +##yeh +announcements +anthologies +barrio +nebula +##islaus +##shaft +##tyn +bodyguards +2021 +assassinate +barns +emmett +scully +##mah +##yd +##eland +##tino +##itarian +demoted +gorman +lashed +prized +adventist +writ +##gui +alla +invertebrates +##ausen +1641 +amman +1742 +align +healy +redistribution +##gf +##rize +insulation +##drop +adherents +hezbollah +vitro +ferns +yanking +269 +php +registering +uppsala +cheerleading +confines +mischievous +tully +##ross +49th +docked +roam +stipulated +pumpkin +##bry +prompt +##ezer +blindly +shuddering +craftsmen +frail +scented +katharine +scramble +shaggy +sponge +helix +zaragoza +279 +##52 +43rd +backlash +fontaine +seizures +posse +cowan +nonfiction +telenovela +wwii +hammered +undone +##gpur +encircled +irs +##ivation +artefacts +oneself +searing +smallpox +##belle +##osaurus +shandong +breached +upland +blushing +rankin +infinitely +psyche +tolerated +docking +evicted +##col +unmarked +##lving +gnome +lettering +litres +musique +##oint +benevolent +##jal +blackened +##anna +mccall +racers +tingle +##ocene +##orestation +introductions +radically +292 +##hiff +##باد +1610 +1739 +munchen +plead +##nka +condo +scissors +##sight +##tens +apprehension +##cey +##yin +hallmark +watering +formulas +sequels +##llas +aggravated +bae +commencing +##building +enfield +prohibits +marne +vedic +civilized +euclidean +jagger +beforehand +blasts +dumont +##arney +##nem +740 +conversions +hierarchical +rios +simulator +##dya +##lellan +hedges +oleg +thrusts +shadowed +darby +maximize +1744 +gregorian +##nded +##routed +sham +unspecified +##hog +emory +factual +##smo +##tp +fooled +##rger +ortega +wellness +marlon +##oton +##urance +casket +keating +ley +enclave +##ayan +char +influencing +jia +##chenko +412 +ammonia +erebidae +incompatible +violins +cornered +##arat +grooves +astronauts +columbian +rampant +fabrication +kyushu +mahmud +vanish +##dern +mesopotamia +##lete +ict +##rgen +caspian +kenji +pitted +##vered +999 +grimace +roanoke +tchaikovsky +twinned +##analysis +##awan +xinjiang +arias +clemson +kazakh +sizable +1662 +##khand +##vard +plunge +tatum +vittorio +##nden +cholera +##dana +##oper +bracing +indifference +projectile +superliga +##chee +realises +upgrading +299 +porte +retribution +##vies +nk +stil +##resses +ama +bureaucracy +blackberry +bosch +testosterone +collapses +greer +##pathic +ioc +fifties +malls +##erved +bao +baskets +adolescents +siegfried +##osity +##tosis +mantra +detecting +existent +fledgling +##cchi +dissatisfied +gan +telecommunication +mingled +sobbed +6000 +controversies +outdated +taxis +##raus +fright +slams +##lham +##fect +##tten +detectors +fetal +tanned +##uw +fray +goth +olympian +skipping +mandates +scratches +sheng +unspoken +hyundai +tracey +hotspur +restrictive +##buch +americana +mundo +##bari +burroughs +diva +vulcan +##6th +distinctions +thumping +##ngen +mikey +sheds +fide +rescues +springsteen +vested +valuation +##ece +##ely +pinnacle +rake +sylvie +##edo +almond +quivering +##irus +alteration +faltered +##wad +51st +hydra +ticked +##kato +recommends +##dicated +antigua +arjun +stagecoach +wilfred +trickle +pronouns +##pon +aryan +nighttime +##anian +gall +pea +stitch +##hei +leung +milos +##dini +eritrea +nexus +starved +snowfall +kant +parasitic +cot +discus +hana +strikers +appleton +kitchens +##erina +##partisan +##itha +##vius +disclose +metis +##channel +1701 +tesla +##vera +fitch +1735 +blooded +##tila +decimal +##tang +##bai +cyclones +eun +bottled +peas +pensacola +basha +bolivian +crabs +boil +lanterns +partridge +roofed +1645 +necks +##phila +opined +patting +##kla +##lland +chuckles +volta +whereupon +##nche +devout +euroleague +suicidal +##dee +inherently +involuntary +knitting +nasser +##hide +puppets +colourful +courageous +southend +stills +miraculous +hodgson +richer +rochdale +ethernet +greta +uniting +prism +umm +##haya +##itical +##utation +deterioration +pointe +prowess +##ropriation +lids +scranton +billings +subcontinent +##koff +##scope +brute +kellogg +psalms +degraded +##vez +stanisław +##ructured +ferreira +pun +astonishing +gunnar +##yat +arya +prc +gottfried +##tight +excursion +##ographer +dina +##quil +##nare +huffington +illustrious +wilbur +gundam +verandah +##zard +naacp +##odle +constructive +fjord +kade +##naud +generosity +thrilling +baseline +cayman +frankish +plastics +accommodations +zoological +##fting +cedric +qb +motorized +##dome +##otted +squealed +tackled +canucks +budgets +situ +asthma +dail +gabled +grasslands +whimpered +writhing +judgments +##65 +minnie +pv +##carbon +bananas +grille +domes +monique +odin +maguire +markham +tierney +##estra +##chua +libel +poke +speedy +atrium +laval +notwithstanding +##edly +fai +kala +##sur +robb +##sma +listings +luz +supplementary +tianjin +##acing +enzo +jd +ric +scanner +croats +transcribed +##49 +arden +cv +##hair +##raphy +##lver +##uy +357 +seventies +staggering +alam +horticultural +hs +regression +timbers +blasting +##ounded +montagu +manipulating +##cit +catalytic +1550 +troopers +##meo +condemnation +fitzpatrick +##oire +##roved +inexperienced +1670 +castes +##lative +outing +314 +dubois +flicking +quarrel +ste +learners +1625 +iq +whistled +##class +282 +classify +tariffs +temperament +355 +folly +liszt +##yles +immersed +jordanian +ceasefire +apparel +extras +maru +fished +##bio +harta +stockport +assortment +craftsman +paralysis +transmitters +##cola +blindness +##wk +fatally +proficiency +solemnly +##orno +repairing +amore +groceries +ultraviolet +##chase +schoolhouse +##tua +resurgence +nailed +##otype +##× +ruse +saliva +diagrams +##tructing +albans +rann +thirties +1b +antennas +hilarious +cougars +paddington +stats +##eger +breakaway +ipod +reza +authorship +prohibiting +scoffed +##etz +##ttle +conscription +defected +trondheim +##fires +ivanov +keenan +##adan +##ciful +##fb +##slow +locating +##ials +##tford +cadiz +basalt +blankly +interned +rags +rattling +##tick +carpathian +reassured +sync +bum +guildford +iss +staunch +##onga +astronomers +sera +sofie +emergencies +susquehanna +##heard +duc +mastery +vh1 +williamsburg +bayer +buckled +craving +##khan +##rdes +bloomington +##write +alton +barbecue +##bians +justine +##hri +##ndt +delightful +smartphone +newtown +photon +retrieval +peugeot +hissing +##monium +##orough +flavors +lighted +relaunched +tainted +##games +##lysis +anarchy +microscopic +hopping +adept +evade +evie +##beau +inhibit +sinn +adjustable +hurst +intuition +wilton +cisco +44th +lawful +lowlands +stockings +thierry +##dalen +##hila +##nai +fates +prank +tb +maison +lobbied +provocative +1724 +4a +utopia +##qual +carbonate +gujarati +purcell +##rford +curtiss +##mei +overgrown +arenas +mediation +swallows +##rnik +respectful +turnbull +##hedron +##hope +alyssa +ozone +##ʻi +ami +gestapo +johansson +snooker +canteen +cuff +declines +empathy +stigma +##ags +##iner +##raine +taxpayers +gui +volga +##wright +##copic +lifespan +overcame +tattooed +enactment +giggles +##ador +##camp +barrington +bribe +obligatory +orbiting +peng +##enas +elusive +sucker +##vating +cong +hardship +empowered +anticipating +estrada +cryptic +greasy +detainees +planck +sudbury +plaid +dod +marriott +kayla +##ears +##vb +##zd +mortally +##hein +cognition +radha +319 +liechtenstein +meade +richly +argyle +harpsichord +liberalism +trumpets +lauded +tyrant +salsa +tiled +lear +promoters +reused +slicing +trident +##chuk +##gami +##lka +cantor +checkpoint +##points +gaul +leger +mammalian +##tov +##aar +##schaft +doha +frenchman +nirvana +##vino +delgado +headlining +##eron +##iography +jug +tko +1649 +naga +intersections +##jia +benfica +nawab +##suka +ashford +gulp +##deck +##vill +##rug +brentford +frazier +pleasures +dunne +potsdam +shenzhen +dentistry +##tec +flanagan +##dorff +##hear +chorale +dinah +prem +quezon +##rogated +relinquished +sutra +terri +##pani +flaps +##rissa +poly +##rnet +homme +aback +##eki +linger +womb +##kson +##lewood +doorstep +orthodoxy +threaded +westfield +##rval +dioceses +fridays +subsided +##gata +loyalists +##biotic +##ettes +letterman +lunatic +prelate +tenderly +invariably +souza +thug +winslow +##otide +furlongs +gogh +jeopardy +##runa +pegasus +##umble +humiliated +standalone +tagged +##roller +freshmen +klan +##bright +attaining +initiating +transatlantic +logged +viz +##uance +1723 +combatants +intervening +stephane +chieftain +despised +grazed +317 +cdc +galveston +godzilla +macro +simulate +##planes +parades +##esses +960 +##ductive +##unes +equator +overdose +##cans +##hosh +##lifting +joshi +epstein +sonora +treacherous +aquatics +manchu +responsive +##sation +supervisory +##christ +##llins +##ibar +##balance +##uso +kimball +karlsruhe +mab +##emy +ignores +phonetic +reuters +spaghetti +820 +almighty +danzig +rumbling +tombstone +designations +lured +outset +##felt +supermarkets +##wt +grupo +kei +kraft +susanna +##blood +comprehension +genealogy +##aghan +##verted +redding +##ythe +1722 +bowing +##pore +##roi +lest +sharpened +fulbright +valkyrie +sikhs +##unds +swans +bouquet +merritt +##tage +##venting +commuted +redhead +clerks +leasing +cesare +dea +hazy +##vances +fledged +greenfield +servicemen +##gical +armando +blackout +dt +sagged +downloadable +intra +potion +pods +##4th +##mism +xp +attendants +gambia +stale +##ntine +plump +asteroids +rediscovered +buds +flea +hive +##neas +1737 +classifications +debuts +##eles +olympus +scala +##eurs +##gno +##mute +hummed +sigismund +visuals +wiggled +await +pilasters +clench +sulfate +##ances +bellevue +enigma +trainee +snort +##sw +clouded +denim +##rank +##rder +churning +hartman +lodges +riches +sima +##missible +accountable +socrates +regulates +mueller +##cr +1702 +avoids +solids +himalayas +nutrient +pup +##jevic +squat +fades +nec +##lates +##pina +##rona +##ου +privateer +tequila +##gative +##mpton +apt +hornet +immortals +##dou +asturias +cleansing +dario +##rries +##anta +etymology +servicing +zhejiang +##venor +##nx +horned +erasmus +rayon +relocating +£10 +##bags +escalated +promenade +stubble +2010s +artisans +axial +liquids +mora +sho +yoo +##tsky +bundles +oldies +##nally +notification +bastion +##ths +sparkle +##lved +1728 +leash +pathogen +highs +##hmi +immature +880 +gonzaga +ignatius +mansions +monterrey +sweets +bryson +##loe +polled +regatta +brightest +pei +rosy +squid +hatfield +payroll +addict +meath +cornerback +heaviest +lodging +##mage +capcom +rippled +##sily +barnet +mayhem +ymca +snuggled +rousseau +##cute +blanchard +284 +fragmented +leighton +chromosomes +risking +##md +##strel +##utter +corinne +coyotes +cynical +hiroshi +yeomanry +##ractive +ebook +grading +mandela +plume +agustin +magdalene +##rkin +bea +femme +trafford +##coll +##lun +##tance +52nd +fourier +upton +##mental +camilla +gust +iihf +islamabad +longevity +##kala +feldman +netting +##rization +endeavour +foraging +mfa +orr +##open +greyish +contradiction +graz +##ruff +handicapped +marlene +tweed +oaxaca +spp +campos +miocene +pri +configured +cooks +pluto +cozy +pornographic +##entes +70th +fairness +glided +jonny +lynne +rounding +sired +##emon +##nist +remade +uncover +##mack +complied +lei +newsweek +##jured +##parts +##enting +##pg +293 +finer +guerrillas +athenian +deng +disused +stepmother +accuse +gingerly +seduction +521 +confronting +##walker +##going +gora +nostalgia +sabres +virginity +wrenched +##minated +syndication +wielding +eyre +##56 +##gnon +##igny +behaved +taxpayer +sweeps +##growth +childless +gallant +##ywood +amplified +geraldine +scrape +##ffi +babylonian +fresco +##rdan +##kney +##position +1718 +restricting +tack +fukuoka +osborn +selector +partnering +##dlow +318 +gnu +kia +tak +whitley +gables +##54 +##mania +mri +softness +immersion +##bots +##evsky +1713 +chilling +insignificant +pcs +##uis +elites +lina +purported +supplemental +teaming +##americana +##dding +##inton +proficient +rouen +##nage +##rret +niccolo +selects +##bread +fluffy +1621 +gruff +knotted +mukherjee +polgara +thrash +nicholls +secluded +smoothing +thru +corsica +loaf +whitaker +inquiries +##rrier +##kam +indochina +289 +marlins +myles +peking +##tea +extracts +pastry +superhuman +connacht +vogel +##ditional +##het +##udged +##lash +gloss +quarries +refit +teaser +##alic +##gaon +20s +materialized +sling +camped +pickering +tung +tracker +pursuant +##cide +cranes +soc +##cini +##typical +##viere +anhalt +overboard +workout +chores +fares +orphaned +stains +##logie +fenton +surpassing +joyah +triggers +##itte +grandmaster +##lass +##lists +clapping +fraudulent +ledger +nagasaki +##cor +##nosis +##tsa +eucalyptus +tun +##icio +##rney +##tara +dax +heroism +ina +wrexham +onboard +unsigned +##dates +moshe +galley +winnie +droplets +exiles +praises +watered +noodles +##aia +fein +adi +leland +multicultural +stink +bingo +comets +erskine +modernized +canned +constraint +domestically +chemotherapy +featherweight +stifled +##mum +darkly +irresistible +refreshing +hasty +isolate +##oys +kitchener +planners +##wehr +cages +yarn +implant +toulon +elects +childbirth +yue +##lind +##lone +cn +rightful +sportsman +junctions +remodeled +specifies +##rgh +291 +##oons +complimented +##urgent +lister +ot +##logic +bequeathed +cheekbones +fontana +gabby +##dial +amadeus +corrugated +maverick +resented +triangles +##hered +##usly +nazareth +tyrol +1675 +assent +poorer +sectional +aegean +##cous +296 +nylon +ghanaian +##egorical +##weig +cushions +forbid +fusiliers +obstruction +somerville +##scia +dime +earrings +elliptical +leyte +oder +polymers +timmy +atm +midtown +piloted +settles +continual +externally +mayfield +##uh +enrichment +henson +keane +persians +1733 +benji +braden +pep +324 +##efe +contenders +pepsi +valet +##isches +298 +##asse +##earing +goofy +stroll +##amen +authoritarian +occurrences +adversary +ahmedabad +tangent +toppled +dorchester +1672 +modernism +marxism +islamist +charlemagne +exponential +racks +unicode +brunette +mbc +pic +skirmish +##bund +##lad +##powered +##yst +hoisted +messina +shatter +##ctum +jedi +vantage +##music +##neil +clemens +mahmoud +corrupted +authentication +lowry +nils +##washed +omnibus +wounding +jillian +##itors +##opped +serialized +narcotics +handheld +##arm +##plicity +intersecting +stimulating +##onis +crate +fellowships +hemingway +casinos +climatic +fordham +copeland +drip +beatty +leaflets +robber +brothel +madeira +##hedral +sphinx +ultrasound +##vana +valor +forbade +leonid +villas +##aldo +duane +marquez +##cytes +disadvantaged +forearms +kawasaki +reacts +consular +lax +uncles +uphold +##hopper +concepcion +dorsey +lass +##izan +arching +passageway +1708 +researches +tia +internationals +##graphs +##opers +distinguishes +javanese +divert +##uven +plotted +##listic +##rwin +##erik +##tify +affirmative +signifies +validation +##bson +kari +felicity +georgina +zulu +##eros +##rained +##rath +overcoming +##dot +argyll +##rbin +1734 +chiba +ratification +windy +earls +parapet +##marks +hunan +pristine +astrid +punta +##gart +brodie +##kota +##oder +malaga +minerva +rouse +##phonic +bellowed +pagoda +portals +reclamation +##gur +##odies +##⁄₄ +parentheses +quoting +allergic +palette +showcases +benefactor +heartland +nonlinear +##tness +bladed +cheerfully +scans +##ety +##hone +1666 +girlfriends +pedersen +hiram +sous +##liche +##nator +1683 +##nery +##orio +##umen +bobo +primaries +smiley +##cb +unearthed +uniformly +fis +metadata +1635 +ind +##oted +recoil +##titles +##tura +##ια +406 +hilbert +jamestown +mcmillan +tulane +seychelles +##frid +antics +coli +fated +stucco +##grants +1654 +bulky +accolades +arrays +caledonian +carnage +optimism +puebla +##tative +##cave +enforcing +rotherham +seo +dunlop +aeronautics +chimed +incline +zoning +archduke +hellenistic +##oses +##sions +candi +thong +##ople +magnate +rustic +##rsk +projective +slant +##offs +danes +hollis +vocalists +##ammed +congenital +contend +gesellschaft +##ocating +##pressive +douglass +quieter +##cm +##kshi +howled +salim +spontaneously +townsville +buena +southport +##bold +kato +1638 +faerie +stiffly +##vus +##rled +297 +flawless +realising +taboo +##7th +bytes +straightening +356 +jena +##hid +##rmin +cartwright +berber +bertram +soloists +411 +noses +417 +coping +fission +hardin +inca +##cen +1717 +mobilized +vhf +##raf +biscuits +curate +##85 +##anial +331 +gaunt +neighbourhoods +1540 +##abas +blanca +bypassed +sockets +behold +coincidentally +##bane +nara +shave +splinter +terrific +##arion +##erian +commonplace +juris +redwood +waistband +boxed +caitlin +fingerprints +jennie +naturalized +##ired +balfour +craters +jody +bungalow +hugely +quilt +glitter +pigeons +undertaker +bulging +constrained +goo +##sil +##akh +assimilation +reworked +##person +persuasion +##pants +felicia +##cliff +##ulent +1732 +explodes +##dun +##inium +##zic +lyman +vulture +hog +overlook +begs +northwards +ow +spoil +##urer +fatima +favorably +accumulate +sargent +sorority +corresponded +dispersal +kochi +toned +##imi +##lita +internacional +newfound +##agger +##lynn +##rigue +booths +peanuts +##eborg +medicare +muriel +nur +##uram +crates +millennia +pajamas +worsened +##breakers +jimi +vanuatu +yawned +##udeau +carousel +##hony +hurdle +##ccus +##mounted +##pod +rv +##eche +airship +ambiguity +compulsion +recapture +##claiming +arthritis +##osomal +1667 +asserting +ngc +sniffing +dade +discontent +glendale +ported +##amina +defamation +rammed +##scent +fling +livingstone +##fleet +875 +##ppy +apocalyptic +comrade +lcd +##lowe +cessna +eine +persecuted +subsistence +demi +hoop +reliefs +710 +coptic +progressing +stemmed +perpetrators +1665 +priestess +##nio +dobson +ebony +rooster +itf +tortricidae +##bbon +##jian +cleanup +##jean +##øy +1721 +eighties +taxonomic +holiness +##hearted +##spar +antilles +showcasing +stabilized +##nb +gia +mascara +michelangelo +dawned +##uria +##vinsky +extinguished +fitz +grotesque +£100 +##fera +##loid +##mous +barges +neue +throbbed +cipher +johnnie +##a1 +##mpt +outburst +##swick +spearheaded +administrations +c1 +heartbreak +pixels +pleasantly +##enay +lombardy +plush +##nsed +bobbie +##hly +reapers +tremor +xiang +minogue +substantive +hitch +barak +##wyl +kwan +##encia +910 +obscene +elegance +indus +surfer +bribery +conserve +##hyllum +##masters +horatio +##fat +apes +rebound +psychotic +##pour +iteration +##mium +##vani +botanic +horribly +antiques +dispose +paxton +##hli +##wg +timeless +1704 +disregard +engraver +hounds +##bau +##version +looted +uno +facilitates +groans +masjid +rutland +antibody +disqualification +decatur +footballers +quake +slacks +48th +rein +scribe +stabilize +commits +exemplary +tho +##hort +##chison +pantry +traversed +##hiti +disrepair +identifiable +vibrated +baccalaureate +##nnis +csa +interviewing +##iensis +##raße +greaves +wealthiest +343 +classed +jogged +£5 +##58 +##atal +illuminating +knicks +respecting +##uno +scrubbed +##iji +##dles +kruger +moods +growls +raider +silvia +chefs +kam +vr +cree +percival +##terol +gunter +counterattack +defiant +henan +ze +##rasia +##riety +equivalence +submissions +##fra +##thor +bautista +mechanically +##heater +cornice +herbal +templar +##mering +outputs +ruining +ligand +renumbered +extravagant +mika +blockbuster +eta +insurrection +##ilia +darkening +ferocious +pianos +strife +kinship +##aer +melee +##anor +##iste +##may +##oue +decidedly +weep +##jad +##missive +##ppel +354 +puget +unease +##gnant +1629 +hammering +kassel +ob +wessex +##lga +bromwich +egan +paranoia +utilization +##atable +##idad +contradictory +provoke +##ols +##ouring +##tangled +knesset +##very +##lette +plumbing +##sden +##¹ +greensboro +occult +sniff +338 +zev +beaming +gamer +haggard +mahal +##olt +##pins +mendes +utmost +briefing +gunnery +##gut +##pher +##zh +##rok +1679 +khalifa +sonya +##boot +principals +urbana +wiring +##liffe +##minating +##rrado +dahl +nyu +skepticism +np +townspeople +ithaca +lobster +somethin +##fur +##arina +##−1 +freighter +zimmerman +biceps +contractual +##herton +amend +hurrying +subconscious +##anal +336 +meng +clermont +spawning +##eia +##lub +dignitaries +impetus +snacks +spotting +twigs +##bilis +##cz +##ouk +libertadores +nic +skylar +##aina +##firm +gustave +asean +##anum +dieter +legislatures +flirt +bromley +trolls +umar +##bbies +##tyle +blah +parc +bridgeport +crank +negligence +##nction +46th +constantin +molded +bandages +seriousness +00pm +siegel +carpets +compartments +upbeat +statehood +##dner +##edging +marko +730 +platt +##hane +paving +##iy +1738 +abbess +impatience +limousine +nbl +##talk +441 +lucille +mojo +nightfall +robbers +##nais +karel +brisk +calves +replicate +ascribed +telescopes +##olf +intimidated +##reen +ballast +specialization +##sit +aerodynamic +caliphate +rainer +visionary +##arded +epsilon +##aday +##onte +aggregation +auditory +boosted +reunification +kathmandu +loco +robyn +402 +acknowledges +appointing +humanoid +newell +redeveloped +restraints +##tained +barbarians +chopper +1609 +italiana +##lez +##lho +investigates +wrestlemania +##anies +##bib +690 +##falls +creaked +dragoons +gravely +minions +stupidity +volley +##harat +##week +musik +##eries +##uously +fungal +massimo +semantics +malvern +##ahl +##pee +discourage +embryo +imperialism +1910s +profoundly +##ddled +jiangsu +sparkled +stat +##holz +sweatshirt +tobin +##iction +sneered +##cheon +##oit +brit +causal +smyth +##neuve +diffuse +perrin +silvio +##ipes +##recht +detonated +iqbal +selma +##nism +##zumi +roasted +##riders +tay +##ados +##mament +##mut +##rud +840 +completes +nipples +cfa +flavour +hirsch +##laus +calderon +sneakers +moravian +##ksha +1622 +rq +294 +##imeters +bodo +##isance +##pre +##ronia +anatomical +excerpt +##lke +dh +kunst +##tablished +##scoe +biomass +panted +unharmed +gael +housemates +montpellier +##59 +coa +rodents +tonic +hickory +singleton +##taro +451 +1719 +aldo +breaststroke +dempsey +och +rocco +##cuit +merton +dissemination +midsummer +serials +##idi +haji +polynomials +##rdon +gs +enoch +prematurely +shutter +taunton +£3 +##grating +##inates +archangel +harassed +##asco +326 +archway +dazzling +##ecin +1736 +sumo +wat +##kovich +1086 +honneur +##ently +##nostic +##ttal +##idon +1605 +403 +1716 +blogger +rents +##gnan +hires +##ikh +##dant +howie +##rons +handler +retracted +shocks +1632 +arun +duluth +kepler +trumpeter +##lary +peeking +seasoned +trooper +##mara +laszlo +##iciencies +##rti +heterosexual +##inatory +##ssion +indira +jogging +##inga +##lism +beit +dissatisfaction +malice +##ately +nedra +peeling +##rgeon +47th +stadiums +475 +vertigo +##ains +iced +restroom +##plify +##tub +illustrating +pear +##chner +##sibility +inorganic +rappers +receipts +watery +##kura +lucinda +##oulos +reintroduced +##8th +##tched +gracefully +saxons +nutritional +wastewater +rained +favourites +bedrock +fisted +hallways +likeness +upscale +##lateral +1580 +blinds +prequel +##pps +##tama +deter +humiliating +restraining +tn +vents +1659 +laundering +recess +rosary +tractors +coulter +federer +##ifiers +##plin +persistence +##quitable +geschichte +pendulum +quakers +##beam +bassett +pictorial +buffet +koln +##sitor +drills +reciprocal +shooters +##57 +##cton +##tees +converge +pip +dmitri +donnelly +yamamoto +aqua +azores +demographics +hypnotic +spitfire +suspend +wryly +roderick +##rran +sebastien +##asurable +mavericks +##fles +##200 +himalayan +prodigy +##iance +transvaal +demonstrators +handcuffs +dodged +mcnamara +sublime +1726 +crazed +##efined +##till +ivo +pondered +reconciled +shrill +sava +##duk +bal +cad +heresy +jaipur +goran +##nished +341 +lux +shelly +whitehall +##hre +israelis +peacekeeping +##wled +1703 +demetrius +ousted +##arians +##zos +beale +anwar +backstroke +raged +shrinking +cremated +##yck +benign +towing +wadi +darmstadt +landfill +parana +soothe +colleen +sidewalks +mayfair +tumble +hepatitis +ferrer +superstructure +##gingly +##urse +##wee +anthropological +translators +##mies +closeness +hooves +##pw +mondays +##roll +##vita +landscaping +##urized +purification +sock +thorns +thwarted +jalan +tiberius +##taka +saline +##rito +confidently +khyber +sculptors +##ij +brahms +hammersmith +inspectors +battista +fivb +fragmentation +hackney +##uls +arresting +exercising +antoinette +bedfordshire +##zily +dyed +##hema +1656 +racetrack +variability +##tique +1655 +austrians +deteriorating +madman +theorists +aix +lehman +weathered +1731 +decreed +eruptions +1729 +flaw +quinlan +sorbonne +flutes +nunez +1711 +adored +downwards +fable +rasped +1712 +moritz +mouthful +renegade +shivers +stunts +dysfunction +restrain +translit +327 +pancakes +##avio +##cision +##tray +351 +vial +##lden +bain +##maid +##oxide +chihuahua +malacca +vimes +##rba +##rnier +1664 +donnie +plaques +##ually +337 +bangs +floppy +huntsville +loretta +nikolay +##otte +eater +handgun +ubiquitous +##hett +eras +zodiac +1634 +##omorphic +1820s +##zog +cochran +##bula +##lithic +warring +##rada +dalai +excused +blazers +mcconnell +reeling +bot +este +##abi +geese +hoax +taxon +##bla +guitarists +##icon +condemning +hunts +inversion +moffat +taekwondo +##lvis +1624 +stammered +##rest +##rzy +sousa +fundraiser +marylebone +navigable +uptown +cabbage +daniela +salman +shitty +whimper +##kian +##utive +programmers +protections +rm +##rmi +##rued +forceful +##enes +fuss +##tao +##wash +brat +oppressive +reykjavik +spartak +ticking +##inkles +##kiewicz +adolph +horst +maui +protege +straighten +cpc +landau +concourse +clements +resultant +##ando +imaginative +joo +reactivated +##rem +##ffled +##uising +consultative +##guide +flop +kaitlyn +mergers +parenting +somber +##vron +supervise +vidhan +##imum +courtship +exemplified +harmonies +medallist +refining +##rrow +##ка +amara +##hum +780 +goalscorer +sited +overshadowed +rohan +displeasure +secretive +multiplied +osman +##orth +engravings +padre +##kali +##veda +miniatures +mis +##yala +clap +pali +rook +##cana +1692 +57th +antennae +astro +oskar +1628 +bulldog +crotch +hackett +yucatan +##sure +amplifiers +brno +ferrara +migrating +##gree +thanking +turing +##eza +mccann +ting +andersson +onslaught +gaines +ganga +incense +standardization +##mation +sentai +scuba +stuffing +turquoise +waivers +alloys +##vitt +regaining +vaults +##clops +##gizing +digger +furry +memorabilia +probing +##iad +payton +rec +deutschland +filippo +opaque +seamen +zenith +afrikaans +##filtration +disciplined +inspirational +##merie +banco +confuse +grafton +tod +##dgets +championed +simi +anomaly +biplane +##ceptive +electrode +##para +1697 +cleavage +crossbow +swirl +informant +##lars +##osta +afi +bonfire +spec +##oux +lakeside +slump +##culus +##lais +##qvist +##rrigan +1016 +facades +borg +inwardly +cervical +xl +pointedly +050 +stabilization +##odon +chests +1699 +hacked +ctv +orthogonal +suzy +##lastic +gaulle +jacobite +rearview +##cam +##erted +ashby +##drik +##igate +##mise +##zbek +affectionately +canine +disperse +latham +##istles +##ivar +spielberg +##orin +##idium +ezekiel +cid +##sg +durga +middletown +##cina +customized +frontiers +harden +##etano +##zzy +1604 +bolsheviks +##66 +coloration +yoko +##bedo +briefs +slabs +debra +liquidation +plumage +##oin +blossoms +dementia +subsidy +1611 +proctor +relational +jerseys +parochial +ter +##ici +esa +peshawar +cavalier +loren +cpi +idiots +shamrock +1646 +dutton +malabar +mustache +##endez +##ocytes +referencing +terminates +marche +yarmouth +##sop +acton +mated +seton +subtly +baptised +beige +extremes +jolted +kristina +telecast +##actic +safeguard +waldo +##baldi +##bular +endeavors +sloppy +subterranean +##ensburg +##itung +delicately +pigment +tq +##scu +1626 +##ound +collisions +coveted +herds +##personal +##meister +##nberger +chopra +##ricting +abnormalities +defective +galician +lucie +##dilly +alligator +likened +##genase +burundi +clears +complexion +derelict +deafening +diablo +fingered +champaign +dogg +enlist +isotope +labeling +mrna +##erre +brilliance +marvelous +##ayo +1652 +crawley +ether +footed +dwellers +deserts +hamish +rubs +warlock +skimmed +##lizer +870 +buick +embark +heraldic +irregularities +##ajan +kiara +##kulam +##ieg +antigen +kowalski +##lge +oakley +visitation +##mbit +vt +##suit +1570 +murderers +##miento +##rites +chimneys +##sling +condemn +custer +exchequer +havre +##ghi +fluctuations +##rations +dfb +hendricks +vaccines +##tarian +nietzsche +biking +juicy +##duced +brooding +scrolling +selangor +##ragan +352 +annum +boomed +seminole +sugarcane +##dna +departmental +dismissing +innsbruck +arteries +ashok +batavia +daze +kun +overtook +##rga +##tlan +beheaded +gaddafi +holm +electronically +faulty +galilee +fractures +kobayashi +##lized +gunmen +magma +aramaic +mala +eastenders +inference +messengers +bf +##qu +407 +bathrooms +##vere +1658 +flashbacks +ideally +misunderstood +##jali +##weather +mendez +##grounds +505 +uncanny +##iii +1709 +friendships +##nbc +sacrament +accommodated +reiterated +logistical +pebbles +thumped +##escence +administering +decrees +drafts +##flight +##cased +##tula +futuristic +picket +intimidation +winthrop +##fahan +interfered +339 +afar +francoise +morally +uta +cochin +croft +dwarfs +##bruck +##dents +##nami +biker +##hner +##meral +nano +##isen +##ometric +##pres +##ан +brightened +meek +parcels +securely +gunners +##jhl +##zko +agile +hysteria +##lten +##rcus +bukit +champs +chevy +cuckoo +leith +sadler +theologians +welded +##section +1663 +jj +plurality +xander +##rooms +##formed +shredded +temps +intimately +pau +tormented +##lok +##stellar +1618 +charred +ems +essen +##mmel +alarms +spraying +ascot +blooms +twinkle +##abia +##apes +internment +obsidian +##chaft +snoop +##dav +##ooping +malibu +##tension +quiver +##itia +hays +mcintosh +travers +walsall +##ffie +1623 +beverley +schwarz +plunging +structurally +m3 +rosenthal +vikram +##tsk +770 +ghz +##onda +##tiv +chalmers +groningen +pew +reckon +unicef +##rvis +55th +##gni +1651 +sulawesi +avila +cai +metaphysical +screwing +turbulence +##mberg +augusto +samba +56th +baffled +momentary +toxin +##urian +##wani +aachen +condoms +dali +steppe +##3d +##app +##oed +##year +adolescence +dauphin +electrically +inaccessible +microscopy +nikita +##ega +atv +##cel +##enter +##oles +##oteric +##ы +accountants +punishments +wrongly +bribes +adventurous +clinch +flinders +southland +##hem +##kata +gough +##ciency +lads +soared +##ה +undergoes +deformation +outlawed +rubbish +##arus +##mussen +##nidae +##rzburg +arcs +##ingdon +##tituted +1695 +wheelbase +wheeling +bombardier +campground +zebra +##lices +##oj +##bain +lullaby +##ecure +donetsk +wylie +grenada +##arding +##ης +squinting +eireann +opposes +##andra +maximal +runes +##broken +##cuting +##iface +##ror +##rosis +additive +britney +adultery +triggering +##drome +detrimental +aarhus +containment +jc +swapped +vichy +##ioms +madly +##oric +##rag +brant +##ckey +##trix +1560 +1612 +broughton +rustling +##stems +##uder +asbestos +mentoring +##nivorous +finley +leaps +##isan +apical +pry +slits +substitutes +##dict +intuitive +fantasia +insistent +unreasonable +##igen +##vna +domed +hannover +margot +ponder +##zziness +impromptu +jian +lc +rampage +stemming +##eft +andrey +gerais +whichever +amnesia +appropriated +anzac +clicks +modifying +ultimatum +cambrian +maids +verve +yellowstone +##mbs +conservatoire +##scribe +adherence +dinners +spectra +imperfect +mysteriously +sidekick +tatar +tuba +##aks +##ifolia +distrust +##athan +##zle +c2 +ronin +zac +##pse +celaena +instrumentalist +scents +skopje +##mbling +comical +compensated +vidal +condor +intersect +jingle +wavelengths +##urrent +mcqueen +##izzly +carp +weasel +422 +kanye +militias +postdoctoral +eugen +gunslinger +##ɛ +faux +hospice +##for +appalled +derivation +dwarves +##elis +dilapidated +##folk +astoria +philology +##lwyn +##otho +##saka +inducing +philanthropy +##bf +##itative +geek +markedly +sql +##yce +bessie +indices +rn +##flict +495 +frowns +resolving +weightlifting +tugs +cleric +contentious +1653 +mania +rms +##miya +##reate +##ruck +##tucket +bien +eels +marek +##ayton +##cence +discreet +unofficially +##ife +leaks +##bber +1705 +332 +dung +compressor +hillsborough +pandit +shillings +distal +##skin +381 +##tat +##you +nosed +##nir +mangrove +undeveloped +##idia +textures +##inho +##500 +##rise +ae +irritating +nay +amazingly +bancroft +apologetic +compassionate +kata +symphonies +##lovic +airspace +##lch +930 +gifford +precautions +fulfillment +sevilla +vulgar +martinique +##urities +looting +piccolo +tidy +##dermott +quadrant +armchair +incomes +mathematicians +stampede +nilsson +##inking +##scan +foo +quarterfinal +##ostal +shang +shouldered +squirrels +##owe +344 +vinegar +##bner +##rchy +##systems +delaying +##trics +ars +dwyer +rhapsody +sponsoring +##gration +bipolar +cinder +starters +##olio +##urst +421 +signage +##nty +aground +figurative +mons +acquaintances +duets +erroneously +soyuz +elliptic +recreated +##cultural +##quette +##ssed +##tma +##zcz +moderator +scares +##itaire +##stones +##udence +juniper +sighting +##just +##nsen +britten +calabria +ry +bop +cramer +forsyth +stillness +##л +airmen +gathers +unfit +##umber +##upt +taunting +##rip +seeker +streamlined +##bution +holster +schumann +tread +vox +##gano +##onzo +strive +dil +reforming +covent +newbury +predicting +##orro +decorate +tre +##puted +andover +ie +asahi +dept +dunkirk +gills +##tori +buren +huskies +##stis +##stov +abstracts +bets +loosen +##opa +1682 +yearning +##glio +##sir +berman +effortlessly +enamel +napoli +persist +##peration +##uez +attache +elisa +b1 +invitations +##kic +accelerating +reindeer +boardwalk +clutches +nelly +polka +starbucks +##kei +adamant +huey +lough +unbroken +adventurer +embroidery +inspecting +stanza +##ducted +naia +taluka +##pone +##roids +chases +deprivation +florian +##jing +##ppet +earthly +##lib +##ssee +colossal +foreigner +vet +freaks +patrice +rosewood +triassic +upstate +##pkins +dominates +ata +chants +ks +vo +##400 +##bley +##raya +##rmed +555 +agra +infiltrate +##ailing +##ilation +##tzer +##uppe +##werk +binoculars +enthusiast +fujian +squeak +##avs +abolitionist +almeida +boredom +hampstead +marsden +rations +##ands +inflated +334 +bonuses +rosalie +patna +##rco +329 +detachments +penitentiary +54th +flourishing +woolf +##dion +##etched +papyrus +##lster +##nsor +##toy +bobbed +dismounted +endelle +inhuman +motorola +tbs +wince +wreath +##ticus +hideout +inspections +sanjay +disgrace +infused +pudding +stalks +##urbed +arsenic +leases +##hyl +##rrard +collarbone +##waite +##wil +dowry +##bant +##edance +genealogical +nitrate +salamanca +scandals +thyroid +necessitated +##! +##" +### +##$ +##% +##& +##' +##( +##) +##* +##+ +##, +##- +##. +##/ +##: +##; +##< +##= +##> +##? +##@ +##[ +##\ +##] +##^ +##_ +##` +##{ +##| +##} +##~ +##¡ +##¢ +##£ +##¤ +##¥ +##¦ +##§ +##¨ +##© +##ª +##« +##¬ +##® +##± +##´ +##µ +##¶ +##· +##º +##» +##¼ +##¾ +##¿ +##æ +##ð +##÷ +##þ +##đ +##ħ +##ŋ +##œ +##ƒ +##ɐ +##ɑ +##ɒ +##ɔ +##ɕ +##ə +##ɡ +##ɣ +##ɨ +##ɪ +##ɫ +##ɬ +##ɯ +##ɲ +##ɴ +##ɹ +##ɾ +##ʀ +##ʁ +##ʂ +##ʃ +##ʉ +##ʊ +##ʋ +##ʌ +##ʎ +##ʐ +##ʑ +##ʒ +##ʔ +##ʰ +##ʲ +##ʳ +##ʷ +##ʸ +##ʻ +##ʼ +##ʾ +##ʿ +##ˈ +##ˡ +##ˢ +##ˣ +##ˤ +##β +##γ +##δ +##ε +##ζ +##θ +##κ +##λ +##μ +##ξ +##ο +##π +##ρ +##σ +##τ +##υ +##φ +##χ +##ψ +##ω +##б +##г +##д +##ж +##з +##м +##п +##с +##у +##ф +##х +##ц +##ч +##ш +##щ +##ъ +##э +##ю +##ђ +##є +##і +##ј +##љ +##њ +##ћ +##ӏ +##ա +##բ +##գ +##դ +##ե +##թ +##ի +##լ +##կ +##հ +##մ +##յ +##ն +##ո +##պ +##ս +##վ +##տ +##ր +##ւ +##ք +##־ +##א +##ב +##ג +##ד +##ו +##ז +##ח +##ט +##י +##ך +##כ +##ל +##ם +##מ +##ן +##נ +##ס +##ע +##ף +##פ +##ץ +##צ +##ק +##ר +##ש +##ת +##، +##ء +##ب +##ت +##ث +##ج +##ح +##خ +##ذ +##ز +##س +##ش +##ص +##ض +##ط +##ظ +##ع +##غ +##ـ +##ف +##ق +##ك +##و +##ى +##ٹ +##پ +##چ +##ک +##گ +##ں +##ھ +##ہ +##ے +##अ +##आ +##उ +##ए +##क +##ख +##ग +##च +##ज +##ट +##ड +##ण +##त +##थ +##द +##ध +##न +##प +##ब +##भ +##म +##य +##र +##ल +##व +##श +##ष +##स +##ह +##ा +##ि +##ी +##ो +##। +##॥ +##ং +##অ +##আ +##ই +##উ +##এ +##ও +##ক +##খ +##গ +##চ +##ছ +##জ +##ট +##ড +##ণ +##ত +##থ +##দ +##ধ +##ন +##প +##ব +##ভ +##ম +##য +##র +##ল +##শ +##ষ +##স +##হ +##া +##ি +##ী +##ে +##க +##ச +##ட +##த +##ந +##ன +##ப +##ம +##ய +##ர +##ல +##ள +##வ +##ா +##ி +##ு +##ே +##ை +##ನ +##ರ +##ಾ +##ක +##ය +##ර +##ල +##ව +##ා +##ก +##ง +##ต +##ท +##น +##พ +##ม +##ย +##ร +##ล +##ว +##ส +##อ +##า +##เ +##་ +##། +##ག +##ང +##ད +##ན +##པ +##བ +##མ +##འ +##ར +##ལ +##ས +##မ +##ა +##ბ +##გ +##დ +##ე +##ვ +##თ +##ი +##კ +##ლ +##მ +##ნ +##ო +##რ +##ს +##ტ +##უ +##ᄀ +##ᄂ +##ᄃ +##ᄅ +##ᄆ +##ᄇ +##ᄉ +##ᄊ +##ᄋ +##ᄌ +##ᄎ +##ᄏ +##ᄐ +##ᄑ +##ᄒ +##ᅡ +##ᅢ +##ᅥ +##ᅦ +##ᅧ +##ᅩ +##ᅪ +##ᅭ +##ᅮ +##ᅯ +##ᅲ +##ᅳ +##ᅴ +##ᅵ +##ᆨ +##ᆫ +##ᆯ +##ᆷ +##ᆸ +##ᆼ +##ᴬ +##ᴮ +##ᴰ +##ᴵ +##ᴺ +##ᵀ +##ᵃ +##ᵇ +##ᵈ +##ᵉ +##ᵍ +##ᵏ +##ᵐ +##ᵒ +##ᵖ +##ᵗ +##ᵘ +##ᵣ +##ᵤ +##ᵥ +##ᶜ +##ᶠ +##‐ +##‑ +##‒ +##– +##— +##― +##‖ +##‘ +##’ +##‚ +##“ +##” +##„ +##† +##‡ +##• +##… +##‰ +##′ +##″ +##› +##‿ +##⁄ +##⁰ +##ⁱ +##⁴ +##⁵ +##⁶ +##⁷ +##⁸ +##⁹ +##⁻ +##ⁿ +##₅ +##₆ +##₇ +##₈ +##₉ +##₊ +##₍ +##₎ +##ₐ +##ₑ +##ₒ +##ₓ +##ₕ +##ₖ +##ₗ +##ₘ +##ₚ +##ₛ +##ₜ +##₤ +##₩ +##€ +##₱ +##₹ +##ℓ +##№ +##ℝ +##™ +##⅓ +##⅔ +##← +##↑ +##→ +##↓ +##↔ +##↦ +##⇄ +##⇌ +##⇒ +##∂ +##∅ +##∆ +##∇ +##∈ +##∗ +##∘ +##√ +##∞ +##∧ +##∨ +##∩ +##∪ +##≈ +##≡ +##≤ +##≥ +##⊂ +##⊆ +##⊕ +##⊗ +##⋅ +##─ +##│ +##■ +##▪ +##● +##★ +##☆ +##☉ +##♠ +##♣ +##♥ +##♦ +##♯ +##⟨ +##⟩ +##ⱼ +##⺩ +##⺼ +##⽥ +##、 +##。 +##〈 +##〉 +##《 +##》 +##「 +##」 +##『 +##』 +##〜 +##あ +##い +##う +##え +##お +##か +##き +##く +##け +##こ +##さ +##し +##す +##せ +##そ +##た +##ち +##っ +##つ +##て +##と +##な +##に +##ぬ +##ね +##の +##は +##ひ +##ふ +##へ +##ほ +##ま +##み +##む +##め +##も +##や +##ゆ +##よ +##ら +##り +##る +##れ +##ろ +##を +##ん +##ァ +##ア +##ィ +##イ +##ウ +##ェ +##エ +##オ +##カ +##キ +##ク +##ケ +##コ +##サ +##シ +##ス +##セ +##タ +##チ +##ッ +##ツ +##テ +##ト +##ナ +##ニ +##ノ +##ハ +##ヒ +##フ +##ヘ +##ホ +##マ +##ミ +##ム +##メ +##モ +##ャ +##ュ +##ョ +##ラ +##リ +##ル +##レ +##ロ +##ワ +##ン +##・ +##ー +##一 +##三 +##上 +##下 +##不 +##世 +##中 +##主 +##久 +##之 +##也 +##事 +##二 +##五 +##井 +##京 +##人 +##亻 +##仁 +##介 +##代 +##仮 +##伊 +##会 +##佐 +##侍 +##保 +##信 +##健 +##元 +##光 +##八 +##公 +##内 +##出 +##分 +##前 +##劉 +##力 +##加 +##勝 +##北 +##区 +##十 +##千 +##南 +##博 +##原 +##口 +##古 +##史 +##司 +##合 +##吉 +##同 +##名 +##和 +##囗 +##四 +##国 +##國 +##土 +##地 +##坂 +##城 +##堂 +##場 +##士 +##夏 +##外 +##大 +##天 +##太 +##夫 +##奈 +##女 +##子 +##学 +##宀 +##宇 +##安 +##宗 +##定 +##宣 +##宮 +##家 +##宿 +##寺 +##將 +##小 +##尚 +##山 +##岡 +##島 +##崎 +##川 +##州 +##巿 +##帝 +##平 +##年 +##幸 +##广 +##弘 +##張 +##彳 +##後 +##御 +##德 +##心 +##忄 +##志 +##忠 +##愛 +##成 +##我 +##戦 +##戸 +##手 +##扌 +##政 +##文 +##新 +##方 +##日 +##明 +##星 +##春 +##昭 +##智 +##曲 +##書 +##月 +##有 +##朝 +##木 +##本 +##李 +##村 +##東 +##松 +##林 +##森 +##楊 +##樹 +##橋 +##歌 +##止 +##正 +##武 +##比 +##氏 +##民 +##水 +##氵 +##氷 +##永 +##江 +##沢 +##河 +##治 +##法 +##海 +##清 +##漢 +##瀬 +##火 +##版 +##犬 +##王 +##生 +##田 +##男 +##疒 +##発 +##白 +##的 +##皇 +##目 +##相 +##省 +##真 +##石 +##示 +##社 +##神 +##福 +##禾 +##秀 +##秋 +##空 +##立 +##章 +##竹 +##糹 +##美 +##義 +##耳 +##良 +##艹 +##花 +##英 +##華 +##葉 +##藤 +##行 +##街 +##西 +##見 +##訁 +##語 +##谷 +##貝 +##貴 +##車 +##軍 +##辶 +##道 +##郎 +##郡 +##部 +##都 +##里 +##野 +##金 +##鈴 +##镇 +##長 +##門 +##間 +##阝 +##阿 +##陳 +##陽 +##雄 +##青 +##面 +##風 +##食 +##香 +##馬 +##高 +##龍 +##龸 +##fi +##fl +##！ +##（ +##） +##， +##－ +##． +##／ +##： +##？ +##～ diff --git a/script/en_glue/ernie_large/CoLA/task.sh b/script/en_glue/ernie_large/CoLA/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..4dc89d0a98f54410d503ea4c3414971be2939ff6 --- /dev/null +++ b/script/en_glue/ernie_large/CoLA/task.sh @@ -0,0 +1,56 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_sync_nccl_allreduce=1 +export FLAGS_eager_delete_tensor_gb=0.0 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0 +fi + +mkdir -p log/ + +lr=3e-5 +batch_size=32 +epoch=5 + +for i in {1..5};do + + timestamp=`date "+%Y-%m-%d-%H-%M-%S"` + python -u run_classifier.py \ + --use_cuda true \ + --for_cn False \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size $batch_size \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/CoLA/train.tsv \ + --dev_set ${TASK_DATA_PATH}/CoLA/dev.tsv \ + --test_set ${TASK_DATA_PATH}/CoLA/test.tsv \ + --vocab_path script/en_glue/ernie_large/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 1000000000 \ + --epoch $epoch \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_large/ernie_config.json \ + --learning_rate $lr \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --metric 'matthews_corrcoef' \ + --test_save output/test_out.$i.$lr.$batch_size.$epoch.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.log \ + +done + + diff --git a/script/en_glue/ernie_large/MNLI/task.sh b/script/en_glue/ernie_large/MNLI/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..883cf59f20f2a5b27851a5f469e847d298ff3a45 --- /dev/null +++ b/script/en_glue/ernie_large/MNLI/task.sh @@ -0,0 +1,53 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` + +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 +fi + +mkdir -p log/ + +for i in {1..5};do + + timestamp=`date "+%Y-%m-%d-%H-%M-%S"` + + python -u run_classifier.py \ + --use_cuda true \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size 32 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/MNLI/train.tsv \ + --dev_set ${TASK_DATA_PATH}/MNLI/m/dev.tsv,${TASK_DATA_PATH}/MNLI/mm/dev.tsv \ + --test_set ${TASK_DATA_PATH}/MNLI/m/test.tsv,${TASK_DATA_PATH}/MNLI/mm/test.tsv \ + --vocab_path script/en_glue/ernie_large/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 25000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 1000000000000 \ + --epoch 3 \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_large/ernie_config.json \ + --learning_rate 3e-5 \ + --skip_steps 500 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 3 \ + --for_cn False \ + --test_save output/test_out.$i.m.tsv,output/test_out.$i.mm.tsv \ + --diagnostic ${TASK_DATA_PATH}/MNLI/diagnostic.tsv \ + --diagnostic_save output/test_out.$i.m.diagnostic.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$timestamp.log \ + +done diff --git a/script/en_glue/ernie_large/MRPC/task.sh b/script/en_glue/ernie_large/MRPC/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..c7c87cf04cf8e857d5b79084ab33d93ab36fa057 --- /dev/null +++ b/script/en_glue/ernie_large/MRPC/task.sh @@ -0,0 +1,56 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0,1 +fi + +mkdir -p log/ + + +lr=3e-5 +batch_size=8 +epoch=4 + +for i in {1..5};do + + timestamp=`date "+%Y-%m-%d-%H-%M-%S"` + python -u run_classifier.py \ + --use_cuda true \ + --for_cn False \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size $batch_size \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/MRPC/train.tsv \ + --dev_set ${TASK_DATA_PATH}/MRPC/dev.tsv \ + --test_set ${TASK_DATA_PATH}/MRPC/test.tsv \ + --vocab_path script/en_glue/ernie_large/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 1000000 \ + --epoch $epoch \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_large/ernie_config.json \ + --learning_rate $lr \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --metric 'acc_and_f1' \ + --for_cn False \ + --test_save output/test_out.$i.$lr.$batch_size.$epoch.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.log \ + +done diff --git a/script/en_glue/ernie_large/QNLI/task.sh b/script/en_glue/ernie_large/QNLI/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..2bdaeb516760c24b423db8d54900756e7b024929 --- /dev/null +++ b/script/en_glue/ernie_large/QNLI/task.sh @@ -0,0 +1,56 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` + +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 +fi + +mkdir -p log/ + +lr=2e-5 +batch_size=32 +epoch=4 + +for i in {1..5};do + + timestamp=`date "+%Y-%m-%d-%H-%M-%S"` + + python -u run_classifier.py \ + --use_cuda true \ + --for_cn False \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size $batch_size \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/QNLI/train.tsv \ + --dev_set ${TASK_DATA_PATH}/QNLI/dev.tsv \ + --test_set ${TASK_DATA_PATH}/QNLI/test.tsv \ + --vocab_path script/en_glue/ernie_large/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 30000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 1000000000 \ + --epoch $epoch \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_large/ernie_config.json \ + --learning_rate $lr \ + --skip_steps 500 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --test_save output/test_out.$i.$lr.$batch_size.$epoch.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.log \ + +done + diff --git a/script/en_glue/ernie_large/QQP/task.sh b/script/en_glue/ernie_large/QQP/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..1d46dce2c975be0eafe6a9d3ec32ad10c2bb76ce --- /dev/null +++ b/script/en_glue/ernie_large/QQP/task.sh @@ -0,0 +1,51 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 +fi + +mkdir -p log/ + +for i in {1..5};do + + timestamp=`date "+%Y-%m-%d-%H-%M-%S"` + + python -u run_classifier.py \ + --for_cn False \ + --ernie_config_path script/en_glue/ernie_large/ernie_config.json \ + --validation_steps 1000000000000 \ + --use_cuda true \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size 32 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/QQP/train.tsv \ + --dev_set ${TASK_DATA_PATH}/QQP/dev.tsv \ + --test_set ${TASK_DATA_PATH}/QQP/test.tsv \ + --vocab_path script/en_glue/ernie_large/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 30000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --epoch 3 \ + --max_seq_len 128 \ + --learning_rate 5e-5 \ + --skip_steps 500 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --metric 'acc_and_f1' \ + --test_save output/test_out.$i.$timestamp.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$timestamp.log \ + +done diff --git a/script/en_glue/ernie_large/RTE/task.sh b/script/en_glue/ernie_large/RTE/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..e2e79170d03450d6631a53ac3fcf4f9af58b1192 --- /dev/null +++ b/script/en_glue/ernie_large/RTE/task.sh @@ -0,0 +1,52 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0 +fi + +mkdir -p log/ + + +for i in {1..5};do + timestamp=`date "+%Y-%m-%d-%H-%M-%S"` + + python -u run_classifier.py \ + --use_cuda true \ + --for_cn False \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size 16 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/RTE/train.tsv \ + --dev_set ${TASK_DATA_PATH}/RTE/dev.tsv \ + --test_set ${TASK_DATA_PATH}/RTE/test.tsv \ + --vocab_path script/en_glue/ernie_large/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 2000000000000 \ + --epoch 5 \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_large/ernie_config.json \ + --learning_rate 3e-5 \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --for_cn False \ + --test_save output/test_out.$i.$timestamp.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$timestamp.log \ + +done + diff --git a/script/en_glue/ernie_large/SST-2/task.sh b/script/en_glue/ernie_large/SST-2/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..6be522255e25ad98c672f1df75d40e643e2c5fc7 --- /dev/null +++ b/script/en_glue/ernie_large/SST-2/task.sh @@ -0,0 +1,54 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +mkdir -p log/ + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 +fi + +lr=2e-5 +batch_size=8 +epoch=4 + + +for i in {1..5};do + + python -u run_classifier.py \ + --for_cn False \ + --use_cuda true \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size $batch_size \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/SST-2/train.tsv \ + --dev_set ${TASK_DATA_PATH}/SST-2/dev.tsv \ + --test_set ${TASK_DATA_PATH}/SST-2/test.tsv \ + --vocab_path script/en_glue/ernie_large/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 10000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 100000000000 \ + --epoch $epoch \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_large/ernie_config.json\ + --learning_rate $lr \ + --skip_steps 500 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --test_save output/test_out.$i.$lr.$batch_size.$epoch.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.log \ + +done + diff --git a/script/en_glue/ernie_large/STS-B/task.sh b/script/en_glue/ernie_large/STS-B/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..43c6a724aac6a868e6c240e779ddf8685fba333d --- /dev/null +++ b/script/en_glue/ernie_large/STS-B/task.sh @@ -0,0 +1,52 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 +fi + + +mkdir -p log/ + +for i in {1..5};do + +python -u run_classifier.py \ + --use_cuda true \ + --for_cn False \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size 16 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/STS-B/train.tsv \ + --dev_set ${TASK_DATA_PATH}/STS-B/dev.tsv \ + --test_set ${TASK_DATA_PATH}/STS-B/test.tsv \ + --vocab_path script/en_glue/ernie_large/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 100000000000 \ + --epoch 3 \ + --max_seq_len 128 \ + --ernie_config_path script/en_glue/ernie_large/ernie_config.json \ + --learning_rate 5e-5 \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 1 \ + --is_classify false \ + --is_regression true \ + --metric 'pearson_and_spearman' \ + --test_save output/test_out.$i.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$timestamp.log \ + +done diff --git a/script/en_glue/ernie_large/WNLI/task.sh b/script/en_glue/ernie_large/WNLI/task.sh new file mode 100644 index 0000000000000000000000000000000000000000..93ba1fd5794b4d95d287b66e51478bacb5fc18f5 --- /dev/null +++ b/script/en_glue/ernie_large/WNLI/task.sh @@ -0,0 +1,53 @@ +#!/bin/bash + +R_DIR=`dirname $0`; MYDIR=`cd $R_DIR;pwd` +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 + +if [[ -f ./model_conf ]];then + source ./model_conf +else + export CUDA_VISIBLE_DEVICES=0 +fi + + +mkdir -p log/ + +lr=2e-5 +batch_size=8 +epoch=4 + +for i in {1..5};do + +python -u run_classifier.py \ + --for_cn False \ + --use_cuda true \ + --use_fast_executor ${e_executor:-"true"} \ + --tokenizer ${TOKENIZER:-"FullTokenizer"} \ + --use_fp16 ${USE_FP16:-"false"} \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size $batch_size \ + --init_pretraining_params ${MODEL_PATH}/params \ + --verbose true \ + --train_set ${TASK_DATA_PATH}/WNLI/train.tsv \ + --dev_set ${TASK_DATA_PATH}/WNLI/dev.tsv \ + --test_set ${TASK_DATA_PATH}/WNLI/test.tsv \ + --vocab_path script/en_glue/ernie_large/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.1 \ + --validation_steps 1000000 \ + --epoch $epoch \ + --max_seq_len 512 \ + --ernie_config_path script/en_glue/ernie_large/ernie_config.json \ + --learning_rate $lr \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --test_save output/test_out.$i.$lr.$batch_size.$epoch.tsv \ + --random_seed 1 2>&1 | tee log/job.$i.$lr.$batch_size.$epoch.log \ + +done diff --git a/script/en_glue/ernie_large/ernie_config.json b/script/en_glue/ernie_large/ernie_config.json new file mode 100644 index 0000000000000000000000000000000000000000..158c9404b504ebe35fb3750d7cacc83737f64224 --- /dev/null +++ b/script/en_glue/ernie_large/ernie_config.json @@ -0,0 +1,13 @@ +{ + "attention_probs_dropout_prob": 0.1, + "hidden_act": "gelu", + "hidden_dropout_prob": 0.1, + "hidden_size": 1024, + "initializer_range": 0.02, + "max_position_embeddings": 512, + "num_attention_heads": 16, + "num_hidden_layers": 24, + "sent_type_vocab_size": 4, + "task_type_vocab_size": 16, + "vocab_size": 30522 +} diff --git a/script/en_glue/ernie_large/vocab.txt b/script/en_glue/ernie_large/vocab.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb140275c155a9c7c5a3b3e0e77a9e839594a938 --- /dev/null +++ b/script/en_glue/ernie_large/vocab.txt @@ -0,0 +1,30522 @@ +[PAD] +[unused0] +[unused1] +[unused2] +[unused3] +[unused4] +[unused5] +[unused6] +[unused7] +[unused8] +[unused9] +[unused10] +[unused11] +[unused12] +[unused13] +[unused14] +[unused15] +[unused16] +[unused17] +[unused18] +[unused19] +[unused20] +[unused21] +[unused22] +[unused23] +[unused24] +[unused25] +[unused26] +[unused27] +[unused28] +[unused29] +[unused30] +[unused31] +[unused32] +[unused33] +[unused34] +[unused35] +[unused36] +[unused37] +[unused38] +[unused39] +[unused40] +[unused41] +[unused42] +[unused43] +[unused44] +[unused45] +[unused46] +[unused47] +[unused48] +[unused49] +[unused50] +[unused51] +[unused52] +[unused53] +[unused54] +[unused55] +[unused56] +[unused57] +[unused58] +[unused59] +[unused60] +[unused61] +[unused62] +[unused63] +[unused64] +[unused65] +[unused66] +[unused67] +[unused68] +[unused69] +[unused70] +[unused71] +[unused72] +[unused73] +[unused74] +[unused75] +[unused76] +[unused77] +[unused78] +[unused79] +[unused80] +[unused81] +[unused82] +[unused83] +[unused84] +[unused85] +[unused86] +[unused87] +[unused88] +[unused89] +[unused90] +[unused91] +[unused92] +[unused93] +[unused94] +[unused95] +[unused96] +[unused97] +[unused98] +[UNK] +[CLS] +[SEP] +[MASK] +[unused99] +[unused100] +[unused101] +[unused102] +[unused103] +[unused104] +[unused105] +[unused106] +[unused107] +[unused108] +[unused109] +[unused110] +[unused111] +[unused112] +[unused113] +[unused114] +[unused115] +[unused116] +[unused117] +[unused118] +[unused119] +[unused120] +[unused121] +[unused122] +[unused123] +[unused124] +[unused125] +[unused126] +[unused127] +[unused128] +[unused129] +[unused130] +[unused131] +[unused132] +[unused133] +[unused134] +[unused135] +[unused136] +[unused137] +[unused138] +[unused139] +[unused140] +[unused141] +[unused142] +[unused143] +[unused144] +[unused145] +[unused146] +[unused147] +[unused148] +[unused149] +[unused150] +[unused151] +[unused152] +[unused153] +[unused154] +[unused155] +[unused156] +[unused157] +[unused158] +[unused159] +[unused160] +[unused161] +[unused162] +[unused163] +[unused164] +[unused165] +[unused166] +[unused167] +[unused168] +[unused169] +[unused170] +[unused171] +[unused172] +[unused173] +[unused174] +[unused175] +[unused176] +[unused177] +[unused178] +[unused179] +[unused180] +[unused181] +[unused182] +[unused183] +[unused184] +[unused185] +[unused186] +[unused187] +[unused188] +[unused189] +[unused190] +[unused191] +[unused192] +[unused193] +[unused194] +[unused195] +[unused196] +[unused197] +[unused198] +[unused199] +[unused200] +[unused201] +[unused202] +[unused203] +[unused204] +[unused205] +[unused206] +[unused207] +[unused208] +[unused209] +[unused210] +[unused211] +[unused212] +[unused213] +[unused214] +[unused215] +[unused216] +[unused217] +[unused218] +[unused219] +[unused220] +[unused221] +[unused222] +[unused223] +[unused224] +[unused225] +[unused226] +[unused227] +[unused228] +[unused229] +[unused230] +[unused231] +[unused232] +[unused233] +[unused234] +[unused235] +[unused236] +[unused237] +[unused238] +[unused239] +[unused240] +[unused241] +[unused242] +[unused243] +[unused244] +[unused245] +[unused246] +[unused247] +[unused248] +[unused249] +[unused250] +[unused251] +[unused252] +[unused253] +[unused254] +[unused255] +[unused256] +[unused257] +[unused258] +[unused259] +[unused260] +[unused261] +[unused262] +[unused263] +[unused264] +[unused265] +[unused266] +[unused267] +[unused268] +[unused269] +[unused270] +[unused271] +[unused272] +[unused273] +[unused274] +[unused275] +[unused276] +[unused277] +[unused278] +[unused279] +[unused280] +[unused281] +[unused282] +[unused283] +[unused284] +[unused285] +[unused286] +[unused287] +[unused288] +[unused289] +[unused290] +[unused291] +[unused292] +[unused293] +[unused294] +[unused295] +[unused296] +[unused297] +[unused298] +[unused299] +[unused300] +[unused301] +[unused302] +[unused303] +[unused304] +[unused305] +[unused306] +[unused307] +[unused308] +[unused309] +[unused310] +[unused311] +[unused312] +[unused313] +[unused314] +[unused315] +[unused316] +[unused317] +[unused318] +[unused319] +[unused320] +[unused321] +[unused322] +[unused323] +[unused324] +[unused325] +[unused326] +[unused327] +[unused328] +[unused329] +[unused330] +[unused331] +[unused332] +[unused333] +[unused334] +[unused335] +[unused336] +[unused337] +[unused338] +[unused339] +[unused340] +[unused341] +[unused342] +[unused343] +[unused344] +[unused345] +[unused346] +[unused347] +[unused348] +[unused349] +[unused350] +[unused351] +[unused352] +[unused353] +[unused354] +[unused355] +[unused356] +[unused357] +[unused358] +[unused359] +[unused360] +[unused361] +[unused362] +[unused363] +[unused364] +[unused365] +[unused366] +[unused367] +[unused368] +[unused369] +[unused370] +[unused371] +[unused372] +[unused373] +[unused374] +[unused375] +[unused376] +[unused377] +[unused378] +[unused379] +[unused380] +[unused381] +[unused382] +[unused383] +[unused384] +[unused385] +[unused386] +[unused387] +[unused388] +[unused389] +[unused390] +[unused391] +[unused392] +[unused393] +[unused394] +[unused395] +[unused396] +[unused397] +[unused398] +[unused399] +[unused400] +[unused401] +[unused402] +[unused403] +[unused404] +[unused405] +[unused406] +[unused407] +[unused408] +[unused409] +[unused410] +[unused411] +[unused412] +[unused413] +[unused414] +[unused415] +[unused416] +[unused417] +[unused418] +[unused419] +[unused420] +[unused421] +[unused422] +[unused423] +[unused424] +[unused425] +[unused426] +[unused427] +[unused428] +[unused429] +[unused430] +[unused431] +[unused432] +[unused433] +[unused434] +[unused435] +[unused436] +[unused437] +[unused438] +[unused439] +[unused440] +[unused441] +[unused442] +[unused443] +[unused444] +[unused445] +[unused446] +[unused447] +[unused448] +[unused449] +[unused450] +[unused451] +[unused452] +[unused453] +[unused454] +[unused455] +[unused456] +[unused457] +[unused458] +[unused459] +[unused460] +[unused461] +[unused462] +[unused463] +[unused464] +[unused465] +[unused466] +[unused467] +[unused468] +[unused469] +[unused470] +[unused471] +[unused472] +[unused473] +[unused474] +[unused475] +[unused476] +[unused477] +[unused478] +[unused479] +[unused480] +[unused481] +[unused482] +[unused483] +[unused484] +[unused485] +[unused486] +[unused487] +[unused488] +[unused489] +[unused490] +[unused491] +[unused492] +[unused493] +[unused494] +[unused495] +[unused496] +[unused497] +[unused498] +[unused499] +[unused500] +[unused501] +[unused502] +[unused503] +[unused504] +[unused505] +[unused506] +[unused507] +[unused508] +[unused509] +[unused510] +[unused511] +[unused512] +[unused513] +[unused514] +[unused515] +[unused516] +[unused517] +[unused518] +[unused519] +[unused520] +[unused521] +[unused522] +[unused523] +[unused524] +[unused525] +[unused526] +[unused527] +[unused528] +[unused529] +[unused530] +[unused531] +[unused532] +[unused533] +[unused534] +[unused535] +[unused536] +[unused537] +[unused538] +[unused539] +[unused540] +[unused541] +[unused542] +[unused543] +[unused544] +[unused545] +[unused546] +[unused547] +[unused548] +[unused549] +[unused550] +[unused551] +[unused552] +[unused553] +[unused554] +[unused555] +[unused556] +[unused557] +[unused558] +[unused559] +[unused560] +[unused561] +[unused562] +[unused563] +[unused564] +[unused565] +[unused566] +[unused567] +[unused568] +[unused569] +[unused570] +[unused571] +[unused572] +[unused573] +[unused574] +[unused575] +[unused576] +[unused577] +[unused578] +[unused579] +[unused580] +[unused581] +[unused582] +[unused583] +[unused584] +[unused585] +[unused586] +[unused587] +[unused588] +[unused589] +[unused590] +[unused591] +[unused592] +[unused593] +[unused594] +[unused595] +[unused596] +[unused597] +[unused598] +[unused599] +[unused600] +[unused601] +[unused602] +[unused603] +[unused604] +[unused605] +[unused606] +[unused607] +[unused608] +[unused609] +[unused610] +[unused611] +[unused612] +[unused613] +[unused614] +[unused615] +[unused616] +[unused617] +[unused618] +[unused619] +[unused620] +[unused621] +[unused622] +[unused623] +[unused624] +[unused625] +[unused626] +[unused627] +[unused628] +[unused629] +[unused630] +[unused631] +[unused632] +[unused633] +[unused634] +[unused635] +[unused636] +[unused637] +[unused638] +[unused639] +[unused640] +[unused641] +[unused642] +[unused643] +[unused644] +[unused645] +[unused646] +[unused647] +[unused648] +[unused649] +[unused650] +[unused651] +[unused652] +[unused653] +[unused654] +[unused655] +[unused656] +[unused657] +[unused658] +[unused659] +[unused660] +[unused661] +[unused662] +[unused663] +[unused664] +[unused665] +[unused666] +[unused667] +[unused668] +[unused669] +[unused670] +[unused671] +[unused672] +[unused673] +[unused674] +[unused675] +[unused676] +[unused677] +[unused678] +[unused679] +[unused680] +[unused681] +[unused682] +[unused683] +[unused684] +[unused685] +[unused686] +[unused687] +[unused688] +[unused689] +[unused690] +[unused691] +[unused692] +[unused693] +[unused694] +[unused695] +[unused696] +[unused697] +[unused698] +[unused699] +[unused700] +[unused701] +[unused702] +[unused703] +[unused704] +[unused705] +[unused706] +[unused707] +[unused708] +[unused709] +[unused710] +[unused711] +[unused712] +[unused713] +[unused714] +[unused715] +[unused716] +[unused717] +[unused718] +[unused719] +[unused720] +[unused721] +[unused722] +[unused723] +[unused724] +[unused725] +[unused726] +[unused727] +[unused728] +[unused729] +[unused730] +[unused731] +[unused732] +[unused733] +[unused734] +[unused735] +[unused736] +[unused737] +[unused738] +[unused739] +[unused740] +[unused741] +[unused742] +[unused743] +[unused744] +[unused745] +[unused746] +[unused747] +[unused748] +[unused749] +[unused750] +[unused751] +[unused752] +[unused753] +[unused754] +[unused755] +[unused756] +[unused757] +[unused758] +[unused759] +[unused760] +[unused761] +[unused762] +[unused763] +[unused764] +[unused765] +[unused766] +[unused767] +[unused768] +[unused769] +[unused770] +[unused771] +[unused772] +[unused773] +[unused774] +[unused775] +[unused776] +[unused777] +[unused778] +[unused779] +[unused780] +[unused781] +[unused782] +[unused783] +[unused784] +[unused785] +[unused786] +[unused787] +[unused788] +[unused789] +[unused790] +[unused791] +[unused792] +[unused793] +[unused794] +[unused795] +[unused796] +[unused797] +[unused798] +[unused799] +[unused800] +[unused801] +[unused802] +[unused803] +[unused804] +[unused805] +[unused806] +[unused807] +[unused808] +[unused809] +[unused810] +[unused811] +[unused812] +[unused813] +[unused814] +[unused815] +[unused816] +[unused817] +[unused818] +[unused819] +[unused820] +[unused821] +[unused822] +[unused823] +[unused824] +[unused825] +[unused826] +[unused827] +[unused828] +[unused829] +[unused830] +[unused831] +[unused832] +[unused833] +[unused834] +[unused835] +[unused836] +[unused837] +[unused838] +[unused839] +[unused840] +[unused841] +[unused842] +[unused843] +[unused844] +[unused845] +[unused846] +[unused847] +[unused848] +[unused849] +[unused850] +[unused851] +[unused852] +[unused853] +[unused854] +[unused855] +[unused856] +[unused857] +[unused858] +[unused859] +[unused860] +[unused861] +[unused862] +[unused863] +[unused864] +[unused865] +[unused866] +[unused867] +[unused868] +[unused869] +[unused870] +[unused871] +[unused872] +[unused873] +[unused874] +[unused875] +[unused876] +[unused877] +[unused878] +[unused879] +[unused880] +[unused881] +[unused882] +[unused883] +[unused884] +[unused885] +[unused886] +[unused887] +[unused888] +[unused889] +[unused890] +[unused891] +[unused892] +[unused893] +[unused894] +[unused895] +[unused896] +[unused897] +[unused898] +[unused899] +[unused900] +[unused901] +[unused902] +[unused903] +[unused904] +[unused905] +[unused906] +[unused907] +[unused908] +[unused909] +[unused910] +[unused911] +[unused912] +[unused913] +[unused914] +[unused915] +[unused916] +[unused917] +[unused918] +[unused919] +[unused920] +[unused921] +[unused922] +[unused923] +[unused924] +[unused925] +[unused926] +[unused927] +[unused928] +[unused929] +[unused930] +[unused931] +[unused932] +[unused933] +[unused934] +[unused935] +[unused936] +[unused937] +[unused938] +[unused939] +[unused940] +[unused941] +[unused942] +[unused943] +[unused944] +[unused945] +[unused946] +[unused947] +[unused948] +[unused949] +[unused950] +[unused951] +[unused952] +[unused953] +[unused954] +[unused955] +[unused956] +[unused957] +[unused958] +[unused959] +[unused960] +[unused961] +[unused962] +[unused963] +[unused964] +[unused965] +[unused966] +[unused967] +[unused968] +[unused969] +[unused970] +[unused971] +[unused972] +[unused973] +[unused974] +[unused975] +[unused976] +[unused977] +[unused978] +[unused979] +[unused980] +[unused981] +[unused982] +[unused983] +[unused984] +[unused985] +[unused986] +[unused987] +[unused988] +[unused989] +[unused990] +[unused991] +[unused992] +[unused993] +! +" +# +$ +% +& +' +( +) +* ++ +, +- +. +/ +0 +1 +2 +3 +4 +5 +6 +7 +8 +9 +: +; +< += +> +? +@ +[ +\ +] +^ +_ +` +a +b +c +d +e +f +g +h +i +j +k +l +m +n +o +p +q +r +s +t +u +v +w +x +y +z +{ +| +} +~ +¡ +¢ +£ +¤ +¥ +¦ +§ +¨ +© +ª +« +¬ +® +° +± +² +³ +´ +µ +¶ +· +¹ +º +» +¼ +½ +¾ +¿ +× +ß +æ +ð +÷ +ø +þ +đ +ħ +ı +ł +ŋ +œ +ƒ +ɐ +ɑ +ɒ +ɔ +ɕ +ə +ɛ +ɡ +ɣ +ɨ +ɪ +ɫ +ɬ +ɯ +ɲ +ɴ +ɹ +ɾ +ʀ +ʁ +ʂ +ʃ +ʉ +ʊ +ʋ +ʌ +ʎ +ʐ +ʑ +ʒ +ʔ +ʰ +ʲ +ʳ +ʷ +ʸ +ʻ +ʼ +ʾ +ʿ +ˈ +ː +ˡ +ˢ +ˣ +ˤ +α +β +γ +δ +ε +ζ +η +θ +ι +κ +λ +μ +ν +ξ +ο +π +ρ +ς +σ +τ +υ +φ +χ +ψ +ω +а +б +в +г +д +е +ж +з +и +к +л +м +н +о +п +р +с +т +у +ф +х +ц +ч +ш +щ +ъ +ы +ь +э +ю +я +ђ +є +і +ј +љ +њ +ћ +ӏ +ա +բ +գ +դ +ե +թ +ի +լ +կ +հ +մ +յ +ն +ո +պ +ս +վ +տ +ր +ւ +ք +־ +א +ב +ג +ד +ה +ו +ז +ח +ט +י +ך +כ +ל +ם +מ +ן +נ +ס +ע +ף +פ +ץ +צ +ק +ר +ש +ת +، +ء +ا +ب +ة +ت +ث +ج +ح +خ +د +ذ +ر +ز +س +ش +ص +ض +ط +ظ +ع +غ +ـ +ف +ق +ك +ل +م +ن +ه +و +ى +ي +ٹ +پ +چ +ک +گ +ں +ھ +ہ +ی +ے +अ +आ +उ +ए +क +ख +ग +च +ज +ट +ड +ण +त +थ +द +ध +न +प +ब +भ +म +य +र +ल +व +श +ष +स +ह +ा +ि +ी +ो +। +॥ +ং +অ +আ +ই +উ +এ +ও +ক +খ +গ +চ +ছ +জ +ট +ড +ণ +ত +থ +দ +ধ +ন +প +ব +ভ +ম +য +র +ল +শ +ষ +স +হ +া +ি +ী +ে +க +ச +ட +த +ந +ன +ப +ம +ய +ர +ல +ள +வ +ா +ி +ு +ே +ை +ನ +ರ +ಾ +ක +ය +ර +ල +ව +ා +ก +ง +ต +ท +น +พ +ม +ย +ร +ล +ว +ส +อ +า +เ +་ +། +ག +ང +ད +ན +པ +བ +མ +འ +ར +ལ +ས +မ +ა +ბ +გ +დ +ე +ვ +თ +ი +კ +ლ +მ +ნ +ო +რ +ს +ტ +უ +ᄀ +ᄂ +ᄃ +ᄅ +ᄆ +ᄇ +ᄉ +ᄊ +ᄋ +ᄌ +ᄎ +ᄏ +ᄐ +ᄑ +ᄒ +ᅡ +ᅢ +ᅥ +ᅦ +ᅧ +ᅩ +ᅪ +ᅭ +ᅮ +ᅯ +ᅲ +ᅳ +ᅴ +ᅵ +ᆨ +ᆫ +ᆯ +ᆷ +ᆸ +ᆼ +ᴬ +ᴮ +ᴰ +ᴵ +ᴺ +ᵀ +ᵃ +ᵇ +ᵈ +ᵉ +ᵍ +ᵏ +ᵐ +ᵒ +ᵖ +ᵗ +ᵘ +ᵢ +ᵣ +ᵤ +ᵥ +ᶜ +ᶠ +‐ +‑ +‒ +– +— +― +‖ +‘ +’ +‚ +“ +” +„ +† +‡ +• +… +‰ +′ +″ +› +‿ +⁄ +⁰ +ⁱ +⁴ +⁵ +⁶ +⁷ +⁸ +⁹ +⁺ +⁻ +ⁿ +₀ +₁ +₂ +₃ +₄ +₅ +₆ +₇ +₈ +₉ +₊ +₍ +₎ +ₐ +ₑ +ₒ +ₓ +ₕ +ₖ +ₗ +ₘ +ₙ +ₚ +ₛ +ₜ +₤ +₩ +€ +₱ +₹ +ℓ +№ +ℝ +™ +⅓ +⅔ +← +↑ +→ +↓ +↔ +↦ +⇄ +⇌ +⇒ +∂ +∅ +∆ +∇ +∈ +− +∗ +∘ +√ +∞ +∧ +∨ +∩ +∪ +≈ +≡ +≤ +≥ +⊂ +⊆ +⊕ +⊗ +⋅ +─ +│ +■ +▪ +● +★ +☆ +☉ +♠ +♣ +♥ +♦ +♭ +♯ +⟨ +⟩ +ⱼ +⺩ +⺼ +⽥ +、 +。 +〈 +〉 +《 +》 +「 +」 +『 +』 +〜 +あ +い +う +え +お +か +き +く +け +こ +さ +し +す +せ +そ +た +ち +っ +つ +て +と +な +に +ぬ +ね +の +は +ひ +ふ +へ +ほ +ま +み +む +め +も +や +ゆ +よ +ら +り +る +れ +ろ +を +ん +ァ +ア +ィ +イ +ウ +ェ +エ +オ +カ +キ +ク +ケ +コ +サ +シ +ス +セ +タ +チ +ッ +ツ +テ +ト +ナ +ニ +ノ +ハ +ヒ +フ +ヘ +ホ +マ +ミ +ム +メ +モ +ャ +ュ +ョ +ラ +リ +ル +レ +ロ +ワ +ン +・ +ー +一 +三 +上 +下 +不 +世 +中 +主 +久 +之 +也 +事 +二 +五 +井 +京 +人 +亻 +仁 +介 +代 +仮 +伊 +会 +佐 +侍 +保 +信 +健 +元 +光 +八 +公 +内 +出 +分 +前 +劉 +力 +加 +勝 +北 +区 +十 +千 +南 +博 +原 +口 +古 +史 +司 +合 +吉 +同 +名 +和 +囗 +四 +国 +國 +土 +地 +坂 +城 +堂 +場 +士 +夏 +外 +大 +天 +太 +夫 +奈 +女 +子 +学 +宀 +宇 +安 +宗 +定 +宣 +宮 +家 +宿 +寺 +將 +小 +尚 +山 +岡 +島 +崎 +川 +州 +巿 +帝 +平 +年 +幸 +广 +弘 +張 +彳 +後 +御 +德 +心 +忄 +志 +忠 +愛 +成 +我 +戦 +戸 +手 +扌 +政 +文 +新 +方 +日 +明 +星 +春 +昭 +智 +曲 +書 +月 +有 +朝 +木 +本 +李 +村 +東 +松 +林 +森 +楊 +樹 +橋 +歌 +止 +正 +武 +比 +氏 +民 +水 +氵 +氷 +永 +江 +沢 +河 +治 +法 +海 +清 +漢 +瀬 +火 +版 +犬 +王 +生 +田 +男 +疒 +発 +白 +的 +皇 +目 +相 +省 +真 +石 +示 +社 +神 +福 +禾 +秀 +秋 +空 +立 +章 +竹 +糹 +美 +義 +耳 +良 +艹 +花 +英 +華 +葉 +藤 +行 +街 +西 +見 +訁 +語 +谷 +貝 +貴 +車 +軍 +辶 +道 +郎 +郡 +部 +都 +里 +野 +金 +鈴 +镇 +長 +門 +間 +阝 +阿 +陳 +陽 +雄 +青 +面 +風 +食 +香 +馬 +高 +龍 +龸 +fi +fl +！ +（ +） +， +－ +． +／ +： +？ +～ +the +of +and +in +to +was +he +is +as +for +on +with +that +it +his +by +at +from +her +##s +she +you +had +an +were +but +be +this +are +not +my +they +one +which +or +have +him +me +first +all +also +their +has +up +who +out +been +when +after +there +into +new +two +its +##a +time +would +no +what +about +said +we +over +then +other +so +more +##e +can +if +like +back +them +only +some +could +##i +where +just +##ing +during +before +##n +do +##o +made +school +through +than +now +years +most +world +may +between +down +well +three +##d +year +while +will +##ed +##r +##y +later +##t +city +under +around +did +such +being +used +state +people +part +know +against +your +many +second +university +both +national +##er +these +don +known +off +way +until +re +how +even +get +head +... +didn +##ly +team +american +because +de +##l +born +united +film +since +still +long +work +south +us +became +any +high +again +day +family +see +right +man +eyes +house +season +war +states +including +took +life +north +same +each +called +name +much +place +however +go +four +group +another +found +won +area +here +going +10 +away +series +left +home +music +best +make +hand +number +company +several +never +last +john +000 +very +album +take +end +good +too +following +released +game +played +little +began +district +##m +old +want +those +side +held +own +early +county +ll +league +use +west +##u +face +think +##es +2010 +government +##h +march +came +small +general +town +june +##on +line +based +something +##k +september +thought +looked +along +international +2011 +air +july +club +went +january +october +our +august +april +york +12 +few +2012 +2008 +east +show +member +college +2009 +father +public +##us +come +men +five +set +station +church +##c +next +former +november +room +party +located +december +2013 +age +got +2007 +##g +system +let +love +2006 +though +every +2014 +look +song +water +century +without +body +black +night +within +great +women +single +ve +building +large +population +river +named +band +white +started +##an +once +15 +20 +should +18 +2015 +service +top +built +british +open +death +king +moved +local +times +children +february +book +why +11 +door +need +president +order +final +road +wasn +although +due +major +died +village +third +knew +2016 +asked +turned +st +wanted +say +##p +together +received +main +son +served +different +##en +behind +himself +felt +members +power +football +law +voice +play +##in +near +park +history +30 +having +2005 +16 +##man +saw +mother +##al +army +point +front +help +english +street +art +late +hands +games +award +##ia +young +14 +put +published +country +division +across +told +13 +often +ever +french +london +center +six +red +2017 +led +days +include +light +25 +find +tell +among +species +really +according +central +half +2004 +form +original +gave +office +making +enough +lost +full +opened +must +included +live +given +german +player +run +business +woman +community +cup +might +million +land +2000 +court +development +17 +short +round +ii +km +seen +class +story +always +become +sure +research +almost +director +council +la +##2 +career +things +using +island +##z +couldn +car +##is +24 +close +force +##1 +better +free +support +control +field +students +2003 +education +married +##b +nothing +worked +others +record +big +inside +level +anything +continued +give +james +##3 +military +established +non +returned +feel +does +title +written +thing +feet +william +far +co +association +hard +already +2002 +##ra +championship +human +western +100 +##na +department +hall +role +various +production +21 +19 +heart +2001 +living +fire +version +##ers +##f +television +royal +##4 +produced +working +act +case +society +region +present +radio +period +looking +least +total +keep +england +wife +program +per +brother +mind +special +22 +##le +am +works +soon +##6 +political +george +services +taken +created +##7 +further +able +reached +david +union +joined +upon +done +important +social +information +either +##ic +##x +appeared +position +ground +lead +rock +dark +election +23 +board +france +hair +course +arms +site +police +girl +instead +real +sound +##v +words +moment +##te +someone +##8 +summer +project +announced +san +less +wrote +past +followed +##5 +blue +founded +al +finally +india +taking +records +america +##ne +1999 +design +considered +northern +god +stop +battle +toward +european +outside +described +track +today +playing +language +28 +call +26 +heard +professional +low +australia +miles +california +win +yet +green +##ie +trying +blood +##ton +southern +science +maybe +everything +match +square +27 +mouth +video +race +recorded +leave +above +##9 +daughter +points +space +1998 +museum +change +middle +common +##0 +move +tv +post +##ta +lake +seven +tried +elected +closed +ten +paul +minister +##th +months +start +chief +return +canada +person +sea +release +similar +modern +brought +rest +hit +formed +mr +##la +1997 +floor +event +doing +thomas +1996 +robert +care +killed +training +star +week +needed +turn +finished +railway +rather +news +health +sent +example +ran +term +michael +coming +currently +yes +forces +despite +gold +areas +50 +stage +fact +29 +dead +says +popular +2018 +originally +germany +probably +developed +result +pulled +friend +stood +money +running +mi +signed +word +songs +child +eventually +met +tour +average +teams +minutes +festival +current +deep +kind +1995 +decided +usually +eastern +seemed +##ness +episode +bed +added +table +indian +private +charles +route +available +idea +throughout +centre +addition +appointed +style +1994 +books +eight +construction +press +mean +wall +friends +remained +schools +study +##ch +##um +institute +oh +chinese +sometimes +events +possible +1992 +australian +type +brown +forward +talk +process +food +debut +seat +performance +committee +features +character +arts +herself +else +lot +strong +russian +range +hours +peter +arm +##da +morning +dr +sold +##ry +quickly +directed +1993 +guitar +china +##w +31 +list +##ma +performed +media +uk +players +smile +##rs +myself +40 +placed +coach +province +towards +wouldn +leading +whole +boy +official +designed +grand +census +##el +europe +attack +japanese +henry +1991 +##re +##os +cross +getting +alone +action +lower +network +wide +washington +japan +1990 +hospital +believe +changed +sister +##ar +hold +gone +sir +hadn +ship +##ka +studies +academy +shot +rights +below +base +bad +involved +kept +largest +##ist +bank +future +especially +beginning +mark +movement +section +female +magazine +plan +professor +lord +longer +##ian +sat +walked +hill +actually +civil +energy +model +families +size +thus +aircraft +completed +includes +data +captain +##or +fight +vocals +featured +richard +bridge +fourth +1989 +officer +stone +hear +##ism +means +medical +groups +management +self +lips +competition +entire +lived +technology +leaving +federal +tournament +bit +passed +hot +independent +awards +kingdom +mary +spent +fine +doesn +reported +##ling +jack +fall +raised +itself +stay +true +studio +1988 +sports +replaced +paris +systems +saint +leader +theatre +whose +market +capital +parents +spanish +canadian +earth +##ity +cut +degree +writing +bay +christian +awarded +natural +higher +bill +##as +coast +provided +previous +senior +ft +valley +organization +stopped +onto +countries +parts +conference +queen +security +interest +saying +allowed +master +earlier +phone +matter +smith +winning +try +happened +moving +campaign +los +##ley +breath +nearly +mid +1987 +certain +girls +date +italian +african +standing +fell +artist +##ted +shows +deal +mine +industry +1986 +##ng +everyone +republic +provide +collection +library +student +##ville +primary +owned +older +via +heavy +1st +makes +##able +attention +anyone +africa +##ri +stated +length +ended +fingers +command +staff +skin +foreign +opening +governor +okay +medal +kill +sun +cover +job +1985 +introduced +chest +hell +feeling +##ies +success +meet +reason +standard +meeting +novel +1984 +trade +source +buildings +##land +rose +guy +goal +##ur +chapter +native +husband +previously +unit +limited +entered +weeks +producer +operations +mountain +takes +covered +forced +related +roman +complete +successful +key +texas +cold +##ya +channel +1980 +traditional +films +dance +clear +approximately +500 +nine +van +prince +question +active +tracks +ireland +regional +silver +author +personal +sense +operation +##ine +economic +1983 +holding +twenty +isbn +additional +speed +hour +edition +regular +historic +places +whom +shook +movie +km² +secretary +prior +report +chicago +read +foundation +view +engine +scored +1982 +units +ask +airport +property +ready +immediately +lady +month +listed +contract +##de +manager +themselves +lines +##ki +navy +writer +meant +##ts +runs +##ro +practice +championships +singer +glass +commission +required +forest +starting +culture +generally +giving +access +attended +test +couple +stand +catholic +martin +caught +executive +##less +eye +##ey +thinking +chair +quite +shoulder +1979 +hope +decision +plays +defeated +municipality +whether +structure +offered +slowly +pain +ice +direction +##ion +paper +mission +1981 +mostly +200 +noted +individual +managed +nature +lives +plant +##ha +helped +except +studied +computer +figure +relationship +issue +significant +loss +die +smiled +gun +ago +highest +1972 +##am +male +bring +goals +mexico +problem +distance +commercial +completely +location +annual +famous +drive +1976 +neck +1978 +surface +caused +italy +understand +greek +highway +wrong +hotel +comes +appearance +joseph +double +issues +musical +companies +castle +income +review +assembly +bass +initially +parliament +artists +experience +1974 +particular +walk +foot +engineering +talking +window +dropped +##ter +miss +baby +boys +break +1975 +stars +edge +remember +policy +carried +train +stadium +bar +sex +angeles +evidence +##ge +becoming +assistant +soviet +1977 +upper +step +wing +1970 +youth +financial +reach +##ll +actor +numerous +##se +##st +nodded +arrived +##ation +minute +##nt +believed +sorry +complex +beautiful +victory +associated +temple +1968 +1973 +chance +perhaps +metal +##son +1945 +bishop +##et +lee +launched +particularly +tree +le +retired +subject +prize +contains +yeah +theory +empire +##ce +suddenly +waiting +trust +recording +##to +happy +terms +camp +champion +1971 +religious +pass +zealand +names +2nd +port +ancient +tom +corner +represented +watch +legal +anti +justice +cause +watched +brothers +45 +material +changes +simply +response +louis +fast +##ting +answer +60 +historical +1969 +stories +straight +create +feature +increased +rate +administration +virginia +el +activities +cultural +overall +winner +programs +basketball +legs +guard +beyond +cast +doctor +mm +flight +results +remains +cost +effect +winter +##ble +larger +islands +problems +chairman +grew +commander +isn +1967 +pay +failed +selected +hurt +fort +box +regiment +majority +journal +35 +edward +plans +##ke +##ni +shown +pretty +irish +characters +directly +scene +likely +operated +allow +spring +##j +junior +matches +looks +mike +houses +fellow +##tion +beach +marriage +##ham +##ive +rules +oil +65 +florida +expected +nearby +congress +sam +peace +recent +iii +wait +subsequently +cell +##do +variety +serving +agreed +please +poor +joe +pacific +attempt +wood +democratic +piece +prime +##ca +rural +mile +touch +appears +township +1964 +1966 +soldiers +##men +##ized +1965 +pennsylvania +closer +fighting +claimed +score +jones +physical +editor +##ous +filled +genus +specific +sitting +super +mom +##va +therefore +supported +status +fear +cases +store +meaning +wales +minor +spain +tower +focus +vice +frank +follow +parish +separate +golden +horse +fifth +remaining +branch +32 +presented +stared +##id +uses +secret +forms +##co +baseball +exactly +##ck +choice +note +discovered +travel +composed +truth +russia +ball +color +kiss +dad +wind +continue +ring +referred +numbers +digital +greater +##ns +metres +slightly +direct +increase +1960 +responsible +crew +rule +trees +troops +##no +broke +goes +individuals +hundred +weight +creek +sleep +memory +defense +provides +ordered +code +value +jewish +windows +1944 +safe +judge +whatever +corps +realized +growing +pre +##ga +cities +alexander +gaze +lies +spread +scott +letter +showed +situation +mayor +transport +watching +workers +extended +##li +expression +normal +##ment +chart +multiple +border +##ba +host +##ner +daily +mrs +walls +piano +##ko +heat +cannot +##ate +earned +products +drama +era +authority +seasons +join +grade +##io +sign +difficult +machine +1963 +territory +mainly +##wood +stations +squadron +1962 +stepped +iron +19th +##led +serve +appear +sky +speak +broken +charge +knowledge +kilometres +removed +ships +article +campus +simple +##ty +pushed +britain +##ve +leaves +recently +cd +soft +boston +latter +easy +acquired +poland +##sa +quality +officers +presence +planned +nations +mass +broadcast +jean +share +image +influence +wild +offer +emperor +electric +reading +headed +ability +promoted +yellow +ministry +1942 +throat +smaller +politician +##by +latin +spoke +cars +williams +males +lack +pop +80 +##ier +acting +seeing +consists +##ti +estate +1961 +pressure +johnson +newspaper +jr +chris +olympics +online +conditions +beat +elements +walking +vote +##field +needs +carolina +text +featuring +global +block +shirt +levels +francisco +purpose +females +et +dutch +duke +ahead +gas +twice +safety +serious +turning +highly +lieutenant +firm +maria +amount +mixed +daniel +proposed +perfect +agreement +affairs +3rd +seconds +contemporary +paid +1943 +prison +save +kitchen +label +administrative +intended +constructed +academic +nice +teacher +races +1956 +formerly +corporation +ben +nation +issued +shut +1958 +drums +housing +victoria +seems +opera +1959 +graduated +function +von +mentioned +picked +build +recognized +shortly +protection +picture +notable +exchange +elections +1980s +loved +percent +racing +fish +elizabeth +garden +volume +hockey +1941 +beside +settled +##ford +1940 +competed +replied +drew +1948 +actress +marine +scotland +steel +glanced +farm +steve +1957 +risk +tonight +positive +magic +singles +effects +gray +screen +dog +##ja +residents +bus +sides +none +secondary +literature +polish +destroyed +flying +founder +households +1939 +lay +reserve +usa +gallery +##ler +1946 +industrial +younger +approach +appearances +urban +ones +1950 +finish +avenue +powerful +fully +growth +page +honor +jersey +projects +advanced +revealed +basic +90 +infantry +pair +equipment +visit +33 +evening +search +grant +effort +solo +treatment +buried +republican +primarily +bottom +owner +1970s +israel +gives +jim +dream +bob +remain +spot +70 +notes +produce +champions +contact +ed +soul +accepted +ways +del +##ally +losing +split +price +capacity +basis +trial +questions +##ina +1955 +20th +guess +officially +memorial +naval +initial +##ization +whispered +median +engineer +##ful +sydney +##go +columbia +strength +300 +1952 +tears +senate +00 +card +asian +agent +1947 +software +44 +draw +warm +supposed +com +pro +##il +transferred +leaned +##at +candidate +escape +mountains +asia +potential +activity +entertainment +seem +traffic +jackson +murder +36 +slow +product +orchestra +haven +agency +bbc +taught +website +comedy +unable +storm +planning +albums +rugby +environment +scientific +grabbed +protect +##hi +boat +typically +1954 +1953 +damage +principal +divided +dedicated +mount +ohio +##berg +pick +fought +driver +##der +empty +shoulders +sort +thank +berlin +prominent +account +freedom +necessary +efforts +alex +headquarters +follows +alongside +des +simon +andrew +suggested +operating +learning +steps +1949 +sweet +technical +begin +easily +34 +teeth +speaking +settlement +scale +##sh +renamed +ray +max +enemy +semi +joint +compared +##rd +scottish +leadership +analysis +offers +georgia +pieces +captured +animal +deputy +guest +organized +##lin +tony +combined +method +challenge +1960s +huge +wants +battalion +sons +rise +crime +types +facilities +telling +path +1951 +platform +sit +1990s +##lo +tells +assigned +rich +pull +##ot +commonly +alive +##za +letters +concept +conducted +wearing +happen +bought +becomes +holy +gets +ocean +defeat +languages +purchased +coffee +occurred +titled +##q +declared +applied +sciences +concert +sounds +jazz +brain +##me +painting +fleet +tax +nick +##ius +michigan +count +animals +leaders +episodes +##line +content +##den +birth +##it +clubs +64 +palace +critical +refused +fair +leg +laughed +returning +surrounding +participated +formation +lifted +pointed +connected +rome +medicine +laid +taylor +santa +powers +adam +tall +shared +focused +knowing +yards +entrance +falls +##wa +calling +##ad +sources +chosen +beneath +resources +yard +##ite +nominated +silence +zone +defined +##que +gained +thirty +38 +bodies +moon +##ard +adopted +christmas +widely +register +apart +iran +premier +serves +du +unknown +parties +##les +generation +##ff +continues +quick +fields +brigade +quiet +teaching +clothes +impact +weapons +partner +flat +theater +supreme +1938 +37 +relations +##tor +plants +suffered +1936 +wilson +kids +begins +##age +1918 +seats +armed +internet +models +worth +laws +400 +communities +classes +background +knows +thanks +quarter +reaching +humans +carry +killing +format +kong +hong +setting +75 +architecture +disease +railroad +inc +possibly +wish +arthur +thoughts +harry +doors +density +##di +crowd +illinois +stomach +tone +unique +reports +anyway +##ir +liberal +der +vehicle +thick +dry +drug +faced +largely +facility +theme +holds +creation +strange +colonel +##mi +revolution +bell +politics +turns +silent +rail +relief +independence +combat +shape +write +determined +sales +learned +4th +finger +oxford +providing +1937 +heritage +fiction +situated +designated +allowing +distribution +hosted +##est +sight +interview +estimated +reduced +##ria +toronto +footballer +keeping +guys +damn +claim +motion +sport +sixth +stayed +##ze +en +rear +receive +handed +twelve +dress +audience +granted +brazil +##well +spirit +##ated +noticed +etc +olympic +representative +eric +tight +trouble +reviews +drink +vampire +missing +roles +ranked +newly +household +finals +wave +critics +##ee +phase +massachusetts +pilot +unlike +philadelphia +bright +guns +crown +organizations +roof +42 +respectively +clearly +tongue +marked +circle +fox +korea +bronze +brian +expanded +sexual +supply +yourself +inspired +labour +fc +##ah +reference +vision +draft +connection +brand +reasons +1935 +classic +driving +trip +jesus +cells +entry +1920 +neither +trail +claims +atlantic +orders +labor +nose +afraid +identified +intelligence +calls +cancer +attacked +passing +stephen +positions +imperial +grey +jason +39 +sunday +48 +swedish +avoid +extra +uncle +message +covers +allows +surprise +materials +fame +hunter +##ji +1930 +citizens +figures +davis +environmental +confirmed +shit +titles +di +performing +difference +acts +attacks +##ov +existing +votes +opportunity +nor +shop +entirely +trains +opposite +pakistan +##pa +develop +resulted +representatives +actions +reality +pressed +##ish +barely +wine +conversation +faculty +northwest +ends +documentary +nuclear +stock +grace +sets +eat +alternative +##ps +bag +resulting +creating +surprised +cemetery +1919 +drop +finding +sarah +cricket +streets +tradition +ride +1933 +exhibition +target +ear +explained +rain +composer +injury +apartment +municipal +educational +occupied +netherlands +clean +billion +constitution +learn +1914 +maximum +classical +francis +lose +opposition +jose +ontario +bear +core +hills +rolled +ending +drawn +permanent +fun +##tes +##lla +lewis +sites +chamber +ryan +##way +scoring +height +1934 +##house +lyrics +staring +55 +officials +1917 +snow +oldest +##tic +orange +##ger +qualified +interior +apparently +succeeded +thousand +dinner +lights +existence +fans +heavily +41 +greatest +conservative +send +bowl +plus +enter +catch +##un +economy +duty +1929 +speech +authorities +princess +performances +versions +shall +graduate +pictures +effective +remembered +poetry +desk +crossed +starring +starts +passenger +sharp +##ant +acres +ass +weather +falling +rank +fund +supporting +check +adult +publishing +heads +cm +southeast +lane +##burg +application +bc +##ura +les +condition +transfer +prevent +display +ex +regions +earl +federation +cool +relatively +answered +besides +1928 +obtained +portion +##town +mix +##ding +reaction +liked +dean +express +peak +1932 +##tte +counter +religion +chain +rare +miller +convention +aid +lie +vehicles +mobile +perform +squad +wonder +lying +crazy +sword +##ping +attempted +centuries +weren +philosophy +category +##ize +anna +interested +47 +sweden +wolf +frequently +abandoned +kg +literary +alliance +task +entitled +##ay +threw +promotion +factory +tiny +soccer +visited +matt +fm +achieved +52 +defence +internal +persian +43 +methods +##ging +arrested +otherwise +cambridge +programming +villages +elementary +districts +rooms +criminal +conflict +worry +trained +1931 +attempts +waited +signal +bird +truck +subsequent +programme +##ol +ad +49 +communist +details +faith +sector +patrick +carrying +laugh +##ss +controlled +korean +showing +origin +fuel +evil +1927 +##ent +brief +identity +darkness +address +pool +missed +publication +web +planet +ian +anne +wings +invited +##tt +briefly +standards +kissed +##be +ideas +climate +causing +walter +worse +albert +articles +winners +desire +aged +northeast +dangerous +gate +doubt +1922 +wooden +multi +##ky +poet +rising +funding +46 +communications +communication +violence +copies +prepared +ford +investigation +skills +1924 +pulling +electronic +##ak +##ial +##han +containing +ultimately +offices +singing +understanding +restaurant +tomorrow +fashion +christ +ward +da +pope +stands +5th +flow +studios +aired +commissioned +contained +exist +fresh +americans +##per +wrestling +approved +kid +employed +respect +suit +1925 +angel +asking +increasing +frame +angry +selling +1950s +thin +finds +##nd +temperature +statement +ali +explain +inhabitants +towns +extensive +narrow +51 +jane +flowers +images +promise +somewhere +object +fly +closely +##ls +1912 +bureau +cape +1926 +weekly +presidential +legislative +1921 +##ai +##au +launch +founding +##ny +978 +##ring +artillery +strike +un +institutions +roll +writers +landing +chose +kevin +anymore +pp +##ut +attorney +fit +dan +billboard +receiving +agricultural +breaking +sought +dave +admitted +lands +mexican +##bury +charlie +specifically +hole +iv +howard +credit +moscow +roads +accident +1923 +proved +wear +struck +hey +guards +stuff +slid +expansion +1915 +cat +anthony +##kin +melbourne +opposed +sub +southwest +architect +failure +plane +1916 +##ron +map +camera +tank +listen +regarding +wet +introduction +metropolitan +link +ep +fighter +inch +grown +gene +anger +fixed +buy +dvd +khan +domestic +worldwide +chapel +mill +functions +examples +##head +developing +1910 +turkey +hits +pocket +antonio +papers +grow +unless +circuit +18th +concerned +attached +journalist +selection +journey +converted +provincial +painted +hearing +aren +bands +negative +aside +wondered +knight +lap +survey +ma +##ow +noise +billy +##ium +shooting +guide +bedroom +priest +resistance +motor +homes +sounded +giant +##mer +150 +scenes +equal +comic +patients +hidden +solid +actual +bringing +afternoon +touched +funds +wedding +consisted +marie +canal +sr +kim +treaty +turkish +recognition +residence +cathedral +broad +knees +incident +shaped +fired +norwegian +handle +cheek +contest +represent +##pe +representing +beauty +##sen +birds +advantage +emergency +wrapped +drawing +notice +pink +broadcasting +##ong +somehow +bachelor +seventh +collected +registered +establishment +alan +assumed +chemical +personnel +roger +retirement +jeff +portuguese +wore +tied +device +threat +progress +advance +##ised +banks +hired +manchester +nfl +teachers +structures +forever +##bo +tennis +helping +saturday +sale +applications +junction +hip +incorporated +neighborhood +dressed +ceremony +##ds +influenced +hers +visual +stairs +decades +inner +kansas +hung +hoped +gain +scheduled +downtown +engaged +austria +clock +norway +certainly +pale +protected +1913 +victor +employees +plate +putting +surrounded +##ists +finishing +blues +tropical +##ries +minnesota +consider +philippines +accept +54 +retrieved +1900 +concern +anderson +properties +institution +gordon +successfully +vietnam +##dy +backing +outstanding +muslim +crossing +folk +producing +usual +demand +occurs +observed +lawyer +educated +##ana +kelly +string +pleasure +budget +items +quietly +colorado +philip +typical +##worth +derived +600 +survived +asks +mental +##ide +56 +jake +jews +distinguished +ltd +1911 +sri +extremely +53 +athletic +loud +thousands +worried +shadow +transportation +horses +weapon +arena +importance +users +tim +objects +contributed +dragon +douglas +aware +senator +johnny +jordan +sisters +engines +flag +investment +samuel +shock +capable +clark +row +wheel +refers +session +familiar +biggest +wins +hate +maintained +drove +hamilton +request +expressed +injured +underground +churches +walker +wars +tunnel +passes +stupid +agriculture +softly +cabinet +regarded +joining +indiana +##ea +##ms +push +dates +spend +behavior +woods +protein +gently +chase +morgan +mention +burning +wake +combination +occur +mirror +leads +jimmy +indeed +impossible +singapore +paintings +covering +##nes +soldier +locations +attendance +sell +historian +wisconsin +invasion +argued +painter +diego +changing +egypt +##don +experienced +inches +##ku +missouri +vol +grounds +spoken +switzerland +##gan +reform +rolling +ha +forget +massive +resigned +burned +allen +tennessee +locked +values +improved +##mo +wounded +universe +sick +dating +facing +pack +purchase +user +##pur +moments +##ul +merged +anniversary +1908 +coal +brick +understood +causes +dynasty +queensland +establish +stores +crisis +promote +hoping +views +cards +referee +extension +##si +raise +arizona +improve +colonial +formal +charged +##rt +palm +lucky +hide +rescue +faces +95 +feelings +candidates +juan +##ell +goods +6th +courses +weekend +59 +luke +cash +fallen +##om +delivered +affected +installed +carefully +tries +swiss +hollywood +costs +lincoln +responsibility +##he +shore +file +proper +normally +maryland +assistance +jump +constant +offering +friendly +waters +persons +realize +contain +trophy +800 +partnership +factor +58 +musicians +cry +bound +oregon +indicated +hero +houston +medium +##ure +consisting +somewhat +##ara +57 +cycle +##che +beer +moore +frederick +gotten +eleven +worst +weak +approached +arranged +chin +loan +universal +bond +fifteen +pattern +disappeared +##ney +translated +##zed +lip +arab +capture +interests +insurance +##chi +shifted +cave +prix +warning +sections +courts +coat +plot +smell +feed +golf +favorite +maintain +knife +vs +voted +degrees +finance +quebec +opinion +translation +manner +ruled +operate +productions +choose +musician +discovery +confused +tired +separated +stream +techniques +committed +attend +ranking +kings +throw +passengers +measure +horror +fan +mining +sand +danger +salt +calm +decade +dam +require +runner +##ik +rush +associate +greece +##ker +rivers +consecutive +matthew +##ski +sighed +sq +documents +steam +edited +closing +tie +accused +1905 +##ini +islamic +distributed +directors +organisation +bruce +7th +breathing +mad +lit +arrival +concrete +taste +08 +composition +shaking +faster +amateur +adjacent +stating +1906 +twin +flew +##ran +tokyo +publications +##tone +obviously +ridge +storage +1907 +carl +pages +concluded +desert +driven +universities +ages +terminal +sequence +borough +250 +constituency +creative +cousin +economics +dreams +margaret +notably +reduce +montreal +mode +17th +ears +saved +jan +vocal +##ica +1909 +andy +##jo +riding +roughly +threatened +##ise +meters +meanwhile +landed +compete +repeated +grass +czech +regularly +charges +tea +sudden +appeal +##ung +solution +describes +pierre +classification +glad +parking +##ning +belt +physics +99 +rachel +add +hungarian +participate +expedition +damaged +gift +childhood +85 +fifty +##red +mathematics +jumped +letting +defensive +mph +##ux +##gh +testing +##hip +hundreds +shoot +owners +matters +smoke +israeli +kentucky +dancing +mounted +grandfather +emma +designs +profit +argentina +##gs +truly +li +lawrence +cole +begun +detroit +willing +branches +smiling +decide +miami +enjoyed +recordings +##dale +poverty +ethnic +gay +##bi +gary +arabic +09 +accompanied +##one +##ons +fishing +determine +residential +acid +##ary +alice +returns +starred +mail +##ang +jonathan +strategy +##ue +net +forty +cook +businesses +equivalent +commonwealth +distinct +ill +##cy +seriously +##ors +##ped +shift +harris +replace +rio +imagine +formula +ensure +##ber +additionally +scheme +conservation +occasionally +purposes +feels +favor +##and +##ore +1930s +contrast +hanging +hunt +movies +1904 +instruments +victims +danish +christopher +busy +demon +sugar +earliest +colony +studying +balance +duties +##ks +belgium +slipped +carter +05 +visible +stages +iraq +fifa +##im +commune +forming +zero +07 +continuing +talked +counties +legend +bathroom +option +tail +clay +daughters +afterwards +severe +jaw +visitors +##ded +devices +aviation +russell +kate +##vi +entering +subjects +##ino +temporary +swimming +forth +smooth +ghost +audio +bush +operates +rocks +movements +signs +eddie +##tz +ann +voices +honorary +06 +memories +dallas +pure +measures +racial +promised +66 +harvard +ceo +16th +parliamentary +indicate +benefit +flesh +dublin +louisiana +1902 +1901 +patient +sleeping +1903 +membership +coastal +medieval +wanting +element +scholars +rice +62 +limit +survive +makeup +rating +definitely +collaboration +obvious +##tan +boss +ms +baron +birthday +linked +soil +diocese +##lan +ncaa +##mann +offensive +shell +shouldn +waist +##tus +plain +ross +organ +resolution +manufacturing +adding +relative +kennedy +98 +whilst +moth +marketing +gardens +crash +72 +heading +partners +credited +carlos +moves +cable +##zi +marshall +##out +depending +bottle +represents +rejected +responded +existed +04 +jobs +denmark +lock +##ating +treated +graham +routes +talent +commissioner +drugs +secure +tests +reign +restored +photography +##gi +contributions +oklahoma +designer +disc +grin +seattle +robin +paused +atlanta +unusual +##gate +praised +las +laughing +satellite +hungary +visiting +##sky +interesting +factors +deck +poems +norman +##water +stuck +speaker +rifle +domain +premiered +##her +dc +comics +actors +01 +reputation +eliminated +8th +ceiling +prisoners +script +##nce +leather +austin +mississippi +rapidly +admiral +parallel +charlotte +guilty +tools +gender +divisions +fruit +##bs +laboratory +nelson +fantasy +marry +rapid +aunt +tribe +requirements +aspects +suicide +amongst +adams +bone +ukraine +abc +kick +sees +edinburgh +clothing +column +rough +gods +hunting +broadway +gathered +concerns +##ek +spending +ty +12th +snapped +requires +solar +bones +cavalry +##tta +iowa +drinking +waste +index +franklin +charity +thompson +stewart +tip +flash +landscape +friday +enjoy +singh +poem +listening +##back +eighth +fred +differences +adapted +bomb +ukrainian +surgery +corporate +masters +anywhere +##more +waves +odd +sean +portugal +orleans +dick +debate +kent +eating +puerto +cleared +96 +expect +cinema +97 +guitarist +blocks +electrical +agree +involving +depth +dying +panel +struggle +##ged +peninsula +adults +novels +emerged +vienna +metro +debuted +shoes +tamil +songwriter +meets +prove +beating +instance +heaven +scared +sending +marks +artistic +passage +superior +03 +significantly +shopping +##tive +retained +##izing +malaysia +technique +cheeks +##ola +warren +maintenance +destroy +extreme +allied +120 +appearing +##yn +fill +advice +alabama +qualifying +policies +cleveland +hat +battery +smart +authors +10th +soundtrack +acted +dated +lb +glance +equipped +coalition +funny +outer +ambassador +roy +possibility +couples +campbell +dna +loose +ethan +supplies +1898 +gonna +88 +monster +##res +shake +agents +frequency +springs +dogs +practices +61 +gang +plastic +easier +suggests +gulf +blade +exposed +colors +industries +markets +pan +nervous +electoral +charts +legislation +ownership +##idae +mac +appointment +shield +copy +assault +socialist +abbey +monument +license +throne +employment +jay +93 +replacement +charter +cloud +powered +suffering +accounts +oak +connecticut +strongly +wright +colour +crystal +13th +context +welsh +networks +voiced +gabriel +jerry +##cing +forehead +mp +##ens +manage +schedule +totally +remix +##ii +forests +occupation +print +nicholas +brazilian +strategic +vampires +engineers +76 +roots +seek +correct +instrumental +und +alfred +backed +hop +##des +stanley +robinson +traveled +wayne +welcome +austrian +achieve +67 +exit +rates +1899 +strip +whereas +##cs +sing +deeply +adventure +bobby +rick +jamie +careful +components +cap +useful +personality +knee +##shi +pushing +hosts +02 +protest +ca +ottoman +symphony +##sis +63 +boundary +1890 +processes +considering +considerable +tons +##work +##ft +##nia +cooper +trading +dear +conduct +91 +illegal +apple +revolutionary +holiday +definition +harder +##van +jacob +circumstances +destruction +##lle +popularity +grip +classified +liverpool +donald +baltimore +flows +seeking +honour +approval +92 +mechanical +till +happening +statue +critic +increasingly +immediate +describe +commerce +stare +##ster +indonesia +meat +rounds +boats +baker +orthodox +depression +formally +worn +naked +claire +muttered +sentence +11th +emily +document +77 +criticism +wished +vessel +spiritual +bent +virgin +parker +minimum +murray +lunch +danny +printed +compilation +keyboards +false +blow +belonged +68 +raising +78 +cutting +##board +pittsburgh +##up +9th +shadows +81 +hated +indigenous +jon +15th +barry +scholar +ah +##zer +oliver +##gy +stick +susan +meetings +attracted +spell +romantic +##ver +ye +1895 +photo +demanded +customers +##ac +1896 +logan +revival +keys +modified +commanded +jeans +##ious +upset +raw +phil +detective +hiding +resident +vincent +##bly +experiences +diamond +defeating +coverage +lucas +external +parks +franchise +helen +bible +successor +percussion +celebrated +il +lift +profile +clan +romania +##ied +mills +##su +nobody +achievement +shrugged +fault +1897 +rhythm +initiative +breakfast +carbon +700 +69 +lasted +violent +74 +wound +ken +killer +gradually +filmed +°c +dollars +processing +94 +remove +criticized +guests +sang +chemistry +##vin +legislature +disney +##bridge +uniform +escaped +integrated +proposal +purple +denied +liquid +karl +influential +morris +nights +stones +intense +experimental +twisted +71 +84 +##ld +pace +nazi +mitchell +ny +blind +reporter +newspapers +14th +centers +burn +basin +forgotten +surviving +filed +collections +monastery +losses +manual +couch +description +appropriate +merely +tag +missions +sebastian +restoration +replacing +triple +73 +elder +julia +warriors +benjamin +julian +convinced +stronger +amazing +declined +versus +merchant +happens +output +finland +bare +barbara +absence +ignored +dawn +injuries +##port +producers +##ram +82 +luis +##ities +kw +admit +expensive +electricity +nba +exception +symbol +##ving +ladies +shower +sheriff +characteristics +##je +aimed +button +ratio +effectively +summit +angle +jury +bears +foster +vessels +pants +executed +evans +dozen +advertising +kicked +patrol +1889 +competitions +lifetime +principles +athletics +##logy +birmingham +sponsored +89 +rob +nomination +1893 +acoustic +##sm +creature +longest +##tra +credits +harbor +dust +josh +##so +territories +milk +infrastructure +completion +thailand +indians +leon +archbishop +##sy +assist +pitch +blake +arrangement +girlfriend +serbian +operational +hence +sad +scent +fur +dj +sessions +hp +refer +rarely +##ora +exists +1892 +##ten +scientists +dirty +penalty +burst +portrait +seed +79 +pole +limits +rival +1894 +stable +alpha +grave +constitutional +alcohol +arrest +flower +mystery +devil +architectural +relationships +greatly +habitat +##istic +larry +progressive +remote +cotton +##ics +##ok +preserved +reaches +##ming +cited +86 +vast +scholarship +decisions +cbs +joy +teach +1885 +editions +knocked +eve +searching +partly +participation +gap +animated +fate +excellent +##ett +na +87 +alternate +saints +youngest +##ily +climbed +##ita +##tors +suggest +##ct +discussion +staying +choir +lakes +jacket +revenue +nevertheless +peaked +instrument +wondering +annually +managing +neil +1891 +signing +terry +##ice +apply +clinical +brooklyn +aim +catherine +fuck +farmers +figured +ninth +pride +hugh +evolution +ordinary +involvement +comfortable +shouted +tech +encouraged +taiwan +representation +sharing +##lia +##em +panic +exact +cargo +competing +fat +cried +83 +1920s +occasions +pa +cabin +borders +utah +marcus +##isation +badly +muscles +##ance +victorian +transition +warner +bet +permission +##rin +slave +terrible +similarly +shares +seth +uefa +possession +medals +benefits +colleges +lowered +perfectly +mall +transit +##ye +##kar +publisher +##ened +harrison +deaths +elevation +##ae +asleep +machines +sigh +ash +hardly +argument +occasion +parent +leo +decline +1888 +contribution +##ua +concentration +1000 +opportunities +hispanic +guardian +extent +emotions +hips +mason +volumes +bloody +controversy +diameter +steady +mistake +phoenix +identify +violin +##sk +departure +richmond +spin +funeral +enemies +1864 +gear +literally +connor +random +sergeant +grab +confusion +1865 +transmission +informed +op +leaning +sacred +suspended +thinks +gates +portland +luck +agencies +yours +hull +expert +muscle +layer +practical +sculpture +jerusalem +latest +lloyd +statistics +deeper +recommended +warrior +arkansas +mess +supports +greg +eagle +1880 +recovered +rated +concerts +rushed +##ano +stops +eggs +files +premiere +keith +##vo +delhi +turner +pit +affair +belief +paint +##zing +mate +##ach +##ev +victim +##ology +withdrew +bonus +styles +fled +##ud +glasgow +technologies +funded +nbc +adaptation +##ata +portrayed +cooperation +supporters +judges +bernard +justin +hallway +ralph +##ick +graduating +controversial +distant +continental +spider +bite +##ho +recognize +intention +mixing +##ese +egyptian +bow +tourism +suppose +claiming +tiger +dominated +participants +vi +##ru +nurse +partially +tape +##rum +psychology +##rn +essential +touring +duo +voting +civilian +emotional +channels +##king +apparent +hebrew +1887 +tommy +carrier +intersection +beast +hudson +##gar +##zo +lab +nova +bench +discuss +costa +##ered +detailed +behalf +drivers +unfortunately +obtain +##lis +rocky +##dae +siege +friendship +honey +##rian +1861 +amy +hang +posted +governments +collins +respond +wildlife +preferred +operator +##po +laura +pregnant +videos +dennis +suspected +boots +instantly +weird +automatic +businessman +alleged +placing +throwing +ph +mood +1862 +perry +venue +jet +remainder +##lli +##ci +passion +biological +boyfriend +1863 +dirt +buffalo +ron +segment +fa +abuse +##era +genre +thrown +stroke +colored +stress +exercise +displayed +##gen +struggled +##tti +abroad +dramatic +wonderful +thereafter +madrid +component +widespread +##sed +tale +citizen +todd +monday +1886 +vancouver +overseas +forcing +crying +descent +##ris +discussed +substantial +ranks +regime +1870 +provinces +switch +drum +zane +ted +tribes +proof +lp +cream +researchers +volunteer +manor +silk +milan +donated +allies +venture +principle +delivery +enterprise +##ves +##ans +bars +traditionally +witch +reminded +copper +##uk +pete +inter +links +colin +grinned +elsewhere +competitive +frequent +##oy +scream +##hu +tension +texts +submarine +finnish +defending +defend +pat +detail +1884 +affiliated +stuart +themes +villa +periods +tool +belgian +ruling +crimes +answers +folded +licensed +resort +demolished +hans +lucy +1881 +lion +traded +photographs +writes +craig +##fa +trials +generated +beth +noble +debt +percentage +yorkshire +erected +ss +viewed +grades +confidence +ceased +islam +telephone +retail +##ible +chile +m² +roberts +sixteen +##ich +commented +hampshire +innocent +dual +pounds +checked +regulations +afghanistan +sung +rico +liberty +assets +bigger +options +angels +relegated +tribute +wells +attending +leaf +##yan +butler +romanian +forum +monthly +lisa +patterns +gmina +##tory +madison +hurricane +rev +##ians +bristol +##ula +elite +valuable +disaster +democracy +awareness +germans +freyja +##ins +loop +absolutely +paying +populations +maine +sole +prayer +spencer +releases +doorway +bull +##ani +lover +midnight +conclusion +##sson +thirteen +lily +mediterranean +##lt +nhl +proud +sample +##hill +drummer +guinea +##ova +murphy +climb +##ston +instant +attributed +horn +ain +railways +steven +##ao +autumn +ferry +opponent +root +traveling +secured +corridor +stretched +tales +sheet +trinity +cattle +helps +indicates +manhattan +murdered +fitted +1882 +gentle +grandmother +mines +shocked +vegas +produces +##light +caribbean +##ou +belong +continuous +desperate +drunk +historically +trio +waved +raf +dealing +nathan +bat +murmured +interrupted +residing +scientist +pioneer +harold +aaron +##net +delta +attempting +minority +mini +believes +chorus +tend +lots +eyed +indoor +load +shots +updated +jail +##llo +concerning +connecting +wealth +##ved +slaves +arrive +rangers +sufficient +rebuilt +##wick +cardinal +flood +muhammad +whenever +relation +runners +moral +repair +viewers +arriving +revenge +punk +assisted +bath +fairly +breathe +lists +innings +illustrated +whisper +nearest +voters +clinton +ties +ultimate +screamed +beijing +lions +andre +fictional +gathering +comfort +radar +suitable +dismissed +hms +ban +pine +wrist +atmosphere +voivodeship +bid +timber +##ned +##nan +giants +##ane +cameron +recovery +uss +identical +categories +switched +serbia +laughter +noah +ensemble +therapy +peoples +touching +##off +locally +pearl +platforms +everywhere +ballet +tables +lanka +herbert +outdoor +toured +derek +1883 +spaces +contested +swept +1878 +exclusive +slight +connections +##dra +winds +prisoner +collective +bangladesh +tube +publicly +wealthy +thai +##ys +isolated +select +##ric +insisted +pen +fortune +ticket +spotted +reportedly +animation +enforcement +tanks +110 +decides +wider +lowest +owen +##time +nod +hitting +##hn +gregory +furthermore +magazines +fighters +solutions +##ery +pointing +requested +peru +reed +chancellor +knights +mask +worker +eldest +flames +reduction +1860 +volunteers +##tis +reporting +##hl +wire +advisory +endemic +origins +settlers +pursue +knock +consumer +1876 +eu +compound +creatures +mansion +sentenced +ivan +deployed +guitars +frowned +involves +mechanism +kilometers +perspective +shops +maps +terminus +duncan +alien +fist +bridges +##pers +heroes +fed +derby +swallowed +##ros +patent +sara +illness +characterized +adventures +slide +hawaii +jurisdiction +##op +organised +##side +adelaide +walks +biology +se +##ties +rogers +swing +tightly +boundaries +##rie +prepare +implementation +stolen +##sha +certified +colombia +edwards +garage +##mm +recalled +##ball +rage +harm +nigeria +breast +##ren +furniture +pupils +settle +##lus +cuba +balls +client +alaska +21st +linear +thrust +celebration +latino +genetic +terror +##cia +##ening +lightning +fee +witness +lodge +establishing +skull +##ique +earning +hood +##ei +rebellion +wang +sporting +warned +missile +devoted +activist +porch +worship +fourteen +package +1871 +decorated +##shire +housed +##ock +chess +sailed +doctors +oscar +joan +treat +garcia +harbour +jeremy +##ire +traditions +dominant +jacques +##gon +##wan +relocated +1879 +amendment +sized +companion +simultaneously +volleyball +spun +acre +increases +stopping +loves +belongs +affect +drafted +tossed +scout +battles +1875 +filming +shoved +munich +tenure +vertical +romance +pc +##cher +argue +##ical +craft +ranging +www +opens +honest +tyler +yesterday +virtual +##let +muslims +reveal +snake +immigrants +radical +screaming +speakers +firing +saving +belonging +ease +lighting +prefecture +blame +farmer +hungry +grows +rubbed +beam +sur +subsidiary +##cha +armenian +sao +dropping +conventional +##fer +microsoft +reply +qualify +spots +1867 +sweat +festivals +##ken +immigration +physician +discover +exposure +sandy +explanation +isaac +implemented +##fish +hart +initiated +connect +stakes +presents +heights +householder +pleased +tourist +regardless +slip +closest +##ction +surely +sultan +brings +riley +preparation +aboard +slammed +baptist +experiment +ongoing +interstate +organic +playoffs +##ika +1877 +130 +##tar +hindu +error +tours +tier +plenty +arrangements +talks +trapped +excited +sank +ho +athens +1872 +denver +welfare +suburb +athletes +trick +diverse +belly +exclusively +yelled +1868 +##med +conversion +##ette +1874 +internationally +computers +conductor +abilities +sensitive +hello +dispute +measured +globe +rocket +prices +amsterdam +flights +tigers +inn +municipalities +emotion +references +3d +##mus +explains +airlines +manufactured +pm +archaeological +1873 +interpretation +devon +comment +##ites +settlements +kissing +absolute +improvement +suite +impressed +barcelona +sullivan +jefferson +towers +jesse +julie +##tin +##lu +grandson +hi +gauge +regard +rings +interviews +trace +raymond +thumb +departments +burns +serial +bulgarian +scores +demonstrated +##ix +1866 +kyle +alberta +underneath +romanized +##ward +relieved +acquisition +phrase +cliff +reveals +han +cuts +merger +custom +##dar +nee +gilbert +graduation +##nts +assessment +cafe +difficulty +demands +swung +democrat +jennifer +commons +1940s +grove +##yo +completing +focuses +sum +substitute +bearing +stretch +reception +##py +reflected +essentially +destination +pairs +##ched +survival +resource +##bach +promoting +doubles +messages +tear +##down +##fully +parade +florence +harvey +incumbent +partial +framework +900 +pedro +frozen +procedure +olivia +controls +##mic +shelter +personally +temperatures +##od +brisbane +tested +sits +marble +comprehensive +oxygen +leonard +##kov +inaugural +iranian +referring +quarters +attitude +##ivity +mainstream +lined +mars +dakota +norfolk +unsuccessful +##° +explosion +helicopter +congressional +##sing +inspector +bitch +seal +departed +divine +##ters +coaching +examination +punishment +manufacturer +sink +columns +unincorporated +signals +nevada +squeezed +dylan +dining +photos +martial +manuel +eighteen +elevator +brushed +plates +ministers +ivy +congregation +##len +slept +specialized +taxes +curve +restricted +negotiations +likes +statistical +arnold +inspiration +execution +bold +intermediate +significance +margin +ruler +wheels +gothic +intellectual +dependent +listened +eligible +buses +widow +syria +earn +cincinnati +collapsed +recipient +secrets +accessible +philippine +maritime +goddess +clerk +surrender +breaks +playoff +database +##ified +##lon +ideal +beetle +aspect +soap +regulation +strings +expand +anglo +shorter +crosses +retreat +tough +coins +wallace +directions +pressing +##oon +shipping +locomotives +comparison +topics +nephew +##mes +distinction +honors +travelled +sierra +ibn +##over +fortress +sa +recognised +carved +1869 +clients +##dan +intent +##mar +coaches +describing +bread +##ington +beaten +northwestern +##ona +merit +youtube +collapse +challenges +em +historians +objective +submitted +virus +attacking +drake +assume +##ere +diseases +marc +stem +leeds +##cus +##ab +farming +glasses +##lock +visits +nowhere +fellowship +relevant +carries +restaurants +experiments +101 +constantly +bases +targets +shah +tenth +opponents +verse +territorial +##ira +writings +corruption +##hs +instruction +inherited +reverse +emphasis +##vic +employee +arch +keeps +rabbi +watson +payment +uh +##ala +nancy +##tre +venice +fastest +sexy +banned +adrian +properly +ruth +touchdown +dollar +boards +metre +circles +edges +favour +comments +ok +travels +liberation +scattered +firmly +##ular +holland +permitted +diesel +kenya +den +originated +##ral +demons +resumed +dragged +rider +##rus +servant +blinked +extend +torn +##ias +##sey +input +meal +everybody +cylinder +kinds +camps +##fe +bullet +logic +##wn +croatian +evolved +healthy +fool +chocolate +wise +preserve +pradesh +##ess +respective +1850 +##ew +chicken +artificial +gross +corresponding +convicted +cage +caroline +dialogue +##dor +narrative +stranger +mario +br +christianity +failing +trent +commanding +buddhist +1848 +maurice +focusing +yale +bike +altitude +##ering +mouse +revised +##sley +veteran +##ig +pulls +theology +crashed +campaigns +legion +##ability +drag +excellence +customer +cancelled +intensity +excuse +##lar +liga +participating +contributing +printing +##burn +variable +##rk +curious +bin +legacy +renaissance +##my +symptoms +binding +vocalist +dancer +##nie +grammar +gospel +democrats +ya +enters +sc +diplomatic +hitler +##ser +clouds +mathematical +quit +defended +oriented +##heim +fundamental +hardware +impressive +equally +convince +confederate +guilt +chuck +sliding +##ware +magnetic +narrowed +petersburg +bulgaria +otto +phd +skill +##ama +reader +hopes +pitcher +reservoir +hearts +automatically +expecting +mysterious +bennett +extensively +imagined +seeds +monitor +fix +##ative +journalism +struggling +signature +ranch +encounter +photographer +observation +protests +##pin +influences +##hr +calendar +##all +cruz +croatia +locomotive +hughes +naturally +shakespeare +basement +hook +uncredited +faded +theories +approaches +dare +phillips +filling +fury +obama +##ain +efficient +arc +deliver +min +raid +breeding +inducted +leagues +efficiency +axis +montana +eagles +##ked +supplied +instructions +karen +picking +indicating +trap +anchor +practically +christians +tomb +vary +occasional +electronics +lords +readers +newcastle +faint +innovation +collect +situations +engagement +160 +claude +mixture +##feld +peer +tissue +logo +lean +##ration +°f +floors +##ven +architects +reducing +##our +##ments +rope +1859 +ottawa +##har +samples +banking +declaration +proteins +resignation +francois +saudi +advocate +exhibited +armor +twins +divorce +##ras +abraham +reviewed +jo +temporarily +matrix +physically +pulse +curled +##ena +difficulties +bengal +usage +##ban +annie +riders +certificate +##pi +holes +warsaw +distinctive +jessica +##mon +mutual +1857 +customs +circular +eugene +removal +loaded +mere +vulnerable +depicted +generations +dame +heir +enormous +lightly +climbing +pitched +lessons +pilots +nepal +ram +google +preparing +brad +louise +renowned +##₂ +liam +##ably +plaza +shaw +sophie +brilliant +bills +##bar +##nik +fucking +mainland +server +pleasant +seized +veterans +jerked +fail +beta +brush +radiation +stored +warmth +southeastern +nate +sin +raced +berkeley +joke +athlete +designation +trunk +##low +roland +qualification +archives +heels +artwork +receives +judicial +reserves +##bed +woke +installation +abu +floating +fake +lesser +excitement +interface +concentrated +addressed +characteristic +amanda +saxophone +monk +auto +##bus +releasing +egg +dies +interaction +defender +ce +outbreak +glory +loving +##bert +sequel +consciousness +http +awake +ski +enrolled +##ress +handling +rookie +brow +somebody +biography +warfare +amounts +contracts +presentation +fabric +dissolved +challenged +meter +psychological +lt +elevated +rally +accurate +##tha +hospitals +undergraduate +specialist +venezuela +exhibit +shed +nursing +protestant +fluid +structural +footage +jared +consistent +prey +##ska +succession +reflect +exile +lebanon +wiped +suspect +shanghai +resting +integration +preservation +marvel +variant +pirates +sheep +rounded +capita +sailing +colonies +manuscript +deemed +variations +clarke +functional +emerging +boxing +relaxed +curse +azerbaijan +heavyweight +nickname +editorial +rang +grid +tightened +earthquake +flashed +miguel +rushing +##ches +improvements +boxes +brooks +180 +consumption +molecular +felix +societies +repeatedly +variation +aids +civic +graphics +professionals +realm +autonomous +receiver +delayed +workshop +militia +chairs +trump +canyon +##point +harsh +extending +lovely +happiness +##jan +stake +eyebrows +embassy +wellington +hannah +##ella +sony +corners +bishops +swear +cloth +contents +xi +namely +commenced +1854 +stanford +nashville +courage +graphic +commitment +garrison +##bin +hamlet +clearing +rebels +attraction +literacy +cooking +ruins +temples +jenny +humanity +celebrate +hasn +freight +sixty +rebel +bastard +##art +newton +##ada +deer +##ges +##ching +smiles +delaware +singers +##ets +approaching +assists +flame +##ph +boulevard +barrel +planted +##ome +pursuit +##sia +consequences +posts +shallow +invitation +rode +depot +ernest +kane +rod +concepts +preston +topic +chambers +striking +blast +arrives +descendants +montgomery +ranges +worlds +##lay +##ari +span +chaos +praise +##ag +fewer +1855 +sanctuary +mud +fbi +##ions +programmes +maintaining +unity +harper +bore +handsome +closure +tournaments +thunder +nebraska +linda +facade +puts +satisfied +argentine +dale +cork +dome +panama +##yl +1858 +tasks +experts +##ates +feeding +equation +##las +##ida +##tu +engage +bryan +##ax +um +quartet +melody +disbanded +sheffield +blocked +gasped +delay +kisses +maggie +connects +##non +sts +poured +creator +publishers +##we +guided +ellis +extinct +hug +gaining +##ord +complicated +##bility +poll +clenched +investigate +##use +thereby +quantum +spine +cdp +humor +kills +administered +semifinals +##du +encountered +ignore +##bu +commentary +##maker +bother +roosevelt +140 +plains +halfway +flowing +cultures +crack +imprisoned +neighboring +airline +##ses +##view +##mate +##ec +gather +wolves +marathon +transformed +##ill +cruise +organisations +carol +punch +exhibitions +numbered +alarm +ratings +daddy +silently +##stein +queens +colours +impression +guidance +liu +tactical +##rat +marshal +della +arrow +##ings +rested +feared +tender +owns +bitter +advisor +escort +##ides +spare +farms +grants +##ene +dragons +encourage +colleagues +cameras +##und +sucked +pile +spirits +prague +statements +suspension +landmark +fence +torture +recreation +bags +permanently +survivors +pond +spy +predecessor +bombing +coup +##og +protecting +transformation +glow +##lands +##book +dug +priests +andrea +feat +barn +jumping +##chen +##ologist +##con +casualties +stern +auckland +pipe +serie +revealing +ba +##bel +trevor +mercy +spectrum +yang +consist +governing +collaborated +possessed +epic +comprises +blew +shane +##ack +lopez +honored +magical +sacrifice +judgment +perceived +hammer +mtv +baronet +tune +das +missionary +sheets +350 +neutral +oral +threatening +attractive +shade +aims +seminary +##master +estates +1856 +michel +wounds +refugees +manufacturers +##nic +mercury +syndrome +porter +##iya +##din +hamburg +identification +upstairs +purse +widened +pause +cared +breathed +affiliate +santiago +prevented +celtic +fisher +125 +recruited +byzantine +reconstruction +farther +##mp +diet +sake +au +spite +sensation +##ert +blank +separation +105 +##hon +vladimir +armies +anime +##lie +accommodate +orbit +cult +sofia +archive +##ify +##box +founders +sustained +disorder +honours +northeastern +mia +crops +violet +threats +blanket +fires +canton +followers +southwestern +prototype +voyage +assignment +altered +moderate +protocol +pistol +##eo +questioned +brass +lifting +1852 +math +authored +##ual +doug +dimensional +dynamic +##san +1851 +pronounced +grateful +quest +uncomfortable +boom +presidency +stevens +relating +politicians +chen +barrier +quinn +diana +mosque +tribal +cheese +palmer +portions +sometime +chester +treasure +wu +bend +download +millions +reforms +registration +##osa +consequently +monitoring +ate +preliminary +brandon +invented +ps +eaten +exterior +intervention +ports +documented +log +displays +lecture +sally +favourite +##itz +vermont +lo +invisible +isle +breed +##ator +journalists +relay +speaks +backward +explore +midfielder +actively +stefan +procedures +cannon +blond +kenneth +centered +servants +chains +libraries +malcolm +essex +henri +slavery +##hal +facts +fairy +coached +cassie +cats +washed +cop +##fi +announcement +item +2000s +vinyl +activated +marco +frontier +growled +curriculum +##das +loyal +accomplished +leslie +ritual +kenny +##00 +vii +napoleon +hollow +hybrid +jungle +stationed +friedrich +counted +##ulated +platinum +theatrical +seated +col +rubber +glen +1840 +diversity +healing +extends +id +provisions +administrator +columbus +##oe +tributary +te +assured +org +##uous +prestigious +examined +lectures +grammy +ronald +associations +bailey +allan +essays +flute +believing +consultant +proceedings +travelling +1853 +kit +kerala +yugoslavia +buddy +methodist +##ith +burial +centres +batman +##nda +discontinued +bo +dock +stockholm +lungs +severely +##nk +citing +manga +##ugh +steal +mumbai +iraqi +robot +celebrity +bride +broadcasts +abolished +pot +joel +overhead +franz +packed +reconnaissance +johann +acknowledged +introduce +handled +doctorate +developments +drinks +alley +palestine +##nis +##aki +proceeded +recover +bradley +grain +patch +afford +infection +nationalist +legendary +##ath +interchange +virtually +gen +gravity +exploration +amber +vital +wishes +powell +doctrine +elbow +screenplay +##bird +contribute +indonesian +pet +creates +##com +enzyme +kylie +discipline +drops +manila +hunger +##ien +layers +suffer +fever +bits +monica +keyboard +manages +##hood +searched +appeals +##bad +testament +grande +reid +##war +beliefs +congo +##ification +##dia +si +requiring +##via +casey +1849 +regret +streak +rape +depends +syrian +sprint +pound +tourists +upcoming +pub +##xi +tense +##els +practiced +echo +nationwide +guild +motorcycle +liz +##zar +chiefs +desired +elena +bye +precious +absorbed +relatives +booth +pianist +##mal +citizenship +exhausted +wilhelm +##ceae +##hed +noting +quarterback +urge +hectares +##gue +ace +holly +##tal +blonde +davies +parked +sustainable +stepping +twentieth +airfield +galaxy +nest +chip +##nell +tan +shaft +paulo +requirement +##zy +paradise +tobacco +trans +renewed +vietnamese +##cker +##ju +suggesting +catching +holmes +enjoying +md +trips +colt +holder +butterfly +nerve +reformed +cherry +bowling +trailer +carriage +goodbye +appreciate +toy +joshua +interactive +enabled +involve +##kan +collar +determination +bunch +facebook +recall +shorts +superintendent +episcopal +frustration +giovanni +nineteenth +laser +privately +array +circulation +##ovic +armstrong +deals +painful +permit +discrimination +##wi +aires +retiring +cottage +ni +##sta +horizon +ellen +jamaica +ripped +fernando +chapters +playstation +patron +lecturer +navigation +behaviour +genes +georgian +export +solomon +rivals +swift +seventeen +rodriguez +princeton +independently +sox +1847 +arguing +entity +casting +hank +criteria +oakland +geographic +milwaukee +reflection +expanding +conquest +dubbed +##tv +halt +brave +brunswick +doi +arched +curtis +divorced +predominantly +somerset +streams +ugly +zoo +horrible +curved +buenos +fierce +dictionary +vector +theological +unions +handful +stability +chan +punjab +segments +##lly +altar +ignoring +gesture +monsters +pastor +##stone +thighs +unexpected +operators +abruptly +coin +compiled +associates +improving +migration +pin +##ose +compact +collegiate +reserved +##urs +quarterfinals +roster +restore +assembled +hurry +oval +##cies +1846 +flags +martha +##del +victories +sharply +##rated +argues +deadly +neo +drawings +symbols +performer +##iel +griffin +restrictions +editing +andrews +java +journals +arabia +compositions +dee +pierce +removing +hindi +casino +runway +civilians +minds +nasa +hotels +##zation +refuge +rent +retain +potentially +conferences +suburban +conducting +##tto +##tions +##tle +descended +massacre +##cal +ammunition +terrain +fork +souls +counts +chelsea +durham +drives +cab +##bank +perth +realizing +palestinian +finn +simpson +##dal +betty +##ule +moreover +particles +cardinals +tent +evaluation +extraordinary +##oid +inscription +##works +wednesday +chloe +maintains +panels +ashley +trucks +##nation +cluster +sunlight +strikes +zhang +##wing +dialect +canon +##ap +tucked +##ws +collecting +##mas +##can +##sville +maker +quoted +evan +franco +aria +buying +cleaning +eva +closet +provision +apollo +clinic +rat +##ez +necessarily +ac +##gle +##ising +venues +flipped +cent +spreading +trustees +checking +authorized +##sco +disappointed +##ado +notion +duration +trumpet +hesitated +topped +brussels +rolls +theoretical +hint +define +aggressive +repeat +wash +peaceful +optical +width +allegedly +mcdonald +strict +copyright +##illa +investors +mar +jam +witnesses +sounding +miranda +michelle +privacy +hugo +harmony +##pp +valid +lynn +glared +nina +102 +headquartered +diving +boarding +gibson +##ncy +albanian +marsh +routine +dealt +enhanced +er +intelligent +substance +targeted +enlisted +discovers +spinning +observations +pissed +smoking +rebecca +capitol +visa +varied +costume +seemingly +indies +compensation +surgeon +thursday +arsenal +westminster +suburbs +rid +anglican +##ridge +knots +foods +alumni +lighter +fraser +whoever +portal +scandal +##ray +gavin +advised +instructor +flooding +terrorist +##ale +teenage +interim +senses +duck +teen +thesis +abby +eager +overcome +##ile +newport +glenn +rises +shame +##cc +prompted +priority +forgot +bomber +nicolas +protective +360 +cartoon +katherine +breeze +lonely +trusted +henderson +richardson +relax +banner +candy +palms +remarkable +##rio +legends +cricketer +essay +ordained +edmund +rifles +trigger +##uri +##away +sail +alert +1830 +audiences +penn +sussex +siblings +pursued +indianapolis +resist +rosa +consequence +succeed +avoided +1845 +##ulation +inland +##tie +##nna +counsel +profession +chronicle +hurried +##una +eyebrow +eventual +bleeding +innovative +cure +##dom +committees +accounting +con +scope +hardy +heather +tenor +gut +herald +codes +tore +scales +wagon +##oo +luxury +tin +prefer +fountain +triangle +bonds +darling +convoy +dried +traced +beings +troy +accidentally +slam +findings +smelled +joey +lawyers +outcome +steep +bosnia +configuration +shifting +toll +brook +performers +lobby +philosophical +construct +shrine +aggregate +boot +cox +phenomenon +savage +insane +solely +reynolds +lifestyle +##ima +nationally +holdings +consideration +enable +edgar +mo +mama +##tein +fights +relegation +chances +atomic +hub +conjunction +awkward +reactions +currency +finale +kumar +underwent +steering +elaborate +gifts +comprising +melissa +veins +reasonable +sunshine +chi +solve +trails +inhabited +elimination +ethics +huh +ana +molly +consent +apartments +layout +marines +##ces +hunters +bulk +##oma +hometown +##wall +##mont +cracked +reads +neighbouring +withdrawn +admission +wingspan +damned +anthology +lancashire +brands +batting +forgive +cuban +awful +##lyn +104 +dimensions +imagination +##ade +dante +##ship +tracking +desperately +goalkeeper +##yne +groaned +workshops +confident +burton +gerald +milton +circus +uncertain +slope +copenhagen +sophia +fog +philosopher +portraits +accent +cycling +varying +gripped +larvae +garrett +specified +scotia +mature +luther +kurt +rap +##kes +aerial +750 +ferdinand +heated +es +transported +##shan +safely +nonetheless +##orn +##gal +motors +demanding +##sburg +startled +##brook +ally +generate +caps +ghana +stained +demo +mentions +beds +ap +afterward +diary +##bling +utility +##iro +richards +1837 +conspiracy +conscious +shining +footsteps +observer +cyprus +urged +loyalty +developer +probability +olive +upgraded +gym +miracle +insects +graves +1844 +ourselves +hydrogen +amazon +katie +tickets +poets +##pm +planes +##pan +prevention +witnessed +dense +jin +randy +tang +warehouse +monroe +bang +archived +elderly +investigations +alec +granite +mineral +conflicts +controlling +aboriginal +carlo +##zu +mechanics +stan +stark +rhode +skirt +est +##berry +bombs +respected +##horn +imposed +limestone +deny +nominee +memphis +grabbing +disabled +##als +amusement +aa +frankfurt +corn +referendum +varies +slowed +disk +firms +unconscious +incredible +clue +sue +##zhou +twist +##cio +joins +idaho +chad +developers +computing +destroyer +103 +mortal +tucker +kingston +choices +yu +carson +1800 +os +whitney +geneva +pretend +dimension +staged +plateau +maya +##une +freestyle +##bc +rovers +hiv +##ids +tristan +classroom +prospect +##hus +honestly +diploma +lied +thermal +auxiliary +feast +unlikely +iata +##tel +morocco +pounding +treasury +lithuania +considerably +1841 +dish +1812 +geological +matching +stumbled +destroying +marched +brien +advances +cake +nicole +belle +settling +measuring +directing +##mie +tuesday +bassist +capabilities +stunned +fraud +torpedo +##list +##phone +anton +wisdom +surveillance +ruined +##ulate +lawsuit +healthcare +theorem +halls +trend +aka +horizontal +dozens +acquire +lasting +swim +hawk +gorgeous +fees +vicinity +decrease +adoption +tactics +##ography +pakistani +##ole +draws +##hall +willie +burke +heath +algorithm +integral +powder +elliott +brigadier +jackie +tate +varieties +darker +##cho +lately +cigarette +specimens +adds +##ree +##ensis +##inger +exploded +finalist +cia +murders +wilderness +arguments +nicknamed +acceptance +onwards +manufacture +robertson +jets +tampa +enterprises +blog +loudly +composers +nominations +1838 +ai +malta +inquiry +automobile +hosting +viii +rays +tilted +grief +museums +strategies +furious +euro +equality +cohen +poison +surrey +wireless +governed +ridiculous +moses +##esh +##room +vanished +##ito +barnes +attract +morrison +istanbul +##iness +absent +rotation +petition +janet +##logical +satisfaction +custody +deliberately +observatory +comedian +surfaces +pinyin +novelist +strictly +canterbury +oslo +monks +embrace +ibm +jealous +photograph +continent +dorothy +marina +doc +excess +holden +allegations +explaining +stack +avoiding +lance +storyline +majesty +poorly +spike +dos +bradford +raven +travis +classics +proven +voltage +pillow +fists +butt +1842 +interpreted +##car +1839 +gage +telegraph +lens +promising +expelled +casual +collector +zones +##min +silly +nintendo +##kh +##bra +downstairs +chef +suspicious +afl +flies +vacant +uganda +pregnancy +condemned +lutheran +estimates +cheap +decree +saxon +proximity +stripped +idiot +deposits +contrary +presenter +magnus +glacier +im +offense +edwin +##ori +upright +##long +bolt +##ois +toss +geographical +##izes +environments +delicate +marking +abstract +xavier +nails +windsor +plantation +occurring +equity +saskatchewan +fears +drifted +sequences +vegetation +revolt +##stic +1843 +sooner +fusion +opposing +nato +skating +1836 +secretly +ruin +lease +##oc +edit +##nne +flora +anxiety +ruby +##ological +##mia +tel +bout +taxi +emmy +frost +rainbow +compounds +foundations +rainfall +assassination +nightmare +dominican +##win +achievements +deserve +orlando +intact +armenia +##nte +calgary +valentine +106 +marion +proclaimed +theodore +bells +courtyard +thigh +gonzalez +console +troop +minimal +monte +everyday +##ence +##if +supporter +terrorism +buck +openly +presbyterian +activists +carpet +##iers +rubbing +uprising +##yi +cute +conceived +legally +##cht +millennium +cello +velocity +ji +rescued +cardiff +1835 +rex +concentrate +senators +beard +rendered +glowing +battalions +scouts +competitors +sculptor +catalogue +arctic +ion +raja +bicycle +wow +glancing +lawn +##woman +gentleman +lighthouse +publish +predicted +calculated +##val +variants +##gne +strain +##ui +winston +deceased +##nus +touchdowns +brady +caleb +sinking +echoed +crush +hon +blessed +protagonist +hayes +endangered +magnitude +editors +##tine +estimate +responsibilities +##mel +backup +laying +consumed +sealed +zurich +lovers +frustrated +##eau +ahmed +kicking +mit +treasurer +1832 +biblical +refuse +terrified +pump +agrees +genuine +imprisonment +refuses +plymouth +##hen +lou +##nen +tara +trembling +antarctic +ton +learns +##tas +crap +crucial +faction +atop +##borough +wrap +lancaster +odds +hopkins +erik +lyon +##eon +bros +##ode +snap +locality +tips +empress +crowned +cal +acclaimed +chuckled +##ory +clara +sends +mild +towel +##fl +##day +##а +wishing +assuming +interviewed +##bal +##die +interactions +eden +cups +helena +##lf +indie +beck +##fire +batteries +filipino +wizard +parted +##lam +traces +##born +rows +idol +albany +delegates +##ees +##sar +discussions +##ex +notre +instructed +belgrade +highways +suggestion +lauren +possess +orientation +alexandria +abdul +beats +salary +reunion +ludwig +alright +wagner +intimate +pockets +slovenia +hugged +brighton +merchants +cruel +stole +trek +slopes +repairs +enrollment +politically +underlying +promotional +counting +boeing +##bb +isabella +naming +##и +keen +bacteria +listing +separately +belfast +ussr +450 +lithuanian +anybody +ribs +sphere +martinez +cock +embarrassed +proposals +fragments +nationals +##fs +##wski +premises +fin +1500 +alpine +matched +freely +bounded +jace +sleeve +##af +gaming +pier +populated +evident +##like +frances +flooded +##dle +frightened +pour +trainer +framed +visitor +challenging +pig +wickets +##fold +infected +email +##pes +arose +##aw +reward +ecuador +oblast +vale +ch +shuttle +##usa +bach +rankings +forbidden +cornwall +accordance +salem +consumers +bruno +fantastic +toes +machinery +resolved +julius +remembering +propaganda +iceland +bombardment +tide +contacts +wives +##rah +concerto +macdonald +albania +implement +daisy +tapped +sudan +helmet +angela +mistress +##lic +crop +sunk +finest +##craft +hostile +##ute +##tsu +boxer +fr +paths +adjusted +habit +ballot +supervision +soprano +##zen +bullets +wicked +sunset +regiments +disappear +lamp +performs +app +##gia +##oa +rabbit +digging +incidents +entries +##cion +dishes +##oi +introducing +##ati +##fied +freshman +slot +jill +tackles +baroque +backs +##iest +lone +sponsor +destiny +altogether +convert +##aro +consensus +shapes +demonstration +basically +feminist +auction +artifacts +##bing +strongest +twitter +halifax +2019 +allmusic +mighty +smallest +precise +alexandra +viola +##los +##ille +manuscripts +##illo +dancers +ari +managers +monuments +blades +barracks +springfield +maiden +consolidated +electron +##end +berry +airing +wheat +nobel +inclusion +blair +payments +geography +bee +cc +eleanor +react +##hurst +afc +manitoba +##yu +su +lineup +fitness +recreational +investments +airborne +disappointment +##dis +edmonton +viewing +##row +renovation +##cast +infant +bankruptcy +roses +aftermath +pavilion +##yer +carpenter +withdrawal +ladder +##hy +discussing +popped +reliable +agreements +rochester +##abad +curves +bombers +220 +rao +reverend +decreased +choosing +107 +stiff +consulting +naples +crawford +tracy +ka +ribbon +cops +##lee +crushed +deciding +unified +teenager +accepting +flagship +explorer +poles +sanchez +inspection +revived +skilled +induced +exchanged +flee +locals +tragedy +swallow +loading +hanna +demonstrate +##ela +salvador +flown +contestants +civilization +##ines +wanna +rhodes +fletcher +hector +knocking +considers +##ough +nash +mechanisms +sensed +mentally +walt +unclear +##eus +renovated +madame +##cks +crews +governmental +##hin +undertaken +monkey +##ben +##ato +fatal +armored +copa +caves +governance +grasp +perception +certification +froze +damp +tugged +wyoming +##rg +##ero +newman +##lor +nerves +curiosity +graph +115 +##ami +withdraw +tunnels +dull +meredith +moss +exhibits +neighbors +communicate +accuracy +explored +raiders +republicans +secular +kat +superman +penny +criticised +##tch +freed +update +conviction +wade +ham +likewise +delegation +gotta +doll +promises +technological +myth +nationality +resolve +convent +##mark +sharon +dig +sip +coordinator +entrepreneur +fold +##dine +capability +councillor +synonym +blown +swan +cursed +1815 +jonas +haired +sofa +canvas +keeper +rivalry +##hart +rapper +speedway +swords +postal +maxwell +estonia +potter +recurring +##nn +##ave +errors +##oni +cognitive +1834 +##² +claws +nadu +roberto +bce +wrestler +ellie +##ations +infinite +ink +##tia +presumably +finite +staircase +108 +noel +patricia +nacional +##cation +chill +eternal +tu +preventing +prussia +fossil +limbs +##logist +ernst +frog +perez +rene +##ace +pizza +prussian +##ios +##vy +molecules +regulatory +answering +opinions +sworn +lengths +supposedly +hypothesis +upward +habitats +seating +ancestors +drank +yield +hd +synthesis +researcher +modest +##var +mothers +peered +voluntary +homeland +##the +acclaim +##igan +static +valve +luxembourg +alto +carroll +fe +receptor +norton +ambulance +##tian +johnston +catholics +depicting +jointly +elephant +gloria +mentor +badge +ahmad +distinguish +remarked +councils +precisely +allison +advancing +detection +crowded +##10 +cooperative +ankle +mercedes +dagger +surrendered +pollution +commit +subway +jeffrey +lesson +sculptures +provider +##fication +membrane +timothy +rectangular +fiscal +heating +teammate +basket +particle +anonymous +deployment +##ple +missiles +courthouse +proportion +shoe +sec +##ller +complaints +forbes +blacks +abandon +remind +sizes +overwhelming +autobiography +natalie +##awa +risks +contestant +countryside +babies +scorer +invaded +enclosed +proceed +hurling +disorders +##cu +reflecting +continuously +cruiser +graduates +freeway +investigated +ore +deserved +maid +blocking +phillip +jorge +shakes +dove +mann +variables +lacked +burden +accompanying +que +consistently +organizing +provisional +complained +endless +##rm +tubes +juice +georges +krishna +mick +labels +thriller +##uch +laps +arcade +sage +snail +##table +shannon +fi +laurence +seoul +vacation +presenting +hire +churchill +surprisingly +prohibited +savannah +technically +##oli +170 +##lessly +testimony +suited +speeds +toys +romans +mlb +flowering +measurement +talented +kay +settings +charleston +expectations +shattered +achieving +triumph +ceremonies +portsmouth +lanes +mandatory +loser +stretching +cologne +realizes +seventy +cornell +careers +webb +##ulating +americas +budapest +ava +suspicion +##ison +yo +conrad +##hai +sterling +jessie +rector +##az +1831 +transform +organize +loans +christine +volcanic +warrant +slender +summers +subfamily +newer +danced +dynamics +rhine +proceeds +heinrich +gastropod +commands +sings +facilitate +easter +ra +positioned +responses +expense +fruits +yanked +imported +25th +velvet +vic +primitive +tribune +baldwin +neighbourhood +donna +rip +hay +pr +##uro +1814 +espn +welcomed +##aria +qualifier +glare +highland +timing +##cted +shells +eased +geometry +louder +exciting +slovakia +##sion +##iz +##lot +savings +prairie +##ques +marching +rafael +tonnes +##lled +curtain +preceding +shy +heal +greene +worthy +##pot +detachment +bury +sherman +##eck +reinforced +seeks +bottles +contracted +duchess +outfit +walsh +##sc +mickey +##ase +geoffrey +archer +squeeze +dawson +eliminate +invention +##enberg +neal +##eth +stance +dealer +coral +maple +retire +polo +simplified +##ht +1833 +hid +watts +backwards +jules +##oke +genesis +mt +frames +rebounds +burma +woodland +moist +santos +whispers +drained +subspecies +##aa +streaming +ulster +burnt +correspondence +maternal +gerard +denis +stealing +##load +genius +duchy +##oria +inaugurated +momentum +suits +placement +sovereign +clause +thames +##hara +confederation +reservation +sketch +yankees +lets +rotten +charm +hal +verses +ultra +commercially +dot +salon +citation +adopt +winnipeg +mist +allocated +cairo +##boy +jenkins +interference +objectives +##wind +1820 +portfolio +armoured +sectors +##eh +initiatives +##world +integrity +exercises +robe +tap +ab +gazed +##tones +distracted +rulers +111 +favorable +jerome +tended +cart +factories +##eri +diplomat +valued +gravel +charitable +##try +calvin +exploring +chang +shepherd +terrace +pdf +pupil +##ural +reflects +ups +##rch +governors +shelf +depths +##nberg +trailed +crest +tackle +##nian +##ats +hatred +##kai +clare +makers +ethiopia +longtime +detected +embedded +lacking +slapped +rely +thomson +anticipation +iso +morton +successive +agnes +screenwriter +straightened +philippe +playwright +haunted +licence +iris +intentions +sutton +112 +logical +correctly +##weight +branded +licked +tipped +silva +ricky +narrator +requests +##ents +greeted +supernatural +cow +##wald +lung +refusing +employer +strait +gaelic +liner +##piece +zoe +sabha +##mba +driveway +harvest +prints +bates +reluctantly +threshold +algebra +ira +wherever +coupled +240 +assumption +picks +##air +designers +raids +gentlemen +##ean +roller +blowing +leipzig +locks +screw +dressing +strand +##lings +scar +dwarf +depicts +##nu +nods +##mine +differ +boris +##eur +yuan +flip +##gie +mob +invested +questioning +applying +##ture +shout +##sel +gameplay +blamed +illustrations +bothered +weakness +rehabilitation +##of +##zes +envelope +rumors +miners +leicester +subtle +kerry +##ico +ferguson +##fu +premiership +ne +##cat +bengali +prof +catches +remnants +dana +##rily +shouting +presidents +baltic +ought +ghosts +dances +sailors +shirley +fancy +dominic +##bie +madonna +##rick +bark +buttons +gymnasium +ashes +liver +toby +oath +providence +doyle +evangelical +nixon +cement +carnegie +embarked +hatch +surroundings +guarantee +needing +pirate +essence +##bee +filter +crane +hammond +projected +immune +percy +twelfth +##ult +regent +doctoral +damon +mikhail +##ichi +lu +critically +elect +realised +abortion +acute +screening +mythology +steadily +##fc +frown +nottingham +kirk +wa +minneapolis +##rra +module +algeria +mc +nautical +encounters +surprising +statues +availability +shirts +pie +alma +brows +munster +mack +soup +crater +tornado +sanskrit +cedar +explosive +bordered +dixon +planets +stamp +exam +happily +##bble +carriers +kidnapped +##vis +accommodation +emigrated +##met +knockout +correspondent +violation +profits +peaks +lang +specimen +agenda +ancestry +pottery +spelling +equations +obtaining +ki +linking +1825 +debris +asylum +##20 +buddhism +teddy +##ants +gazette +##nger +##sse +dental +eligibility +utc +fathers +averaged +zimbabwe +francesco +coloured +hissed +translator +lynch +mandate +humanities +mackenzie +uniforms +lin +##iana +##gio +asset +mhz +fitting +samantha +genera +wei +rim +beloved +shark +riot +entities +expressions +indo +carmen +slipping +owing +abbot +neighbor +sidney +##av +rats +recommendations +encouraging +squadrons +anticipated +commanders +conquered +##oto +donations +diagnosed +##mond +divide +##iva +guessed +decoration +vernon +auditorium +revelation +conversations +##kers +##power +herzegovina +dash +alike +protested +lateral +herman +accredited +mg +##gent +freeman +mel +fiji +crow +crimson +##rine +livestock +##pped +humanitarian +bored +oz +whip +##lene +##ali +legitimate +alter +grinning +spelled +anxious +oriental +wesley +##nin +##hole +carnival +controller +detect +##ssa +bowed +educator +kosovo +macedonia +##sin +occupy +mastering +stephanie +janeiro +para +unaware +nurses +noon +135 +cam +hopefully +ranger +combine +sociology +polar +rica +##eer +neill +##sman +holocaust +##ip +doubled +lust +1828 +109 +decent +cooling +unveiled +##card +1829 +nsw +homer +chapman +meyer +##gin +dive +mae +reagan +expertise +##gled +darwin +brooke +sided +prosecution +investigating +comprised +petroleum +genres +reluctant +differently +trilogy +johns +vegetables +corpse +highlighted +lounge +pension +unsuccessfully +elegant +aided +ivory +beatles +amelia +cain +dubai +sunny +immigrant +babe +click +##nder +underwater +pepper +combining +mumbled +atlas +horns +accessed +ballad +physicians +homeless +gestured +rpm +freak +louisville +corporations +patriots +prizes +rational +warn +modes +decorative +overnight +din +troubled +phantom +##ort +monarch +sheer +##dorf +generals +guidelines +organs +addresses +##zon +enhance +curling +parishes +cord +##kie +linux +caesar +deutsche +bavaria +##bia +coleman +cyclone +##eria +bacon +petty +##yama +##old +hampton +diagnosis +1824 +throws +complexity +rita +disputed +##₃ +pablo +##sch +marketed +trafficking +##ulus +examine +plague +formats +##oh +vault +faithful +##bourne +webster +##ox +highlights +##ient +##ann +phones +vacuum +sandwich +modeling +##gated +bolivia +clergy +qualities +isabel +##nas +##ars +wears +screams +reunited +annoyed +bra +##ancy +##rate +differential +transmitter +tattoo +container +poker +##och +excessive +resides +cowboys +##tum +augustus +trash +providers +statute +retreated +balcony +reversed +void +storey +preceded +masses +leap +laughs +neighborhoods +wards +schemes +falcon +santo +battlefield +pad +ronnie +thread +lesbian +venus +##dian +beg +sandstone +daylight +punched +gwen +analog +stroked +wwe +acceptable +measurements +dec +toxic +##kel +adequate +surgical +economist +parameters +varsity +##sberg +quantity +ella +##chy +##rton +countess +generating +precision +diamonds +expressway +ga +##ı +1821 +uruguay +talents +galleries +expenses +scanned +colleague +outlets +ryder +lucien +##ila +paramount +##bon +syracuse +dim +fangs +gown +sweep +##sie +toyota +missionaries +websites +##nsis +sentences +adviser +val +trademark +spells +##plane +patience +starter +slim +##borg +toe +incredibly +shoots +elliot +nobility +##wyn +cowboy +endorsed +gardner +tendency +persuaded +organisms +emissions +kazakhstan +amused +boring +chips +themed +##hand +llc +constantinople +chasing +systematic +guatemala +borrowed +erin +carey +##hard +highlands +struggles +1810 +##ifying +##ced +wong +exceptions +develops +enlarged +kindergarten +castro +##ern +##rina +leigh +zombie +juvenile +##most +consul +##nar +sailor +hyde +clarence +intensive +pinned +nasty +useless +jung +clayton +stuffed +exceptional +ix +apostolic +230 +transactions +##dge +exempt +swinging +cove +religions +##ash +shields +dairy +bypass +190 +pursuing +bug +joyce +bombay +chassis +southampton +chat +interact +redesignated +##pen +nascar +pray +salmon +rigid +regained +malaysian +grim +publicity +constituted +capturing +toilet +delegate +purely +tray +drift +loosely +striker +weakened +trinidad +mitch +itv +defines +transmitted +ming +scarlet +nodding +fitzgerald +fu +narrowly +sp +tooth +standings +virtue +##₁ +##wara +##cting +chateau +gloves +lid +##nel +hurting +conservatory +##pel +sinclair +reopened +sympathy +nigerian +strode +advocated +optional +chronic +discharge +##rc +suck +compatible +laurel +stella +shi +fails +wage +dodge +128 +informal +sorts +levi +buddha +villagers +##aka +chronicles +heavier +summoned +gateway +3000 +eleventh +jewelry +translations +accordingly +seas +##ency +fiber +pyramid +cubic +dragging +##ista +caring +##ops +android +contacted +lunar +##dt +kai +lisbon +patted +1826 +sacramento +theft +madagascar +subtropical +disputes +ta +holidays +piper +willow +mare +cane +itunes +newfoundland +benny +companions +dong +raj +observe +roar +charming +plaque +tibetan +fossils +enacted +manning +bubble +tina +tanzania +##eda +##hir +funk +swamp +deputies +cloak +ufc +scenario +par +scratch +metals +anthem +guru +engaging +specially +##boat +dialects +nineteen +cecil +duet +disability +messenger +unofficial +##lies +defunct +eds +moonlight +drainage +surname +puzzle +honda +switching +conservatives +mammals +knox +broadcaster +sidewalk +cope +##ried +benson +princes +peterson +##sal +bedford +sharks +eli +wreck +alberto +gasp +archaeology +lgbt +teaches +securities +madness +compromise +waving +coordination +davidson +visions +leased +possibilities +eighty +jun +fernandez +enthusiasm +assassin +sponsorship +reviewer +kingdoms +estonian +laboratories +##fy +##nal +applies +verb +celebrations +##zzo +rowing +lightweight +sadness +submit +mvp +balanced +dude +##vas +explicitly +metric +magnificent +mound +brett +mohammad +mistakes +irregular +##hing +##ass +sanders +betrayed +shipped +surge +##enburg +reporters +termed +georg +pity +verbal +bulls +abbreviated +enabling +appealed +##are +##atic +sicily +sting +heel +sweetheart +bart +spacecraft +brutal +monarchy +##tter +aberdeen +cameo +diane +##ub +survivor +clyde +##aries +complaint +##makers +clarinet +delicious +chilean +karnataka +coordinates +1818 +panties +##rst +pretending +ar +dramatically +kiev +bella +tends +distances +113 +catalog +launching +instances +telecommunications +portable +lindsay +vatican +##eim +angles +aliens +marker +stint +screens +bolton +##rne +judy +wool +benedict +plasma +europa +spark +imaging +filmmaker +swiftly +##een +contributor +##nor +opted +stamps +apologize +financing +butter +gideon +sophisticated +alignment +avery +chemicals +yearly +speculation +prominence +professionally +##ils +immortal +institutional +inception +wrists +identifying +tribunal +derives +gains +##wo +papal +preference +linguistic +vince +operative +brewery +##ont +unemployment +boyd +##ured +##outs +albeit +prophet +1813 +bi +##rr +##face +##rad +quarterly +asteroid +cleaned +radius +temper +##llen +telugu +jerk +viscount +menu +##ote +glimpse +##aya +yacht +hawaiian +baden +##rl +laptop +readily +##gu +monetary +offshore +scots +watches +##yang +##arian +upgrade +needle +xbox +lea +encyclopedia +flank +fingertips +##pus +delight +teachings +confirm +roth +beaches +midway +winters +##iah +teasing +daytime +beverly +gambling +bonnie +##backs +regulated +clement +hermann +tricks +knot +##shing +##uring +##vre +detached +ecological +owed +specialty +byron +inventor +bats +stays +screened +unesco +midland +trim +affection +##ander +##rry +jess +thoroughly +feedback +##uma +chennai +strained +heartbeat +wrapping +overtime +pleaded +##sworth +mon +leisure +oclc +##tate +##ele +feathers +angelo +thirds +nuts +surveys +clever +gill +commentator +##dos +darren +rides +gibraltar +##nc +##mu +dissolution +dedication +shin +meals +saddle +elvis +reds +chaired +taller +appreciation +functioning +niece +favored +advocacy +robbie +criminals +suffolk +yugoslav +passport +constable +congressman +hastings +vera +##rov +consecrated +sparks +ecclesiastical +confined +##ovich +muller +floyd +nora +1822 +paved +1827 +cumberland +ned +saga +spiral +##flow +appreciated +yi +collaborative +treating +similarities +feminine +finishes +##ib +jade +import +##nse +##hot +champagne +mice +securing +celebrities +helsinki +attributes +##gos +cousins +phases +ache +lucia +gandhi +submission +vicar +spear +shine +tasmania +biting +detention +constitute +tighter +seasonal +##gus +terrestrial +matthews +##oka +effectiveness +parody +philharmonic +##onic +1816 +strangers +encoded +consortium +guaranteed +regards +shifts +tortured +collision +supervisor +inform +broader +insight +theaters +armour +emeritus +blink +incorporates +mapping +##50 +##ein +handball +flexible +##nta +substantially +generous +thief +##own +carr +loses +1793 +prose +ucla +romeo +generic +metallic +realization +damages +mk +commissioners +zach +default +##ther +helicopters +lengthy +stems +spa +partnered +spectators +rogue +indication +penalties +teresa +1801 +sen +##tric +dalton +##wich +irving +photographic +##vey +dell +deaf +peters +excluded +unsure +##vable +patterson +crawled +##zio +resided +whipped +latvia +slower +ecole +pipes +employers +maharashtra +comparable +va +textile +pageant +##gel +alphabet +binary +irrigation +chartered +choked +antoine +offs +waking +supplement +##wen +quantities +demolition +regain +locate +urdu +folks +alt +114 +##mc +scary +andreas +whites +##ava +classrooms +mw +aesthetic +publishes +valleys +guides +cubs +johannes +bryant +conventions +affecting +##itt +drain +awesome +isolation +prosecutor +ambitious +apology +captive +downs +atmospheric +lorenzo +aisle +beef +foul +##onia +kidding +composite +disturbed +illusion +natives +##ffer +emi +rockets +riverside +wartime +painters +adolf +melted +##ail +uncertainty +simulation +hawks +progressed +meantime +builder +spray +breach +unhappy +regina +russians +##urg +determining +##tation +tram +1806 +##quin +aging +##12 +1823 +garion +rented +mister +diaz +terminated +clip +1817 +depend +nervously +disco +owe +defenders +shiva +notorious +disbelief +shiny +worcester +##gation +##yr +trailing +undertook +islander +belarus +limitations +watershed +fuller +overlooking +utilized +raphael +1819 +synthetic +breakdown +klein +##nate +moaned +memoir +lamb +practicing +##erly +cellular +arrows +exotic +##graphy +witches +117 +charted +rey +hut +hierarchy +subdivision +freshwater +giuseppe +aloud +reyes +qatar +marty +sideways +utterly +sexually +jude +prayers +mccarthy +softball +blend +damien +##gging +##metric +wholly +erupted +lebanese +negro +revenues +tasted +comparative +teamed +transaction +labeled +maori +sovereignty +parkway +trauma +gran +malay +121 +advancement +descendant +2020 +buzz +salvation +inventory +symbolic +##making +antarctica +mps +##gas +##bro +mohammed +myanmar +holt +submarines +tones +##lman +locker +patriarch +bangkok +emerson +remarks +predators +kin +afghan +confession +norwich +rental +emerge +advantages +##zel +rca +##hold +shortened +storms +aidan +##matic +autonomy +compliance +##quet +dudley +atp +##osis +1803 +motto +documentation +summary +professors +spectacular +christina +archdiocese +flashing +innocence +remake +##dell +psychic +reef +scare +employ +rs +sticks +meg +gus +leans +##ude +accompany +bergen +tomas +##iko +doom +wages +pools +##nch +##bes +breasts +scholarly +alison +outline +brittany +breakthrough +willis +realistic +##cut +##boro +competitor +##stan +pike +picnic +icon +designing +commercials +washing +villain +skiing +micro +costumes +auburn +halted +executives +##hat +logistics +cycles +vowel +applicable +barrett +exclaimed +eurovision +eternity +ramon +##umi +##lls +modifications +sweeping +disgust +##uck +torch +aviv +ensuring +rude +dusty +sonic +donovan +outskirts +cu +pathway +##band +##gun +##lines +disciplines +acids +cadet +paired +##40 +sketches +##sive +marriages +##⁺ +folding +peers +slovak +implies +admired +##beck +1880s +leopold +instinct +attained +weston +megan +horace +##ination +dorsal +ingredients +evolutionary +##its +complications +deity +lethal +brushing +levy +deserted +institutes +posthumously +delivering +telescope +coronation +motivated +rapids +luc +flicked +pays +volcano +tanner +weighed +##nica +crowds +frankie +gifted +addressing +granddaughter +winding +##rna +constantine +gomez +##front +landscapes +rudolf +anthropology +slate +werewolf +##lio +astronomy +circa +rouge +dreaming +sack +knelt +drowned +naomi +prolific +tracked +freezing +herb +##dium +agony +randall +twisting +wendy +deposit +touches +vein +wheeler +##bbled +##bor +batted +retaining +tire +presently +compare +specification +daemon +nigel +##grave +merry +recommendation +czechoslovakia +sandra +ng +roma +##sts +lambert +inheritance +sheikh +winchester +cries +examining +##yle +comeback +cuisine +nave +##iv +ko +retrieve +tomatoes +barker +polished +defining +irene +lantern +personalities +begging +tract +swore +1809 +175 +##gic +omaha +brotherhood +##rley +haiti +##ots +exeter +##ete +##zia +steele +dumb +pearson +210 +surveyed +elisabeth +trends +##ef +fritz +##rf +premium +bugs +fraction +calmly +viking +##birds +tug +inserted +unusually +##ield +confronted +distress +crashing +brent +turks +resign +##olo +cambodia +gabe +sauce +##kal +evelyn +116 +extant +clusters +quarry +teenagers +luna +##lers +##ister +affiliation +drill +##ashi +panthers +scenic +libya +anita +strengthen +inscriptions +##cated +lace +sued +judith +riots +##uted +mint +##eta +preparations +midst +dub +challenger +##vich +mock +cf +displaced +wicket +breaths +enables +schmidt +analyst +##lum +ag +highlight +automotive +axe +josef +newark +sufficiently +resembles +50th +##pal +flushed +mum +traits +##ante +commodore +incomplete +warming +titular +ceremonial +ethical +118 +celebrating +eighteenth +cao +lima +medalist +mobility +strips +snakes +##city +miniature +zagreb +barton +escapes +umbrella +automated +doubted +differs +cooled +georgetown +dresden +cooked +fade +wyatt +rna +jacobs +carlton +abundant +stereo +boost +madras +inning +##hia +spur +ip +malayalam +begged +osaka +groan +escaping +charging +dose +vista +##aj +bud +papa +communists +advocates +edged +tri +##cent +resemble +peaking +necklace +fried +montenegro +saxony +goose +glances +stuttgart +curator +recruit +grocery +sympathetic +##tting +##fort +127 +lotus +randolph +ancestor +##rand +succeeding +jupiter +1798 +macedonian +##heads +hiking +1808 +handing +fischer +##itive +garbage +node +##pies +prone +singular +papua +inclined +attractions +italia +pouring +motioned +grandma +garnered +jacksonville +corp +ego +ringing +aluminum +##hausen +ordering +##foot +drawer +traders +synagogue +##play +##kawa +resistant +wandering +fragile +fiona +teased +var +hardcore +soaked +jubilee +decisive +exposition +mercer +poster +valencia +hale +kuwait +1811 +##ises +##wr +##eed +tavern +gamma +122 +johan +##uer +airways +amino +gil +##ury +vocational +domains +torres +##sp +generator +folklore +outcomes +##keeper +canberra +shooter +fl +beams +confrontation +##lling +##gram +feb +aligned +forestry +pipeline +jax +motorway +conception +decay +##tos +coffin +##cott +stalin +1805 +escorted +minded +##nam +sitcom +purchasing +twilight +veronica +additions +passive +tensions +straw +123 +frequencies +1804 +refugee +cultivation +##iate +christie +clary +bulletin +crept +disposal +##rich +##zong +processor +crescent +##rol +bmw +emphasized +whale +nazis +aurora +##eng +dwelling +hauled +sponsors +toledo +mega +ideology +theatres +tessa +cerambycidae +saves +turtle +cone +suspects +kara +rusty +yelling +greeks +mozart +shades +cocked +participant +##tro +shire +spit +freeze +necessity +##cos +inmates +nielsen +councillors +loaned +uncommon +omar +peasants +botanical +offspring +daniels +formations +jokes +1794 +pioneers +sigma +licensing +##sus +wheelchair +polite +1807 +liquor +pratt +trustee +##uta +forewings +balloon +##zz +kilometre +camping +explicit +casually +shawn +foolish +teammates +nm +hassan +carrie +judged +satisfy +vanessa +knives +selective +cnn +flowed +##lice +eclipse +stressed +eliza +mathematician +cease +cultivated +##roy +commissions +browns +##ania +destroyers +sheridan +meadow +##rius +minerals +##cial +downstream +clash +gram +memoirs +ventures +baha +seymour +archie +midlands +edith +fare +flynn +invite +canceled +tiles +stabbed +boulder +incorporate +amended +camden +facial +mollusk +unreleased +descriptions +yoga +grabs +550 +raises +ramp +shiver +##rose +coined +pioneering +tunes +qing +warwick +tops +119 +melanie +giles +##rous +wandered +##inal +annexed +nov +30th +unnamed +##ished +organizational +airplane +normandy +stoke +whistle +blessing +violations +chased +holders +shotgun +##ctic +outlet +reactor +##vik +tires +tearing +shores +fortified +mascot +constituencies +nc +columnist +productive +tibet +##rta +lineage +hooked +oct +tapes +judging +cody +##gger +hansen +kashmir +triggered +##eva +solved +cliffs +##tree +resisted +anatomy +protesters +transparent +implied +##iga +injection +mattress +excluding +##mbo +defenses +helpless +devotion +##elli +growl +liberals +weber +phenomena +atoms +plug +##iff +mortality +apprentice +howe +convincing +aaa +swimmer +barber +leone +promptly +sodium +def +nowadays +arise +##oning +gloucester +corrected +dignity +norm +erie +##ders +elders +evacuated +sylvia +compression +##yar +hartford +pose +backpack +reasoning +accepts +24th +wipe +millimetres +marcel +##oda +dodgers +albion +1790 +overwhelmed +aerospace +oaks +1795 +showcase +acknowledge +recovering +nolan +ashe +hurts +geology +fashioned +disappearance +farewell +swollen +shrug +marquis +wimbledon +124 +rue +1792 +commemorate +reduces +experiencing +inevitable +calcutta +intel +##court +murderer +sticking +fisheries +imagery +bloom +280 +brake +##inus +gustav +hesitation +memorable +po +viral +beans +accidents +tunisia +antenna +spilled +consort +treatments +aye +perimeter +##gard +donation +hostage +migrated +banker +addiction +apex +lil +trout +##ously +conscience +##nova +rams +sands +genome +passionate +troubles +##lets +##set +amid +##ibility +##ret +higgins +exceed +vikings +##vie +payne +##zan +muscular +##ste +defendant +sucking +##wal +ibrahim +fuselage +claudia +vfl +europeans +snails +interval +##garh +preparatory +statewide +tasked +lacrosse +viktor +##lation +angola +##hra +flint +implications +employs +teens +patrons +stall +weekends +barriers +scrambled +nucleus +tehran +jenna +parsons +lifelong +robots +displacement +5000 +##bles +precipitation +##gt +knuckles +clutched +1802 +marrying +ecology +marx +accusations +declare +scars +kolkata +mat +meadows +bermuda +skeleton +finalists +vintage +crawl +coordinate +affects +subjected +orchestral +mistaken +##tc +mirrors +dipped +relied +260 +arches +candle +##nick +incorporating +wildly +fond +basilica +owl +fringe +rituals +whispering +stirred +feud +tertiary +slick +goat +honorable +whereby +skip +ricardo +stripes +parachute +adjoining +submerged +synthesizer +##gren +intend +positively +ninety +phi +beaver +partition +fellows +alexis +prohibition +carlisle +bizarre +fraternity +##bre +doubts +icy +cbc +aquatic +sneak +sonny +combines +airports +crude +supervised +spatial +merge +alfonso +##bic +corrupt +scan +undergo +##ams +disabilities +colombian +comparing +dolphins +perkins +##lish +reprinted +unanimous +bounced +hairs +underworld +midwest +semester +bucket +paperback +miniseries +coventry +demise +##leigh +demonstrations +sensor +rotating +yan +##hler +arrange +soils +##idge +hyderabad +labs +##dr +brakes +grandchildren +##nde +negotiated +rover +ferrari +continuation +directorate +augusta +stevenson +counterpart +gore +##rda +nursery +rican +ave +collectively +broadly +pastoral +repertoire +asserted +discovering +nordic +styled +fiba +cunningham +harley +middlesex +survives +tumor +tempo +zack +aiming +lok +urgent +##rade +##nto +devils +##ement +contractor +turin +##wl +##ool +bliss +repaired +simmons +moan +astronomical +cr +negotiate +lyric +1890s +lara +bred +clad +angus +pbs +##ience +engineered +posed +##lk +hernandez +possessions +elbows +psychiatric +strokes +confluence +electorate +lifts +campuses +lava +alps +##ep +##ution +##date +physicist +woody +##page +##ographic +##itis +juliet +reformation +sparhawk +320 +complement +suppressed +jewel +##½ +floated +##kas +continuity +sadly +##ische +inability +melting +scanning +paula +flour +judaism +safer +vague +##lm +solving +curb +##stown +financially +gable +bees +expired +miserable +cassidy +dominion +1789 +cupped +145 +robbery +facto +amos +warden +resume +tallest +marvin +ing +pounded +usd +declaring +gasoline +##aux +darkened +270 +650 +sophomore +##mere +erection +gossip +televised +risen +dial +##eu +pillars +##link +passages +profound +##tina +arabian +ashton +silicon +nail +##ead +##lated +##wer +##hardt +fleming +firearms +ducked +circuits +blows +waterloo +titans +##lina +atom +fireplace +cheshire +financed +activation +algorithms +##zzi +constituent +catcher +cherokee +partnerships +sexuality +platoon +tragic +vivian +guarded +whiskey +meditation +poetic +##late +##nga +##ake +porto +listeners +dominance +kendra +mona +chandler +factions +22nd +salisbury +attitudes +derivative +##ido +##haus +intake +paced +javier +illustrator +barrels +bias +cockpit +burnett +dreamed +ensuing +##anda +receptors +someday +hawkins +mattered +##lal +slavic +1799 +jesuit +cameroon +wasted +tai +wax +lowering +victorious +freaking +outright +hancock +librarian +sensing +bald +calcium +myers +tablet +announcing +barack +shipyard +pharmaceutical +##uan +greenwich +flush +medley +patches +wolfgang +pt +speeches +acquiring +exams +nikolai +##gg +hayden +kannada +##type +reilly +##pt +waitress +abdomen +devastated +capped +pseudonym +pharmacy +fulfill +paraguay +1796 +clicked +##trom +archipelago +syndicated +##hman +lumber +orgasm +rejection +clifford +lorraine +advent +mafia +rodney +brock +##ght +##used +##elia +cassette +chamberlain +despair +mongolia +sensors +developmental +upstream +##eg +##alis +spanning +165 +trombone +basque +seeded +interred +renewable +rhys +leapt +revision +molecule +##ages +chord +vicious +nord +shivered +23rd +arlington +debts +corpus +sunrise +bays +blackburn +centimetres +##uded +shuddered +gm +strangely +gripping +cartoons +isabelle +orbital +##ppa +seals +proving +##lton +refusal +strengthened +bust +assisting +baghdad +batsman +portrayal +mara +pushes +spears +og +##cock +reside +nathaniel +brennan +1776 +confirmation +caucus +##worthy +markings +yemen +nobles +ku +lazy +viewer +catalan +encompasses +sawyer +##fall +sparked +substances +patents +braves +arranger +evacuation +sergio +persuade +dover +tolerance +penguin +cum +jockey +insufficient +townships +occupying +declining +plural +processed +projection +puppet +flanders +introduces +liability +##yon +gymnastics +antwerp +taipei +hobart +candles +jeep +wes +observers +126 +chaplain +bundle +glorious +##hine +hazel +flung +sol +excavations +dumped +stares +sh +bangalore +triangular +icelandic +intervals +expressing +turbine +##vers +songwriting +crafts +##igo +jasmine +ditch +rite +##ways +entertaining +comply +sorrow +wrestlers +basel +emirates +marian +rivera +helpful +##some +caution +downward +networking +##atory +##tered +darted +genocide +emergence +replies +specializing +spokesman +convenient +unlocked +fading +augustine +concentrations +resemblance +elijah +investigator +andhra +##uda +promotes +bean +##rrell +fleeing +wan +simone +announcer +##ame +##bby +lydia +weaver +132 +residency +modification +##fest +stretches +##ast +alternatively +nat +lowe +lacks +##ented +pam +tile +concealed +inferior +abdullah +residences +tissues +vengeance +##ided +moisture +peculiar +groove +zip +bologna +jennings +ninja +oversaw +zombies +pumping +batch +livingston +emerald +installations +1797 +peel +nitrogen +rama +##fying +##star +schooling +strands +responding +werner +##ost +lime +casa +accurately +targeting +##rod +underway +##uru +hemisphere +lester +##yard +occupies +2d +griffith +angrily +reorganized +##owing +courtney +deposited +##dd +##30 +estadio +##ifies +dunn +exiled +##ying +checks +##combe +##о +##fly +successes +unexpectedly +blu +assessed +##flower +##ه +observing +sacked +spiders +kn +##tail +mu +nodes +prosperity +audrey +divisional +155 +broncos +tangled +adjust +feeds +erosion +paolo +surf +directory +snatched +humid +admiralty +screwed +gt +reddish +##nese +modules +trench +lamps +bind +leah +bucks +competes +##nz +##form +transcription +##uc +isles +violently +clutching +pga +cyclist +inflation +flats +ragged +unnecessary +##hian +stubborn +coordinated +harriet +baba +disqualified +330 +insect +wolfe +##fies +reinforcements +rocked +duel +winked +embraced +bricks +##raj +hiatus +defeats +pending +brightly +jealousy +##xton +##hm +##uki +lena +gdp +colorful +##dley +stein +kidney +##shu +underwear +wanderers +##haw +##icus +guardians +m³ +roared +habits +##wise +permits +gp +uranium +punished +disguise +bundesliga +elise +dundee +erotic +partisan +pi +collectors +float +individually +rendering +behavioral +bucharest +ser +hare +valerie +corporal +nutrition +proportional +##isa +immense +##kis +pavement +##zie +##eld +sutherland +crouched +1775 +##lp +suzuki +trades +endurance +operas +crosby +prayed +priory +rory +socially +##urn +gujarat +##pu +walton +cube +pasha +privilege +lennon +floods +thorne +waterfall +nipple +scouting +approve +##lov +minorities +voter +dwight +extensions +assure +ballroom +slap +dripping +privileges +rejoined +confessed +demonstrating +patriotic +yell +investor +##uth +pagan +slumped +squares +##cle +##kins +confront +bert +embarrassment +##aid +aston +urging +sweater +starr +yuri +brains +williamson +commuter +mortar +structured +selfish +exports +##jon +cds +##him +unfinished +##rre +mortgage +destinations +##nagar +canoe +solitary +buchanan +delays +magistrate +fk +##pling +motivation +##lier +##vier +recruiting +assess +##mouth +malik +antique +1791 +pius +rahman +reich +tub +zhou +smashed +airs +galway +xii +conditioning +honduras +discharged +dexter +##pf +lionel +129 +debates +lemon +tiffany +volunteered +dom +dioxide +procession +devi +sic +tremendous +advertisements +colts +transferring +verdict +hanover +decommissioned +utter +relate +pac +racism +##top +beacon +limp +similarity +terra +occurrence +ant +##how +becky +capt +updates +armament +richie +pal +##graph +halloween +mayo +##ssen +##bone +cara +serena +fcc +dolls +obligations +##dling +violated +lafayette +jakarta +exploitation +##ime +infamous +iconic +##lah +##park +kitty +moody +reginald +dread +spill +crystals +olivier +modeled +bluff +equilibrium +separating +notices +ordnance +extinction +onset +cosmic +attachment +sammy +expose +privy +anchored +##bil +abbott +admits +bending +baritone +emmanuel +policeman +vaughan +winged +climax +dresses +denny +polytechnic +mohamed +burmese +authentic +nikki +genetics +grandparents +homestead +gaza +postponed +metacritic +una +##sby +##bat +unstable +dissertation +##rial +##cian +curls +obscure +uncovered +bronx +praying +disappearing +##hoe +prehistoric +coke +turret +mutations +nonprofit +pits +monaco +##ي +##usion +prominently +dispatched +podium +##mir +uci +##uation +133 +fortifications +birthplace +kendall +##lby +##oll +preacher +rack +goodman +##rman +persistent +##ott +countless +jaime +recorder +lexington +persecution +jumps +renewal +wagons +##11 +crushing +##holder +decorations +##lake +abundance +wrath +laundry +£1 +garde +##rp +jeanne +beetles +peasant +##sl +splitting +caste +sergei +##rer +##ema +scripts +##ively +rub +satellites +##vor +inscribed +verlag +scrapped +gale +packages +chick +potato +slogan +kathleen +arabs +##culture +counterparts +reminiscent +choral +##tead +rand +retains +bushes +dane +accomplish +courtesy +closes +##oth +slaughter +hague +krakow +lawson +tailed +elias +ginger +##ttes +canopy +betrayal +rebuilding +turf +##hof +frowning +allegiance +brigades +kicks +rebuild +polls +alias +nationalism +td +rowan +audition +bowie +fortunately +recognizes +harp +dillon +horrified +##oro +renault +##tics +ropes +##α +presumed +rewarded +infrared +wiping +accelerated +illustration +##rid +presses +practitioners +badminton +##iard +detained +##tera +recognizing +relates +misery +##sies +##tly +reproduction +piercing +potatoes +thornton +esther +manners +hbo +##aan +ours +bullshit +ernie +perennial +sensitivity +illuminated +rupert +##jin +##iss +##ear +rfc +nassau +##dock +staggered +socialism +##haven +appointments +nonsense +prestige +sharma +haul +##tical +solidarity +gps +##ook +##rata +igor +pedestrian +##uit +baxter +tenants +wires +medication +unlimited +guiding +impacts +diabetes +##rama +sasha +pas +clive +extraction +131 +continually +constraints +##bilities +sonata +hunted +sixteenth +chu +planting +quote +mayer +pretended +abs +spat +##hua +ceramic +##cci +curtains +pigs +pitching +##dad +latvian +sore +dayton +##sted +##qi +patrols +slice +playground +##nted +shone +stool +apparatus +inadequate +mates +treason +##ija +desires +##liga +##croft +somalia +laurent +mir +leonardo +oracle +grape +obliged +chevrolet +thirteenth +stunning +enthusiastic +##ede +accounted +concludes +currents +basil +##kovic +drought +##rica +mai +##aire +shove +posting +##shed +pilgrimage +humorous +packing +fry +pencil +wines +smells +144 +marilyn +aching +newest +clung +bon +neighbours +sanctioned +##pie +mug +##stock +drowning +##mma +hydraulic +##vil +hiring +reminder +lilly +investigators +##ncies +sour +##eous +compulsory +packet +##rion +##graphic +##elle +cannes +##inate +depressed +##rit +heroic +importantly +theresa +##tled +conway +saturn +marginal +rae +##xia +corresponds +royce +pact +jasper +explosives +packaging +aluminium +##ttered +denotes +rhythmic +spans +assignments +hereditary +outlined +originating +sundays +lad +reissued +greeting +beatrice +##dic +pillar +marcos +plots +handbook +alcoholic +judiciary +avant +slides +extract +masculine +blur +##eum +##force +homage +trembled +owens +hymn +trey +omega +signaling +socks +accumulated +reacted +attic +theo +lining +angie +distraction +primera +talbot +##key +1200 +ti +creativity +billed +##hey +deacon +eduardo +identifies +proposition +dizzy +gunner +hogan +##yam +##pping +##hol +ja +##chan +jensen +reconstructed +##berger +clearance +darius +##nier +abe +harlem +plea +dei +circled +emotionally +notation +fascist +neville +exceeded +upwards +viable +ducks +##fo +workforce +racer +limiting +shri +##lson +possesses +1600 +kerr +moths +devastating +laden +disturbing +locking +##cture +gal +fearing +accreditation +flavor +aide +1870s +mountainous +##baum +melt +##ures +motel +texture +servers +soda +##mb +herd +##nium +erect +puzzled +hum +peggy +examinations +gould +testified +geoff +ren +devised +sacks +##law +denial +posters +grunted +cesar +tutor +ec +gerry +offerings +byrne +falcons +combinations +ct +incoming +pardon +rocking +26th +avengers +flared +mankind +seller +uttar +loch +nadia +stroking +exposing +##hd +fertile +ancestral +instituted +##has +noises +prophecy +taxation +eminent +vivid +pol +##bol +dart +indirect +multimedia +notebook +upside +displaying +adrenaline +referenced +geometric +##iving +progression +##ddy +blunt +announce +##far +implementing +##lav +aggression +liaison +cooler +cares +headache +plantations +gorge +dots +impulse +thickness +ashamed +averaging +kathy +obligation +precursor +137 +fowler +symmetry +thee +225 +hears +##rai +undergoing +ads +butcher +bowler +##lip +cigarettes +subscription +goodness +##ically +browne +##hos +##tech +kyoto +donor +##erty +damaging +friction +drifting +expeditions +hardened +prostitution +152 +fauna +blankets +claw +tossing +snarled +butterflies +recruits +investigative +coated +healed +138 +communal +hai +xiii +academics +boone +psychologist +restless +lahore +stephens +mba +brendan +foreigners +printer +##pc +ached +explode +27th +deed +scratched +dared +##pole +cardiac +1780 +okinawa +proto +commando +compelled +oddly +electrons +##base +replica +thanksgiving +##rist +sheila +deliberate +stafford +tidal +representations +hercules +ou +##path +##iated +kidnapping +lenses +##tling +deficit +samoa +mouths +consuming +computational +maze +granting +smirk +razor +fixture +ideals +inviting +aiden +nominal +##vs +issuing +julio +pitt +ramsey +docks +##oss +exhaust +##owed +bavarian +draped +anterior +mating +ethiopian +explores +noticing +##nton +discarded +convenience +hoffman +endowment +beasts +cartridge +mormon +paternal +probe +sleeves +interfere +lump +deadline +##rail +jenks +bulldogs +scrap +alternating +justified +reproductive +nam +seize +descending +secretariat +kirby +coupe +grouped +smash +panther +sedan +tapping +##18 +lola +cheer +germanic +unfortunate +##eter +unrelated +##fan +subordinate +##sdale +suzanne +advertisement +##ility +horsepower +##lda +cautiously +discourse +luigi +##mans +##fields +noun +prevalent +mao +schneider +everett +surround +governorate +kira +##avia +westward +##take +misty +rails +sustainability +134 +unused +##rating +packs +toast +unwilling +regulate +thy +suffrage +nile +awe +assam +definitions +travelers +affordable +##rb +conferred +sells +undefeated +beneficial +torso +basal +repeating +remixes +##pass +bahrain +cables +fang +##itated +excavated +numbering +statutory +##rey +deluxe +##lian +forested +ramirez +derbyshire +zeus +slamming +transfers +astronomer +banana +lottery +berg +histories +bamboo +##uchi +resurrection +posterior +bowls +vaguely +##thi +thou +preserving +tensed +offence +##inas +meyrick +callum +ridden +watt +langdon +tying +lowland +snorted +daring +truman +##hale +##girl +aura +overly +filing +weighing +goa +infections +philanthropist +saunders +eponymous +##owski +latitude +perspectives +reviewing +mets +commandant +radial +##kha +flashlight +reliability +koch +vowels +amazed +ada +elaine +supper +##rth +##encies +predator +debated +soviets +cola +##boards +##nah +compartment +crooked +arbitrary +fourteenth +##ctive +havana +majors +steelers +clips +profitable +ambush +exited +packers +##tile +nude +cracks +fungi +##е +limb +trousers +josie +shelby +tens +frederic +##ος +definite +smoothly +constellation +insult +baton +discs +lingering +##nco +conclusions +lent +staging +becker +grandpa +shaky +##tron +einstein +obstacles +sk +adverse +elle +economically +##moto +mccartney +thor +dismissal +motions +readings +nostrils +treatise +##pace +squeezing +evidently +prolonged +1783 +venezuelan +je +marguerite +beirut +takeover +shareholders +##vent +denise +digit +airplay +norse +##bbling +imaginary +pills +hubert +blaze +vacated +eliminating +##ello +vine +mansfield +##tty +retrospective +barrow +borne +clutch +bail +forensic +weaving +##nett +##witz +desktop +citadel +promotions +worrying +dorset +ieee +subdivided +##iating +manned +expeditionary +pickup +synod +chuckle +185 +barney +##rz +##ffin +functionality +karachi +litigation +meanings +uc +lick +turbo +anders +##ffed +execute +curl +oppose +ankles +typhoon +##د +##ache +##asia +linguistics +compassion +pressures +grazing +perfection +##iting +immunity +monopoly +muddy +backgrounds +136 +namibia +francesca +monitors +attracting +stunt +tuition +##ии +vegetable +##mates +##quent +mgm +jen +complexes +forts +##ond +cellar +bites +seventeenth +royals +flemish +failures +mast +charities +##cular +peruvian +capitals +macmillan +ipswich +outward +frigate +postgraduate +folds +employing +##ouse +concurrently +fiery +##tai +contingent +nightmares +monumental +nicaragua +##kowski +lizard +mal +fielding +gig +reject +##pad +harding +##ipe +coastline +##cin +##nos +beethoven +humphrey +innovations +##tam +##nge +norris +doris +solicitor +huang +obey +141 +##lc +niagara +##tton +shelves +aug +bourbon +curry +nightclub +specifications +hilton +##ndo +centennial +dispersed +worm +neglected +briggs +sm +font +kuala +uneasy +plc +##nstein +##bound +##aking +##burgh +awaiting +pronunciation +##bbed +##quest +eh +optimal +zhu +raped +greens +presided +brenda +worries +##life +venetian +marxist +turnout +##lius +refined +braced +sins +grasped +sunderland +nickel +speculated +lowell +cyrillic +communism +fundraising +resembling +colonists +mutant +freddie +usc +##mos +gratitude +##run +mural +##lous +chemist +wi +reminds +28th +steals +tess +pietro +##ingen +promoter +ri +microphone +honoured +rai +sant +##qui +feather +##nson +burlington +kurdish +terrorists +deborah +sickness +##wed +##eet +hazard +irritated +desperation +veil +clarity +##rik +jewels +xv +##gged +##ows +##cup +berkshire +unfair +mysteries +orchid +winced +exhaustion +renovations +stranded +obe +infinity +##nies +adapt +redevelopment +thanked +registry +olga +domingo +noir +tudor +ole +##atus +commenting +behaviors +##ais +crisp +pauline +probable +stirling +wigan +##bian +paralympics +panting +surpassed +##rew +luca +barred +pony +famed +##sters +cassandra +waiter +carolyn +exported +##orted +andres +destructive +deeds +jonah +castles +vacancy +suv +##glass +1788 +orchard +yep +famine +belarusian +sprang +##forth +skinny +##mis +administrators +rotterdam +zambia +zhao +boiler +discoveries +##ride +##physics +lucius +disappointing +outreach +spoon +##frame +qualifications +unanimously +enjoys +regency +##iidae +stade +realism +veterinary +rodgers +dump +alain +chestnut +castile +censorship +rumble +gibbs +##itor +communion +reggae +inactivated +logs +loads +##houses +homosexual +##iano +ale +informs +##cas +phrases +plaster +linebacker +ambrose +kaiser +fascinated +850 +limerick +recruitment +forge +mastered +##nding +leinster +rooted +threaten +##strom +borneo +##hes +suggestions +scholarships +propeller +documentaries +patronage +coats +constructing +invest +neurons +comet +entirety +shouts +identities +annoying +unchanged +wary +##antly +##ogy +neat +oversight +##kos +phillies +replay +constance +##kka +incarnation +humble +skies +minus +##acy +smithsonian +##chel +guerrilla +jar +cadets +##plate +surplus +audit +##aru +cracking +joanna +louisa +pacing +##lights +intentionally +##iri +diner +nwa +imprint +australians +tong +unprecedented +bunker +naive +specialists +ark +nichols +railing +leaked +pedal +##uka +shrub +longing +roofs +v8 +captains +neural +tuned +##ntal +##jet +emission +medina +frantic +codex +definitive +sid +abolition +intensified +stocks +enrique +sustain +genoa +oxide +##written +clues +cha +##gers +tributaries +fragment +venom +##rity +##ente +##sca +muffled +vain +sire +laos +##ingly +##hana +hastily +snapping +surfaced +sentiment +motive +##oft +contests +approximate +mesa +luckily +dinosaur +exchanges +propelled +accord +bourne +relieve +tow +masks +offended +##ues +cynthia +##mmer +rains +bartender +zinc +reviewers +lois +##sai +legged +arrogant +rafe +rosie +comprise +handicap +blockade +inlet +lagoon +copied +drilling +shelley +petals +##inian +mandarin +obsolete +##inated +onward +arguably +productivity +cindy +praising +seldom +busch +discusses +raleigh +shortage +ranged +stanton +encouragement +firstly +conceded +overs +temporal +##uke +cbe +##bos +woo +certainty +pumps +##pton +stalked +##uli +lizzie +periodic +thieves +weaker +##night +gases +shoving +chooses +wc +##chemical +prompting +weights +##kill +robust +flanked +sticky +hu +tuberculosis +##eb +##eal +christchurch +resembled +wallet +reese +inappropriate +pictured +distract +fixing +fiddle +giggled +burger +heirs +hairy +mechanic +torque +apache +obsessed +chiefly +cheng +logging +##tag +extracted +meaningful +numb +##vsky +gloucestershire +reminding +##bay +unite +##lit +breeds +diminished +clown +glove +1860s +##ن +##ug +archibald +focal +freelance +sliced +depiction +##yk +organism +switches +sights +stray +crawling +##ril +lever +leningrad +interpretations +loops +anytime +reel +alicia +delighted +##ech +inhaled +xiv +suitcase +bernie +vega +licenses +northampton +exclusion +induction +monasteries +racecourse +homosexuality +##right +##sfield +##rky +dimitri +michele +alternatives +ions +commentators +genuinely +objected +pork +hospitality +fencing +stephan +warships +peripheral +wit +drunken +wrinkled +quentin +spends +departing +chung +numerical +spokesperson +##zone +johannesburg +caliber +killers +##udge +assumes +neatly +demographic +abigail +bloc +##vel +mounting +##lain +bentley +slightest +xu +recipients +##jk +merlin +##writer +seniors +prisons +blinking +hindwings +flickered +kappa +##hel +80s +strengthening +appealing +brewing +gypsy +mali +lashes +hulk +unpleasant +harassment +bio +treaties +predict +instrumentation +pulp +troupe +boiling +mantle +##ffe +ins +##vn +dividing +handles +verbs +##onal +coconut +senegal +340 +thorough +gum +momentarily +##sto +cocaine +panicked +destined +##turing +teatro +denying +weary +captained +mans +##hawks +##code +wakefield +bollywood +thankfully +##16 +cyril +##wu +amendments +##bahn +consultation +stud +reflections +kindness +1787 +internally +##ovo +tex +mosaic +distribute +paddy +seeming +143 +##hic +piers +##15 +##mura +##verse +popularly +winger +kang +sentinel +mccoy +##anza +covenant +##bag +verge +fireworks +suppress +thrilled +dominate +##jar +swansea +##60 +142 +reconciliation +##ndi +stiffened +cue +dorian +##uf +damascus +amor +ida +foremost +##aga +porsche +unseen +dir +##had +##azi +stony +lexi +melodies +##nko +angular +integer +podcast +ants +inherent +jaws +justify +persona +##olved +josephine +##nr +##ressed +customary +flashes +gala +cyrus +glaring +backyard +ariel +physiology +greenland +html +stir +avon +atletico +finch +methodology +ked +##lent +mas +catholicism +townsend +branding +quincy +fits +containers +1777 +ashore +aragon +##19 +forearm +poisoning +##sd +adopting +conquer +grinding +amnesty +keller +finances +evaluate +forged +lankan +instincts +##uto +guam +bosnian +photographed +workplace +desirable +protector +##dog +allocation +intently +encourages +willy +##sten +bodyguard +electro +brighter +##ν +bihar +##chev +lasts +opener +amphibious +sal +verde +arte +##cope +captivity +vocabulary +yields +##tted +agreeing +desmond +pioneered +##chus +strap +campaigned +railroads +##ович +emblem +##dre +stormed +501 +##ulous +marijuana +northumberland +##gn +##nath +bowen +landmarks +beaumont +##qua +danube +##bler +attorneys +th +ge +flyers +critique +villains +cass +mutation +acc +##0s +colombo +mckay +motif +sampling +concluding +syndicate +##rell +neon +stables +ds +warnings +clint +mourning +wilkinson +##tated +merrill +leopard +evenings +exhaled +emil +sonia +ezra +discrete +stove +farrell +fifteenth +prescribed +superhero +##rier +worms +helm +wren +##duction +##hc +expo +##rator +hq +unfamiliar +antony +prevents +acceleration +fiercely +mari +painfully +calculations +cheaper +ign +clifton +irvine +davenport +mozambique +##np +pierced +##evich +wonders +##wig +##cate +##iling +crusade +ware +##uel +enzymes +reasonably +mls +##coe +mater +ambition +bunny +eliot +kernel +##fin +asphalt +headmaster +torah +aden +lush +pins +waived +##care +##yas +joao +substrate +enforce +##grad +##ules +alvarez +selections +epidemic +tempted +##bit +bremen +translates +ensured +waterfront +29th +forrest +manny +malone +kramer +reigning +cookies +simpler +absorption +205 +engraved +##ffy +evaluated +1778 +haze +146 +comforting +crossover +##abe +thorn +##rift +##imo +##pop +suppression +fatigue +cutter +##tr +201 +wurttemberg +##orf +enforced +hovering +proprietary +gb +samurai +syllable +ascent +lacey +tick +lars +tractor +merchandise +rep +bouncing +defendants +##yre +huntington +##ground +##oko +standardized +##hor +##hima +assassinated +nu +predecessors +rainy +liar +assurance +lyrical +##uga +secondly +flattened +ios +parameter +undercover +##mity +bordeaux +punish +ridges +markers +exodus +inactive +hesitate +debbie +nyc +pledge +savoy +nagar +offset +organist +##tium +hesse +marin +converting +##iver +diagram +propulsion +pu +validity +reverted +supportive +##dc +ministries +clans +responds +proclamation +##inae +##ø +##rea +ein +pleading +patriot +sf +birch +islanders +strauss +hates +##dh +brandenburg +concession +rd +##ob +1900s +killings +textbook +antiquity +cinematography +wharf +embarrassing +setup +creed +farmland +inequality +centred +signatures +fallon +370 +##ingham +##uts +ceylon +gazing +directive +laurie +##tern +globally +##uated +##dent +allah +excavation +threads +##cross +148 +frantically +icc +utilize +determines +respiratory +thoughtful +receptions +##dicate +merging +chandra +seine +147 +builders +builds +diagnostic +dev +visibility +goddamn +analyses +dhaka +cho +proves +chancel +concurrent +curiously +canadians +pumped +restoring +1850s +turtles +jaguar +sinister +spinal +traction +declan +vows +1784 +glowed +capitalism +swirling +install +universidad +##lder +##oat +soloist +##genic +##oor +coincidence +beginnings +nissan +dip +resorts +caucasus +combustion +infectious +##eno +pigeon +serpent +##itating +conclude +masked +salad +jew +##gr +surreal +toni +##wc +harmonica +151 +##gins +##etic +##coat +fishermen +intending +bravery +##wave +klaus +titan +wembley +taiwanese +ransom +40th +incorrect +hussein +eyelids +jp +cooke +dramas +utilities +##etta +##print +eisenhower +principally +granada +lana +##rak +openings +concord +##bl +bethany +connie +morality +sega +##mons +##nard +earnings +##kara +##cine +wii +communes +##rel +coma +composing +softened +severed +grapes +##17 +nguyen +analyzed +warlord +hubbard +heavenly +behave +slovenian +##hit +##ony +hailed +filmmakers +trance +caldwell +skye +unrest +coward +likelihood +##aging +bern +sci +taliban +honolulu +propose +##wang +1700 +browser +imagining +cobra +contributes +dukes +instinctively +conan +violinist +##ores +accessories +gradual +##amp +quotes +sioux +##dating +undertake +intercepted +sparkling +compressed +139 +fungus +tombs +haley +imposing +rests +degradation +lincolnshire +retailers +wetlands +tulsa +distributor +dungeon +nun +greenhouse +convey +atlantis +aft +exits +oman +dresser +lyons +##sti +joking +eddy +judgement +omitted +digits +##cts +##game +juniors +##rae +cents +stricken +une +##ngo +wizards +weir +breton +nan +technician +fibers +liking +royalty +##cca +154 +persia +terribly +magician +##rable +##unt +vance +cafeteria +booker +camille +warmer +##static +consume +cavern +gaps +compass +contemporaries +foyer +soothing +graveyard +maj +plunged +blush +##wear +cascade +demonstrates +ordinance +##nov +boyle +##lana +rockefeller +shaken +banjo +izzy +##ense +breathless +vines +##32 +##eman +alterations +chromosome +dwellings +feudal +mole +153 +catalonia +relics +tenant +mandated +##fm +fridge +hats +honesty +patented +raul +heap +cruisers +accusing +enlightenment +infants +wherein +chatham +contractors +zen +affinity +hc +osborne +piston +156 +traps +maturity +##rana +lagos +##zal +peering +##nay +attendant +dealers +protocols +subset +prospects +biographical +##cre +artery +##zers +insignia +nuns +endured +##eration +recommend +schwartz +serbs +berger +cromwell +crossroads +##ctor +enduring +clasped +grounded +##bine +marseille +twitched +abel +choke +https +catalyst +moldova +italians +##tist +disastrous +wee +##oured +##nti +wwf +nope +##piration +##asa +expresses +thumbs +167 +##nza +coca +1781 +cheating +##ption +skipped +sensory +heidelberg +spies +satan +dangers +semifinal +202 +bohemia +whitish +confusing +shipbuilding +relies +surgeons +landings +ravi +baku +moor +suffix +alejandro +##yana +litre +upheld +##unk +rajasthan +##rek +coaster +insists +posture +scenarios +etienne +favoured +appoint +transgender +elephants +poked +greenwood +defences +fulfilled +militant +somali +1758 +chalk +potent +##ucci +migrants +wink +assistants +nos +restriction +activism +niger +##ario +colon +shaun +##sat +daphne +##erated +swam +congregations +reprise +considerations +magnet +playable +xvi +##р +overthrow +tobias +knob +chavez +coding +##mers +propped +katrina +orient +newcomer +##suke +temperate +##pool +farmhouse +interrogation +##vd +committing +##vert +forthcoming +strawberry +joaquin +macau +ponds +shocking +siberia +##cellular +chant +contributors +##nant +##ologists +sped +absorb +hail +1782 +spared +##hore +barbados +karate +opus +originates +saul +##xie +evergreen +leaped +##rock +correlation +exaggerated +weekday +unification +bump +tracing +brig +afb +pathways +utilizing +##ners +mod +mb +disturbance +kneeling +##stad +##guchi +100th +pune +##thy +decreasing +168 +manipulation +miriam +academia +ecosystem +occupational +rbi +##lem +rift +##14 +rotary +stacked +incorporation +awakening +generators +guerrero +racist +##omy +cyber +derivatives +culminated +allie +annals +panzer +sainte +wikipedia +pops +zu +austro +##vate +algerian +politely +nicholson +mornings +educate +tastes +thrill +dartmouth +##gating +db +##jee +regan +differing +concentrating +choreography +divinity +##media +pledged +alexandre +routing +gregor +madeline +##idal +apocalypse +##hora +gunfire +culminating +elves +fined +liang +lam +programmed +tar +guessing +transparency +gabrielle +##gna +cancellation +flexibility +##lining +accession +shea +stronghold +nets +specializes +##rgan +abused +hasan +sgt +ling +exceeding +##₄ +admiration +supermarket +##ark +photographers +specialised +tilt +resonance +hmm +perfume +380 +sami +threatens +garland +botany +guarding +boiled +greet +puppy +russo +supplier +wilmington +vibrant +vijay +##bius +paralympic +grumbled +paige +faa +licking +margins +hurricanes +##gong +fest +grenade +ripping +##uz +counseling +weigh +##sian +needles +wiltshire +edison +costly +##not +fulton +tramway +redesigned +staffordshire +cache +gasping +watkins +sleepy +candidacy +##group +monkeys +timeline +throbbing +##bid +##sos +berth +uzbekistan +vanderbilt +bothering +overturned +ballots +gem +##iger +sunglasses +subscribers +hooker +compelling +ang +exceptionally +saloon +stab +##rdi +carla +terrifying +rom +##vision +coil +##oids +satisfying +vendors +31st +mackay +deities +overlooked +ambient +bahamas +felipe +olympia +whirled +botanist +advertised +tugging +##dden +disciples +morales +unionist +rites +foley +morse +motives +creepy +##₀ +soo +##sz +bargain +highness +frightening +turnpike +tory +reorganization +##cer +depict +biographer +##walk +unopposed +manifesto +##gles +institut +emile +accidental +kapoor +##dam +kilkenny +cortex +lively +##13 +romanesque +jain +shan +cannons +##ood +##ske +petrol +echoing +amalgamated +disappears +cautious +proposes +sanctions +trenton +##ر +flotilla +aus +contempt +tor +canary +cote +theirs +##hun +conceptual +deleted +fascinating +paso +blazing +elf +honourable +hutchinson +##eiro +##outh +##zin +surveyor +tee +amidst +wooded +reissue +intro +##ono +cobb +shelters +newsletter +hanson +brace +encoding +confiscated +dem +caravan +marino +scroll +melodic +cows +imam +##adi +##aneous +northward +searches +biodiversity +cora +310 +roaring +##bers +connell +theologian +halo +compose +pathetic +unmarried +dynamo +##oot +az +calculation +toulouse +deserves +humour +nr +forgiveness +tam +undergone +martyr +pamela +myths +whore +counselor +hicks +290 +heavens +battleship +electromagnetic +##bbs +stellar +establishments +presley +hopped +##chin +temptation +90s +wills +nas +##yuan +nhs +##nya +seminars +##yev +adaptations +gong +asher +lex +indicator +sikh +tobago +cites +goin +##yte +satirical +##gies +characterised +correspond +bubbles +lure +participates +##vid +eruption +skate +therapeutic +1785 +canals +wholesale +defaulted +sac +460 +petit +##zzled +virgil +leak +ravens +256 +portraying +##yx +ghetto +creators +dams +portray +vicente +##rington +fae +namesake +bounty +##arium +joachim +##ota +##iser +aforementioned +axle +snout +depended +dismantled +reuben +480 +##ibly +gallagher +##lau +##pd +earnest +##ieu +##iary +inflicted +objections +##llar +asa +gritted +##athy +jericho +##sea +##was +flick +underside +ceramics +undead +substituted +195 +eastward +undoubtedly +wheeled +chimney +##iche +guinness +cb +##ager +siding +##bell +traitor +baptiste +disguised +inauguration +149 +tipperary +choreographer +perched +warmed +stationary +eco +##ike +##ntes +bacterial +##aurus +flores +phosphate +##core +attacker +invaders +alvin +intersects +a1 +indirectly +immigrated +businessmen +cornelius +valves +narrated +pill +sober +ul +nationale +monastic +applicants +scenery +##jack +161 +motifs +constitutes +cpu +##osh +jurisdictions +sd +tuning +irritation +woven +##uddin +fertility +gao +##erie +antagonist +impatient +glacial +hides +boarded +denominations +interception +##jas +cookie +nicola +##tee +algebraic +marquess +bahn +parole +buyers +bait +turbines +paperwork +bestowed +natasha +renee +oceans +purchases +157 +vaccine +215 +##tock +fixtures +playhouse +integrate +jai +oswald +intellectuals +##cky +booked +nests +mortimer +##isi +obsession +sept +##gler +##sum +440 +scrutiny +simultaneous +squinted +##shin +collects +oven +shankar +penned +remarkably +##я +slips +luggage +spectral +1786 +collaborations +louie +consolidation +##ailed +##ivating +420 +hoover +blackpool +harness +ignition +vest +tails +belmont +mongol +skinner +##nae +visually +mage +derry +##tism +##unce +stevie +transitional +##rdy +redskins +drying +prep +prospective +##21 +annoyance +oversee +##loaded +fills +##books +##iki +announces +fda +scowled +respects +prasad +mystic +tucson +##vale +revue +springer +bankrupt +1772 +aristotle +salvatore +habsburg +##geny +dal +natal +nut +pod +chewing +darts +moroccan +walkover +rosario +lenin +punjabi +##ße +grossed +scattering +wired +invasive +hui +polynomial +corridors +wakes +gina +portrays +##cratic +arid +retreating +erich +irwin +sniper +##dha +linen +lindsey +maneuver +butch +shutting +socio +bounce +commemorative +postseason +jeremiah +pines +275 +mystical +beads +bp +abbas +furnace +bidding +consulted +assaulted +empirical +rubble +enclosure +sob +weakly +cancel +polly +yielded +##emann +curly +prediction +battered +70s +vhs +jacqueline +render +sails +barked +detailing +grayson +riga +sloane +raging +##yah +herbs +bravo +##athlon +alloy +giggle +imminent +suffers +assumptions +waltz +##itate +accomplishments +##ited +bathing +remixed +deception +prefix +##emia +deepest +##tier +##eis +balkan +frogs +##rong +slab +##pate +philosophers +peterborough +grains +imports +dickinson +rwanda +##atics +1774 +dirk +lan +tablets +##rove +clone +##rice +caretaker +hostilities +mclean +##gre +regimental +treasures +norms +impose +tsar +tango +diplomacy +variously +complain +192 +recognise +arrests +1779 +celestial +pulitzer +##dus +bing +libretto +##moor +adele +splash +##rite +expectation +lds +confronts +##izer +spontaneous +harmful +wedge +entrepreneurs +buyer +##ope +bilingual +translate +rugged +conner +circulated +uae +eaton +##gra +##zzle +lingered +lockheed +vishnu +reelection +alonso +##oom +joints +yankee +headline +cooperate +heinz +laureate +invading +##sford +echoes +scandinavian +##dham +hugging +vitamin +salute +micah +hind +trader +##sper +radioactive +##ndra +militants +poisoned +ratified +remark +campeonato +deprived +wander +prop +##dong +outlook +##tani +##rix +##eye +chiang +darcy +##oping +mandolin +spice +statesman +babylon +182 +walled +forgetting +afro +##cap +158 +giorgio +buffer +##polis +planetary +##gis +overlap +terminals +kinda +centenary +##bir +arising +manipulate +elm +ke +1770 +ak +##tad +chrysler +mapped +moose +pomeranian +quad +macarthur +assemblies +shoreline +recalls +stratford +##rted +noticeable +##evic +imp +##rita +##sque +accustomed +supplying +tents +disgusted +vogue +sipped +filters +khz +reno +selecting +luftwaffe +mcmahon +tyne +masterpiece +carriages +collided +dunes +exercised +flare +remembers +muzzle +##mobile +heck +##rson +burgess +lunged +middleton +boycott +bilateral +##sity +hazardous +lumpur +multiplayer +spotlight +jackets +goldman +liege +porcelain +rag +waterford +benz +attracts +hopeful +battling +ottomans +kensington +baked +hymns +cheyenne +lattice +levine +borrow +polymer +clashes +michaels +monitored +commitments +denounced +##25 +##von +cavity +##oney +hobby +akin +##holders +futures +intricate +cornish +patty +##oned +illegally +dolphin +##lag +barlow +yellowish +maddie +apologized +luton +plagued +##puram +nana +##rds +sway +fanny +łodz +##rino +psi +suspicions +hanged +##eding +initiate +charlton +##por +nak +competent +235 +analytical +annex +wardrobe +reservations +##rma +sect +162 +fairfax +hedge +piled +buckingham +uneven +bauer +simplicity +snyder +interpret +accountability +donors +moderately +byrd +continents +##cite +##max +disciple +hr +jamaican +ping +nominees +##uss +mongolian +diver +attackers +eagerly +ideological +pillows +miracles +apartheid +revolver +sulfur +clinics +moran +163 +##enko +ile +katy +rhetoric +##icated +chronology +recycling +##hrer +elongated +mughal +pascal +profiles +vibration +databases +domination +##fare +##rant +matthias +digest +rehearsal +polling +weiss +initiation +reeves +clinging +flourished +impress +ngo +##hoff +##ume +buckley +symposium +rhythms +weed +emphasize +transforming +##taking +##gence +##yman +accountant +analyze +flicker +foil +priesthood +voluntarily +decreases +##80 +##hya +slater +sv +charting +mcgill +##lde +moreno +##iu +besieged +zur +robes +##phic +admitting +api +deported +turmoil +peyton +earthquakes +##ares +nationalists +beau +clair +brethren +interrupt +welch +curated +galerie +requesting +164 +##ested +impending +steward +viper +##vina +complaining +beautifully +brandy +foam +nl +1660 +##cake +alessandro +punches +laced +explanations +##lim +attribute +clit +reggie +discomfort +##cards +smoothed +whales +##cene +adler +countered +duffy +disciplinary +widening +recipe +reliance +conducts +goats +gradient +preaching +##shaw +matilda +quasi +striped +meridian +cannabis +cordoba +certificates +##agh +##tering +graffiti +hangs +pilgrims +repeats +##ych +revive +urine +etat +##hawk +fueled +belts +fuzzy +susceptible +##hang +mauritius +salle +sincere +beers +hooks +##cki +arbitration +entrusted +advise +sniffed +seminar +junk +donnell +processors +principality +strapped +celia +mendoza +everton +fortunes +prejudice +starving +reassigned +steamer +##lund +tuck +evenly +foreman +##ffen +dans +375 +envisioned +slit +##xy +baseman +liberia +rosemary +##weed +electrified +periodically +potassium +stride +contexts +sperm +slade +mariners +influx +bianca +subcommittee +##rane +spilling +icao +estuary +##nock +delivers +iphone +##ulata +isa +mira +bohemian +dessert +##sbury +welcoming +proudly +slowing +##chs +musee +ascension +russ +##vian +waits +##psy +africans +exploit +##morphic +gov +eccentric +crab +peck +##ull +entrances +formidable +marketplace +groom +bolted +metabolism +patton +robbins +courier +payload +endure +##ifier +andes +refrigerator +##pr +ornate +##uca +ruthless +illegitimate +masonry +strasbourg +bikes +adobe +##³ +apples +quintet +willingly +niche +bakery +corpses +energetic +##cliffe +##sser +##ards +177 +centimeters +centro +fuscous +cretaceous +rancho +##yde +andrei +telecom +tottenham +oasis +ordination +vulnerability +presiding +corey +cp +penguins +sims +##pis +malawi +piss +##48 +correction +##cked +##ffle +##ryn +countdown +detectives +psychiatrist +psychedelic +dinosaurs +blouse +##get +choi +vowed +##oz +randomly +##pol +49ers +scrub +blanche +bruins +dusseldorf +##using +unwanted +##ums +212 +dominique +elevations +headlights +om +laguna +##oga +1750 +famously +ignorance +shrewsbury +##aine +ajax +breuning +che +confederacy +greco +overhaul +##screen +paz +skirts +disagreement +cruelty +jagged +phoebe +shifter +hovered +viruses +##wes +mandy +##lined +##gc +landlord +squirrel +dashed +##ι +ornamental +gag +wally +grange +literal +spurs +undisclosed +proceeding +yin +##text +billie +orphan +spanned +humidity +indy +weighted +presentations +explosions +lucian +##tary +vaughn +hindus +##anga +##hell +psycho +171 +daytona +protects +efficiently +rematch +sly +tandem +##oya +rebranded +impaired +hee +metropolis +peach +godfrey +diaspora +ethnicity +prosperous +gleaming +dar +grossing +playback +##rden +stripe +pistols +##tain +births +labelled +##cating +172 +rudy +alba +##onne +aquarium +hostility +##gb +##tase +shudder +sumatra +hardest +lakers +consonant +creeping +demos +homicide +capsule +zeke +liberties +expulsion +pueblo +##comb +trait +transporting +##ddin +##neck +##yna +depart +gregg +mold +ledge +hangar +oldham +playboy +termination +analysts +gmbh +romero +##itic +insist +cradle +filthy +brightness +slash +shootout +deposed +bordering +##truct +isis +microwave +tumbled +sheltered +cathy +werewolves +messy +andersen +convex +clapped +clinched +satire +wasting +edo +vc +rufus +##jak +mont +##etti +poznan +##keeping +restructuring +transverse +##rland +azerbaijani +slovene +gestures +roommate +choking +shear +##quist +vanguard +oblivious +##hiro +disagreed +baptism +##lich +coliseum +##aceae +salvage +societe +cory +locke +relocation +relying +versailles +ahl +swelling +##elo +cheerful +##word +##edes +gin +sarajevo +obstacle +diverted +##nac +messed +thoroughbred +fluttered +utrecht +chewed +acquaintance +assassins +dispatch +mirza +##wart +nike +salzburg +swell +yen +##gee +idle +ligue +samson +##nds +##igh +playful +spawned +##cise +tease +##case +burgundy +##bot +stirring +skeptical +interceptions +marathi +##dies +bedrooms +aroused +pinch +##lik +preferences +tattoos +buster +digitally +projecting +rust +##ital +kitten +priorities +addison +pseudo +##guard +dusk +icons +sermon +##psis +##iba +bt +##lift +##xt +ju +truce +rink +##dah +##wy +defects +psychiatry +offences +calculate +glucose +##iful +##rized +##unda +francaise +##hari +richest +warwickshire +carly +1763 +purity +redemption +lending +##cious +muse +bruises +cerebral +aero +carving +##name +preface +terminology +invade +monty +##int +anarchist +blurred +##iled +rossi +treats +guts +shu +foothills +ballads +undertaking +premise +cecilia +affiliates +blasted +conditional +wilder +minors +drone +rudolph +buffy +swallowing +horton +attested +##hop +rutherford +howell +primetime +livery +penal +##bis +minimize +hydro +wrecked +wrought +palazzo +##gling +cans +vernacular +friedman +nobleman +shale +walnut +danielle +##ection +##tley +sears +##kumar +chords +lend +flipping +streamed +por +dracula +gallons +sacrifices +gamble +orphanage +##iman +mckenzie +##gible +boxers +daly +##balls +##ان +208 +##ific +##rative +##iq +exploited +slated +##uity +circling +hillary +pinched +goldberg +provost +campaigning +lim +piles +ironically +jong +mohan +successors +usaf +##tem +##ught +autobiographical +haute +preserves +##ending +acquitted +comparisons +203 +hydroelectric +gangs +cypriot +torpedoes +rushes +chrome +derive +bumps +instability +fiat +pets +##mbe +silas +dye +reckless +settler +##itation +info +heats +##writing +176 +canonical +maltese +fins +mushroom +stacy +aspen +avid +##kur +##loading +vickers +gaston +hillside +statutes +wilde +gail +kung +sabine +comfortably +motorcycles +##rgo +169 +pneumonia +fetch +##sonic +axel +faintly +parallels +##oop +mclaren +spouse +compton +interdisciplinary +miner +##eni +181 +clamped +##chal +##llah +separates +versa +##mler +scarborough +labrador +##lity +##osing +rutgers +hurdles +como +166 +burt +divers +##100 +wichita +cade +coincided +##erson +bruised +mla +##pper +vineyard +##ili +##brush +notch +mentioning +jase +hearted +kits +doe +##acle +pomerania +##ady +ronan +seizure +pavel +problematic +##zaki +domenico +##ulin +catering +penelope +dependence +parental +emilio +ministerial +atkinson +##bolic +clarkson +chargers +colby +grill +peeked +arises +summon +##aged +fools +##grapher +faculties +qaeda +##vial +garner +refurbished +##hwa +geelong +disasters +nudged +bs +shareholder +lori +algae +reinstated +rot +##ades +##nous +invites +stainless +183 +inclusive +##itude +diocesan +til +##icz +denomination +##xa +benton +floral +registers +##ider +##erman +##kell +absurd +brunei +guangzhou +hitter +retaliation +##uled +##eve +blanc +nh +consistency +contamination +##eres +##rner +dire +palermo +broadcasters +diaries +inspire +vols +brewer +tightening +ky +mixtape +hormone +##tok +stokes +##color +##dly +##ssi +pg +##ometer +##lington +sanitation +##tility +intercontinental +apps +##adt +¹⁄₂ +cylinders +economies +favourable +unison +croix +gertrude +odyssey +vanity +dangling +##logists +upgrades +dice +middleweight +practitioner +##ight +206 +henrik +parlor +orion +angered +lac +python +blurted +##rri +sensual +intends +swings +angled +##phs +husky +attain +peerage +precinct +textiles +cheltenham +shuffled +dai +confess +tasting +bhutan +##riation +tyrone +segregation +abrupt +ruiz +##rish +smirked +blackwell +confidential +browning +amounted +##put +vase +scarce +fabulous +raided +staple +guyana +unemployed +glider +shay +##tow +carmine +troll +intervene +squash +superstar +##uce +cylindrical +len +roadway +researched +handy +##rium +##jana +meta +lao +declares +##rring +##tadt +##elin +##kova +willem +shrubs +napoleonic +realms +skater +qi +volkswagen +##ł +tad +hara +archaeologist +awkwardly +eerie +##kind +wiley +##heimer +##24 +titus +organizers +cfl +crusaders +lama +usb +vent +enraged +thankful +occupants +maximilian +##gaard +possessing +textbooks +##oran +collaborator +quaker +##ulo +avalanche +mono +silky +straits +isaiah +mustang +surged +resolutions +potomac +descend +cl +kilograms +plato +strains +saturdays +##olin +bernstein +##ype +holstein +ponytail +##watch +belize +conversely +heroine +perpetual +##ylus +charcoal +piedmont +glee +negotiating +backdrop +prologue +##jah +##mmy +pasadena +climbs +ramos +sunni +##holm +##tner +##tri +anand +deficiency +hertfordshire +stout +##avi +aperture +orioles +##irs +doncaster +intrigued +bombed +coating +otis +##mat +cocktail +##jit +##eto +amir +arousal +sar +##proof +##act +##ories +dixie +pots +##bow +whereabouts +159 +##fted +drains +bullying +cottages +scripture +coherent +fore +poe +appetite +##uration +sampled +##ators +##dp +derrick +rotor +jays +peacock +installment +##rro +advisors +##coming +rodeo +scotch +##mot +##db +##fen +##vant +ensued +rodrigo +dictatorship +martyrs +twenties +##н +towed +incidence +marta +rainforest +sai +scaled +##cles +oceanic +qualifiers +symphonic +mcbride +dislike +generalized +aubrey +colonization +##iation +##lion +##ssing +disliked +lublin +salesman +##ulates +spherical +whatsoever +sweating +avalon +contention +punt +severity +alderman +atari +##dina +##grant +##rop +scarf +seville +vertices +annexation +fairfield +fascination +inspiring +launches +palatinate +regretted +##rca +feral +##iom +elk +nap +olsen +reddy +yong +##leader +##iae +garment +transports +feng +gracie +outrage +viceroy +insides +##esis +breakup +grady +organizer +softer +grimaced +222 +murals +galicia +arranging +vectors +##rsten +bas +##sb +##cens +sloan +##eka +bitten +ara +fender +nausea +bumped +kris +banquet +comrades +detector +persisted +##llan +adjustment +endowed +cinemas +##shot +sellers +##uman +peek +epa +kindly +neglect +simpsons +talon +mausoleum +runaway +hangul +lookout +##cic +rewards +coughed +acquainted +chloride +##ald +quicker +accordion +neolithic +##qa +artemis +coefficient +lenny +pandora +tx +##xed +ecstasy +litter +segunda +chairperson +gemma +hiss +rumor +vow +nasal +antioch +compensate +patiently +transformers +##eded +judo +morrow +penis +posthumous +philips +bandits +husbands +denote +flaming +##any +##phones +langley +yorker +1760 +walters +##uo +##kle +gubernatorial +fatty +samsung +leroy +outlaw +##nine +unpublished +poole +jakob +##ᵢ +##ₙ +crete +distorted +superiority +##dhi +intercept +crust +mig +claus +crashes +positioning +188 +stallion +301 +frontal +armistice +##estinal +elton +aj +encompassing +camel +commemorated +malaria +woodward +calf +cigar +penetrate +##oso +willard +##rno +##uche +illustrate +amusing +convergence +noteworthy +##lma +##rva +journeys +realise +manfred +##sable +410 +##vocation +hearings +fiance +##posed +educators +provoked +adjusting +##cturing +modular +stockton +paterson +vlad +rejects +electors +selena +maureen +##tres +uber +##rce +swirled +##num +proportions +nanny +pawn +naturalist +parma +apostles +awoke +ethel +wen +##bey +monsoon +overview +##inating +mccain +rendition +risky +adorned +##ih +equestrian +germain +nj +conspicuous +confirming +##yoshi +shivering +##imeter +milestone +rumours +flinched +bounds +smacked +token +##bei +lectured +automobiles +##shore +impacted +##iable +nouns +nero +##leaf +ismail +prostitute +trams +##lace +bridget +sud +stimulus +impressions +reins +revolves +##oud +##gned +giro +honeymoon +##swell +criterion +##sms +##uil +libyan +prefers +##osition +211 +preview +sucks +accusation +bursts +metaphor +diffusion +tolerate +faye +betting +cinematographer +liturgical +specials +bitterly +humboldt +##ckle +flux +rattled +##itzer +archaeologists +odor +authorised +marshes +discretion +##ов +alarmed +archaic +inverse +##leton +explorers +##pine +drummond +tsunami +woodlands +##minate +##tland +booklet +insanity +owning +insert +crafted +calculus +##tore +receivers +##bt +stung +##eca +##nched +prevailing +travellers +eyeing +lila +graphs +##borne +178 +julien +##won +morale +adaptive +therapist +erica +cw +libertarian +bowman +pitches +vita +##ional +crook +##ads +##entation +caledonia +mutiny +##sible +1840s +automation +##ß +flock +##pia +ironic +pathology +##imus +remarried +##22 +joker +withstand +energies +##att +shropshire +hostages +madeleine +tentatively +conflicting +mateo +recipes +euros +ol +mercenaries +nico +##ndon +albuquerque +augmented +mythical +bel +freud +##child +cough +##lica +365 +freddy +lillian +genetically +nuremberg +calder +209 +bonn +outdoors +paste +suns +urgency +vin +restraint +tyson +##cera +##selle +barrage +bethlehem +kahn +##par +mounts +nippon +barony +happier +ryu +makeshift +sheldon +blushed +castillo +barking +listener +taped +bethel +fluent +headlines +pornography +rum +disclosure +sighing +mace +doubling +gunther +manly +##plex +rt +interventions +physiological +forwards +emerges +##tooth +##gny +compliment +rib +recession +visibly +barge +faults +connector +exquisite +prefect +##rlin +patio +##cured +elevators +brandt +italics +pena +173 +wasp +satin +ea +botswana +graceful +respectable +##jima +##rter +##oic +franciscan +generates +##dl +alfredo +disgusting +##olate +##iously +sherwood +warns +cod +promo +cheryl +sino +##ة +##escu +twitch +##zhi +brownish +thom +ortiz +##dron +densely +##beat +carmel +reinforce +##bana +187 +anastasia +downhill +vertex +contaminated +remembrance +harmonic +homework +##sol +fiancee +gears +olds +angelica +loft +ramsay +quiz +colliery +sevens +##cape +autism +##hil +walkway +##boats +ruben +abnormal +ounce +khmer +##bbe +zachary +bedside +morphology +punching +##olar +sparrow +convinces +##35 +hewitt +queer +remastered +rods +mabel +solemn +notified +lyricist +symmetric +##xide +174 +encore +passports +wildcats +##uni +baja +##pac +mildly +##ease +bleed +commodity +mounds +glossy +orchestras +##omo +damian +prelude +ambitions +##vet +awhile +remotely +##aud +asserts +imply +##iques +distinctly +modelling +remedy +##dded +windshield +dani +xiao +##endra +audible +powerplant +1300 +invalid +elemental +acquisitions +##hala +immaculate +libby +plata +smuggling +ventilation +denoted +minh +##morphism +430 +differed +dion +kelley +lore +mocking +sabbath +spikes +hygiene +drown +runoff +stylized +tally +liberated +aux +interpreter +righteous +aba +siren +reaper +pearce +millie +##cier +##yra +gaius +##iso +captures +##ttering +dorm +claudio +##sic +benches +knighted +blackness +##ored +discount +fumble +oxidation +routed +##ς +novak +perpendicular +spoiled +fracture +splits +##urt +pads +topology +##cats +axes +fortunate +offenders +protestants +esteem +221 +broadband +convened +frankly +hound +prototypes +isil +facilitated +keel +##sher +sahara +awaited +bubba +orb +prosecutors +186 +hem +520 +##xing +relaxing +remnant +romney +sorted +slalom +stefano +ulrich +##active +exemption +folder +pauses +foliage +hitchcock +epithet +204 +criticisms +##aca +ballistic +brody +hinduism +chaotic +youths +equals +##pala +pts +thicker +analogous +capitalist +improvised +overseeing +sinatra +ascended +beverage +##tl +straightforward +##kon +curran +##west +bois +325 +induce +surveying +emperors +sax +unpopular +##kk +cartoonist +fused +##mble +unto +##yuki +localities +##cko +##ln +darlington +slain +academie +lobbying +sediment +puzzles +##grass +defiance +dickens +manifest +tongues +alumnus +arbor +coincide +184 +appalachian +mustafa +examiner +cabaret +traumatic +yves +bracelet +draining +heroin +magnum +baths +odessa +consonants +mitsubishi +##gua +kellan +vaudeville +##fr +joked +null +straps +probation +##ław +ceded +interfaces +##pas +##zawa +blinding +viet +224 +rothschild +museo +640 +huddersfield +##vr +tactic +##storm +brackets +dazed +incorrectly +##vu +reg +glazed +fearful +manifold +benefited +irony +##sun +stumbling +##rte +willingness +balkans +mei +wraps +##aba +injected +##lea +gu +syed +harmless +##hammer +bray +takeoff +poppy +timor +cardboard +astronaut +purdue +weeping +southbound +cursing +stalls +diagonal +##neer +lamar +bryce +comte +weekdays +harrington +##uba +negatively +##see +lays +grouping +##cken +##henko +affirmed +halle +modernist +##lai +hodges +smelling +aristocratic +baptized +dismiss +justification +oilers +##now +coupling +qin +snack +healer +##qing +gardener +layla +battled +formulated +stephenson +gravitational +##gill +##jun +1768 +granny +coordinating +suites +##cd +##ioned +monarchs +##cote +##hips +sep +blended +apr +barrister +deposition +fia +mina +policemen +paranoid +##pressed +churchyard +covert +crumpled +creep +abandoning +tr +transmit +conceal +barr +understands +readiness +spire +##cology +##enia +##erry +610 +startling +unlock +vida +bowled +slots +##nat +##islav +spaced +trusting +admire +rig +##ink +slack +##70 +mv +207 +casualty +##wei +classmates +##odes +##rar +##rked +amherst +furnished +evolve +foundry +menace +mead +##lein +flu +wesleyan +##kled +monterey +webber +##vos +wil +##mith +##на +bartholomew +justices +restrained +##cke +amenities +191 +mediated +sewage +trenches +ml +mainz +##thus +1800s +##cula +##inski +caine +bonding +213 +converts +spheres +superseded +marianne +crypt +sweaty +ensign +historia +##br +spruce +##post +##ask +forks +thoughtfully +yukon +pamphlet +ames +##uter +karma +##yya +bryn +negotiation +sighs +incapable +##mbre +##ntial +actresses +taft +##mill +luce +prevailed +##amine +1773 +motionless +envoy +testify +investing +sculpted +instructors +provence +kali +cullen +horseback +##while +goodwin +##jos +gaa +norte +##ldon +modify +wavelength +abd +214 +skinned +sprinter +forecast +scheduling +marries +squared +tentative +##chman +boer +##isch +bolts +swap +fisherman +assyrian +impatiently +guthrie +martins +murdoch +194 +tanya +nicely +dolly +lacy +med +##45 +syn +decks +fashionable +millionaire +##ust +surfing +##ml +##ision +heaved +tammy +consulate +attendees +routinely +197 +fuse +saxophonist +backseat +malaya +##lord +scowl +tau +##ishly +193 +sighted +steaming +##rks +303 +911 +##holes +##hong +ching +##wife +bless +conserved +jurassic +stacey +unix +zion +chunk +rigorous +blaine +198 +peabody +slayer +dismay +brewers +nz +##jer +det +##glia +glover +postwar +int +penetration +sylvester +imitation +vertically +airlift +heiress +knoxville +viva +##uin +390 +macon +##rim +##fighter +##gonal +janice +##orescence +##wari +marius +belongings +leicestershire +196 +blanco +inverted +preseason +sanity +sobbing +##due +##elt +##dled +collingwood +regeneration +flickering +shortest +##mount +##osi +feminism +##lat +sherlock +cabinets +fumbled +northbound +precedent +snaps +##mme +researching +##akes +guillaume +insights +manipulated +vapor +neighbour +sap +gangster +frey +f1 +stalking +scarcely +callie +barnett +tendencies +audi +doomed +assessing +slung +panchayat +ambiguous +bartlett +##etto +distributing +violating +wolverhampton +##hetic +swami +histoire +##urus +liable +pounder +groin +hussain +larsen +popping +surprises +##atter +vie +curt +##station +mute +relocate +musicals +authorization +richter +##sef +immortality +tna +bombings +##press +deteriorated +yiddish +##acious +robbed +colchester +cs +pmid +ao +verified +balancing +apostle +swayed +recognizable +oxfordshire +retention +nottinghamshire +contender +judd +invitational +shrimp +uhf +##icient +cleaner +longitudinal +tanker +##mur +acronym +broker +koppen +sundance +suppliers +##gil +4000 +clipped +fuels +petite +##anne +landslide +helene +diversion +populous +landowners +auspices +melville +quantitative +##xes +ferries +nicky +##llus +doo +haunting +roche +carver +downed +unavailable +##pathy +approximation +hiroshima +##hue +garfield +valle +comparatively +keyboardist +traveler +##eit +congestion +calculating +subsidiaries +##bate +serb +modernization +fairies +deepened +ville +averages +##lore +inflammatory +tonga +##itch +co₂ +squads +##hea +gigantic +serum +enjoyment +retailer +verona +35th +cis +##phobic +magna +technicians +##vati +arithmetic +##sport +levin +##dation +amtrak +chow +sienna +##eyer +backstage +entrepreneurship +##otic +learnt +tao +##udy +worcestershire +formulation +baggage +hesitant +bali +sabotage +##kari +barren +enhancing +murmur +pl +freshly +putnam +syntax +aces +medicines +resentment +bandwidth +##sier +grins +chili +guido +##sei +framing +implying +gareth +lissa +genevieve +pertaining +admissions +geo +thorpe +proliferation +sato +bela +analyzing +parting +##gor +awakened +##isman +huddled +secrecy +##kling +hush +gentry +540 +dungeons +##ego +coasts +##utz +sacrificed +##chule +landowner +mutually +prevalence +programmer +adolescent +disrupted +seaside +gee +trusts +vamp +georgie +##nesian +##iol +schedules +sindh +##market +etched +hm +sparse +bey +beaux +scratching +gliding +unidentified +216 +collaborating +gems +jesuits +oro +accumulation +shaping +mbe +anal +##xin +231 +enthusiasts +newscast +##egan +janata +dewey +parkinson +179 +ankara +biennial +towering +dd +inconsistent +950 +##chet +thriving +terminate +cabins +furiously +eats +advocating +donkey +marley +muster +phyllis +leiden +##user +grassland +glittering +iucn +loneliness +217 +memorandum +armenians +##ddle +popularized +rhodesia +60s +lame +##illon +sans +bikini +header +orbits +##xx +##finger +##ulator +sharif +spines +biotechnology +strolled +naughty +yates +##wire +fremantle +milo +##mour +abducted +removes +##atin +humming +wonderland +##chrome +##ester +hume +pivotal +##rates +armand +grams +believers +elector +rte +apron +bis +scraped +##yria +endorsement +initials +##llation +eps +dotted +hints +buzzing +emigration +nearer +##tom +indicators +##ulu +coarse +neutron +protectorate +##uze +directional +exploits +pains +loire +1830s +proponents +guggenheim +rabbits +ritchie +305 +hectare +inputs +hutton +##raz +verify +##ako +boilers +longitude +##lev +skeletal +yer +emilia +citrus +compromised +##gau +pokemon +prescription +paragraph +eduard +cadillac +attire +categorized +kenyan +weddings +charley +##bourg +entertain +monmouth +##lles +nutrients +davey +mesh +incentive +practised +ecosystems +kemp +subdued +overheard +##rya +bodily +maxim +##nius +apprenticeship +ursula +##fight +lodged +rug +silesian +unconstitutional +patel +inspected +coyote +unbeaten +##hak +34th +disruption +convict +parcel +##cl +##nham +collier +implicated +mallory +##iac +##lab +susannah +winkler +##rber +shia +phelps +sediments +graphical +robotic +##sner +adulthood +mart +smoked +##isto +kathryn +clarified +##aran +divides +convictions +oppression +pausing +burying +##mt +federico +mathias +eileen +##tana +kite +hunched +##acies +189 +##atz +disadvantage +liza +kinetic +greedy +paradox +yokohama +dowager +trunks +ventured +##gement +gupta +vilnius +olaf +##thest +crimean +hopper +##ej +progressively +arturo +mouthed +arrondissement +##fusion +rubin +simulcast +oceania +##orum +##stra +##rred +busiest +intensely +navigator +cary +##vine +##hini +##bies +fife +rowe +rowland +posing +insurgents +shafts +lawsuits +activate +conor +inward +culturally +garlic +265 +##eering +eclectic +##hui +##kee +##nl +furrowed +vargas +meteorological +rendezvous +##aus +culinary +commencement +##dition +quota +##notes +mommy +salaries +overlapping +mule +##iology +##mology +sums +wentworth +##isk +##zione +mainline +subgroup +##illy +hack +plaintiff +verdi +bulb +differentiation +engagements +multinational +supplemented +bertrand +caller +regis +##naire +##sler +##arts +##imated +blossom +propagation +kilometer +viaduct +vineyards +##uate +beckett +optimization +golfer +songwriters +seminal +semitic +thud +volatile +evolving +ridley +##wley +trivial +distributions +scandinavia +jiang +##ject +wrestled +insistence +##dio +emphasizes +napkin +##ods +adjunct +rhyme +##ricted +##eti +hopeless +surrounds +tremble +32nd +smoky +##ntly +oils +medicinal +padded +steer +wilkes +219 +255 +concessions +hue +uniquely +blinded +landon +yahoo +##lane +hendrix +commemorating +dex +specify +chicks +##ggio +intercity +1400 +morley +##torm +highlighting +##oting +pang +oblique +stalled +##liner +flirting +newborn +1769 +bishopric +shaved +232 +currie +##ush +dharma +spartan +##ooped +favorites +smug +novella +sirens +abusive +creations +espana +##lage +paradigm +semiconductor +sheen +##rdo +##yen +##zak +nrl +renew +##pose +##tur +adjutant +marches +norma +##enity +ineffective +weimar +grunt +##gat +lordship +plotting +expenditure +infringement +lbs +refrain +av +mimi +mistakenly +postmaster +1771 +##bara +ras +motorsports +tito +199 +subjective +##zza +bully +stew +##kaya +prescott +1a +##raphic +##zam +bids +styling +paranormal +reeve +sneaking +exploding +katz +akbar +migrant +syllables +indefinitely +##ogical +destroys +replaces +applause +##phine +pest +##fide +218 +articulated +bertie +##thing +##cars +##ptic +courtroom +crowley +aesthetics +cummings +tehsil +hormones +titanic +dangerously +##ibe +stadion +jaenelle +auguste +ciudad +##chu +mysore +partisans +##sio +lucan +philipp +##aly +debating +henley +interiors +##rano +##tious +homecoming +beyonce +usher +henrietta +prepares +weeds +##oman +ely +plucked +##pire +##dable +luxurious +##aq +artifact +password +pasture +juno +maddy +minsk +##dder +##ologies +##rone +assessments +martian +royalist +1765 +examines +##mani +##rge +nino +223 +parry +scooped +relativity +##eli +##uting +##cao +congregational +noisy +traverse +##agawa +strikeouts +nickelodeon +obituary +transylvania +binds +depictions +polk +trolley +##yed +##lard +breeders +##under +dryly +hokkaido +1762 +strengths +stacks +bonaparte +connectivity +neared +prostitutes +stamped +anaheim +gutierrez +sinai +##zzling +bram +fresno +madhya +##86 +proton +##lena +##llum +##phon +reelected +wanda +##anus +##lb +ample +distinguishing +##yler +grasping +sermons +tomato +bland +stimulation +avenues +##eux +spreads +scarlett +fern +pentagon +assert +baird +chesapeake +ir +calmed +distortion +fatalities +##olis +correctional +pricing +##astic +##gina +prom +dammit +ying +collaborate +##chia +welterweight +33rd +pointer +substitution +bonded +umpire +communicating +multitude +paddle +##obe +federally +intimacy +##insky +betray +ssr +##lett +##lean +##lves +##therapy +airbus +##tery +functioned +ud +bearer +biomedical +netflix +##hire +##nca +condom +brink +ik +##nical +macy +##bet +flap +gma +experimented +jelly +lavender +##icles +##ulia +munro +##mian +##tial +rye +##rle +60th +gigs +hottest +rotated +predictions +fuji +bu +##erence +##omi +barangay +##fulness +##sas +clocks +##rwood +##liness +cereal +roe +wight +decker +uttered +babu +onion +xml +forcibly +##df +petra +sarcasm +hartley +peeled +storytelling +##42 +##xley +##ysis +##ffa +fibre +kiel +auditor +fig +harald +greenville +##berries +geographically +nell +quartz +##athic +cemeteries +##lr +crossings +nah +holloway +reptiles +chun +sichuan +snowy +660 +corrections +##ivo +zheng +ambassadors +blacksmith +fielded +fluids +hardcover +turnover +medications +melvin +academies +##erton +ro +roach +absorbing +spaniards +colton +##founded +outsider +espionage +kelsey +245 +edible +##ulf +dora +establishes +##sham +##tries +contracting +##tania +cinematic +costello +nesting +##uron +connolly +duff +##nology +mma +##mata +fergus +sexes +gi +optics +spectator +woodstock +banning +##hee +##fle +differentiate +outfielder +refinery +226 +312 +gerhard +horde +lair +drastically +##udi +landfall +##cheng +motorsport +odi +##achi +predominant +quay +skins +##ental +edna +harshly +complementary +murdering +##aves +wreckage +##90 +ono +outstretched +lennox +munitions +galen +reconcile +470 +scalp +bicycles +gillespie +questionable +rosenberg +guillermo +hostel +jarvis +kabul +volvo +opium +yd +##twined +abuses +decca +outpost +##cino +sensible +neutrality +##64 +ponce +anchorage +atkins +turrets +inadvertently +disagree +libre +vodka +reassuring +weighs +##yal +glide +jumper +ceilings +repertory +outs +stain +##bial +envy +##ucible +smashing +heightened +policing +hyun +mixes +lai +prima +##ples +celeste +##bina +lucrative +intervened +kc +manually +##rned +stature +staffed +bun +bastards +nairobi +priced +##auer +thatcher +##kia +tripped +comune +##ogan +##pled +brasil +incentives +emanuel +hereford +musica +##kim +benedictine +biennale +##lani +eureka +gardiner +rb +knocks +sha +##ael +##elled +##onate +efficacy +ventura +masonic +sanford +maize +leverage +##feit +capacities +santana +##aur +novelty +vanilla +##cter +##tour +benin +##oir +##rain +neptune +drafting +tallinn +##cable +humiliation +##boarding +schleswig +fabian +bernardo +liturgy +spectacle +sweeney +pont +routledge +##tment +cosmos +ut +hilt +sleek +universally +##eville +##gawa +typed +##dry +favors +allegheny +glaciers +##rly +recalling +aziz +##log +parasite +requiem +auf +##berto +##llin +illumination +##breaker +##issa +festivities +bows +govern +vibe +vp +333 +sprawled +larson +pilgrim +bwf +leaping +##rts +##ssel +alexei +greyhound +hoarse +##dler +##oration +seneca +##cule +gaping +##ulously +##pura +cinnamon +##gens +##rricular +craven +fantasies +houghton +engined +reigned +dictator +supervising +##oris +bogota +commentaries +unnatural +fingernails +spirituality +tighten +##tm +canadiens +protesting +intentional +cheers +sparta +##ytic +##iere +##zine +widen +belgarath +controllers +dodd +iaaf +navarre +##ication +defect +squire +steiner +whisky +##mins +560 +inevitably +tome +##gold +chew +##uid +##lid +elastic +##aby +streaked +alliances +jailed +regal +##ined +##phy +czechoslovak +narration +absently +##uld +bluegrass +guangdong +quran +criticizing +hose +hari +##liest +##owa +skier +streaks +deploy +##lom +raft +bose +dialed +huff +##eira +haifa +simplest +bursting +endings +ib +sultanate +##titled +franks +whitman +ensures +sven +##ggs +collaborators +forster +organising +ui +banished +napier +injustice +teller +layered +thump +##otti +roc +battleships +evidenced +fugitive +sadie +robotics +##roud +equatorial +geologist +##iza +yielding +##bron +##sr +internationale +mecca +##diment +sbs +skyline +toad +uploaded +reflective +undrafted +lal +leafs +bayern +##dai +lakshmi +shortlisted +##stick +##wicz +camouflage +donate +af +christi +lau +##acio +disclosed +nemesis +1761 +assemble +straining +northamptonshire +tal +##asi +bernardino +premature +heidi +42nd +coefficients +galactic +reproduce +buzzed +sensations +zionist +monsieur +myrtle +##eme +archery +strangled +musically +viewpoint +antiquities +bei +trailers +seahawks +cured +pee +preferring +tasmanian +lange +sul +##mail +##working +colder +overland +lucivar +massey +gatherings +haitian +##smith +disapproval +flaws +##cco +##enbach +1766 +npr +##icular +boroughs +creole +forums +techno +1755 +dent +abdominal +streetcar +##eson +##stream +procurement +gemini +predictable +##tya +acheron +christoph +feeder +fronts +vendor +bernhard +jammu +tumors +slang +##uber +goaltender +twists +curving +manson +vuelta +mer +peanut +confessions +pouch +unpredictable +allowance +theodor +vascular +##factory +bala +authenticity +metabolic +coughing +nanjing +##cea +pembroke +##bard +splendid +36th +ff +hourly +##ahu +elmer +handel +##ivate +awarding +thrusting +dl +experimentation +##hesion +##46 +caressed +entertained +steak +##rangle +biologist +orphans +baroness +oyster +stepfather +##dridge +mirage +reefs +speeding +##31 +barons +1764 +227 +inhabit +preached +repealed +##tral +honoring +boogie +captives +administer +johanna +##imate +gel +suspiciously +1767 +sobs +##dington +backbone +hayward +garry +##folding +##nesia +maxi +##oof +##ppe +ellison +galileo +##stand +crimea +frenzy +amour +bumper +matrices +natalia +baking +garth +palestinians +##grove +smack +conveyed +ensembles +gardening +##manship +##rup +##stituting +1640 +harvesting +topography +jing +shifters +dormitory +##carriage +##lston +ist +skulls +##stadt +dolores +jewellery +sarawak +##wai +##zier +fences +christy +confinement +tumbling +credibility +fir +stench +##bria +##plication +##nged +##sam +virtues +##belt +marjorie +pba +##eem +##made +celebrates +schooner +agitated +barley +fulfilling +anthropologist +##pro +restrict +novi +regulating +##nent +padres +##rani +##hesive +loyola +tabitha +milky +olson +proprietor +crambidae +guarantees +intercollegiate +ljubljana +hilda +##sko +ignorant +hooded +##lts +sardinia +##lidae +##vation +frontman +privileged +witchcraft +##gp +jammed +laude +poking +##than +bracket +amazement +yunnan +##erus +maharaja +linnaeus +264 +commissioning +milano +peacefully +##logies +akira +rani +regulator +##36 +grasses +##rance +luzon +crows +compiler +gretchen +seaman +edouard +tab +buccaneers +ellington +hamlets +whig +socialists +##anto +directorial +easton +mythological +##kr +##vary +rhineland +semantic +taut +dune +inventions +succeeds +##iter +replication +branched +##pired +jul +prosecuted +kangaroo +penetrated +##avian +middlesbrough +doses +bleak +madam +predatory +relentless +##vili +reluctance +##vir +hailey +crore +silvery +1759 +monstrous +swimmers +transmissions +hawthorn +informing +##eral +toilets +caracas +crouch +kb +##sett +295 +cartel +hadley +##aling +alexia +yvonne +##biology +cinderella +eton +superb +blizzard +stabbing +industrialist +maximus +##gm +##orus +groves +maud +clade +oversized +comedic +##bella +rosen +nomadic +fulham +montane +beverages +galaxies +redundant +swarm +##rot +##folia +##llis +buckinghamshire +fen +bearings +bahadur +##rom +gilles +phased +dynamite +faber +benoit +vip +##ount +##wd +booking +fractured +tailored +anya +spices +westwood +cairns +auditions +inflammation +steamed +##rocity +##acion +##urne +skyla +thereof +watford +torment +archdeacon +transforms +lulu +demeanor +fucked +serge +##sor +mckenna +minas +entertainer +##icide +caress +originate +residue +##sty +1740 +##ilised +##org +beech +##wana +subsidies +##ghton +emptied +gladstone +ru +firefighters +voodoo +##rcle +het +nightingale +tamara +edmond +ingredient +weaknesses +silhouette +285 +compatibility +withdrawing +hampson +##mona +anguish +giggling +##mber +bookstore +##jiang +southernmost +tilting +##vance +bai +economical +rf +briefcase +dreadful +hinted +projections +shattering +totaling +##rogate +analogue +indicted +periodical +fullback +##dman +haynes +##tenberg +##ffs +##ishment +1745 +thirst +stumble +penang +vigorous +##ddling +##kor +##lium +octave +##ove +##enstein +##inen +##ones +siberian +##uti +cbn +repeal +swaying +##vington +khalid +tanaka +unicorn +otago +plastered +lobe +riddle +##rella +perch +##ishing +croydon +filtered +graeme +tripoli +##ossa +crocodile +##chers +sufi +mined +##tung +inferno +lsu +##phi +swelled +utilizes +£2 +cale +periodicals +styx +hike +informally +coop +lund +##tidae +ala +hen +qui +transformations +disposed +sheath +chickens +##cade +fitzroy +sas +silesia +unacceptable +odisha +1650 +sabrina +pe +spokane +ratios +athena +massage +shen +dilemma +##drum +##riz +##hul +corona +doubtful +niall +##pha +##bino +fines +cite +acknowledging +bangor +ballard +bathurst +##resh +huron +mustered +alzheimer +garments +kinase +tyre +warship +##cp +flashback +pulmonary +braun +cheat +kamal +cyclists +constructions +grenades +ndp +traveller +excuses +stomped +signalling +trimmed +futsal +mosques +relevance +##wine +wta +##23 +##vah +##lter +hoc +##riding +optimistic +##´s +deco +sim +interacting +rejecting +moniker +waterways +##ieri +##oku +mayors +gdansk +outnumbered +pearls +##ended +##hampton +fairs +totals +dominating +262 +notions +stairway +compiling +pursed +commodities +grease +yeast +##jong +carthage +griffiths +residual +amc +contraction +laird +sapphire +##marine +##ivated +amalgamation +dissolve +inclination +lyle +packaged +altitudes +suez +canons +graded +lurched +narrowing +boasts +guise +wed +enrico +##ovsky +rower +scarred +bree +cub +iberian +protagonists +bargaining +proposing +trainers +voyages +vans +fishes +##aea +##ivist +##verance +encryption +artworks +kazan +sabre +cleopatra +hepburn +rotting +supremacy +mecklenburg +##brate +burrows +hazards +outgoing +flair +organizes +##ctions +scorpion +##usions +boo +234 +chevalier +dunedin +slapping +##34 +ineligible +pensions +##38 +##omic +manufactures +emails +bismarck +238 +weakening +blackish +ding +mcgee +quo +##rling +northernmost +xx +manpower +greed +sampson +clicking +##ange +##horpe +##inations +##roving +torre +##eptive +##moral +symbolism +38th +asshole +meritorious +outfits +splashed +biographies +sprung +astros +##tale +302 +737 +filly +raoul +nw +tokugawa +linden +clubhouse +##apa +tracts +romano +##pio +putin +tags +##note +chained +dickson +gunshot +moe +gunn +rashid +##tails +zipper +##bas +##nea +contrasted +##ply +##udes +plum +pharaoh +##pile +aw +comedies +ingrid +sandwiches +subdivisions +1100 +mariana +nokia +kamen +hz +delaney +veto +herring +##words +possessive +outlines +##roup +siemens +stairwell +rc +gallantry +messiah +palais +yells +233 +zeppelin +##dm +bolivar +##cede +smackdown +mckinley +##mora +##yt +muted +geologic +finely +unitary +avatar +hamas +maynard +rees +bog +contrasting +##rut +liv +chico +disposition +pixel +##erate +becca +dmitry +yeshiva +narratives +##lva +##ulton +mercenary +sharpe +tempered +navigate +stealth +amassed +keynes +##lini +untouched +##rrie +havoc +lithium +##fighting +abyss +graf +southward +wolverine +balloons +implements +ngos +transitions +##icum +ambushed +concacaf +dormant +economists +##dim +costing +csi +rana +universite +boulders +verity +##llon +collin +mellon +misses +cypress +fluorescent +lifeless +spence +##ulla +crewe +shepard +pak +revelations +##م +jolly +gibbons +paw +##dro +##quel +freeing +##test +shack +fries +palatine +##51 +##hiko +accompaniment +cruising +recycled +##aver +erwin +sorting +synthesizers +dyke +realities +sg +strides +enslaved +wetland +##ghan +competence +gunpowder +grassy +maroon +reactors +objection +##oms +carlson +gearbox +macintosh +radios +shelton +##sho +clergyman +prakash +254 +mongols +trophies +oricon +228 +stimuli +twenty20 +cantonese +cortes +mirrored +##saurus +bhp +cristina +melancholy +##lating +enjoyable +nuevo +##wny +downfall +schumacher +##ind +banging +lausanne +rumbled +paramilitary +reflex +ax +amplitude +migratory +##gall +##ups +midi +barnard +lastly +sherry +##hp +##nall +keystone +##kra +carleton +slippery +##53 +coloring +foe +socket +otter +##rgos +mats +##tose +consultants +bafta +bison +topping +##km +490 +primal +abandonment +transplant +atoll +hideous +mort +pained +reproduced +tae +howling +##turn +unlawful +billionaire +hotter +poised +lansing +##chang +dinamo +retro +messing +nfc +domesday +##mina +blitz +timed +##athing +##kley +ascending +gesturing +##izations +signaled +tis +chinatown +mermaid +savanna +jameson +##aint +catalina +##pet +##hers +cochrane +cy +chatting +##kus +alerted +computation +mused +noelle +majestic +mohawk +campo +octagonal +##sant +##hend +241 +aspiring +##mart +comprehend +iona +paralyzed +shimmering +swindon +rhone +##eley +reputed +configurations +pitchfork +agitation +francais +gillian +lipstick +##ilo +outsiders +pontifical +resisting +bitterness +sewer +rockies +##edd +##ucher +misleading +1756 +exiting +galloway +##nging +risked +##heart +246 +commemoration +schultz +##rka +integrating +##rsa +poses +shrieked +##weiler +guineas +gladys +jerking +owls +goldsmith +nightly +penetrating +##unced +lia +##33 +ignited +betsy +##aring +##thorpe +follower +vigorously +##rave +coded +kiran +knit +zoology +tbilisi +##28 +##bered +repository +govt +deciduous +dino +growling +##bba +enhancement +unleashed +chanting +pussy +biochemistry +##eric +kettle +repression +toxicity +nrhp +##arth +##kko +##bush +ernesto +commended +outspoken +242 +mca +parchment +sms +kristen +##aton +bisexual +raked +glamour +navajo +a2 +conditioned +showcased +##hma +spacious +youthful +##esa +usl +appliances +junta +brest +layne +conglomerate +enchanted +chao +loosened +picasso +circulating +inspect +montevideo +##centric +##kti +piazza +spurred +##aith +bari +freedoms +poultry +stamford +lieu +##ect +indigo +sarcastic +bahia +stump +attach +dvds +frankenstein +lille +approx +scriptures +pollen +##script +nmi +overseen +##ivism +tides +proponent +newmarket +inherit +milling +##erland +centralized +##rou +distributors +credentials +drawers +abbreviation +##lco +##xon +downing +uncomfortably +ripe +##oes +erase +franchises +##ever +populace +##bery +##khar +decomposition +pleas +##tet +daryl +sabah +##stle +##wide +fearless +genie +lesions +annette +##ogist +oboe +appendix +nair +dripped +petitioned +maclean +mosquito +parrot +rpg +hampered +1648 +operatic +reservoirs +##tham +irrelevant +jolt +summarized +##fp +medallion +##taff +##− +clawed +harlow +narrower +goddard +marcia +bodied +fremont +suarez +altering +tempest +mussolini +porn +##isms +sweetly +oversees +walkers +solitude +grimly +shrines +hk +ich +supervisors +hostess +dietrich +legitimacy +brushes +expressive +##yp +dissipated +##rse +localized +systemic +##nikov +gettysburg +##js +##uaries +dialogues +muttering +251 +housekeeper +sicilian +discouraged +##frey +beamed +kaladin +halftime +kidnap +##amo +##llet +1754 +synonymous +depleted +instituto +insulin +reprised +##opsis +clashed +##ctric +interrupting +radcliffe +insisting +medici +1715 +ejected +playfully +turbulent +##47 +starvation +##rini +shipment +rebellious +petersen +verification +merits +##rified +cakes +##charged +1757 +milford +shortages +spying +fidelity +##aker +emitted +storylines +harvested +seismic +##iform +cheung +kilda +theoretically +barbie +lynx +##rgy +##tius +goblin +mata +poisonous +##nburg +reactive +residues +obedience +##евич +conjecture +##rac +401 +hating +sixties +kicker +moaning +motown +##bha +emancipation +neoclassical +##hering +consoles +ebert +professorship +##tures +sustaining +assaults +obeyed +affluent +incurred +tornadoes +##eber +##zow +emphasizing +highlanders +cheated +helmets +##ctus +internship +terence +bony +executions +legislators +berries +peninsular +tinged +##aco +1689 +amplifier +corvette +ribbons +lavish +pennant +##lander +worthless +##chfield +##forms +mariano +pyrenees +expenditures +##icides +chesterfield +mandir +tailor +39th +sergey +nestled +willed +aristocracy +devotees +goodnight +raaf +rumored +weaponry +remy +appropriations +harcourt +burr +riaa +##lence +limitation +unnoticed +guo +soaking +swamps +##tica +collapsing +tatiana +descriptive +brigham +psalm +##chment +maddox +##lization +patti +caliph +##aja +akron +injuring +serra +##ganj +basins +##sari +astonished +launcher +##church +hilary +wilkins +sewing +##sf +stinging +##fia +##ncia +underwood +startup +##ition +compilations +vibrations +embankment +jurist +##nity +bard +juventus +groundwater +kern +palaces +helium +boca +cramped +marissa +soto +##worm +jae +princely +##ggy +faso +bazaar +warmly +##voking +229 +pairing +##lite +##grate +##nets +wien +freaked +ulysses +rebirth +##alia +##rent +mummy +guzman +jimenez +stilled +##nitz +trajectory +tha +woken +archival +professions +##pts +##pta +hilly +shadowy +shrink +##bolt +norwood +glued +migrate +stereotypes +devoid +##pheus +625 +evacuate +horrors +infancy +gotham +knowles +optic +downloaded +sachs +kingsley +parramatta +darryl +mor +##onale +shady +commence +confesses +kan +##meter +##placed +marlborough +roundabout +regents +frigates +io +##imating +gothenburg +revoked +carvings +clockwise +convertible +intruder +##sche +banged +##ogo +vicky +bourgeois +##mony +dupont +footing +##gum +pd +##real +buckle +yun +penthouse +sane +720 +serviced +stakeholders +neumann +bb +##eers +comb +##gam +catchment +pinning +rallies +typing +##elles +forefront +freiburg +sweetie +giacomo +widowed +goodwill +worshipped +aspirations +midday +##vat +fishery +##trick +bournemouth +turk +243 +hearth +ethanol +guadalajara +murmurs +sl +##uge +afforded +scripted +##hta +wah +##jn +coroner +translucent +252 +memorials +puck +progresses +clumsy +##race +315 +candace +recounted +##27 +##slin +##uve +filtering +##mac +howl +strata +heron +leveled +##ays +dubious +##oja +##т +##wheel +citations +exhibiting +##laya +##mics +##pods +turkic +##lberg +injunction +##ennial +##mit +antibodies +##44 +organise +##rigues +cardiovascular +cushion +inverness +##zquez +dia +cocoa +sibling +##tman +##roid +expanse +feasible +tunisian +algiers +##relli +rus +bloomberg +dso +westphalia +bro +tacoma +281 +downloads +##ours +konrad +duran +##hdi +continuum +jett +compares +legislator +secession +##nable +##gues +##zuka +translating +reacher +##gley +##ła +aleppo +##agi +tc +orchards +trapping +linguist +versatile +drumming +postage +calhoun +superiors +##mx +barefoot +leary +##cis +ignacio +alfa +kaplan +##rogen +bratislava +mori +##vot +disturb +haas +313 +cartridges +gilmore +radiated +salford +tunic +hades +##ulsive +archeological +delilah +magistrates +auditioned +brewster +charters +empowerment +blogs +cappella +dynasties +iroquois +whipping +##krishna +raceway +truths +myra +weaken +judah +mcgregor +##horse +mic +refueling +37th +burnley +bosses +markus +premio +query +##gga +dunbar +##economic +darkest +lyndon +sealing +commendation +reappeared +##mun +addicted +ezio +slaughtered +satisfactory +shuffle +##eves +##thic +##uj +fortification +warrington +##otto +resurrected +fargo +mane +##utable +##lei +##space +foreword +ox +##aris +##vern +abrams +hua +##mento +sakura +##alo +uv +sentimental +##skaya +midfield +##eses +sturdy +scrolls +macleod +##kyu +entropy +##lance +mitochondrial +cicero +excelled +thinner +convoys +perceive +##oslav +##urable +systematically +grind +burkina +287 +##tagram +ops +##aman +guantanamo +##cloth +##tite +forcefully +wavy +##jou +pointless +##linger +##tze +layton +portico +superficial +clerical +outlaws +##hism +burials +muir +##inn +creditors +hauling +rattle +##leg +calais +monde +archers +reclaimed +dwell +wexford +hellenic +falsely +remorse +##tek +dough +furnishings +##uttered +gabon +neurological +novice +##igraphy +contemplated +pulpit +nightstand +saratoga +##istan +documenting +pulsing +taluk +##firmed +busted +marital +##rien +disagreements +wasps +##yes +hodge +mcdonnell +mimic +fran +pendant +dhabi +musa +##nington +congratulations +argent +darrell +concussion +losers +regrets +thessaloniki +reversal +donaldson +hardwood +thence +achilles +ritter +##eran +demonic +jurgen +prophets +goethe +eki +classmate +buff +##cking +yank +irrational +##inging +perished +seductive +qur +sourced +##crat +##typic +mustard +ravine +barre +horizontally +characterization +phylogenetic +boise +##dit +##runner +##tower +brutally +intercourse +seduce +##bbing +fay +ferris +ogden +amar +nik +unarmed +##inator +evaluating +kyrgyzstan +sweetness +##lford +##oki +mccormick +meiji +notoriety +stimulate +disrupt +figuring +instructional +mcgrath +##zoo +groundbreaking +##lto +flinch +khorasan +agrarian +bengals +mixer +radiating +##sov +ingram +pitchers +nad +tariff +##cript +tata +##codes +##emi +##ungen +appellate +lehigh +##bled +##giri +brawl +duct +texans +##ciation +##ropolis +skipper +speculative +vomit +doctrines +stresses +253 +davy +graders +whitehead +jozef +timely +cumulative +haryana +paints +appropriately +boon +cactus +##ales +##pid +dow +legions +##pit +perceptions +1730 +picturesque +##yse +periphery +rune +wr +##aha +celtics +sentencing +whoa +##erin +confirms +variance +425 +moines +mathews +spade +rave +m1 +fronted +fx +blending +alleging +reared +##gl +237 +##paper +grassroots +eroded +##free +##physical +directs +ordeal +##sław +accelerate +hacker +rooftop +##inia +lev +buys +cebu +devote +##lce +specialising +##ulsion +choreographed +repetition +warehouses +##ryl +paisley +tuscany +analogy +sorcerer +hash +huts +shards +descends +exclude +nix +chaplin +gaga +ito +vane +##drich +causeway +misconduct +limo +orchestrated +glands +jana +##kot +u2 +##mple +##sons +branching +contrasts +scoop +longed +##virus +chattanooga +##75 +syrup +cornerstone +##tized +##mind +##iaceae +careless +precedence +frescoes +##uet +chilled +consult +modelled +snatch +peat +##thermal +caucasian +humane +relaxation +spins +temperance +##lbert +occupations +lambda +hybrids +moons +mp3 +##oese +247 +rolf +societal +yerevan +ness +##ssler +befriended +mechanized +nominate +trough +boasted +cues +seater +##hom +bends +##tangle +conductors +emptiness +##lmer +eurasian +adriatic +tian +##cie +anxiously +lark +propellers +chichester +jock +ev +2a +##holding +credible +recounts +tori +loyalist +abduction +##hoot +##redo +nepali +##mite +ventral +tempting +##ango +##crats +steered +##wice +javelin +dipping +laborers +prentice +looming +titanium +##ː +badges +emir +tensor +##ntation +egyptians +rash +denies +hawthorne +lombard +showers +wehrmacht +dietary +trojan +##reus +welles +executing +horseshoe +lifeboat +##lak +elsa +infirmary +nearing +roberta +boyer +mutter +trillion +joanne +##fine +##oked +sinks +vortex +uruguayan +clasp +sirius +##block +accelerator +prohibit +sunken +byu +chronological +diplomats +ochreous +510 +symmetrical +1644 +maia +##tology +salts +reigns +atrocities +##ия +hess +bared +issn +##vyn +cater +saturated +##cycle +##isse +sable +voyager +dyer +yusuf +##inge +fountains +wolff +##39 +##nni +engraving +rollins +atheist +ominous +##ault +herr +chariot +martina +strung +##fell +##farlane +horrific +sahib +gazes +saetan +erased +ptolemy +##olic +flushing +lauderdale +analytic +##ices +530 +navarro +beak +gorilla +herrera +broom +guadalupe +raiding +sykes +311 +bsc +deliveries +1720 +invasions +carmichael +tajikistan +thematic +ecumenical +sentiments +onstage +##rians +##brand +##sume +catastrophic +flanks +molten +##arns +waller +aimee +terminating +##icing +alternately +##oche +nehru +printers +outraged +##eving +empires +template +banners +repetitive +za +##oise +vegetarian +##tell +guiana +opt +cavendish +lucknow +synthesized +##hani +##mada +finalized +##ctable +fictitious +mayoral +unreliable +##enham +embracing +peppers +rbis +##chio +##neo +inhibition +slashed +togo +orderly +embroidered +safari +salty +236 +barron +benito +totaled +##dak +pubs +simulated +caden +devin +tolkien +momma +welding +sesame +##ept +gottingen +hardness +630 +shaman +temeraire +620 +adequately +pediatric +##kit +ck +assertion +radicals +composure +cadence +seafood +beaufort +lazarus +mani +warily +cunning +kurdistan +249 +cantata +##kir +ares +##41 +##clusive +nape +townland +geared +insulted +flutter +boating +violate +draper +dumping +malmo +##hh +##romatic +firearm +alta +bono +obscured +##clave +exceeds +panorama +unbelievable +##train +preschool +##essed +disconnected +installing +rescuing +secretaries +accessibility +##castle +##drive +##ifice +##film +bouts +slug +waterway +mindanao +##buro +##ratic +halves +##ل +calming +liter +maternity +adorable +bragg +electrification +mcc +##dote +roxy +schizophrenia +##body +munoz +kaye +whaling +239 +mil +tingling +tolerant +##ago +unconventional +volcanoes +##finder +deportivo +##llie +robson +kaufman +neuroscience +wai +deportation +masovian +scraping +converse +##bh +hacking +bulge +##oun +administratively +yao +580 +amp +mammoth +booster +claremont +hooper +nomenclature +pursuits +mclaughlin +melinda +##sul +catfish +barclay +substrates +taxa +zee +originals +kimberly +packets +padma +##ality +borrowing +ostensibly +solvent +##bri +##genesis +##mist +lukas +shreveport +veracruz +##ь +##lou +##wives +cheney +tt +anatolia +hobbs +##zyn +cyclic +radiant +alistair +greenish +siena +dat +independents +##bation +conform +pieter +hyper +applicant +bradshaw +spores +telangana +vinci +inexpensive +nuclei +322 +jang +nme +soho +spd +##ign +cradled +receptionist +pow +##43 +##rika +fascism +##ifer +experimenting +##ading +##iec +##region +345 +jocelyn +maris +stair +nocturnal +toro +constabulary +elgin +##kker +msc +##giving +##schen +##rase +doherty +doping +sarcastically +batter +maneuvers +##cano +##apple +##gai +##git +intrinsic +##nst +##stor +1753 +showtime +cafes +gasps +lviv +ushered +##thed +fours +restart +astonishment +transmitting +flyer +shrugs +##sau +intriguing +cones +dictated +mushrooms +medial +##kovsky +##elman +escorting +gaped +##26 +godfather +##door +##sell +djs +recaptured +timetable +vila +1710 +3a +aerodrome +mortals +scientology +##orne +angelina +mag +convection +unpaid +insertion +intermittent +lego +##nated +endeavor +kota +pereira +##lz +304 +bwv +glamorgan +insults +agatha +fey +##cend +fleetwood +mahogany +protruding +steamship +zeta +##arty +mcguire +suspense +##sphere +advising +urges +##wala +hurriedly +meteor +gilded +inline +arroyo +stalker +##oge +excitedly +revered +##cure +earle +introductory +##break +##ilde +mutants +puff +pulses +reinforcement +##haling +curses +lizards +stalk +correlated +##fixed +fallout +macquarie +##unas +bearded +denton +heaving +802 +##ocation +winery +assign +dortmund +##lkirk +everest +invariant +charismatic +susie +##elling +bled +lesley +telegram +sumner +bk +##ogen +##к +wilcox +needy +colbert +duval +##iferous +##mbled +allotted +attends +imperative +##hita +replacements +hawker +##inda +insurgency +##zee +##eke +casts +##yla +680 +ives +transitioned +##pack +##powering +authoritative +baylor +flex +cringed +plaintiffs +woodrow +##skie +drastic +ape +aroma +unfolded +commotion +nt +preoccupied +theta +routines +lasers +privatization +wand +domino +ek +clenching +nsa +strategically +showered +bile +handkerchief +pere +storing +christophe +insulting +316 +nakamura +romani +asiatic +magdalena +palma +cruises +stripping +405 +konstantin +soaring +##berman +colloquially +forerunner +havilland +incarcerated +parasites +sincerity +##utus +disks +plank +saigon +##ining +corbin +homo +ornaments +powerhouse +##tlement +chong +fastened +feasibility +idf +morphological +usable +##nish +##zuki +aqueduct +jaguars +keepers +##flies +aleksandr +faust +assigns +ewing +bacterium +hurled +tricky +hungarians +integers +wallis +321 +yamaha +##isha +hushed +oblivion +aviator +evangelist +friars +##eller +monograph +ode +##nary +airplanes +labourers +charms +##nee +1661 +hagen +tnt +rudder +fiesta +transcript +dorothea +ska +inhibitor +maccabi +retorted +raining +encompassed +clauses +menacing +1642 +lineman +##gist +vamps +##ape +##dick +gloom +##rera +dealings +easing +seekers +##nut +##pment +helens +unmanned +##anu +##isson +basics +##amy +##ckman +adjustments +1688 +brutality +horne +##zell +sui +##55 +##mable +aggregator +##thal +rhino +##drick +##vira +counters +zoom +##01 +##rting +mn +montenegrin +packard +##unciation +##♭ +##kki +reclaim +scholastic +thugs +pulsed +##icia +syriac +quan +saddam +banda +kobe +blaming +buddies +dissent +##lusion +##usia +corbett +jaya +delle +erratic +lexie +##hesis +435 +amiga +hermes +##pressing +##leen +chapels +gospels +jamal +##uating +compute +revolving +warp +##sso +##thes +armory +##eras +##gol +antrim +loki +##kow +##asian +##good +##zano +braid +handwriting +subdistrict +funky +pantheon +##iculate +concurrency +estimation +improper +juliana +##his +newcomers +johnstone +staten +communicated +##oco +##alle +sausage +stormy +##stered +##tters +superfamily +##grade +acidic +collateral +tabloid +##oped +##rza +bladder +austen +##ellant +mcgraw +##hay +hannibal +mein +aquino +lucifer +wo +badger +boar +cher +christensen +greenberg +interruption +##kken +jem +244 +mocked +bottoms +cambridgeshire +##lide +sprawling +##bbly +eastwood +ghent +synth +##buck +advisers +##bah +nominally +hapoel +qu +daggers +estranged +fabricated +towels +vinnie +wcw +misunderstanding +anglia +nothin +unmistakable +##dust +##lova +chilly +marquette +truss +##edge +##erine +reece +##lty +##chemist +##connected +272 +308 +41st +bash +raion +waterfalls +##ump +##main +labyrinth +queue +theorist +##istle +bharatiya +flexed +soundtracks +rooney +leftist +patrolling +wharton +plainly +alleviate +eastman +schuster +topographic +engages +immensely +unbearable +fairchild +1620 +dona +lurking +parisian +oliveira +ia +indictment +hahn +bangladeshi +##aster +vivo +##uming +##ential +antonia +expects +indoors +kildare +harlan +##logue +##ogenic +##sities +forgiven +##wat +childish +tavi +##mide +##orra +plausible +grimm +successively +scooted +##bola +##dget +##rith +spartans +emery +flatly +azure +epilogue +##wark +flourish +##iny +##tracted +##overs +##oshi +bestseller +distressed +receipt +spitting +hermit +topological +##cot +drilled +subunit +francs +##layer +eel +##fk +##itas +octopus +footprint +petitions +ufo +##say +##foil +interfering +leaking +palo +##metry +thistle +valiant +##pic +narayan +mcpherson +##fast +gonzales +##ym +##enne +dustin +novgorod +solos +##zman +doin +##raph +##patient +##meyer +soluble +ashland +cuffs +carole +pendleton +whistling +vassal +##river +deviation +revisited +constituents +rallied +rotate +loomed +##eil +##nting +amateurs +augsburg +auschwitz +crowns +skeletons +##cona +bonnet +257 +dummy +globalization +simeon +sleeper +mandal +differentiated +##crow +##mare +milne +bundled +exasperated +talmud +owes +segregated +##feng +##uary +dentist +piracy +props +##rang +devlin +##torium +malicious +paws +##laid +dependency +##ergy +##fers +##enna +258 +pistons +rourke +jed +grammatical +tres +maha +wig +512 +ghostly +jayne +##achal +##creen +##ilis +##lins +##rence +designate +##with +arrogance +cambodian +clones +showdown +throttle +twain +##ception +lobes +metz +nagoya +335 +braking +##furt +385 +roaming +##minster +amin +crippled +##37 +##llary +indifferent +hoffmann +idols +intimidating +1751 +261 +influenza +memo +onions +1748 +bandage +consciously +##landa +##rage +clandestine +observes +swiped +tangle +##ener +##jected +##trum +##bill +##lta +hugs +congresses +josiah +spirited +##dek +humanist +managerial +filmmaking +inmate +rhymes +debuting +grimsby +ur +##laze +duplicate +vigor +##tf +republished +bolshevik +refurbishment +antibiotics +martini +methane +newscasts +royale +horizons +levant +iain +visas +##ischen +paler +##around +manifestation +snuck +alf +chop +futile +pedestal +rehab +##kat +bmg +kerman +res +fairbanks +jarrett +abstraction +saharan +##zek +1746 +procedural +clearer +kincaid +sash +luciano +##ffey +crunch +helmut +##vara +revolutionaries +##tute +creamy +leach +##mmon +1747 +permitting +nes +plight +wendell +##lese +contra +ts +clancy +ipa +mach +staples +autopsy +disturbances +nueva +karin +pontiac +##uding +proxy +venerable +haunt +leto +bergman +expands +##helm +wal +##pipe +canning +celine +cords +obesity +##enary +intrusion +planner +##phate +reasoned +sequencing +307 +harrow +##chon +##dora +marred +mcintyre +repay +tarzan +darting +248 +harrisburg +margarita +repulsed +##hur +##lding +belinda +hamburger +novo +compliant +runways +bingham +registrar +skyscraper +ic +cuthbert +improvisation +livelihood +##corp +##elial +admiring +##dened +sporadic +believer +casablanca +popcorn +##29 +asha +shovel +##bek +##dice +coiled +tangible +##dez +casper +elsie +resin +tenderness +rectory +##ivision +avail +sonar +##mori +boutique +##dier +guerre +bathed +upbringing +vaulted +sandals +blessings +##naut +##utnant +1680 +306 +foxes +pia +corrosion +hesitantly +confederates +crystalline +footprints +shapiro +tirana +valentin +drones +45th +microscope +shipments +texted +inquisition +wry +guernsey +unauthorized +resigning +760 +ripple +schubert +stu +reassure +felony +##ardo +brittle +koreans +##havan +##ives +dun +implicit +tyres +##aldi +##lth +magnolia +##ehan +##puri +##poulos +aggressively +fei +gr +familiarity +##poo +indicative +##trust +fundamentally +jimmie +overrun +395 +anchors +moans +##opus +britannia +armagh +##ggle +purposely +seizing +##vao +bewildered +mundane +avoidance +cosmopolitan +geometridae +quartermaster +caf +415 +chatter +engulfed +gleam +purge +##icate +juliette +jurisprudence +guerra +revisions +##bn +casimir +brew +##jm +1749 +clapton +cloudy +conde +hermitage +278 +simulations +torches +vincenzo +matteo +##rill +hidalgo +booming +westbound +accomplishment +tentacles +unaffected +##sius +annabelle +flopped +sloping +##litz +dreamer +interceptor +vu +##loh +consecration +copying +messaging +breaker +climates +hospitalized +1752 +torino +afternoons +winfield +witnessing +##teacher +breakers +choirs +sawmill +coldly +##ege +sipping +haste +uninhabited +conical +bibliography +pamphlets +severn +edict +##oca +deux +illnesses +grips +##pl +rehearsals +sis +thinkers +tame +##keepers +1690 +acacia +reformer +##osed +##rys +shuffling +##iring +##shima +eastbound +ionic +rhea +flees +littered +##oum +rocker +vomiting +groaning +champ +overwhelmingly +civilizations +paces +sloop +adoptive +##tish +skaters +##vres +aiding +mango +##joy +nikola +shriek +##ignon +pharmaceuticals +##mg +tuna +calvert +gustavo +stocked +yearbook +##urai +##mana +computed +subsp +riff +hanoi +kelvin +hamid +moors +pastures +summons +jihad +nectar +##ctors +bayou +untitled +pleasing +vastly +republics +intellect +##η +##ulio +##tou +crumbling +stylistic +sb +##ی +consolation +frequented +h₂o +walden +widows +##iens +404 +##ignment +chunks +improves +288 +grit +recited +##dev +snarl +sociological +##arte +##gul +inquired +##held +bruise +clube +consultancy +homogeneous +hornets +multiplication +pasta +prick +savior +##grin +##kou +##phile +yoon +##gara +grimes +vanishing +cheering +reacting +bn +distillery +##quisite +##vity +coe +dockyard +massif +##jord +escorts +voss +##valent +byte +chopped +hawke +illusions +workings +floats +##koto +##vac +kv +annapolis +madden +##onus +alvaro +noctuidae +##cum +##scopic +avenge +steamboat +forte +illustrates +erika +##trip +570 +dew +nationalities +bran +manifested +thirsty +diversified +muscled +reborn +##standing +arson +##lessness +##dran +##logram +##boys +##kushima +##vious +willoughby +##phobia +286 +alsace +dashboard +yuki +##chai +granville +myspace +publicized +tricked +##gang +adjective +##ater +relic +reorganisation +enthusiastically +indications +saxe +##lassified +consolidate +iec +padua +helplessly +ramps +renaming +regulars +pedestrians +accents +convicts +inaccurate +lowers +mana +##pati +barrie +bjp +outta +someplace +berwick +flanking +invoked +marrow +sparsely +excerpts +clothed +rei +##ginal +wept +##straße +##vish +alexa +excel +##ptive +membranes +aquitaine +creeks +cutler +sheppard +implementations +ns +##dur +fragrance +budge +concordia +magnesium +marcelo +##antes +gladly +vibrating +##rral +##ggles +montrose +##omba +lew +seamus +1630 +cocky +##ament +##uen +bjorn +##rrick +fielder +fluttering +##lase +methyl +kimberley +mcdowell +reductions +barbed +##jic +##tonic +aeronautical +condensed +distracting +##promising +huffed +##cala +##sle +claudius +invincible +missy +pious +balthazar +ci +##lang +butte +combo +orson +##dication +myriad +1707 +silenced +##fed +##rh +coco +netball +yourselves +##oza +clarify +heller +peg +durban +etudes +offender +roast +blackmail +curvature +##woods +vile +309 +illicit +suriname +##linson +overture +1685 +bubbling +gymnast +tucking +##mming +##ouin +maldives +##bala +gurney +##dda +##eased +##oides +backside +pinto +jars +racehorse +tending +##rdial +baronetcy +wiener +duly +##rke +barbarian +cupping +flawed +##thesis +bertha +pleistocene +puddle +swearing +##nob +##tically +fleeting +prostate +amulet +educating +##mined +##iti +##tler +75th +jens +respondents +analytics +cavaliers +papacy +raju +##iente +##ulum +##tip +funnel +271 +disneyland +##lley +sociologist +##iam +2500 +faulkner +louvre +menon +##dson +276 +##ower +afterlife +mannheim +peptide +referees +comedians +meaningless +##anger +##laise +fabrics +hurley +renal +sleeps +##bour +##icle +breakout +kristin +roadside +animator +clover +disdain +unsafe +redesign +##urity +firth +barnsley +portage +reset +narrows +268 +commandos +expansive +speechless +tubular +##lux +essendon +eyelashes +smashwords +##yad +##bang +##claim +craved +sprinted +chet +somme +astor +wrocław +orton +266 +bane +##erving +##uing +mischief +##amps +##sund +scaling +terre +##xious +impairment +offenses +undermine +moi +soy +contiguous +arcadia +inuit +seam +##tops +macbeth +rebelled +##icative +##iot +590 +elaborated +frs +uniformed +##dberg +259 +powerless +priscilla +stimulated +980 +qc +arboretum +frustrating +trieste +bullock +##nified +enriched +glistening +intern +##adia +locus +nouvelle +ollie +ike +lash +starboard +ee +tapestry +headlined +hove +rigged +##vite +pollock +##yme +thrive +clustered +cas +roi +gleamed +olympiad +##lino +pressured +regimes +##hosis +##lick +ripley +##ophone +kickoff +gallon +rockwell +##arable +crusader +glue +revolutions +scrambling +1714 +grover +##jure +englishman +aztec +263 +contemplating +coven +ipad +preach +triumphant +tufts +##esian +rotational +##phus +328 +falkland +##brates +strewn +clarissa +rejoin +environmentally +glint +banded +drenched +moat +albanians +johor +rr +maestro +malley +nouveau +shaded +taxonomy +v6 +adhere +bunk +airfields +##ritan +1741 +encompass +remington +tran +##erative +amelie +mazda +friar +morals +passions +##zai +breadth +vis +##hae +argus +burnham +caressing +insider +rudd +##imov +##mini +##rso +italianate +murderous +textual +wainwright +armada +bam +weave +timer +##taken +##nh +fra +##crest +ardent +salazar +taps +tunis +##ntino +allegro +gland +philanthropic +##chester +implication +##optera +esq +judas +noticeably +wynn +##dara +inched +indexed +crises +villiers +bandit +royalties +patterned +cupboard +interspersed +accessory +isla +kendrick +entourage +stitches +##esthesia +headwaters +##ior +interlude +distraught +draught +1727 +##basket +biased +sy +transient +triad +subgenus +adapting +kidd +shortstop +##umatic +dimly +spiked +mcleod +reprint +nellie +pretoria +windmill +##cek +singled +##mps +273 +reunite +##orous +747 +bankers +outlying +##omp +##ports +##tream +apologies +cosmetics +patsy +##deh +##ocks +##yson +bender +nantes +serene +##nad +lucha +mmm +323 +##cius +##gli +cmll +coinage +nestor +juarez +##rook +smeared +sprayed +twitching +sterile +irina +embodied +juveniles +enveloped +miscellaneous +cancers +dq +gulped +luisa +crested +swat +donegal +ref +##anov +##acker +hearst +mercantile +##lika +doorbell +ua +vicki +##alla +##som +bilbao +psychologists +stryker +sw +horsemen +turkmenistan +wits +##national +anson +mathew +screenings +##umb +rihanna +##agne +##nessy +aisles +##iani +##osphere +hines +kenton +saskatoon +tasha +truncated +##champ +##itan +mildred +advises +fredrik +interpreting +inhibitors +##athi +spectroscopy +##hab +##kong +karim +panda +##oia +##nail +##vc +conqueror +kgb +leukemia +##dity +arrivals +cheered +pisa +phosphorus +shielded +##riated +mammal +unitarian +urgently +chopin +sanitary +##mission +spicy +drugged +hinges +##tort +tipping +trier +impoverished +westchester +##caster +267 +epoch +nonstop +##gman +##khov +aromatic +centrally +cerro +##tively +##vio +billions +modulation +sedimentary +283 +facilitating +outrageous +goldstein +##eak +##kt +ld +maitland +penultimate +pollard +##dance +fleets +spaceship +vertebrae +##nig +alcoholism +als +recital +##bham +##ference +##omics +m2 +##bm +trois +##tropical +##в +commemorates +##meric +marge +##raction +1643 +670 +cosmetic +ravaged +##ige +catastrophe +eng +##shida +albrecht +arterial +bellamy +decor +harmon +##rde +bulbs +synchronized +vito +easiest +shetland +shielding +wnba +##glers +##ssar +##riam +brianna +cumbria +##aceous +##rard +cores +thayer +##nsk +brood +hilltop +luminous +carts +keynote +larkin +logos +##cta +##ا +##mund +##quay +lilith +tinted +277 +wrestle +mobilization +##uses +sequential +siam +bloomfield +takahashi +274 +##ieving +presenters +ringo +blazed +witty +##oven +##ignant +devastation +haydn +harmed +newt +therese +##peed +gershwin +molina +rabbis +sudanese +001 +innate +restarted +##sack +##fus +slices +wb +##shah +enroll +hypothetical +hysterical +1743 +fabio +indefinite +warped +##hg +exchanging +525 +unsuitable +##sboro +gallo +1603 +bret +cobalt +homemade +##hunter +mx +operatives +##dhar +terraces +durable +latch +pens +whorls +##ctuated +##eaux +billing +ligament +succumbed +##gly +regulators +spawn +##brick +##stead +filmfare +rochelle +##nzo +1725 +circumstance +saber +supplements +##nsky +##tson +crowe +wellesley +carrot +##9th +##movable +primate +drury +sincerely +topical +##mad +##rao +callahan +kyiv +smarter +tits +undo +##yeh +announcements +anthologies +barrio +nebula +##islaus +##shaft +##tyn +bodyguards +2021 +assassinate +barns +emmett +scully +##mah +##yd +##eland +##tino +##itarian +demoted +gorman +lashed +prized +adventist +writ +##gui +alla +invertebrates +##ausen +1641 +amman +1742 +align +healy +redistribution +##gf +##rize +insulation +##drop +adherents +hezbollah +vitro +ferns +yanking +269 +php +registering +uppsala +cheerleading +confines +mischievous +tully +##ross +49th +docked +roam +stipulated +pumpkin +##bry +prompt +##ezer +blindly +shuddering +craftsmen +frail +scented +katharine +scramble +shaggy +sponge +helix +zaragoza +279 +##52 +43rd +backlash +fontaine +seizures +posse +cowan +nonfiction +telenovela +wwii +hammered +undone +##gpur +encircled +irs +##ivation +artefacts +oneself +searing +smallpox +##belle +##osaurus +shandong +breached +upland +blushing +rankin +infinitely +psyche +tolerated +docking +evicted +##col +unmarked +##lving +gnome +lettering +litres +musique +##oint +benevolent +##jal +blackened +##anna +mccall +racers +tingle +##ocene +##orestation +introductions +radically +292 +##hiff +##باد +1610 +1739 +munchen +plead +##nka +condo +scissors +##sight +##tens +apprehension +##cey +##yin +hallmark +watering +formulas +sequels +##llas +aggravated +bae +commencing +##building +enfield +prohibits +marne +vedic +civilized +euclidean +jagger +beforehand +blasts +dumont +##arney +##nem +740 +conversions +hierarchical +rios +simulator +##dya +##lellan +hedges +oleg +thrusts +shadowed +darby +maximize +1744 +gregorian +##nded +##routed +sham +unspecified +##hog +emory +factual +##smo +##tp +fooled +##rger +ortega +wellness +marlon +##oton +##urance +casket +keating +ley +enclave +##ayan +char +influencing +jia +##chenko +412 +ammonia +erebidae +incompatible +violins +cornered +##arat +grooves +astronauts +columbian +rampant +fabrication +kyushu +mahmud +vanish +##dern +mesopotamia +##lete +ict +##rgen +caspian +kenji +pitted +##vered +999 +grimace +roanoke +tchaikovsky +twinned +##analysis +##awan +xinjiang +arias +clemson +kazakh +sizable +1662 +##khand +##vard +plunge +tatum +vittorio +##nden +cholera +##dana +##oper +bracing +indifference +projectile +superliga +##chee +realises +upgrading +299 +porte +retribution +##vies +nk +stil +##resses +ama +bureaucracy +blackberry +bosch +testosterone +collapses +greer +##pathic +ioc +fifties +malls +##erved +bao +baskets +adolescents +siegfried +##osity +##tosis +mantra +detecting +existent +fledgling +##cchi +dissatisfied +gan +telecommunication +mingled +sobbed +6000 +controversies +outdated +taxis +##raus +fright +slams +##lham +##fect +##tten +detectors +fetal +tanned +##uw +fray +goth +olympian +skipping +mandates +scratches +sheng +unspoken +hyundai +tracey +hotspur +restrictive +##buch +americana +mundo +##bari +burroughs +diva +vulcan +##6th +distinctions +thumping +##ngen +mikey +sheds +fide +rescues +springsteen +vested +valuation +##ece +##ely +pinnacle +rake +sylvie +##edo +almond +quivering +##irus +alteration +faltered +##wad +51st +hydra +ticked +##kato +recommends +##dicated +antigua +arjun +stagecoach +wilfred +trickle +pronouns +##pon +aryan +nighttime +##anian +gall +pea +stitch +##hei +leung +milos +##dini +eritrea +nexus +starved +snowfall +kant +parasitic +cot +discus +hana +strikers +appleton +kitchens +##erina +##partisan +##itha +##vius +disclose +metis +##channel +1701 +tesla +##vera +fitch +1735 +blooded +##tila +decimal +##tang +##bai +cyclones +eun +bottled +peas +pensacola +basha +bolivian +crabs +boil +lanterns +partridge +roofed +1645 +necks +##phila +opined +patting +##kla +##lland +chuckles +volta +whereupon +##nche +devout +euroleague +suicidal +##dee +inherently +involuntary +knitting +nasser +##hide +puppets +colourful +courageous +southend +stills +miraculous +hodgson +richer +rochdale +ethernet +greta +uniting +prism +umm +##haya +##itical +##utation +deterioration +pointe +prowess +##ropriation +lids +scranton +billings +subcontinent +##koff +##scope +brute +kellogg +psalms +degraded +##vez +stanisław +##ructured +ferreira +pun +astonishing +gunnar +##yat +arya +prc +gottfried +##tight +excursion +##ographer +dina +##quil +##nare +huffington +illustrious +wilbur +gundam +verandah +##zard +naacp +##odle +constructive +fjord +kade +##naud +generosity +thrilling +baseline +cayman +frankish +plastics +accommodations +zoological +##fting +cedric +qb +motorized +##dome +##otted +squealed +tackled +canucks +budgets +situ +asthma +dail +gabled +grasslands +whimpered +writhing +judgments +##65 +minnie +pv +##carbon +bananas +grille +domes +monique +odin +maguire +markham +tierney +##estra +##chua +libel +poke +speedy +atrium +laval +notwithstanding +##edly +fai +kala +##sur +robb +##sma +listings +luz +supplementary +tianjin +##acing +enzo +jd +ric +scanner +croats +transcribed +##49 +arden +cv +##hair +##raphy +##lver +##uy +357 +seventies +staggering +alam +horticultural +hs +regression +timbers +blasting +##ounded +montagu +manipulating +##cit +catalytic +1550 +troopers +##meo +condemnation +fitzpatrick +##oire +##roved +inexperienced +1670 +castes +##lative +outing +314 +dubois +flicking +quarrel +ste +learners +1625 +iq +whistled +##class +282 +classify +tariffs +temperament +355 +folly +liszt +##yles +immersed +jordanian +ceasefire +apparel +extras +maru +fished +##bio +harta +stockport +assortment +craftsman +paralysis +transmitters +##cola +blindness +##wk +fatally +proficiency +solemnly +##orno +repairing +amore +groceries +ultraviolet +##chase +schoolhouse +##tua +resurgence +nailed +##otype +##× +ruse +saliva +diagrams +##tructing +albans +rann +thirties +1b +antennas +hilarious +cougars +paddington +stats +##eger +breakaway +ipod +reza +authorship +prohibiting +scoffed +##etz +##ttle +conscription +defected +trondheim +##fires +ivanov +keenan +##adan +##ciful +##fb +##slow +locating +##ials +##tford +cadiz +basalt +blankly +interned +rags +rattling +##tick +carpathian +reassured +sync +bum +guildford +iss +staunch +##onga +astronomers +sera +sofie +emergencies +susquehanna +##heard +duc +mastery +vh1 +williamsburg +bayer +buckled +craving +##khan +##rdes +bloomington +##write +alton +barbecue +##bians +justine +##hri +##ndt +delightful +smartphone +newtown +photon +retrieval +peugeot +hissing +##monium +##orough +flavors +lighted +relaunched +tainted +##games +##lysis +anarchy +microscopic +hopping +adept +evade +evie +##beau +inhibit +sinn +adjustable +hurst +intuition +wilton +cisco +44th +lawful +lowlands +stockings +thierry +##dalen +##hila +##nai +fates +prank +tb +maison +lobbied +provocative +1724 +4a +utopia +##qual +carbonate +gujarati +purcell +##rford +curtiss +##mei +overgrown +arenas +mediation +swallows +##rnik +respectful +turnbull +##hedron +##hope +alyssa +ozone +##ʻi +ami +gestapo +johansson +snooker +canteen +cuff +declines +empathy +stigma +##ags +##iner +##raine +taxpayers +gui +volga +##wright +##copic +lifespan +overcame +tattooed +enactment +giggles +##ador +##camp +barrington +bribe +obligatory +orbiting +peng +##enas +elusive +sucker +##vating +cong +hardship +empowered +anticipating +estrada +cryptic +greasy +detainees +planck +sudbury +plaid +dod +marriott +kayla +##ears +##vb +##zd +mortally +##hein +cognition +radha +319 +liechtenstein +meade +richly +argyle +harpsichord +liberalism +trumpets +lauded +tyrant +salsa +tiled +lear +promoters +reused +slicing +trident +##chuk +##gami +##lka +cantor +checkpoint +##points +gaul +leger +mammalian +##tov +##aar +##schaft +doha +frenchman +nirvana +##vino +delgado +headlining +##eron +##iography +jug +tko +1649 +naga +intersections +##jia +benfica +nawab +##suka +ashford +gulp +##deck +##vill +##rug +brentford +frazier +pleasures +dunne +potsdam +shenzhen +dentistry +##tec +flanagan +##dorff +##hear +chorale +dinah +prem +quezon +##rogated +relinquished +sutra +terri +##pani +flaps +##rissa +poly +##rnet +homme +aback +##eki +linger +womb +##kson +##lewood +doorstep +orthodoxy +threaded +westfield +##rval +dioceses +fridays +subsided +##gata +loyalists +##biotic +##ettes +letterman +lunatic +prelate +tenderly +invariably +souza +thug +winslow +##otide +furlongs +gogh +jeopardy +##runa +pegasus +##umble +humiliated +standalone +tagged +##roller +freshmen +klan +##bright +attaining +initiating +transatlantic +logged +viz +##uance +1723 +combatants +intervening +stephane +chieftain +despised +grazed +317 +cdc +galveston +godzilla +macro +simulate +##planes +parades +##esses +960 +##ductive +##unes +equator +overdose +##cans +##hosh +##lifting +joshi +epstein +sonora +treacherous +aquatics +manchu +responsive +##sation +supervisory +##christ +##llins +##ibar +##balance +##uso +kimball +karlsruhe +mab +##emy +ignores +phonetic +reuters +spaghetti +820 +almighty +danzig +rumbling +tombstone +designations +lured +outset +##felt +supermarkets +##wt +grupo +kei +kraft +susanna +##blood +comprehension +genealogy +##aghan +##verted +redding +##ythe +1722 +bowing +##pore +##roi +lest +sharpened +fulbright +valkyrie +sikhs +##unds +swans +bouquet +merritt +##tage +##venting +commuted +redhead +clerks +leasing +cesare +dea +hazy +##vances +fledged +greenfield +servicemen +##gical +armando +blackout +dt +sagged +downloadable +intra +potion +pods +##4th +##mism +xp +attendants +gambia +stale +##ntine +plump +asteroids +rediscovered +buds +flea +hive +##neas +1737 +classifications +debuts +##eles +olympus +scala +##eurs +##gno +##mute +hummed +sigismund +visuals +wiggled +await +pilasters +clench +sulfate +##ances +bellevue +enigma +trainee +snort +##sw +clouded +denim +##rank +##rder +churning +hartman +lodges +riches +sima +##missible +accountable +socrates +regulates +mueller +##cr +1702 +avoids +solids +himalayas +nutrient +pup +##jevic +squat +fades +nec +##lates +##pina +##rona +##ου +privateer +tequila +##gative +##mpton +apt +hornet +immortals +##dou +asturias +cleansing +dario +##rries +##anta +etymology +servicing +zhejiang +##venor +##nx +horned +erasmus +rayon +relocating +£10 +##bags +escalated +promenade +stubble +2010s +artisans +axial +liquids +mora +sho +yoo +##tsky +bundles +oldies +##nally +notification +bastion +##ths +sparkle +##lved +1728 +leash +pathogen +highs +##hmi +immature +880 +gonzaga +ignatius +mansions +monterrey +sweets +bryson +##loe +polled +regatta +brightest +pei +rosy +squid +hatfield +payroll +addict +meath +cornerback +heaviest +lodging +##mage +capcom +rippled +##sily +barnet +mayhem +ymca +snuggled +rousseau +##cute +blanchard +284 +fragmented +leighton +chromosomes +risking +##md +##strel +##utter +corinne +coyotes +cynical +hiroshi +yeomanry +##ractive +ebook +grading +mandela +plume +agustin +magdalene +##rkin +bea +femme +trafford +##coll +##lun +##tance +52nd +fourier +upton +##mental +camilla +gust +iihf +islamabad +longevity +##kala +feldman +netting +##rization +endeavour +foraging +mfa +orr +##open +greyish +contradiction +graz +##ruff +handicapped +marlene +tweed +oaxaca +spp +campos +miocene +pri +configured +cooks +pluto +cozy +pornographic +##entes +70th +fairness +glided +jonny +lynne +rounding +sired +##emon +##nist +remade +uncover +##mack +complied +lei +newsweek +##jured +##parts +##enting +##pg +293 +finer +guerrillas +athenian +deng +disused +stepmother +accuse +gingerly +seduction +521 +confronting +##walker +##going +gora +nostalgia +sabres +virginity +wrenched +##minated +syndication +wielding +eyre +##56 +##gnon +##igny +behaved +taxpayer +sweeps +##growth +childless +gallant +##ywood +amplified +geraldine +scrape +##ffi +babylonian +fresco +##rdan +##kney +##position +1718 +restricting +tack +fukuoka +osborn +selector +partnering +##dlow +318 +gnu +kia +tak +whitley +gables +##54 +##mania +mri +softness +immersion +##bots +##evsky +1713 +chilling +insignificant +pcs +##uis +elites +lina +purported +supplemental +teaming +##americana +##dding +##inton +proficient +rouen +##nage +##rret +niccolo +selects +##bread +fluffy +1621 +gruff +knotted +mukherjee +polgara +thrash +nicholls +secluded +smoothing +thru +corsica +loaf +whitaker +inquiries +##rrier +##kam +indochina +289 +marlins +myles +peking +##tea +extracts +pastry +superhuman +connacht +vogel +##ditional +##het +##udged +##lash +gloss +quarries +refit +teaser +##alic +##gaon +20s +materialized +sling +camped +pickering +tung +tracker +pursuant +##cide +cranes +soc +##cini +##typical +##viere +anhalt +overboard +workout +chores +fares +orphaned +stains +##logie +fenton +surpassing +joyah +triggers +##itte +grandmaster +##lass +##lists +clapping +fraudulent +ledger +nagasaki +##cor +##nosis +##tsa +eucalyptus +tun +##icio +##rney +##tara +dax +heroism +ina +wrexham +onboard +unsigned +##dates +moshe +galley +winnie +droplets +exiles +praises +watered +noodles +##aia +fein +adi +leland +multicultural +stink +bingo +comets +erskine +modernized +canned +constraint +domestically +chemotherapy +featherweight +stifled +##mum +darkly +irresistible +refreshing +hasty +isolate +##oys +kitchener +planners +##wehr +cages +yarn +implant +toulon +elects +childbirth +yue +##lind +##lone +cn +rightful +sportsman +junctions +remodeled +specifies +##rgh +291 +##oons +complimented +##urgent +lister +ot +##logic +bequeathed +cheekbones +fontana +gabby +##dial +amadeus +corrugated +maverick +resented +triangles +##hered +##usly +nazareth +tyrol +1675 +assent +poorer +sectional +aegean +##cous +296 +nylon +ghanaian +##egorical +##weig +cushions +forbid +fusiliers +obstruction +somerville +##scia +dime +earrings +elliptical +leyte +oder +polymers +timmy +atm +midtown +piloted +settles +continual +externally +mayfield +##uh +enrichment +henson +keane +persians +1733 +benji +braden +pep +324 +##efe +contenders +pepsi +valet +##isches +298 +##asse +##earing +goofy +stroll +##amen +authoritarian +occurrences +adversary +ahmedabad +tangent +toppled +dorchester +1672 +modernism +marxism +islamist +charlemagne +exponential +racks +unicode +brunette +mbc +pic +skirmish +##bund +##lad +##powered +##yst +hoisted +messina +shatter +##ctum +jedi +vantage +##music +##neil +clemens +mahmoud +corrupted +authentication +lowry +nils +##washed +omnibus +wounding +jillian +##itors +##opped +serialized +narcotics +handheld +##arm +##plicity +intersecting +stimulating +##onis +crate +fellowships +hemingway +casinos +climatic +fordham +copeland +drip +beatty +leaflets +robber +brothel +madeira +##hedral +sphinx +ultrasound +##vana +valor +forbade +leonid +villas +##aldo +duane +marquez +##cytes +disadvantaged +forearms +kawasaki +reacts +consular +lax +uncles +uphold +##hopper +concepcion +dorsey +lass +##izan +arching +passageway +1708 +researches +tia +internationals +##graphs +##opers +distinguishes +javanese +divert +##uven +plotted +##listic +##rwin +##erik +##tify +affirmative +signifies +validation +##bson +kari +felicity +georgina +zulu +##eros +##rained +##rath +overcoming +##dot +argyll +##rbin +1734 +chiba +ratification +windy +earls +parapet +##marks +hunan +pristine +astrid +punta +##gart +brodie +##kota +##oder +malaga +minerva +rouse +##phonic +bellowed +pagoda +portals +reclamation +##gur +##odies +##⁄₄ +parentheses +quoting +allergic +palette +showcases +benefactor +heartland +nonlinear +##tness +bladed +cheerfully +scans +##ety +##hone +1666 +girlfriends +pedersen +hiram +sous +##liche +##nator +1683 +##nery +##orio +##umen +bobo +primaries +smiley +##cb +unearthed +uniformly +fis +metadata +1635 +ind +##oted +recoil +##titles +##tura +##ια +406 +hilbert +jamestown +mcmillan +tulane +seychelles +##frid +antics +coli +fated +stucco +##grants +1654 +bulky +accolades +arrays +caledonian +carnage +optimism +puebla +##tative +##cave +enforcing +rotherham +seo +dunlop +aeronautics +chimed +incline +zoning +archduke +hellenistic +##oses +##sions +candi +thong +##ople +magnate +rustic +##rsk +projective +slant +##offs +danes +hollis +vocalists +##ammed +congenital +contend +gesellschaft +##ocating +##pressive +douglass +quieter +##cm +##kshi +howled +salim +spontaneously +townsville +buena +southport +##bold +kato +1638 +faerie +stiffly +##vus +##rled +297 +flawless +realising +taboo +##7th +bytes +straightening +356 +jena +##hid +##rmin +cartwright +berber +bertram +soloists +411 +noses +417 +coping +fission +hardin +inca +##cen +1717 +mobilized +vhf +##raf +biscuits +curate +##85 +##anial +331 +gaunt +neighbourhoods +1540 +##abas +blanca +bypassed +sockets +behold +coincidentally +##bane +nara +shave +splinter +terrific +##arion +##erian +commonplace +juris +redwood +waistband +boxed +caitlin +fingerprints +jennie +naturalized +##ired +balfour +craters +jody +bungalow +hugely +quilt +glitter +pigeons +undertaker +bulging +constrained +goo +##sil +##akh +assimilation +reworked +##person +persuasion +##pants +felicia +##cliff +##ulent +1732 +explodes +##dun +##inium +##zic +lyman +vulture +hog +overlook +begs +northwards +ow +spoil +##urer +fatima +favorably +accumulate +sargent +sorority +corresponded +dispersal +kochi +toned +##imi +##lita +internacional +newfound +##agger +##lynn +##rigue +booths +peanuts +##eborg +medicare +muriel +nur +##uram +crates +millennia +pajamas +worsened +##breakers +jimi +vanuatu +yawned +##udeau +carousel +##hony +hurdle +##ccus +##mounted +##pod +rv +##eche +airship +ambiguity +compulsion +recapture +##claiming +arthritis +##osomal +1667 +asserting +ngc +sniffing +dade +discontent +glendale +ported +##amina +defamation +rammed +##scent +fling +livingstone +##fleet +875 +##ppy +apocalyptic +comrade +lcd +##lowe +cessna +eine +persecuted +subsistence +demi +hoop +reliefs +710 +coptic +progressing +stemmed +perpetrators +1665 +priestess +##nio +dobson +ebony +rooster +itf +tortricidae +##bbon +##jian +cleanup +##jean +##øy +1721 +eighties +taxonomic +holiness +##hearted +##spar +antilles +showcasing +stabilized +##nb +gia +mascara +michelangelo +dawned +##uria +##vinsky +extinguished +fitz +grotesque +£100 +##fera +##loid +##mous +barges +neue +throbbed +cipher +johnnie +##a1 +##mpt +outburst +##swick +spearheaded +administrations +c1 +heartbreak +pixels +pleasantly +##enay +lombardy +plush +##nsed +bobbie +##hly +reapers +tremor +xiang +minogue +substantive +hitch +barak +##wyl +kwan +##encia +910 +obscene +elegance +indus +surfer +bribery +conserve +##hyllum +##masters +horatio +##fat +apes +rebound +psychotic +##pour +iteration +##mium +##vani +botanic +horribly +antiques +dispose +paxton +##hli +##wg +timeless +1704 +disregard +engraver +hounds +##bau +##version +looted +uno +facilitates +groans +masjid +rutland +antibody +disqualification +decatur +footballers +quake +slacks +48th +rein +scribe +stabilize +commits +exemplary +tho +##hort +##chison +pantry +traversed +##hiti +disrepair +identifiable +vibrated +baccalaureate +##nnis +csa +interviewing +##iensis +##raße +greaves +wealthiest +343 +classed +jogged +£5 +##58 +##atal +illuminating +knicks +respecting +##uno +scrubbed +##iji +##dles +kruger +moods +growls +raider +silvia +chefs +kam +vr +cree +percival +##terol +gunter +counterattack +defiant +henan +ze +##rasia +##riety +equivalence +submissions +##fra +##thor +bautista +mechanically +##heater +cornice +herbal +templar +##mering +outputs +ruining +ligand +renumbered +extravagant +mika +blockbuster +eta +insurrection +##ilia +darkening +ferocious +pianos +strife +kinship +##aer +melee +##anor +##iste +##may +##oue +decidedly +weep +##jad +##missive +##ppel +354 +puget +unease +##gnant +1629 +hammering +kassel +ob +wessex +##lga +bromwich +egan +paranoia +utilization +##atable +##idad +contradictory +provoke +##ols +##ouring +##tangled +knesset +##very +##lette +plumbing +##sden +##¹ +greensboro +occult +sniff +338 +zev +beaming +gamer +haggard +mahal +##olt +##pins +mendes +utmost +briefing +gunnery +##gut +##pher +##zh +##rok +1679 +khalifa +sonya +##boot +principals +urbana +wiring +##liffe +##minating +##rrado +dahl +nyu +skepticism +np +townspeople +ithaca +lobster +somethin +##fur +##arina +##−1 +freighter +zimmerman +biceps +contractual +##herton +amend +hurrying +subconscious +##anal +336 +meng +clermont +spawning +##eia +##lub +dignitaries +impetus +snacks +spotting +twigs +##bilis +##cz +##ouk +libertadores +nic +skylar +##aina +##firm +gustave +asean +##anum +dieter +legislatures +flirt +bromley +trolls +umar +##bbies +##tyle +blah +parc +bridgeport +crank +negligence +##nction +46th +constantin +molded +bandages +seriousness +00pm +siegel +carpets +compartments +upbeat +statehood +##dner +##edging +marko +730 +platt +##hane +paving +##iy +1738 +abbess +impatience +limousine +nbl +##talk +441 +lucille +mojo +nightfall +robbers +##nais +karel +brisk +calves +replicate +ascribed +telescopes +##olf +intimidated +##reen +ballast +specialization +##sit +aerodynamic +caliphate +rainer +visionary +##arded +epsilon +##aday +##onte +aggregation +auditory +boosted +reunification +kathmandu +loco +robyn +402 +acknowledges +appointing +humanoid +newell +redeveloped +restraints +##tained +barbarians +chopper +1609 +italiana +##lez +##lho +investigates +wrestlemania +##anies +##bib +690 +##falls +creaked +dragoons +gravely +minions +stupidity +volley +##harat +##week +musik +##eries +##uously +fungal +massimo +semantics +malvern +##ahl +##pee +discourage +embryo +imperialism +1910s +profoundly +##ddled +jiangsu +sparkled +stat +##holz +sweatshirt +tobin +##iction +sneered +##cheon +##oit +brit +causal +smyth +##neuve +diffuse +perrin +silvio +##ipes +##recht +detonated +iqbal +selma +##nism +##zumi +roasted +##riders +tay +##ados +##mament +##mut +##rud +840 +completes +nipples +cfa +flavour +hirsch +##laus +calderon +sneakers +moravian +##ksha +1622 +rq +294 +##imeters +bodo +##isance +##pre +##ronia +anatomical +excerpt +##lke +dh +kunst +##tablished +##scoe +biomass +panted +unharmed +gael +housemates +montpellier +##59 +coa +rodents +tonic +hickory +singleton +##taro +451 +1719 +aldo +breaststroke +dempsey +och +rocco +##cuit +merton +dissemination +midsummer +serials +##idi +haji +polynomials +##rdon +gs +enoch +prematurely +shutter +taunton +£3 +##grating +##inates +archangel +harassed +##asco +326 +archway +dazzling +##ecin +1736 +sumo +wat +##kovich +1086 +honneur +##ently +##nostic +##ttal +##idon +1605 +403 +1716 +blogger +rents +##gnan +hires +##ikh +##dant +howie +##rons +handler +retracted +shocks +1632 +arun +duluth +kepler +trumpeter +##lary +peeking +seasoned +trooper +##mara +laszlo +##iciencies +##rti +heterosexual +##inatory +##ssion +indira +jogging +##inga +##lism +beit +dissatisfaction +malice +##ately +nedra +peeling +##rgeon +47th +stadiums +475 +vertigo +##ains +iced +restroom +##plify +##tub +illustrating +pear +##chner +##sibility +inorganic +rappers +receipts +watery +##kura +lucinda +##oulos +reintroduced +##8th +##tched +gracefully +saxons +nutritional +wastewater +rained +favourites +bedrock +fisted +hallways +likeness +upscale +##lateral +1580 +blinds +prequel +##pps +##tama +deter +humiliating +restraining +tn +vents +1659 +laundering +recess +rosary +tractors +coulter +federer +##ifiers +##plin +persistence +##quitable +geschichte +pendulum +quakers +##beam +bassett +pictorial +buffet +koln +##sitor +drills +reciprocal +shooters +##57 +##cton +##tees +converge +pip +dmitri +donnelly +yamamoto +aqua +azores +demographics +hypnotic +spitfire +suspend +wryly +roderick +##rran +sebastien +##asurable +mavericks +##fles +##200 +himalayan +prodigy +##iance +transvaal +demonstrators +handcuffs +dodged +mcnamara +sublime +1726 +crazed +##efined +##till +ivo +pondered +reconciled +shrill +sava +##duk +bal +cad +heresy +jaipur +goran +##nished +341 +lux +shelly +whitehall +##hre +israelis +peacekeeping +##wled +1703 +demetrius +ousted +##arians +##zos +beale +anwar +backstroke +raged +shrinking +cremated +##yck +benign +towing +wadi +darmstadt +landfill +parana +soothe +colleen +sidewalks +mayfair +tumble +hepatitis +ferrer +superstructure +##gingly +##urse +##wee +anthropological +translators +##mies +closeness +hooves +##pw +mondays +##roll +##vita +landscaping +##urized +purification +sock +thorns +thwarted +jalan +tiberius +##taka +saline +##rito +confidently +khyber +sculptors +##ij +brahms +hammersmith +inspectors +battista +fivb +fragmentation +hackney +##uls +arresting +exercising +antoinette +bedfordshire +##zily +dyed +##hema +1656 +racetrack +variability +##tique +1655 +austrians +deteriorating +madman +theorists +aix +lehman +weathered +1731 +decreed +eruptions +1729 +flaw +quinlan +sorbonne +flutes +nunez +1711 +adored +downwards +fable +rasped +1712 +moritz +mouthful +renegade +shivers +stunts +dysfunction +restrain +translit +327 +pancakes +##avio +##cision +##tray +351 +vial +##lden +bain +##maid +##oxide +chihuahua +malacca +vimes +##rba +##rnier +1664 +donnie +plaques +##ually +337 +bangs +floppy +huntsville +loretta +nikolay +##otte +eater +handgun +ubiquitous +##hett +eras +zodiac +1634 +##omorphic +1820s +##zog +cochran +##bula +##lithic +warring +##rada +dalai +excused +blazers +mcconnell +reeling +bot +este +##abi +geese +hoax +taxon +##bla +guitarists +##icon +condemning +hunts +inversion +moffat +taekwondo +##lvis +1624 +stammered +##rest +##rzy +sousa +fundraiser +marylebone +navigable +uptown +cabbage +daniela +salman +shitty +whimper +##kian +##utive +programmers +protections +rm +##rmi +##rued +forceful +##enes +fuss +##tao +##wash +brat +oppressive +reykjavik +spartak +ticking +##inkles +##kiewicz +adolph +horst +maui +protege +straighten +cpc +landau +concourse +clements +resultant +##ando +imaginative +joo +reactivated +##rem +##ffled +##uising +consultative +##guide +flop +kaitlyn +mergers +parenting +somber +##vron +supervise +vidhan +##imum +courtship +exemplified +harmonies +medallist +refining +##rrow +##ка +amara +##hum +780 +goalscorer +sited +overshadowed +rohan +displeasure +secretive +multiplied +osman +##orth +engravings +padre +##kali +##veda +miniatures +mis +##yala +clap +pali +rook +##cana +1692 +57th +antennae +astro +oskar +1628 +bulldog +crotch +hackett +yucatan +##sure +amplifiers +brno +ferrara +migrating +##gree +thanking +turing +##eza +mccann +ting +andersson +onslaught +gaines +ganga +incense +standardization +##mation +sentai +scuba +stuffing +turquoise +waivers +alloys +##vitt +regaining +vaults +##clops +##gizing +digger +furry +memorabilia +probing +##iad +payton +rec +deutschland +filippo +opaque +seamen +zenith +afrikaans +##filtration +disciplined +inspirational +##merie +banco +confuse +grafton +tod +##dgets +championed +simi +anomaly +biplane +##ceptive +electrode +##para +1697 +cleavage +crossbow +swirl +informant +##lars +##osta +afi +bonfire +spec +##oux +lakeside +slump +##culus +##lais +##qvist +##rrigan +1016 +facades +borg +inwardly +cervical +xl +pointedly +050 +stabilization +##odon +chests +1699 +hacked +ctv +orthogonal +suzy +##lastic +gaulle +jacobite +rearview +##cam +##erted +ashby +##drik +##igate +##mise +##zbek +affectionately +canine +disperse +latham +##istles +##ivar +spielberg +##orin +##idium +ezekiel +cid +##sg +durga +middletown +##cina +customized +frontiers +harden +##etano +##zzy +1604 +bolsheviks +##66 +coloration +yoko +##bedo +briefs +slabs +debra +liquidation +plumage +##oin +blossoms +dementia +subsidy +1611 +proctor +relational +jerseys +parochial +ter +##ici +esa +peshawar +cavalier +loren +cpi +idiots +shamrock +1646 +dutton +malabar +mustache +##endez +##ocytes +referencing +terminates +marche +yarmouth +##sop +acton +mated +seton +subtly +baptised +beige +extremes +jolted +kristina +telecast +##actic +safeguard +waldo +##baldi +##bular +endeavors +sloppy +subterranean +##ensburg +##itung +delicately +pigment +tq +##scu +1626 +##ound +collisions +coveted +herds +##personal +##meister +##nberger +chopra +##ricting +abnormalities +defective +galician +lucie +##dilly +alligator +likened +##genase +burundi +clears +complexion +derelict +deafening +diablo +fingered +champaign +dogg +enlist +isotope +labeling +mrna +##erre +brilliance +marvelous +##ayo +1652 +crawley +ether +footed +dwellers +deserts +hamish +rubs +warlock +skimmed +##lizer +870 +buick +embark +heraldic +irregularities +##ajan +kiara +##kulam +##ieg +antigen +kowalski +##lge +oakley +visitation +##mbit +vt +##suit +1570 +murderers +##miento +##rites +chimneys +##sling +condemn +custer +exchequer +havre +##ghi +fluctuations +##rations +dfb +hendricks +vaccines +##tarian +nietzsche +biking +juicy +##duced +brooding +scrolling +selangor +##ragan +352 +annum +boomed +seminole +sugarcane +##dna +departmental +dismissing +innsbruck +arteries +ashok +batavia +daze +kun +overtook +##rga +##tlan +beheaded +gaddafi +holm +electronically +faulty +galilee +fractures +kobayashi +##lized +gunmen +magma +aramaic +mala +eastenders +inference +messengers +bf +##qu +407 +bathrooms +##vere +1658 +flashbacks +ideally +misunderstood +##jali +##weather +mendez +##grounds +505 +uncanny +##iii +1709 +friendships +##nbc +sacrament +accommodated +reiterated +logistical +pebbles +thumped +##escence +administering +decrees +drafts +##flight +##cased +##tula +futuristic +picket +intimidation +winthrop +##fahan +interfered +339 +afar +francoise +morally +uta +cochin +croft +dwarfs +##bruck +##dents +##nami +biker +##hner +##meral +nano +##isen +##ometric +##pres +##ан +brightened +meek +parcels +securely +gunners +##jhl +##zko +agile +hysteria +##lten +##rcus +bukit +champs +chevy +cuckoo +leith +sadler +theologians +welded +##section +1663 +jj +plurality +xander +##rooms +##formed +shredded +temps +intimately +pau +tormented +##lok +##stellar +1618 +charred +ems +essen +##mmel +alarms +spraying +ascot +blooms +twinkle +##abia +##apes +internment +obsidian +##chaft +snoop +##dav +##ooping +malibu +##tension +quiver +##itia +hays +mcintosh +travers +walsall +##ffie +1623 +beverley +schwarz +plunging +structurally +m3 +rosenthal +vikram +##tsk +770 +ghz +##onda +##tiv +chalmers +groningen +pew +reckon +unicef +##rvis +55th +##gni +1651 +sulawesi +avila +cai +metaphysical +screwing +turbulence +##mberg +augusto +samba +56th +baffled +momentary +toxin +##urian +##wani +aachen +condoms +dali +steppe +##3d +##app +##oed +##year +adolescence +dauphin +electrically +inaccessible +microscopy +nikita +##ega +atv +##cel +##enter +##oles +##oteric +##ы +accountants +punishments +wrongly +bribes +adventurous +clinch +flinders +southland +##hem +##kata +gough +##ciency +lads +soared +##ה +undergoes +deformation +outlawed +rubbish +##arus +##mussen +##nidae +##rzburg +arcs +##ingdon +##tituted +1695 +wheelbase +wheeling +bombardier +campground +zebra +##lices +##oj +##bain +lullaby +##ecure +donetsk +wylie +grenada +##arding +##ης +squinting +eireann +opposes +##andra +maximal +runes +##broken +##cuting +##iface +##ror +##rosis +additive +britney +adultery +triggering +##drome +detrimental +aarhus +containment +jc +swapped +vichy +##ioms +madly +##oric +##rag +brant +##ckey +##trix +1560 +1612 +broughton +rustling +##stems +##uder +asbestos +mentoring +##nivorous +finley +leaps +##isan +apical +pry +slits +substitutes +##dict +intuitive +fantasia +insistent +unreasonable +##igen +##vna +domed +hannover +margot +ponder +##zziness +impromptu +jian +lc +rampage +stemming +##eft +andrey +gerais +whichever +amnesia +appropriated +anzac +clicks +modifying +ultimatum +cambrian +maids +verve +yellowstone +##mbs +conservatoire +##scribe +adherence +dinners +spectra +imperfect +mysteriously +sidekick +tatar +tuba +##aks +##ifolia +distrust +##athan +##zle +c2 +ronin +zac +##pse +celaena +instrumentalist +scents +skopje +##mbling +comical +compensated +vidal +condor +intersect +jingle +wavelengths +##urrent +mcqueen +##izzly +carp +weasel +422 +kanye +militias +postdoctoral +eugen +gunslinger +##ɛ +faux +hospice +##for +appalled +derivation +dwarves +##elis +dilapidated +##folk +astoria +philology +##lwyn +##otho +##saka +inducing +philanthropy +##bf +##itative +geek +markedly +sql +##yce +bessie +indices +rn +##flict +495 +frowns +resolving +weightlifting +tugs +cleric +contentious +1653 +mania +rms +##miya +##reate +##ruck +##tucket +bien +eels +marek +##ayton +##cence +discreet +unofficially +##ife +leaks +##bber +1705 +332 +dung +compressor +hillsborough +pandit +shillings +distal +##skin +381 +##tat +##you +nosed +##nir +mangrove +undeveloped +##idia +textures +##inho +##500 +##rise +ae +irritating +nay +amazingly +bancroft +apologetic +compassionate +kata +symphonies +##lovic +airspace +##lch +930 +gifford +precautions +fulfillment +sevilla +vulgar +martinique +##urities +looting +piccolo +tidy +##dermott +quadrant +armchair +incomes +mathematicians +stampede +nilsson +##inking +##scan +foo +quarterfinal +##ostal +shang +shouldered +squirrels +##owe +344 +vinegar +##bner +##rchy +##systems +delaying +##trics +ars +dwyer +rhapsody +sponsoring +##gration +bipolar +cinder +starters +##olio +##urst +421 +signage +##nty +aground +figurative +mons +acquaintances +duets +erroneously +soyuz +elliptic +recreated +##cultural +##quette +##ssed +##tma +##zcz +moderator +scares +##itaire +##stones +##udence +juniper +sighting +##just +##nsen +britten +calabria +ry +bop +cramer +forsyth +stillness +##л +airmen +gathers +unfit +##umber +##upt +taunting +##rip +seeker +streamlined +##bution +holster +schumann +tread +vox +##gano +##onzo +strive +dil +reforming +covent +newbury +predicting +##orro +decorate +tre +##puted +andover +ie +asahi +dept +dunkirk +gills +##tori +buren +huskies +##stis +##stov +abstracts +bets +loosen +##opa +1682 +yearning +##glio +##sir +berman +effortlessly +enamel +napoli +persist +##peration +##uez +attache +elisa +b1 +invitations +##kic +accelerating +reindeer +boardwalk +clutches +nelly +polka +starbucks +##kei +adamant +huey +lough +unbroken +adventurer +embroidery +inspecting +stanza +##ducted +naia +taluka +##pone +##roids +chases +deprivation +florian +##jing +##ppet +earthly +##lib +##ssee +colossal +foreigner +vet +freaks +patrice +rosewood +triassic +upstate +##pkins +dominates +ata +chants +ks +vo +##400 +##bley +##raya +##rmed +555 +agra +infiltrate +##ailing +##ilation +##tzer +##uppe +##werk +binoculars +enthusiast +fujian +squeak +##avs +abolitionist +almeida +boredom +hampstead +marsden +rations +##ands +inflated +334 +bonuses +rosalie +patna +##rco +329 +detachments +penitentiary +54th +flourishing +woolf +##dion +##etched +papyrus +##lster +##nsor +##toy +bobbed +dismounted +endelle +inhuman +motorola +tbs +wince +wreath +##ticus +hideout +inspections +sanjay +disgrace +infused +pudding +stalks +##urbed +arsenic +leases +##hyl +##rrard +collarbone +##waite +##wil +dowry +##bant +##edance +genealogical +nitrate +salamanca +scandals +thyroid +necessitated +##! +##" +### +##$ +##% +##& +##' +##( +##) +##* +##+ +##, +##- +##. +##/ +##: +##; +##< +##= +##> +##? +##@ +##[ +##\ +##] +##^ +##_ +##` +##{ +##| +##} +##~ +##¡ +##¢ +##£ +##¤ +##¥ +##¦ +##§ +##¨ +##© +##ª +##« +##¬ +##® +##± +##´ +##µ +##¶ +##· +##º +##» +##¼ +##¾ +##¿ +##æ +##ð +##÷ +##þ +##đ +##ħ +##ŋ +##œ +##ƒ +##ɐ +##ɑ +##ɒ +##ɔ +##ɕ +##ə +##ɡ +##ɣ +##ɨ +##ɪ +##ɫ +##ɬ +##ɯ +##ɲ +##ɴ +##ɹ +##ɾ +##ʀ +##ʁ +##ʂ +##ʃ +##ʉ +##ʊ +##ʋ +##ʌ +##ʎ +##ʐ +##ʑ +##ʒ +##ʔ +##ʰ +##ʲ +##ʳ +##ʷ +##ʸ +##ʻ +##ʼ +##ʾ +##ʿ +##ˈ +##ˡ +##ˢ +##ˣ +##ˤ +##β +##γ +##δ +##ε +##ζ +##θ +##κ +##λ +##μ +##ξ +##ο +##π +##ρ +##σ +##τ +##υ +##φ +##χ +##ψ +##ω +##б +##г +##д +##ж +##з +##м +##п +##с +##у +##ф +##х +##ц +##ч +##ш +##щ +##ъ +##э +##ю +##ђ +##є +##і +##ј +##љ +##њ +##ћ +##ӏ +##ա +##բ +##գ +##դ +##ե +##թ +##ի +##լ +##կ +##հ +##մ +##յ +##ն +##ո +##պ +##ս +##վ +##տ +##ր +##ւ +##ք +##־ +##א +##ב +##ג +##ד +##ו +##ז +##ח +##ט +##י +##ך +##כ +##ל +##ם +##מ +##ן +##נ +##ס +##ע +##ף +##פ +##ץ +##צ +##ק +##ר +##ש +##ת +##، +##ء +##ب +##ت +##ث +##ج +##ح +##خ +##ذ +##ز +##س +##ش +##ص +##ض +##ط +##ظ +##ع +##غ +##ـ +##ف +##ق +##ك +##و +##ى +##ٹ +##پ +##چ +##ک +##گ +##ں +##ھ +##ہ +##ے +##अ +##आ +##उ +##ए +##क +##ख +##ग +##च +##ज +##ट +##ड +##ण +##त +##थ +##द +##ध +##न +##प +##ब +##भ +##म +##य +##र +##ल +##व +##श +##ष +##स +##ह +##ा +##ि +##ी +##ो +##। +##॥ +##ং +##অ +##আ +##ই +##উ +##এ +##ও +##ক +##খ +##গ +##চ +##ছ +##জ +##ট +##ড +##ণ +##ত +##থ +##দ +##ধ +##ন +##প +##ব +##ভ +##ম +##য +##র +##ল +##শ +##ষ +##স +##হ +##া +##ি +##ী +##ে +##க +##ச +##ட +##த +##ந +##ன +##ப +##ம +##ய +##ர +##ல +##ள +##வ +##ா +##ி +##ு +##ே +##ை +##ನ +##ರ +##ಾ +##ක +##ය +##ර +##ල +##ව +##ා +##ก +##ง +##ต +##ท +##น +##พ +##ม +##ย +##ร +##ล +##ว +##ส +##อ +##า +##เ +##་ +##། +##ག +##ང +##ད +##ན +##པ +##བ +##མ +##འ +##ར +##ལ +##ས +##မ +##ა +##ბ +##გ +##დ +##ე +##ვ +##თ +##ი +##კ +##ლ +##მ +##ნ +##ო +##რ +##ს +##ტ +##უ +##ᄀ +##ᄂ +##ᄃ +##ᄅ +##ᄆ +##ᄇ +##ᄉ +##ᄊ +##ᄋ +##ᄌ +##ᄎ +##ᄏ +##ᄐ +##ᄑ +##ᄒ +##ᅡ +##ᅢ +##ᅥ +##ᅦ +##ᅧ +##ᅩ +##ᅪ +##ᅭ +##ᅮ +##ᅯ +##ᅲ +##ᅳ +##ᅴ +##ᅵ +##ᆨ +##ᆫ +##ᆯ +##ᆷ +##ᆸ +##ᆼ +##ᴬ +##ᴮ +##ᴰ +##ᴵ +##ᴺ +##ᵀ +##ᵃ +##ᵇ +##ᵈ +##ᵉ +##ᵍ +##ᵏ +##ᵐ +##ᵒ +##ᵖ +##ᵗ +##ᵘ +##ᵣ +##ᵤ +##ᵥ +##ᶜ +##ᶠ +##‐ +##‑ +##‒ +##– +##— +##― +##‖ +##‘ +##’ +##‚ +##“ +##” +##„ +##† +##‡ +##• +##… +##‰ +##′ +##″ +##› +##‿ +##⁄ +##⁰ +##ⁱ +##⁴ +##⁵ +##⁶ +##⁷ +##⁸ +##⁹ +##⁻ +##ⁿ +##₅ +##₆ +##₇ +##₈ +##₉ +##₊ +##₍ +##₎ +##ₐ +##ₑ +##ₒ +##ₓ +##ₕ +##ₖ +##ₗ +##ₘ +##ₚ +##ₛ +##ₜ +##₤ +##₩ +##€ +##₱ +##₹ +##ℓ +##№ +##ℝ +##™ +##⅓ +##⅔ +##← +##↑ +##→ +##↓ +##↔ +##↦ +##⇄ +##⇌ +##⇒ +##∂ +##∅ +##∆ +##∇ +##∈ +##∗ +##∘ +##√ +##∞ +##∧ +##∨ +##∩ +##∪ +##≈ +##≡ +##≤ +##≥ +##⊂ +##⊆ +##⊕ +##⊗ +##⋅ +##─ +##│ +##■ +##▪ +##● +##★ +##☆ +##☉ +##♠ +##♣ +##♥ +##♦ +##♯ +##⟨ +##⟩ +##ⱼ +##⺩ +##⺼ +##⽥ +##、 +##。 +##〈 +##〉 +##《 +##》 +##「 +##」 +##『 +##』 +##〜 +##あ +##い +##う +##え +##お +##か +##き +##く +##け +##こ +##さ +##し +##す +##せ +##そ +##た +##ち +##っ +##つ +##て +##と +##な +##に +##ぬ +##ね +##の +##は +##ひ +##ふ +##へ +##ほ +##ま +##み +##む +##め +##も +##や +##ゆ +##よ +##ら +##り +##る +##れ +##ろ +##を +##ん +##ァ +##ア +##ィ +##イ +##ウ +##ェ +##エ +##オ +##カ +##キ +##ク +##ケ +##コ +##サ +##シ +##ス +##セ +##タ +##チ +##ッ +##ツ +##テ +##ト +##ナ +##ニ +##ノ +##ハ +##ヒ +##フ +##ヘ +##ホ +##マ +##ミ +##ム +##メ +##モ +##ャ +##ュ +##ョ +##ラ +##リ +##ル +##レ +##ロ +##ワ +##ン +##・ +##ー +##一 +##三 +##上 +##下 +##不 +##世 +##中 +##主 +##久 +##之 +##也 +##事 +##二 +##五 +##井 +##京 +##人 +##亻 +##仁 +##介 +##代 +##仮 +##伊 +##会 +##佐 +##侍 +##保 +##信 +##健 +##元 +##光 +##八 +##公 +##内 +##出 +##分 +##前 +##劉 +##力 +##加 +##勝 +##北 +##区 +##十 +##千 +##南 +##博 +##原 +##口 +##古 +##史 +##司 +##合 +##吉 +##同 +##名 +##和 +##囗 +##四 +##国 +##國 +##土 +##地 +##坂 +##城 +##堂 +##場 +##士 +##夏 +##外 +##大 +##天 +##太 +##夫 +##奈 +##女 +##子 +##学 +##宀 +##宇 +##安 +##宗 +##定 +##宣 +##宮 +##家 +##宿 +##寺 +##將 +##小 +##尚 +##山 +##岡 +##島 +##崎 +##川 +##州 +##巿 +##帝 +##平 +##年 +##幸 +##广 +##弘 +##張 +##彳 +##後 +##御 +##德 +##心 +##忄 +##志 +##忠 +##愛 +##成 +##我 +##戦 +##戸 +##手 +##扌 +##政 +##文 +##新 +##方 +##日 +##明 +##星 +##春 +##昭 +##智 +##曲 +##書 +##月 +##有 +##朝 +##木 +##本 +##李 +##村 +##東 +##松 +##林 +##森 +##楊 +##樹 +##橋 +##歌 +##止 +##正 +##武 +##比 +##氏 +##民 +##水 +##氵 +##氷 +##永 +##江 +##沢 +##河 +##治 +##法 +##海 +##清 +##漢 +##瀬 +##火 +##版 +##犬 +##王 +##生 +##田 +##男 +##疒 +##発 +##白 +##的 +##皇 +##目 +##相 +##省 +##真 +##石 +##示 +##社 +##神 +##福 +##禾 +##秀 +##秋 +##空 +##立 +##章 +##竹 +##糹 +##美 +##義 +##耳 +##良 +##艹 +##花 +##英 +##華 +##葉 +##藤 +##行 +##街 +##西 +##見 +##訁 +##語 +##谷 +##貝 +##貴 +##車 +##軍 +##辶 +##道 +##郎 +##郡 +##部 +##都 +##里 +##野 +##金 +##鈴 +##镇 +##長 +##門 +##間 +##阝 +##阿 +##陳 +##陽 +##雄 +##青 +##面 +##風 +##食 +##香 +##馬 +##高 +##龍 +##龸 +##fi +##fl +##！ +##（ +##） +##， +##－ +##． +##／ +##： +##？ +##～ diff --git a/script/en_glue/preprocess/cvt.sh b/script/en_glue/preprocess/cvt.sh new file mode 100644 index 0000000000000000000000000000000000000000..7f14d7b6349a2d0c516f79cc2e1e158afb36b7ba --- /dev/null +++ b/script/en_glue/preprocess/cvt.sh @@ -0,0 +1,75 @@ +#!/bin/bash +set -ex +R_DIR=`dirname $0`; MY_DIR=`cd $R_DIR;pwd`; + +INPUT=$1 + +if [[ ! -d ./glue_data_processed/ ]];then + mkdir ./glue_data_processed/ +fi + + +### CoLA +mkdir -p ./glue_data_processed/CoLA +cat $INPUT/CoLA/train.tsv | awk -F"\t" '{if(NR==1){print "label\ttext_a"} else {print $2"\t"$4}}' > ./glue_data_processed/CoLA/train.tsv +cat $INPUT/CoLA/dev.tsv | awk -F"\t" '{if(NR==1){print "label\ttext_a"} else {print $2"\t"$4}}' > ./glue_data_processed/CoLA/dev.tsv +cat $INPUT/CoLA/test.tsv | awk -F"\t" '{if(NR==1){print "qid\ttext_a\tlabel"} else {print $0"\t-1"}}' > ./glue_data_processed/CoLA/test.tsv + +### SST-2 +mkdir -p ./glue_data_processed/SST-2 +cat $INPUT/SST-2/train.tsv | awk -F"\t" '{if(NR==1){print "label\ttext_a"} else if(NF==2) {print $2"\t"$1}}' > ./glue_data_processed/SST-2/train.tsv +cat $INPUT/SST-2/dev.tsv | awk -F"\t" '{if(NR==1){print "label\ttext_a"} else if(NF==2) {print $2"\t"$1}}' > ./glue_data_processed/SST-2/dev.tsv +cat $INPUT/SST-2/test.tsv | awk -F"\t" '{if(NR==1){print "qid\ttext_a\tlabel"} else {print $0"\t-1"}}' > ./glue_data_processed/SST-2/test.tsv + +### MRPC +mkdir -p ./glue_data_processed/MRPC +cat $INPUT/MRPC/train.tsv | awk -F"\t" '{if(NR==1){print "text_a\ttext_b\tlabel"} else{print $4"\t"$5"\t"$1}}' > ./glue_data_processed/MRPC/train.tsv +cat $INPUT/MRPC/dev.tsv | awk -F"\t" '{if(NR==1){print "text_a\ttext_b\tlabel"} else{print $4"\t"$5"\t"$1}}' > ./glue_data_processed/MRPC/dev.tsv +cat $INPUT/MRPC/test.tsv | awk -F"\t" '{if(NR==1){print "qid\ttext_a\ttext_b\tlabel"} else{print $1"\t"$4"\t"$5"\t-1"}}' > ./glue_data_processed/MRPC/test.tsv + +### STS-B +mkdir -p ./glue_data_processed/STS-B +cat $INPUT/STS-B/train.tsv | awk -F"\t" '{if(NR==1){print "text_a\ttext_b\tlabel"} else{print $8"\t"$9"\t"$10}}' > ./glue_data_processed/STS-B/train.tsv +cat $INPUT/STS-B/dev.tsv | awk -F"\t" '{if(NR==1){print "text_a\ttext_b\tlabel"} else{print $8"\t"$9"\t"$10}}' > ./glue_data_processed/STS-B/dev.tsv +cat $INPUT/STS-B/test.tsv | awk -F"\t" '{if(NR==1){print "qid\ttext_a\ttext_b\tlabel"} else{print $1"\t"$8"\t"$9"\t-1"}}' > ./glue_data_processed/STS-B/test.tsv + +### QQP +mkdir -p ./glue_data_processed/QQP +cat $INPUT/QQP/train.tsv | awk -F"\t" '{if(NR==1){print "text_a\ttext_b\tlabel"} else if($6!="") {print $4"\t"$5"\t"$6}}' > ./glue_data_processed/QQP/train.tsv +cat $INPUT/QQP/dev.tsv | awk -F"\t" '{if(NR==1){print "text_a\ttext_b\tlabel"} else if($6!="") {print $4"\t"$5"\t"$6}}' > ./glue_data_processed/QQP/dev.tsv +cat $INPUT/QQP/test.tsv | awk -F"\t" '{if(NR==1){print "qid\ttext_a\ttext_b\tlabel"} else {print $0"\t-1"}}' > ./glue_data_processed/QQP/test.tsv + +### MNLI +mkdir -p ./glue_data_processed/MNLI +cat $INPUT/MNLI/train.tsv | python $MY_DIR/mnli.py > ./glue_data_processed/MNLI/train.tsv + +mkdir -p ./glue_data_processed/MNLI/m +cat $INPUT/MNLI/dev_matched.tsv | python $MY_DIR/mnli.py > ./glue_data_processed/MNLI/m/dev.tsv +cat $INPUT/MNLI/test_matched.tsv | python $MY_DIR/mnli.py > ./glue_data_processed/MNLI/m/test.tsv + +mkdir -p ./glue_data_processed/MNLI/mm +cat $INPUT/MNLI/dev_mismatched.tsv | python $MY_DIR/mnli.py > ./glue_data_processed/MNLI/mm/dev.tsv +cat $INPUT/MNLI/test_mismatched.tsv | python $MY_DIR/mnli.py > ./glue_data_processed/MNLI/mm/test.tsv + +### QNLI +mkdir -p ./glue_data_processed/QNLI +cat $INPUT/QNLI/train.tsv | python $MY_DIR/qnli.py > ./glue_data_processed/QNLI/train.tsv +cat $INPUT/QNLI/dev.tsv | python $MY_DIR/qnli.py > ./glue_data_processed/QNLI/dev.tsv +cat $INPUT/QNLI/test.tsv | python $MY_DIR/qnli.py > ./glue_data_processed/QNLI/test.tsv + +### RTE +mkdir -p ./glue_data_processed/RTE +cat $INPUT/RTE/train.tsv | python $MY_DIR/qnli.py > ./glue_data_processed/RTE/train.tsv +cat $INPUT/RTE/dev.tsv | python $MY_DIR/qnli.py > ./glue_data_processed/RTE/dev.tsv +cat $INPUT/RTE/test.tsv | python $MY_DIR/qnli.py > ./glue_data_processed/RTE/test.tsv + +### WNLI +mkdir -p ./glue_data_processed/WNLI +cat $INPUT/WNLI/train.tsv | awk -F"\t" '{if(NR==1){print "text_a\ttext_b\tlabel"} else {print $2"\t"$3"\t"$4}}' > ./glue_data_processed/WNLI/train.tsv +cat $INPUT/WNLI/dev.tsv | awk -F"\t" '{if(NR==1){print "text_a\ttext_b\tlabel"} else {print $2"\t"$3"\t"$4}}' > ./glue_data_processed/WNLI/dev.tsv +cat $INPUT/WNLI/test.tsv | awk -F"\t" '{if(NR==1){print "qid\ttext_a\ttext_b\tlabel"} else {print $1"\t"$2"\t"$3"\t-1"}}' > ./glue_data_processed/WNLI/test.tsv + +### Diagnostics +cat $INPUT/diagnostic/diagnostic.tsv | awk -F"\t" '{if(NR==1){print "qid\ttext_a\ttext_b\tlabel"} else {print $0"\t-1"}}' > ./glue_data_processed/MNLI/diagnostic.tsv + + diff --git a/script/en_glue/preprocess/mnli.py b/script/en_glue/preprocess/mnli.py new file mode 100644 index 0000000000000000000000000000000000000000..8597bea83cde0d18a18537c96be566ba555cb0d7 --- /dev/null +++ b/script/en_glue/preprocess/mnli.py @@ -0,0 +1,36 @@ +import sys + +mapping = { + 'contradiction': 0, + 'neutral': 1, + 'entailment': 2, +} + +i = 0 +for line in sys.stdin: + arr = line.strip().split('\t') + + if len(arr) == 12: + if i == 0: + i += 1 + print('text_a\ttext_b\tlabel') + continue + print("{}\t{}\t{}".format(arr[8], arr[9], mapping[arr[11]])) + elif len(arr) == 16: + if i == 0: + i += 1 + print('text_a\ttext_b\tlabel') + continue + s1 = arr[8] + s2 = arr[9] + s3 = arr[15] + print("{}\t{}\t{}".format(s1, s2, mapping[s3])) + else: + if i == 0: + i += 1 + print('qid\ttext_a\ttext_b\tlabel') + continue + qid = arr[0] + s1 = arr[8] + s2 = arr[9] + print("{}\t{}\t{}\t-1".format(qid, s1, s2)) diff --git a/script/en_glue/preprocess/qnli.py b/script/en_glue/preprocess/qnli.py new file mode 100644 index 0000000000000000000000000000000000000000..7e597dddf299d58b91fda18f58fa608899357fa1 --- /dev/null +++ b/script/en_glue/preprocess/qnli.py @@ -0,0 +1,22 @@ +import sys + +mapping = {'entailment': 1, 'not_entailment': 0} + +i = 0 +for line in sys.stdin: + arr = line.strip().split('\t') + s1 = arr[1] + s2 = arr[2] + if len(arr) == 4: + if i == 0: + i += 1 + print('text_a\ttext_b\tlabel') + continue + s3 = arr[3] + print("{}\t{}\t{}".format(s1, s2, mapping[s3])) + else: + if i == 0: + i += 1 + print('qid\ttext_a\ttext_b\tlabel') + continue + print("{}\t{}\t{}\t-1".format(arr[0], s1, s2)) diff --git a/script/zh_task/ernie_base/run_ChnSentiCorp.sh b/script/zh_task/ernie_base/run_ChnSentiCorp.sh new file mode 100644 index 0000000000000000000000000000000000000000..cca64ec6ca023123de83e8e60eea1884369ec446 --- /dev/null +++ b/script/zh_task/ernie_base/run_ChnSentiCorp.sh @@ -0,0 +1,30 @@ +set -eux + +export FLAGS_eager_delete_tensor_gb=0 +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0 + +python -u run_classifier.py \ + --use_cuda true \ + --verbose true \ + --do_train true \ + --do_val true \ + --do_test false \ + --batch_size 24 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --train_set ${TASK_DATA_PATH}/chnsenticorp/train.tsv \ + --dev_set ${TASK_DATA_PATH}/chnsenticorp/dev.tsv,${TASK_DATA_PATH}/chnsenticorp/test.tsv \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.01 \ + --warmup_proportion 0.0 \ + --validation_steps 100 \ + --epoch 10 \ + --max_seq_len 256 \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json \ + --learning_rate 5e-5 \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --random_seed 1 diff --git a/script/zh_task/ernie_base/run_bq.sh b/script/zh_task/ernie_base/run_bq.sh new file mode 100644 index 0000000000000000000000000000000000000000..e54837a67d9488076e20e062cb2ae3c28cd55afe --- /dev/null +++ b/script/zh_task/ernie_base/run_bq.sh @@ -0,0 +1,31 @@ +set -eux + +export FLAGS_eager_delete_tensor_gb=0 +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0 + +python -u ./run_classifier.py \ + --use_cuda true \ + --verbose true \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size 64 \ + --task_id 2 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --train_set ${TASK_DATA_PATH}/bq/train.tsv \ + --dev_set ${TASK_DATA_PATH}/bq/dev.tsv,${TASK_DATA_PATH}/bq/test.tsv \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.01 \ + --warmup_proportion 0.0 \ + --validation_steps 100 \ + --epoch 3 \ + --max_seq_len 128 \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json \ + --learning_rate 3e-5\ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --random_seed 1 diff --git a/script/zh_task/ernie_base/run_cmrc2018.sh b/script/zh_task/ernie_base/run_cmrc2018.sh new file mode 100644 index 0000000000000000000000000000000000000000..39604d21464223bd76e5578926da82d7df2ef1d0 --- /dev/null +++ b/script/zh_task/ernie_base/run_cmrc2018.sh @@ -0,0 +1,31 @@ +set -eux + +export FLAGS_eager_delete_tensor_gb=0 +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0,1,2,3 + +python -u run_mrc.py --use_cuda true\ + --batch_size 16 \ + --in_tokens false\ + --use_fast_executor true \ + --checkpoints ./checkpoints \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --do_train true \ + --do_val true \ + --do_test false \ + --verbose true \ + --save_steps 1000 \ + --validation_steps 100 \ + --warmup_proportion 0.0 \ + --weight_decay 0.01 \ + --epoch 2 \ + --max_seq_len 512 \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json \ + --do_lower_case true \ + --doc_stride 128 \ + --train_set ${TASK_DATA_PATH}/cmrc2018/train.json \ + --dev_set ${TASK_DATA_PATH}/cmrc2018/dev.json \ + --learning_rate 3e-5 \ + --num_iteration_per_drop_scope 1 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --skip_steps 10 diff --git a/script/zh_task/ernie_base/run_dbqa.sh b/script/zh_task/ernie_base/run_dbqa.sh new file mode 100644 index 0000000000000000000000000000000000000000..e5f1cbbb1221382d28c7e6c4a2b028f493bb585b --- /dev/null +++ b/script/zh_task/ernie_base/run_dbqa.sh @@ -0,0 +1,32 @@ +set -eux + +export FLAGS_eager_delete_tensor_gb=0 +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 + +python -u run_classifier.py \ + --use_cuda true \ + --verbose true \ + --do_train true \ + --do_val true \ + --do_test false \ + --batch_size 8 \ + --metric "acc_and_f1_and_mrr" \ + --init_pretraining_params ${MODEL_PATH}/params \ + --train_set ${TASK_DATA_PATH}/nlpcc-dbqa/train.tsv \ + --dev_set ${TASK_DATA_PATH}/nlpcc-dbqa/dev.tsv,${TASK_DATA_PATH}/nlpcc-dbqa/test.tsv \ + --use_multi_gpu_test true \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json \ + --checkpoints "./checkpoints" \ + --save_steps 1000 \ + --weight_decay 0.01 \ + --warmup_proportion 0.0 \ + --validation_steps 1000 \ + --epoch 3 \ + --max_seq_len 512 \ + --learning_rate 2e-5 \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --random_seed 1 diff --git a/script/zh_task/ernie_base/run_drcd.sh b/script/zh_task/ernie_base/run_drcd.sh new file mode 100644 index 0000000000000000000000000000000000000000..12cc75d466a6fa193ed80fdee77f58bcdf418ca2 --- /dev/null +++ b/script/zh_task/ernie_base/run_drcd.sh @@ -0,0 +1,32 @@ +set -eux + +export FLAGS_eager_delete_tensor_gb=0 +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0,1,2,3 + +python -u run_mrc.py --use_cuda true\ + --batch_size 16 \ + --in_tokens false\ + --use_fast_executor true \ + --checkpoints ./checkpoints \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json \ + --do_train true \ + --do_val true \ + --do_test true \ + --verbose true \ + --save_steps 1000 \ + --validation_steps 100 \ + --warmup_proportion 0.0 \ + --weight_decay 0.01 \ + --epoch 2 \ + --max_seq_len 512 \ + --do_lower_case true \ + --doc_stride 128 \ + --train_set ${TASK_DATA_PATH}/drcd/train.json \ + --dev_set ${TASK_DATA_PATH}/drcd/dev.json \ + --test_set ${TASK_DATA_PATH}/drcd/test.json \ + --learning_rate 5e-5 \ + --num_iteration_per_drop_scope 1 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --skip_steps 10 diff --git a/script/zh_task/ernie_base/run_lcqmc.sh b/script/zh_task/ernie_base/run_lcqmc.sh new file mode 100644 index 0000000000000000000000000000000000000000..8ab0611601563da2ca07601427f59fc80b3c9571 --- /dev/null +++ b/script/zh_task/ernie_base/run_lcqmc.sh @@ -0,0 +1,30 @@ +set -eux + +export FLAGS_eager_delete_tensor_gb=0 +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0 + +python -u run_classifier.py \ + --use_cuda true \ + --verbose true \ + --do_train true \ + --do_val true \ + --do_test false \ + --batch_size 32 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --train_set ${TASK_DATA_PATH}/lcqmc/train.tsv \ + --dev_set ${TASK_DATA_PATH}/lcqmc/dev.tsv,${TASK_DATA_PATH}/lcqmc/test.tsv \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.0 \ + --warmup_proportion 0.0 \ + --validation_steps 100 \ + --epoch 3 \ + --max_seq_len 128 \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json \ + --learning_rate 2e-5 \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --random_seed 1 diff --git a/script/zh_task/ernie_base/run_msra_ner.sh b/script/zh_task/ernie_base/run_msra_ner.sh new file mode 100644 index 0000000000000000000000000000000000000000..4232b6cea11b938e8da36acfca3583564869a08b --- /dev/null +++ b/script/zh_task/ernie_base/run_msra_ner.sh @@ -0,0 +1,31 @@ +set -eux + +export FLAGS_eager_delete_tensor_gb=0 +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0 + +python -u run_sequence_labeling.py \ + --use_cuda true \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size 16 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --num_labels 7 \ + --label_map_config ${TASK_DATA_PATH}/msra_ner/label_map.json \ + --train_set ${TASK_DATA_PATH}/msra_ner/train.tsv \ + --dev_set ${TASK_DATA_PATH}/msra_ner/dev.tsv \ + --test_set ${TASK_DATA_PATH}/msra_ner/test.tsv \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json \ + --checkpoints ./checkpoints \ + --save_steps 100000 \ + --weight_decay 0.01 \ + --warmup_proportion 0.0 \ + --validation_steps 100 \ + --epoch 6 \ + --max_seq_len 256 \ + --learning_rate 5e-5 \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --random_seed 1 diff --git a/script/zh_task/ernie_base/run_thuc.sh b/script/zh_task/ernie_base/run_thuc.sh new file mode 100644 index 0000000000000000000000000000000000000000..ad4c5581aad078e2ee47bffcd5a4c74e205d7984 --- /dev/null +++ b/script/zh_task/ernie_base/run_thuc.sh @@ -0,0 +1,31 @@ +set -eux + +export FLAGS_eager_delete_tensor_gb=0 +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 + +python -u run_classifier.py \ + --use_cuda true \ + --do_train true \ + --do_val true \ + --do_test true \ + --verbose true \ + --batch_size 8 \ + --task_id 2 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --train_set ${TASK_DATA_PATH}/thuc/train.tsv \ + --dev_set ${TASK_DATA_PATH}/thuc/dev.tsv,${TASK_DATA_PATH}/thuc/test.tsv \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.01 \ + --warmup_proportion 0.0 \ + --validation_steps 100 \ + --epoch 3 \ + --max_seq_len 512 \ + --learning_rate 3e-5 \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 10 \ + --random_seed 1 diff --git a/script/zh_task/ernie_base/run_xnli.sh b/script/zh_task/ernie_base/run_xnli.sh new file mode 100644 index 0000000000000000000000000000000000000000..4a58b9dcaa9345f8de7447b7b3432902195b3b98 --- /dev/null +++ b/script/zh_task/ernie_base/run_xnli.sh @@ -0,0 +1,32 @@ +set -eux + +export FLAGS_eager_delete_tensor_gb=0 +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 + +python -u run_classifier.py \ + --use_cuda true \ + --do_train true \ + --do_val true \ + --do_test false \ + --verbose true \ + --batch_size 8192 \ + --in_tokens true \ + --init_pretraining_params ${MODEL_PATH}/params \ + --train_set ${TASK_DATA_PATH}/xnli/train.tsv \ + --dev_set ${TASK_DATA_PATH}/xnli/dev.tsv,${TASK_DATA_PATH}/xnli/test.tsv \ + --vocab_path ${MODEL_PATH}/vocab.txt \ + --label_map ${TASK_DATA_PATH}/xnli/label_map.json \ + --ernie_config_path ${MODEL_PATH}/ernie_config.json \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.01 \ + --warmup_proportion 0.0 \ + --validation_steps 25 \ + --epoch 3 \ + --max_seq_len 512 \ + --learning_rate 1e-4 \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 3 \ + --random_seed 1 diff --git a/ERNIE/script/run_ChnSentiCorp.sh b/script/zh_task/ernie_large/run_ChnSentiCorp.sh similarity index 90% rename from ERNIE/script/run_ChnSentiCorp.sh rename to script/zh_task/ernie_large/run_ChnSentiCorp.sh index c34844f759c3cd7e2e459b67ad03f8b41539dce3..2b83036bc018c7872a9d45e13f332539afb0b165 100644 --- a/ERNIE/script/run_ChnSentiCorp.sh +++ b/script/zh_task/ernie_large/run_ChnSentiCorp.sh @@ -12,8 +12,7 @@ python -u run_classifier.py \ --batch_size 24 \ --init_pretraining_params ${MODEL_PATH}/params \ --train_set ${TASK_DATA_PATH}/chnsenticorp/train.tsv \ - --dev_set ${TASK_DATA_PATH}/chnsenticorp/dev.tsv \ - --test_set ${TASK_DATA_PATH}/chnsenticorp/test.tsv \ + --dev_set ${TASK_DATA_PATH}/chnsenticorp/dev.tsv,${TASK_DATA_PATH}/chnsenticorp/test.tsv \ --vocab_path config/vocab.txt \ --checkpoints ./checkpoints \ --save_steps 1000 \ @@ -23,7 +22,7 @@ python -u run_classifier.py \ --epoch 10 \ --max_seq_len 256 \ --ernie_config_path config/ernie_config.json \ - --learning_rate 5e-5 \ + --learning_rate 1e-5 \ --skip_steps 10 \ --num_iteration_per_drop_scope 1 \ --num_labels 2 \ diff --git a/script/zh_task/ernie_large/run_bq.sh b/script/zh_task/ernie_large/run_bq.sh new file mode 100644 index 0000000000000000000000000000000000000000..9de165da45287c75abc158e36ea785e118a2e305 --- /dev/null +++ b/script/zh_task/ernie_large/run_bq.sh @@ -0,0 +1,29 @@ +set -eux + +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0 + +python -u ./run_classifier.py \ + --use_cuda true \ + --verbose true \ + --do_train true \ + --do_val true \ + --do_test true \ + --batch_size 64 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --train_set ${TASK_DATA_PATH}/bq/train.tsv \ + --dev_set ${TASK_DATA_PATH}/bq/dev.tsv,${TASK_DATA_PATH}/bq/test.tsv \ + --vocab_path config/vocab.txt \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.01 \ + --warmup_proportion 0.0 \ + --validation_steps 100 \ + --epoch 3 \ + --max_seq_len 128 \ + --ernie_config_path config/ernie_config.json \ + --learning_rate 1.5e-5\ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 2 \ + --random_seed 1 &>job.log diff --git a/script/zh_task/ernie_large/run_cmrc2018.sh b/script/zh_task/ernie_large/run_cmrc2018.sh new file mode 100644 index 0000000000000000000000000000000000000000..c3f65452fdeb61536ca5ba68b5c7642fc1026d08 --- /dev/null +++ b/script/zh_task/ernie_large/run_cmrc2018.sh @@ -0,0 +1,31 @@ +set -eux + +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 + +python -u run_mrc.py --use_cuda true\ + --batch_size 8 \ + --in_tokens false\ + --use_fast_executor true \ + --checkpoints ./checkpoints \ + --vocab_path ./config/vocab.txt \ + --do_train true \ + --do_val true \ + --do_test false \ + --verbose true \ + --save_steps 1000 \ + --validation_steps 100 \ + --warmup_proportion 0.0 \ + --weight_decay 0.01 \ + --epoch 2 \ + --max_seq_len 512 \ + --ernie_config_path ./config/ernie_config.json \ + --do_lower_case true \ + --doc_stride 128 \ + --train_set ${TASK_DATA_PATH}/cmrc2018/train.json \ + --dev_set ${TASK_DATA_PATH}/cmrc2018/dev.json \ + --learning_rate 3e-5 \ + --num_iteration_per_drop_scope 1 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --skip_steps 10 diff --git a/ERNIE/script/run_dbqa.sh b/script/zh_task/ernie_large/run_dbqa.sh similarity index 85% rename from ERNIE/script/run_dbqa.sh rename to script/zh_task/ernie_large/run_dbqa.sh index f580838754c4035f231cf876f913ab016caa5c95..c7abf11ca285c5a0b06fbdce39a3c8dc6ffc0389 100644 --- a/ERNIE/script/run_dbqa.sh +++ b/script/zh_task/ernie_large/run_dbqa.sh @@ -10,10 +10,11 @@ python -u run_classifier.py \ --do_val true \ --do_test true \ --batch_size 8 \ + --metric "acc_and_f1_and_mrr" \ --init_pretraining_params ${MODEL_PATH}/params \ --train_set ${TASK_DATA_PATH}/nlpcc-dbqa/train.tsv \ - --dev_set ${TASK_DATA_PATH}/nlpcc-dbqa/dev.tsv \ - --test_set ${TASK_DATA_PATH}/nlpcc-dbqa/test.tsv \ + --dev_set ${TASK_DATA_PATH}/nlpcc-dbqa/dev.tsv,${TASK_DATA_PATH}/nlpcc-dbqa/test.tsv \ + --use_multi_gpu_test true \ --vocab_path config/vocab.txt \ --ernie_config_path config/ernie_config.json \ --checkpoints "./checkpoints" \ @@ -23,7 +24,7 @@ python -u run_classifier.py \ --validation_steps 1000 \ --epoch 3 \ --max_seq_len 512 \ - --learning_rate 2e-5 \ + --learning_rate 1e-5 \ --skip_steps 10 \ --num_iteration_per_drop_scope 1 \ --num_labels 2 \ diff --git a/script/zh_task/ernie_large/run_drcd.sh b/script/zh_task/ernie_large/run_drcd.sh new file mode 100644 index 0000000000000000000000000000000000000000..c76bfc6adfb6b0bd5672b744c655ad4ae5223feb --- /dev/null +++ b/script/zh_task/ernie_large/run_drcd.sh @@ -0,0 +1,33 @@ +set -eux + +export FLAGS_eager_delete_tensor_gb=0.0 +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 + +python -u run_mrc.py --use_cuda true\ + --batch_size 8 \ + --in_tokens false\ + --use_fast_executor true \ + --checkpoints ./checkpoints \ + --vocab_path ./config/vocab.txt \ + --ernie_config_path ./config/ernie_config.json \ + --do_train true \ + --do_val true \ + --do_test true \ + --verbose true \ + --save_steps 1000 \ + --validation_steps 100 \ + --warmup_proportion 0.0 \ + --weight_decay 0.01 \ + --epoch 2 \ + --max_seq_len 512 \ + --do_lower_case true \ + --doc_stride 128 \ + --train_set ${TASK_DATA_PATH}/drcd/train.json \ + --dev_set ${TASK_DATA_PATH}/drcd/dev.json \ + --test_set ${TASK_DATA_PATH}/drcd/test.json \ + --learning_rate 3e-5 \ + --num_iteration_per_drop_scope 1 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --skip_steps 10 + diff --git a/ERNIE/script/run_lcqmc.sh b/script/zh_task/ernie_large/run_lcqmc.sh similarity index 85% rename from ERNIE/script/run_lcqmc.sh rename to script/zh_task/ernie_large/run_lcqmc.sh index 91fdf2c78c0bff4f8c74117de92a79faa1a8db84..66f361b71481ee6997f2528aa2cee029e6efceee 100644 --- a/ERNIE/script/run_lcqmc.sh +++ b/script/zh_task/ernie_large/run_lcqmc.sh @@ -12,8 +12,7 @@ python -u run_classifier.py \ --batch_size 32 \ --init_pretraining_params ${MODEL_PATH}/params \ --train_set ${TASK_DATA_PATH}/lcqmc/train.tsv \ - --dev_set ${TASK_DATA_PATH}/lcqmc/dev.tsv \ - --test_set ${TASK_DATA_PATH}/lcqmc/test.tsv \ + --dev_set ${TASK_DATA_PATH}/lcqmc/dev.tsv,${TASK_DATA_PATH}/lcqmc/test.tsv \ --vocab_path config/vocab.txt \ --checkpoints ./checkpoints \ --save_steps 1000 \ @@ -23,7 +22,7 @@ python -u run_classifier.py \ --epoch 3 \ --max_seq_len 128 \ --ernie_config_path config/ernie_config.json \ - --learning_rate 2e-5 \ + --learning_rate 5e-6 \ --skip_steps 10 \ --num_iteration_per_drop_scope 1 \ --num_labels 2 \ diff --git a/ERNIE/script/run_msra_ner.sh b/script/zh_task/ernie_large/run_msra_ner.sh similarity index 94% rename from ERNIE/script/run_msra_ner.sh rename to script/zh_task/ernie_large/run_msra_ner.sh index 8d9e394f6fe8450cc2393801cf9d7be3ee9d8055..58bb7aa202828eb27032e02bd5bb367a4b8526c6 100644 --- a/ERNIE/script/run_msra_ner.sh +++ b/script/zh_task/ernie_large/run_msra_ner.sh @@ -22,9 +22,9 @@ python -u run_sequence_labeling.py \ --weight_decay 0.01 \ --warmup_proportion 0.0 \ --validation_steps 100 \ - --epoch 3 \ + --epoch 6 \ --max_seq_len 256 \ - --learning_rate 5e-5 \ + --learning_rate 1e-5 \ --skip_steps 10 \ --num_iteration_per_drop_scope 1 \ --random_seed 1 diff --git a/script/zh_task/ernie_large/run_thuc.sh b/script/zh_task/ernie_large/run_thuc.sh new file mode 100644 index 0000000000000000000000000000000000000000..bbd6bef2f8f289ee1dfc224aa0ef6ca9819762c7 --- /dev/null +++ b/script/zh_task/ernie_large/run_thuc.sh @@ -0,0 +1,29 @@ +set -eux + +export FLAGS_sync_nccl_allreduce=1 +export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 + +python -u run_classifier.py \ + --use_cuda true \ + --do_train true \ + --do_val true \ + --do_test true \ + --verbose true \ + --batch_size 8 \ + --init_pretraining_params ${MODEL_PATH}/params \ + --train_set ${TASK_DATA_PATH}/thuc/train.tsv \ + --dev_set ${TASK_DATA_PATH}/thuc/dev.tsv,${TASK_DATA_PATH}/thuc/test.tsv \ + --vocab_path config/vocab.txt \ + --ernie_config_path config/ernie_config.json \ + --checkpoints ./checkpoints \ + --save_steps 1000 \ + --weight_decay 0.01 \ + --warmup_proportion 0.0 \ + --validation_steps 100 \ + --epoch 3 \ + --max_seq_len 512 \ + --learning_rate 1.5e-5 \ + --skip_steps 10 \ + --num_iteration_per_drop_scope 1 \ + --num_labels 10 \ + --random_seed 1 diff --git a/ERNIE/script/run_xnli.sh b/script/zh_task/ernie_large/run_xnli.sh similarity index 87% rename from ERNIE/script/run_xnli.sh rename to script/zh_task/ernie_large/run_xnli.sh index eec3d1f3ac1acbc971bb5565d464c2e2c823e492..6070fcf564489b730c3a3b56450da5b9376be75e 100644 --- a/ERNIE/script/run_xnli.sh +++ b/script/zh_task/ernie_large/run_xnli.sh @@ -13,8 +13,7 @@ python -u run_classifier.py \ --in_tokens true \ --init_pretraining_params ${MODEL_PATH}/params \ --train_set ${TASK_DATA_PATH}/xnli/train.tsv \ - --dev_set ${TASK_DATA_PATH}/xnli/dev.tsv \ - --test_set ${TASK_DATA_PATH}/xnli/test.tsv \ + --dev_set ${TASK_DATA_PATH}/xnli/dev.tsv,${TASK_DATA_PATH}/xnli/test.tsv \ --vocab_path config/vocab.txt \ --label_map ${TASK_DATA_PATH}/xnli/label_map.json \ --ernie_config_path config/ernie_config.json \ @@ -25,7 +24,7 @@ python -u run_classifier.py \ --validation_steps 25 \ --epoch 3 \ --max_seq_len 512 \ - --learning_rate 1e-4 \ + --learning_rate 4e-5 \ --skip_steps 10 \ --num_iteration_per_drop_scope 1 \ --num_labels 3 \ diff --git a/ERNIE/script/pretrain.sh b/script/zh_task/pretrain.sh similarity index 95% rename from ERNIE/script/pretrain.sh rename to script/zh_task/pretrain.sh index ebd7e2478ebf6c02d83c3f8798588d58bfe82a7a..c0e3fc613bb497be1e96b75df60c69a063012d0f 100644 --- a/ERNIE/script/pretrain.sh +++ b/script/zh_task/pretrain.sh @@ -1,5 +1,6 @@ set -eux +export FLAGS_eager_delete_tensor_gb=0 export FLAGS_sync_nccl_allreduce=1 export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 diff --git a/ERNIE/tokenization.py b/tokenization.py similarity index 89% rename from ERNIE/tokenization.py rename to tokenization.py index f906b537177dce430888fbc1738cd4b33906d705..b2b4dc0726d2a5384ea661fd183b93626e0a17f9 100644 --- a/ERNIE/tokenization.py +++ b/tokenization.py @@ -368,3 +368,46 @@ def _is_punctuation(char): if cat.startswith("P"): return True return False + + +def tokenize_chinese_chars(text): + """Adds whitespace around any CJK character.""" + + def _is_chinese_char(cp): + """Checks whether CP is the codepoint of a CJK character.""" + # This defines a "chinese character" as anything in the CJK Unicode block: + # https://en.wikipedia.org/wiki/CJK_Unified_Ideographs_(Unicode_block) + # + # Note that the CJK Unicode block is NOT all Japanese and Korean characters, + # despite its name. The modern Korean Hangul alphabet is a different block, + # as is Japanese Hiragana and Katakana. Those alphabets are used to write + # space-separated words, so they are not treated specially and handled + # like the all of the other languages. + if ((cp >= 0x4E00 and cp <= 0x9FFF) or # + (cp >= 0x3400 and cp <= 0x4DBF) or # + (cp >= 0x20000 and cp <= 0x2A6DF) or # + (cp >= 0x2A700 and cp <= 0x2B73F) or # + (cp >= 0x2B740 and cp <= 0x2B81F) or # + (cp >= 0x2B820 and cp <= 0x2CEAF) or + (cp >= 0xF900 and cp <= 0xFAFF) or # + (cp >= 0x2F800 and cp <= 0x2FA1F)): # + return True + + return False + + output = [] + buff = "" + for char in text: + cp = ord(char) + if _is_chinese_char(cp): + if buff != "": + output.append(buff) + buff = "" + output.append(char) + else: + buff += char + + if buff != "": + output.append(buff) + + return output diff --git a/ERNIE/train.py b/train.py similarity index 98% rename from ERNIE/train.py rename to train.py index 6cbd7bba15913fded9c0e4e1f921cd3b6cf041f3..8c84791d9a2961c9e810c4b3dc68359f8df195d1 100644 --- a/ERNIE/train.py +++ b/train.py @@ -25,7 +25,7 @@ import numpy as np import paddle.fluid as fluid from reader.pretraining import ErnieDataReader -from model.ernie import ErnieModel, ErnieConfig +from model.ernie_v1 import ErnieModel, ErnieConfig from optimization import optimization from utils.args import print_arguments, check_cuda from utils.init import init_checkpoint, init_pretraining_params @@ -171,7 +171,7 @@ def train(args): with fluid.unique_name.guard(): train_pyreader, next_sent_acc, mask_lm_loss, total_loss = create_model( pyreader_name='train_reader', ernie_config=ernie_config) - scheduled_lr = optimization( + scheduled_lr, loss_scaling = optimization( loss=total_loss, warmup_steps=args.warmup_steps, num_train_steps=args.num_train_steps, @@ -180,8 +180,7 @@ def train(args): startup_prog=startup_prog, weight_decay=args.weight_decay, scheduler=args.lr_scheduler, - use_fp16=args.use_fp16, - loss_scaling=args.loss_scaling) + use_fp16=args.use_fp16) fluid.memory_optimize( input_program=train_program, diff --git a/ERNIE/utils/__init__.py b/utils/__init__.py similarity index 100% rename from ERNIE/utils/__init__.py rename to utils/__init__.py diff --git a/ERNIE/utils/args.py b/utils/args.py similarity index 100% rename from ERNIE/utils/args.py rename to utils/args.py diff --git a/ERNIE/utils/cards.py b/utils/cards.py similarity index 99% rename from ERNIE/utils/cards.py rename to utils/cards.py index 9ba9aa6d2ee81eebfc8c02bdef5d50dff7d96f6e..70c58ee30da7f68f00d12af0b5dc1025dad42630 100644 --- a/ERNIE/utils/cards.py +++ b/utils/cards.py @@ -12,9 +12,9 @@ # See the License for the specific language governing permissions and # limitations under the License. - import os + def get_cards(): """ get gpu cards number @@ -24,5 +24,3 @@ def get_cards(): if cards != '': num = len(cards.split(",")) return num - - diff --git a/utils/cmrc2018_eval.py b/utils/cmrc2018_eval.py new file mode 100644 index 0000000000000000000000000000000000000000..21f3bd734ed0ae1491ccf07c9eda4ace6ac68cc2 --- /dev/null +++ b/utils/cmrc2018_eval.py @@ -0,0 +1,153 @@ +# -*- coding: utf-8 -*- +''' +Evaluation script for CMRC 2018 +version: v5 +Note: +v5 formatted output, add usage description +v4 fixed segmentation issues +''' +from __future__ import print_function +from collections import Counter, OrderedDict +import string +import re +import argparse +import json +import sys +reload(sys) +sys.setdefaultencoding('utf8') +import nltk +import pdb + + +# split Chinese with English +def mixed_segmentation(in_str, rm_punc=False): + in_str = str(in_str).decode('utf-8').lower().strip() + segs_out = [] + temp_str = "" + sp_char = [ + '-', ':', '_', '*', '^', '/', '\\', '~', '`', '+', '=', '，', '。', '：', + '？', '！', '“', '”', '；', '’', '《', '》', '……', '·', '、', '「', '」', '（', + '）', '－', '～', '『', '』' + ] + for char in in_str: + if rm_punc and char in sp_char: + continue + if re.search(ur'[\u4e00-\u9fa5]', char) or char in sp_char: + if temp_str != "": + ss = nltk.word_tokenize(temp_str) + segs_out.extend(ss) + temp_str = "" + segs_out.append(char) + else: + temp_str += char + + #handling last part + if temp_str != "": + ss = nltk.word_tokenize(temp_str) + segs_out.extend(ss) + + return segs_out + + +# remove punctuation +def remove_punctuation(in_str): + in_str = str(in_str).decode('utf-8').lower().strip() + sp_char = [ + '-', ':', '_', '*', '^', '/', '\\', '~', '`', '+', '=', '，', '。', '：', + '？', '！', '“', '”', '；', '’', '《', '》', '……', '·', '、', '「', '」', '（', + '）', '－', '～', '『', '』' + ] + out_segs = [] + for char in in_str: + if char in sp_char: + continue + else: + out_segs.append(char) + return ''.join(out_segs) + + +# find longest common string +def find_lcs(s1, s2): + m = [[0 for i in range(len(s2) + 1)] for j in range(len(s1) + 1)] + mmax = 0 + p = 0 + for i in range(len(s1)): + for j in range(len(s2)): + if s1[i] == s2[j]: + m[i + 1][j + 1] = m[i][j] + 1 + if m[i + 1][j + 1] > mmax: + mmax = m[i + 1][j + 1] + p = i + 1 + return s1[p - mmax:p], mmax + + +# +def evaluate(ground_truth_file, prediction_file): + f1 = 0 + em = 0 + total_count = 0 + skip_count = 0 + for instances in ground_truth_file["data"]: + for instance in instances["paragraphs"]: + context_text = instance['context'].strip() + for qas in instance['qas']: + total_count += 1 + query_id = qas['id'].strip() + query_text = qas['question'].strip() + answers = [ans["text"] for ans in qas["answers"]] + + if query_id not in prediction_file: + sys.stderr.write('Unanswered question: {}\n'.format( + query_id)) + skip_count += 1 + continue + + prediction = str(prediction_file[query_id]) + f1 += calc_f1_score(answers, prediction) + em += calc_em_score(answers, prediction) + + f1_score = 100.0 * f1 / total_count + em_score = 100.0 * em / total_count + return f1_score, em_score, total_count, skip_count + + +def calc_f1_score(answers, prediction): + f1_scores = [] + for ans in answers: + ans_segs = mixed_segmentation(ans, rm_punc=True) + prediction_segs = mixed_segmentation(prediction, rm_punc=True) + lcs, lcs_len = find_lcs(ans_segs, prediction_segs) + if lcs_len == 0: + f1_scores.append(0) + continue + precision = 1.0 * lcs_len / len(prediction_segs) + recall = 1.0 * lcs_len / len(ans_segs) + f1 = (2 * precision * recall) / (precision + recall) + f1_scores.append(f1) + return max(f1_scores) + + +def calc_em_score(answers, prediction): + em = 0 + for ans in answers: + ans_ = remove_punctuation(ans) + prediction_ = remove_punctuation(prediction) + if ans_ == prediction_: + em = 1 + break + return em + + +def eval_file(dataset_file, prediction_file): + ground_truth_file = json.load(open(dataset_file, 'rb')) + prediction_file = json.load(open(prediction_file, 'rb')) + F1, EM, TOTAL, SKIP = evaluate(ground_truth_file, prediction_file) + AVG = (EM + F1) * 0.5 + return EM, F1, AVG, TOTAL + + +if __name__ == '__main__': + EM, F1, AVG, TOTAL = eval_file(sys.argv[1], sys.argv[2]) + print(EM) + print(F1) + print(TOTAL) diff --git a/ERNIE/utils/fp16.py b/utils/fp16.py similarity index 100% rename from ERNIE/utils/fp16.py rename to utils/fp16.py diff --git a/ERNIE/utils/init.py b/utils/init.py similarity index 100% rename from ERNIE/utils/init.py rename to utils/init.py