diff --git a/README.md b/README.md
index 4b393ce20a455a606fbc5d9e81515f09f18005ea..4c482a4df3ab90b98e77120f27a4ec779ac1e840 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,13 @@
---
title: SegVol
-emoji: 📈
-colorFrom: gray
-colorTo: red
+emoji: 🏢
+colorFrom: indigo
+colorTo: blue
sdk: streamlit
-sdk_version: 1.29.0
+sdk_version: 1.28.2
app_file: app.py
pinned: false
+license: mit
---
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
diff --git a/SegVol_v1.pth b/SegVol_v1.pth
new file mode 100644
index 0000000000000000000000000000000000000000..6676a1c05d90c102b16920341ddec4f1bb314832
--- /dev/null
+++ b/SegVol_v1.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b751dc95f1a0c0c6086c1e6fa7f8a17bbb87635e5226e15f5d156fbd364dbb85
+size 1660308695
diff --git a/__pycache__/utils.cpython-39.pyc b/__pycache__/utils.cpython-39.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..7449f931f43f1ca40265185d8dbd1958770abbf9
Binary files /dev/null and b/__pycache__/utils.cpython-39.pyc differ
diff --git a/app.py b/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..aacff1314cc8c4d6c02775a49265a737b3e1f89a
--- /dev/null
+++ b/app.py
@@ -0,0 +1,308 @@
+import streamlit as st
+from streamlit_drawable_canvas import st_canvas
+from streamlit_image_coordinates import streamlit_image_coordinates
+
+
+from model.data_process.demo_data_process import process_ct_gt
+import numpy as np
+import matplotlib.pyplot as plt
+from PIL import Image, ImageDraw
+import monai.transforms as transforms
+from utils import show_points, make_fig, reflect_points_into_model, initial_rectangle, reflect_json_data_to_3D_box, reflect_box_into_model, run
+
+print('script run')
+
+#############################################
+# init session_state
+if 'option' not in st.session_state:
+ st.session_state.option = None
+if 'text_prompt' not in st.session_state:
+ st.session_state.text_prompt = None
+
+if 'reset_demo_case' not in st.session_state:
+ st.session_state.reset_demo_case = False
+
+if 'preds_3D' not in st.session_state:
+ st.session_state.preds_3D = None
+
+if 'data_item' not in st.session_state:
+ st.session_state.data_item = None
+
+if 'points' not in st.session_state:
+ st.session_state.points = []
+
+if 'use_text_prompt' not in st.session_state:
+ st.session_state.use_text_prompt = False
+
+if 'use_point_prompt' not in st.session_state:
+ st.session_state.use_point_prompt = False
+
+if 'use_box_prompt' not in st.session_state:
+ st.session_state.use_box_prompt = False
+
+if 'rectangle_3Dbox' not in st.session_state:
+ st.session_state.rectangle_3Dbox = [0,0,0,0,0,0]
+
+if 'irregular_box' not in st.session_state:
+ st.session_state.irregular_box = False
+
+if 'running' not in st.session_state:
+ st.session_state.running = False
+
+if 'transparency' not in st.session_state:
+ st.session_state.transparency = 0.25
+
+case_list = [
+ 'model/asset/FLARE22_Tr_0002_0000.nii.gz',
+ 'model/asset/FLARE22_Tr_0005_0000.nii.gz',
+ 'model/asset/FLARE22_Tr_0034_0000.nii.gz',
+ 'model/asset/FLARE22_Tr_0045_0000.nii.gz'
+]
+
+#############################################
+
+#############################################
+# reset functions
+def clear_prompts():
+ st.session_state.points = []
+ st.session_state.rectangle_3Dbox = [0,0,0,0,0,0]
+
+def reset_demo_case():
+ st.session_state.data_item = None
+ st.session_state.reset_demo_case = True
+ clear_prompts()
+
+def clear_file():
+ st.session_state.option = None
+ process_ct_gt.clear()
+ reset_demo_case()
+ clear_prompts()
+
+#############################################
+
+st.image(Image.open('model/asset/overview back.png'), use_column_width=True)
+
+github_col, arxive_col = st.columns(2)
+
+with github_col:
+ st.write('GitHub repo:https://github.com/BAAI-DCAI/SegVol')
+
+with arxive_col:
+ st.write('Paper:https://arxiv.org/abs/2311.13385')
+
+
+# modify demo case here
+demo_type = st.radio(
+ "Demo case source",
+ ["Select", "Upload"],
+ on_change=clear_file
+ )
+
+if demo_type=="Select":
+ uploaded_file = st.selectbox(
+ "Select a demo case",
+ case_list,
+ index=None,
+ placeholder="Select a demo case...",
+ on_change=reset_demo_case
+ )
+else:
+ uploaded_file = st.file_uploader("Upload demo case(nii.gz)", type='nii.gz', on_change=reset_demo_case)
+
+st.session_state.option = uploaded_file
+
+if st.session_state.option is not None and \
+ st.session_state.reset_demo_case or (st.session_state.data_item is None and st.session_state.option is not None):
+
+ st.session_state.data_item = process_ct_gt(st.session_state.option)
+ st.session_state.reset_demo_case = False
+ st.session_state.preds_3D = None
+
+prompt_col1, prompt_col2 = st.columns(2)
+
+with prompt_col1:
+ st.session_state.use_text_prompt = st.toggle('Sematic prompt')
+ text_prompt_type = st.radio(
+ "Sematic prompt type",
+ ["Predefined", "Custom"],
+ disabled=(not st.session_state.use_text_prompt)
+ )
+ if text_prompt_type == "Predefined":
+ pre_text = st.selectbox(
+ "Predefined anatomical category:",
+ ['liver', 'right kidney', 'spleen', 'pancreas', 'aorta', 'inferior vena cava', 'right adrenal gland', 'left adrenal gland', 'gallbladder', 'esophagus', 'stomach', 'duodenum', 'left kidney'],
+ index=None,
+ disabled=(not st.session_state.use_text_prompt)
+ )
+ else:
+ pre_text = st.text_input('Enter an Anatomical word or phrase:', None, max_chars=20,
+ disabled=(not st.session_state.use_text_prompt))
+ if pre_text is None or len(pre_text) > 0:
+ st.session_state.text_prompt = pre_text
+ else:
+ st.session_state.text_prompt = None
+
+
+with prompt_col2:
+ spatial_prompt_on = st.toggle('Spatial prompt', on_change=clear_prompts)
+ spatial_prompt = st.radio(
+ "Spatial prompt type",
+ ["Point prompt", "Box prompt"],
+ on_change=clear_prompts,
+ disabled=(not spatial_prompt_on))
+
+if spatial_prompt == "Point prompt":
+ st.session_state.use_point_prompt = True
+ st.session_state.use_box_prompt = False
+elif spatial_prompt == "Box prompt":
+ st.session_state.use_box_prompt = True
+ st.session_state.use_point_prompt = False
+else:
+ st.session_state.use_point_prompt = False
+ st.session_state.use_box_prompt = False
+
+if not spatial_prompt_on:
+ st.session_state.use_point_prompt = False
+ st.session_state.use_box_prompt = False
+
+if not st.session_state.use_text_prompt:
+ st.session_state.text_prompt = None
+
+if st.session_state.option is None:
+ st.write('please select demo case first')
+else:
+ image_3D = st.session_state.data_item['z_image'][0].numpy()
+ col_control1, col_control2 = st.columns(2)
+
+ with col_control1:
+ selected_index_z = st.slider('X-Y view', 0, image_3D.shape[0] - 1, 162, key='xy', disabled=st.session_state.running)
+
+ with col_control2:
+ selected_index_y = st.slider('X-Z view', 0, image_3D.shape[1] - 1, 162, key='xz', disabled=st.session_state.running)
+ if st.session_state.use_box_prompt:
+ top, bottom = st.select_slider(
+ 'Top and bottom of box',
+ options=range(0, 325),
+ value=(0, 324),
+ disabled=st.session_state.running
+ )
+ st.session_state.rectangle_3Dbox[0] = top
+ st.session_state.rectangle_3Dbox[3] = bottom
+ col_image1, col_image2 = st.columns(2)
+
+ if st.session_state.preds_3D is not None:
+ st.session_state.transparency = st.slider('Mask opacity', 0.0, 1.0, 0.25, disabled=st.session_state.running)
+
+ with col_image1:
+
+ image_z_array = image_3D[selected_index_z]
+
+ preds_z_array = None
+ if st.session_state.preds_3D is not None:
+ preds_z_array = st.session_state.preds_3D[selected_index_z]
+
+ image_z = make_fig(image_z_array, preds_z_array, st.session_state.points, selected_index_z, 'xy')
+
+
+ if st.session_state.use_point_prompt:
+ value_xy = streamlit_image_coordinates(image_z, width=325)
+
+ if value_xy is not None:
+ point_ax_xy = (selected_index_z, value_xy['y'], value_xy['x'])
+ if len(st.session_state.points) >= 3:
+ st.warning('Max point num is 3', icon="⚠️")
+ elif point_ax_xy not in st.session_state.points:
+ st.session_state.points.append(point_ax_xy)
+ print('point_ax_xy add rerun')
+ st.rerun()
+ elif st.session_state.use_box_prompt:
+ canvas_result_xy = st_canvas(
+ fill_color="rgba(255, 165, 0, 0.3)", # Fixed fill color with some opacity
+ stroke_width=3,
+ stroke_color='#2909F1',
+ background_image=image_z,
+ update_streamlit=True,
+ height=325,
+ width=325,
+ drawing_mode='transform',
+ point_display_radius=0,
+ key="canvas_xy",
+ initial_drawing=initial_rectangle,
+ display_toolbar=True
+ )
+ try:
+ print(canvas_result_xy.json_data['objects'][0]['angle'])
+ if canvas_result_xy.json_data['objects'][0]['angle'] != 0:
+ st.warning('Rotating is undefined behavior', icon="⚠️")
+ st.session_state.irregular_box = True
+ else:
+ st.session_state.irregular_box = False
+ reflect_json_data_to_3D_box(canvas_result_xy.json_data, view='xy')
+ except:
+ print('exception')
+ pass
+ else:
+ st.image(image_z, use_column_width=False)
+
+ with col_image2:
+ image_y_array = image_3D[:, selected_index_y, :]
+
+ preds_y_array = None
+ if st.session_state.preds_3D is not None:
+ preds_y_array = st.session_state.preds_3D[:, selected_index_y, :]
+
+ image_y = make_fig(image_y_array, preds_y_array, st.session_state.points, selected_index_y, 'xz')
+
+ if st.session_state.use_point_prompt:
+ value_yz = streamlit_image_coordinates(image_y, width=325)
+
+ if value_yz is not None:
+ point_ax_xz = (value_yz['y'], selected_index_y, value_yz['x'])
+ if len(st.session_state.points) >= 3:
+ st.warning('Max point num is 3', icon="⚠️")
+ elif point_ax_xz not in st.session_state.points:
+ st.session_state.points.append(point_ax_xz)
+ print('point_ax_xz add rerun')
+ st.rerun()
+ elif st.session_state.use_box_prompt:
+ if st.session_state.rectangle_3Dbox[1] <= selected_index_y and selected_index_y <= st.session_state.rectangle_3Dbox[4]:
+ draw = ImageDraw.Draw(image_y)
+ #rectangle xz view (upper-left and lower-right)
+ rectangle_coords = [(st.session_state.rectangle_3Dbox[2], st.session_state.rectangle_3Dbox[0]),
+ (st.session_state.rectangle_3Dbox[5], st.session_state.rectangle_3Dbox[3])]
+ # Draw the rectangle on the image
+ draw.rectangle(rectangle_coords, outline='#2909F1', width=3)
+ st.image(image_y, use_column_width=False)
+ else:
+ st.image(image_y, use_column_width=False)
+
+
+col1, col2, col3 = st.columns(3)
+
+with col1:
+ if st.button("Clear", use_container_width=True,
+ disabled=(st.session_state.option is None or (len(st.session_state.points)==0 and not st.session_state.use_box_prompt and st.session_state.preds_3D is None))):
+ clear_prompts()
+ st.session_state.preds_3D = None
+ st.rerun()
+
+with col3:
+ run_button_name = 'Run'if not st.session_state.running else 'Running'
+ if st.button(run_button_name, type="primary", use_container_width=True,
+ disabled=(
+ st.session_state.data_item is None or
+ (st.session_state.text_prompt is None and len(st.session_state.points) == 0 and st.session_state.use_box_prompt is False) or
+ st.session_state.irregular_box or
+ st.session_state.running
+ )):
+ st.session_state.running = True
+ st.rerun()
+
+# if len(st.session_state.points) > 0:
+# st.write(st.session_state.points)
+
+if st.session_state.running:
+ st.session_state.running = False
+ with st.status("Running...", expanded=False) as status:
+ run()
+ st.rerun()
\ No newline at end of file
diff --git a/model/LICENSE b/model/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..046bedb384179804fa1676f29edee7eef6756969
--- /dev/null
+++ b/model/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023 BAAI-DCAI
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/model/README.md b/model/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..0ef6f5638f174463072799e9ea537786a176b352
--- /dev/null
+++ b/model/README.md
@@ -0,0 +1,74 @@
+# SegVol: Universal and Interactive Volumetric Medical Image Segmentation
+This repo is the official implementation of [SegVol: Universal and Interactive Volumetric Medical Image Segmentation](https://arxiv.org/abs/2311.13385).
+
+## News🚀
+(2023.11.24) *You can download weight files of SegVol and ViT(CTs pre-train) [here](https://drive.google.com/drive/folders/1TEJtgctH534Ko5r4i79usJvqmXVuLf54?usp=drive_link).* 🔥
+
+(2023.11.23) *The brief introduction and instruction have been uploaded.*
+
+(2023.11.23) *The inference demo code has been uploaded.*
+
+(2023.11.22) *The first edition of our paper has been uploaded to arXiv.* 📃
+
+## Introduction
+<img src="https://github.com/BAAI-DCAI/SegVol/blob/main/asset/overview.png" width="60%" height="60%">
+
+The SegVol is a universal and interactive model for volumetric medical image segmentation. SegVol accepts **point**, **box** and **text** prompt while output volumetric segmentation. By training on 90k unlabeled Computed Tomography (CT) volumes and 6k labeled CTs, this foundation model supports the segmentation of over 200 anatomical categories.
+
+We will release SegVol's **inference code**, **training code**, **model params** and **ViT pre-training params** (pre-training is performed over 2,000 epochs on 96k CTs).
+
+## Usage
+### Requirements
+The [pytorch v1.11.0](https://pytorch.org/get-started/previous-versions/) (or higher virsion) is needed first. Following install key requirements using commands:
+
+```
+pip install 'monai[all]==0.9.0'
+pip install einops==0.6.1
+pip install transformers==4.18.0
+pip install matplotlib
+```
+### Config and run demo script
+1. You can download the demo case [here](https://drive.google.com/drive/folders/1TEJtgctH534Ko5r4i79usJvqmXVuLf54?usp=drive_link), or download the whole demo dataset [AbdomenCT-1K](https://github.com/JunMa11/AbdomenCT-1K) and choose any demo case you want.
+2. Please set CT path and Ground Truth path of the case in the [config_demo.json](https://github.com/BAAI-DCAI/SegVol/blob/main/config/config_demo.json).
+3. After that, config the [inference_demo.sh](https://github.com/BAAI-DCAI/SegVol/blob/main/script/inference_demo.sh) file for execution:
+
+ - `$segvol_ckpt`: the path of SegVol's checkpoint (Download from [here](https://drive.google.com/drive/folders/1TEJtgctH534Ko5r4i79usJvqmXVuLf54?usp=drive_link)).
+
+ - `$work_dir`: any path of folder you want to save the log files and visualizaion results.
+
+4. Finally, you can control the **prompt type**, **zoom-in-zoom-out mechanism** and **visualizaion switch** [here](https://github.com/BAAI-DCAI/SegVol/blob/35f3ff9c943a74f630e6948051a1fe21aaba91bc/inference_demo.py#L208C11-L208C11).
+5. Now, just run `bash script/inference_demo.sh` to infer your demo case.
+
+## Citation
+If you find this repository helpful, please consider citing:
+```
+@misc{du2023segvol,
+ title={SegVol: Universal and Interactive Volumetric Medical Image Segmentation},
+ author={Yuxin Du and Fan Bai and Tiejun Huang and Bo Zhao},
+ year={2023},
+ eprint={2311.13385},
+ archivePrefix={arXiv},
+ primaryClass={cs.CV}
+}
+```
+
+## Acknowledgement
+Thanks for the following amazing works:
+
+[HuggingFace](https://huggingface.co/).
+
+[CLIP](https://github.com/openai/CLIP).
+
+[MONAI](https://github.com/Project-MONAI/MONAI).
+
+[Image by brgfx](https://www.freepik.com/free-vector/anatomical-structure-human-bodies_26353260.htm) on Freepik.
+
+[Image by muammark](https://www.freepik.com/free-vector/people-icon-collection_1157380.htm#query=user&position=2&from_view=search&track=sph) on Freepik.
+
+[Image by pch.vector](https://www.freepik.com/free-vector/different-phone-hand-gestures-set_9649376.htm#query=Vector%20touch%20screen%20hand%20gestures&position=4&from_view=search&track=ais) on Freepik.
+
+[Image by starline](https://www.freepik.com/free-vector/set-three-light-bulb-represent-effective-business-idea-concept_37588597.htm#query=idea&position=0&from_view=search&track=sph) on Freepik.
+
+
+
+
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diff --git a/model/config/clip/config.json b/model/config/clip/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a2a88b96561196777ca173b15309ea859f4d2ce0
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+{
+ "_name_or_path": "openai/clip-vit-base-patch32",
+ "architectures": [
+ "CLIPModel"
+ ],
+ "initializer_factor": 1.0,
+ "logit_scale_init_value": 2.6592,
+ "model_type": "clip",
+ "projection_dim": 512,
+ "text_config": {
+ "_name_or_path": "",
+ "add_cross_attention": false,
+ "architectures": null,
+ "attention_dropout": 0.0,
+ "bad_words_ids": null,
+ "bos_token_id": 0,
+ "chunk_size_feed_forward": 0,
+ "cross_attention_hidden_size": null,
+ "decoder_start_token_id": null,
+ "diversity_penalty": 0.0,
+ "do_sample": false,
+ "dropout": 0.0,
+ "early_stopping": false,
+ "encoder_no_repeat_ngram_size": 0,
+ "eos_token_id": 2,
+ "finetuning_task": null,
+ "forced_bos_token_id": null,
+ "forced_eos_token_id": null,
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diff --git a/model/config/clip/special_tokens_map.json b/model/config/clip/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..9bfb42aa97dcd61e89f279ccaee988bccb4fabae
--- /dev/null
+++ b/model/config/clip/special_tokens_map.json
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diff --git a/model/config/clip/tokenizer.json b/model/config/clip/tokenizer.json
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index 0000000000000000000000000000000000000000..564c0ebd5ce29c4ee4864004aee693deadd3128c
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+ "guil ty</w>",
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+ "le on</w>",
+ "e ss</w>",
+ "kan e</w>",
+ "el e</w>",
+ "tra iner</w>",
+ "he im</w>",
+ "an te</w>",
+ "man age</w>",
+ "roo kie</w>",
+ "tre ated</w>",
+ "po ses</w>",
+ "rs vp</w>",
+ "cau ses</w>",
+ "aw ak",
+ "je well",
+ "le tt</w>",
+ "on ics</w>",
+ "tit les</w>",
+ "cardi ff</w>",
+ "g aga</w>",
+ "bu mp",
+ "use ful</w>",
+ "? !",
+ "loo se</w>",
+ "bb ing</w>",
+ ": :</w>",
+ "argent ina</w>",
+ "de bu",
+ "cy cl",
+ "wh el",
+ "dis gu",
+ "j el",
+ "k ills</w>",
+ "bio logy</w>",
+ "ex ter",
+ "tra sh</w>",
+ "bo dies</w>",
+ "tr am",
+ "circu it</w>",
+ "expe ct",
+ "la ds</w>",
+ "w ells</w>",
+ "sho t",
+ "ge e",
+ "naren dr",
+ "fa stest</w>",
+ "b ent",
+ "b ills</w>",
+ "mar shall</w>",
+ "h ats</w>",
+ "intro duce</w>",
+ "citi zen</w>",
+ "im possible</w>",
+ "gi b",
+ "az z",
+ "net working</w>",
+ "r ant</w>",
+ "thin k",
+ "in dy",
+ "st ops</w>",
+ "f theday</w>",
+ "bri an",
+ "* *",
+ "amo di</w>",
+ "dom e</w>",
+ "coura ge</w>",
+ "pac king</w>",
+ "af fairs</w>",
+ "g n</w>",
+ "si zed</w>",
+ "ent ary</w>",
+ "pol and</w>",
+ "swit zer",
+ "afgh anistan</w>",
+ "w u</w>",
+ "ten der</w>",
+ "subscri be</w>",
+ "mo sco",
+ "att end",
+ "republic an</w>",
+ "hon ey",
+ "âĢ ĭ</w>",
+ "si mul",
+ "we ster",
+ "foo die</w>",
+ "or o",
+ "midd le",
+ "ab t</w>",
+ "co pies</w>",
+ "ma je",
+ "narendr amodi</w>",
+ "ty pical</w>",
+ "inspir ational</w>",
+ "vit am",
+ "wis con",
+ "cu bs</w>",
+ "tiv ity</w>",
+ "h ali",
+ "e ars</w>",
+ "k ay</w>",
+ "d are</w>",
+ "mari juana</w>",
+ "cu rious</w>",
+ "an ia</w>",
+ "tom ato</w>",
+ "re mind</w>",
+ "ðŁĩ ·</w>",
+ "sc ared</w>",
+ "cou p",
+ "po et</w>",
+ "land ed</w>",
+ "ri d</w>",
+ "wra pped</w>",
+ "mor ri",
+ "climb ing</w>",
+ "e ws</w>",
+ "fe eding</w>",
+ "con tra",
+ "tho logy</w>",
+ "gri d</w>",
+ "ti vely</w>",
+ "read er</w>",
+ "la ser</w>",
+ "di ving</w>",
+ "di g</w>",
+ "lat in</w>",
+ "ti ed</w>",
+ "shake spe",
+ "o ci",
+ "ad m",
+ "show ers</w>",
+ "chu ck</w>",
+ "mar cus</w>",
+ "oo s</w>",
+ "kne e</w>",
+ "o live</w>",
+ "ow l</w>",
+ "dy lan</w>",
+ "an no",
+ "g ym",
+ "deci sions</w>",
+ "well ness</w>",
+ "arri ves</w>",
+ "sati s",
+ "chri s",
+ "thur s</w>",
+ "ðŁ¤ £</w>",
+ "inter views</w>",
+ "thank you</w>",
+ "switzer land</w>",
+ "over night</w>",
+ "journ alist</w>",
+ "ser ves</w>",
+ "vol can",
+ ".... ...</w>",
+ "plo t</w>",
+ "nic ol",
+ "car rying</w>",
+ "mag ne",
+ "tre asure</w>",
+ "ex p",
+ "be ver",
+ "ðŁĺ ¢</w>",
+ "mar ty",
+ "mo le",
+ "don ations</w>",
+ "recogni zed</w>",
+ "b h",
+ "du s</w>",
+ "sh ann",
+ "al do</w>",
+ "success fully</w>",
+ "ent e</w>",
+ "ðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤ",
+ "cab inet</w>",
+ "cu is",
+ "tit led</w>",
+ "d as",
+ "so l</w>",
+ "strate gies</w>",
+ "deli vering</w>",
+ "ad ds</w>",
+ "ani an</w>",
+ "ne ther",
+ "ðŁĴ ĥ",
+ "con tain",
+ "su its</w>",
+ "pa irs</w>",
+ "to dd</w>",
+ "rel la</w>",
+ "ro pe</w>",
+ "ci o</w>",
+ "cro p</w>",
+ "paint ings</w>",
+ "su z",
+ "re jec",
+ "bu st</w>",
+ "d h</w>",
+ "fra ud</w>",
+ "m h",
+ "contro l",
+ "je al",
+ "destroy ed</w>",
+ "al lows</w>",
+ "wo ol",
+ "minneso ta</w>",
+ "om en",
+ "j u</w>",
+ "sympo sium</w>",
+ "d af",
+ "lim it</w>",
+ "accoun ts</w>",
+ "load ing</w>",
+ "inter n",
+ "re solution</w>",
+ "hol land</w>",
+ "qu al",
+ "meet ings</w>",
+ "gra ve</w>",
+ "cam ping</w>",
+ "v am",
+ "re nov",
+ "liber al</w>",
+ "am ber</w>",
+ "gre e",
+ "hu mb",
+ "fe ver</w>",
+ "el ing</w>",
+ "broo ks</w>",
+ "à ²",
+ "be th",
+ "ad ed</w>",
+ "al t",
+ "ro e</w>",
+ "perform ed</w>",
+ "jo sh",
+ "frank lin</w>",
+ "nic ole</w>",
+ "de ss</w>",
+ "bb s</w>",
+ "m g",
+ "net works</w>",
+ "min im",
+ "al t</w>",
+ "weap ons</w>",
+ "gu y",
+ "jas on",
+ "g ha",
+ "harb our</w>",
+ "at on</w>",
+ "pra ise</w>",
+ "kentu cky</w>",
+ "bel fast</w>",
+ "st icks</w>",
+ "blo ss",
+ "ho pes</w>",
+ "an thro",
+ "famili ar</w>",
+ "wa it",
+ "ch ile</w>",
+ "depre ssion</w>",
+ "la x</w>",
+ "je ts</w>",
+ "le ice",
+ "recei ves</w>",
+ "si er",
+ "an k</w>",
+ "de x",
+ "inde ed</w>",
+ "fle xi",
+ "fab ric</w>",
+ "lam b</w>",
+ "hel icop",
+ "am anda</w>",
+ "âĢĶ âĢĶ",
+ "compe te</w>",
+ "sn ack</w>",
+ "techno logies</w>",
+ "sy rian</w>",
+ "mom s</w>",
+ "mu ham",
+ "cho sen</w>",
+ "an at",
+ "dev on</w>",
+ "shar ks</w>",
+ "re t</w>",
+ "fundra iser</w>",
+ "selfi es</w>",
+ "st ations</w>",
+ "communic ations</w>",
+ "tennes see</w>",
+ "tu tor",
+ "ro t",
+ "valu able</w>",
+ "dynam ic</w>",
+ "nur se</w>",
+ "i ed</w>",
+ "earth quake</w>",
+ "deser ved</w>",
+ "a ve",
+ "sar a</w>",
+ "stre tch</w>",
+ "dougla s</w>",
+ "ne pal</w>",
+ "Ã §",
+ "ob viously</w>",
+ "d ame</w>",
+ "ra pe</w>",
+ "any body</w>",
+ "k w",
+ "pat rol</w>",
+ "hol ders</w>",
+ "h anna</w>",
+ "info graphic</w>",
+ "ec o</w>",
+ "be ating</w>",
+ "stan ley</w>",
+ "bo ats</w>",
+ "ri bb",
+ "e z",
+ "wit ch</w>",
+ "inv a",
+ "ac id</w>",
+ "boar ding</w>",
+ "- @</w>",
+ "gi l</w>",
+ "da ve",
+ "care ers</w>",
+ "opp os",
+ "l loy",
+ "in ter</w>",
+ "do pe</w>",
+ "re su",
+ "j agu",
+ "sh ade</w>",
+ "in dy</w>",
+ "on ist</w>",
+ "rel ations</w>",
+ "ag en",
+ "ab le",
+ "inci dent</w>",
+ "me ter</w>",
+ "shar ma</w>",
+ "id r</w>",
+ "pro ve</w>",
+ "immedi ately</w>",
+ "tro ops</w>",
+ "am an</w>",
+ "g low</w>",
+ "gaz a</w>",
+ "blo cks</w>",
+ "person al",
+ "chron ic",
+ "all er",
+ "si d",
+ "sh r",
+ "whats app</w>",
+ "lu cy</w>",
+ "ar chae",
+ "ho u</w>",
+ "journ alism</w>",
+ "our selves</w>",
+ "go t",
+ "the med</w>",
+ "shap ed</w>",
+ "we ak</w>",
+ "cas ual</w>",
+ "leng th</w>",
+ "sla m</w>",
+ "ab bey</w>",
+ "e v</w>",
+ "coun ter",
+ "est a</w>",
+ "reci pi",
+ "cha pel</w>",
+ "expan sion</w>",
+ "sel f",
+ "suff ering</w>",
+ "sp ice</w>",
+ "n z",
+ "sp art",
+ "desp er",
+ "boo king</w>",
+ "quart ers</w>",
+ "y on",
+ "ðŁĴ Ĺ",
+ "p k",
+ "continu ed</w>",
+ "- #</w>",
+ "man hatt",
+ "tal ked</w>",
+ "sh en",
+ "com bo</w>",
+ "hybri d</w>",
+ "je ans</w>",
+ "liqu id</w>",
+ "se al</w>",
+ "re tweets</w>",
+ "ac celer",
+ "collec tive</w>",
+ "t as</w>",
+ ": ))</w>",
+ "profession als</w>",
+ "ra w",
+ "o tt",
+ "su san</w>",
+ "ir ing</w>",
+ "okla homa</w>",
+ "re ven",
+ "survi val</w>",
+ "cre ator</w>",
+ "tran sit</w>",
+ "st ac",
+ "sur f",
+ "i k</w>",
+ "ed iting</w>",
+ "ch illing</w>",
+ "bai ley</w>",
+ "ste al</w>",
+ "ra ble</w>",
+ "pa rent</w>",
+ "hun ger</w>",
+ "sn app",
+ "collec t</w>",
+ "philos oph",
+ "dedic ation</w>",
+ "c f",
+ "c m",
+ "le ep</w>",
+ "repe at</w>",
+ "re ha",
+ "un fortun",
+ "a er",
+ "a ero",
+ "abstr act</w>",
+ "mon itor</w>",
+ "ag ents</w>",
+ "bu l</w>",
+ "sci ence",
+ "harb or</w>",
+ "drag ons</w>",
+ "floo ding</w>",
+ "ac compli",
+ "d ash</w>",
+ "juli a</w>",
+ "the red</w>",
+ "tues day",
+ "cy ber</w>",
+ "b low</w>",
+ "ta ined</w>",
+ "le m",
+ "refe rence</w>",
+ "pp o</w>",
+ "ne goti",
+ "char le",
+ "con nor</w>",
+ "au lt</w>",
+ "access ories</w>",
+ "commissi oner</w>",
+ "rain y</w>",
+ "re ar</w>",
+ "advis ory</w>",
+ "luc as</w>",
+ "ma id</w>",
+ "co al",
+ "k av",
+ "pol o</w>",
+ "ðŁı ¾",
+ "tran sport",
+ "mar gare",
+ "straw berry</w>",
+ "bur ns</w>",
+ "gre ens</w>",
+ "ne v",
+ "partici pants</w>",
+ "col in</w>",
+ "belgi um</w>",
+ "col our",
+ "in form",
+ "d ell</w>",
+ "br on</w>",
+ "cal y",
+ "kick off</w>",
+ "strate gic</w>",
+ "re union</w>",
+ "hon ors</w>",
+ "li b",
+ "egy p",
+ "âŃIJ ï¸ı</w>",
+ "hy po",
+ "si zes</w>",
+ "regi stered</w>",
+ "bet es</w>",
+ "relax ing</w>",
+ "bloo m</w>",
+ "inten se</w>",
+ "valent ines</w>",
+ "insan e</w>",
+ "w wii</w>",
+ "p x</w>",
+ "tri o</w>",
+ "bla de</w>",
+ "wiscon sin</w>",
+ "con e</w>",
+ "plat in",
+ "ali ze</w>",
+ "ra ven",
+ "incre asing</w>",
+ "indi ans</w>",
+ "il ian</w>",
+ "bl u</w>",
+ "rabb it</w>",
+ "exten sion</w>",
+ "je f",
+ "au di</w>",
+ "fer ry</w>",
+ "s ell",
+ "a day</w>",
+ "us b</w>",
+ "swe at",
+ "cham pag",
+ "metho d</w>",
+ "mem ph",
+ "assi st</w>",
+ "s by</w>",
+ "ca pe",
+ "remo ved</w>",
+ "mag n",
+ "v t</w>",
+ "r ams</w>",
+ "f bi</w>",
+ "tack le</w>",
+ "phe w</w>",
+ "h on</w>",
+ "motor cycle</w>",
+ "su spec",
+ "eleph ant</w>",
+ "sub ject</w>",
+ "let te</w>",
+ "da iry</w>",
+ "whe at</w>",
+ "awk ward</w>",
+ "ac t",
+ "tro l",
+ "mit ted</w>",
+ "zay n</w>",
+ "sheri ff</w>",
+ "ene my</w>",
+ "con s</w>",
+ "ke tt</w>",
+ "bul ls</w>",
+ "ev alu",
+ "bt c</w>",
+ "satell ite</w>",
+ "ho lo",
+ "por ter</w>",
+ "dia betes</w>",
+ "bet ter",
+ "rele asing</w>",
+ "sur f</w>",
+ ": -</w>",
+ "se basti",
+ "collec ting</w>",
+ "en cing</w>",
+ "e thi",
+ "go ds</w>",
+ "al ley</w>",
+ "health y",
+ "m ills</w>",
+ "sma sh</w>",
+ "co pper</w>",
+ "cr ack</w>",
+ "read ers</w>",
+ "sp ac",
+ "licen se</w>",
+ "bas ket</w>",
+ "bang la",
+ "en tic</w>",
+ "om i</w>",
+ "m ere</w>",
+ "si vely</w>",
+ "anim ation</w>",
+ "lan es</w>",
+ "dent ally</w>",
+ "chill in</w>",
+ "fi e</w>",
+ "k aren</w>",
+ "dep th</w>",
+ "li pse</w>",
+ "n g",
+ "ri p",
+ "mel o",
+ "sand y</w>",
+ "ðŁijı ðŁijı",
+ "vin cent</w>",
+ "nu t",
+ "hu g</w>",
+ "who le",
+ "cre ates</w>",
+ "? ???</w>",
+ "âĿ¤ï¸ı âĿ¤ï¸ı</w>",
+ "bak ed</w>",
+ "up grade</w>",
+ "rober ts</w>",
+ "har a</w>",
+ "carib bean</w>",
+ "auth entic</w>",
+ "mb s</w>",
+ "mosco w</w>",
+ "attor ney</w>",
+ "wi ki",
+ "ch lo",
+ "hu ll</w>",
+ "cor k</w>",
+ "\" !</w>",
+ "sty lish</w>",
+ "ðŁĵ¸ :</w>",
+ "di ary</w>",
+ "impro ving</w>",
+ "ex pand",
+ "bri ght",
+ "pollu tion</w>",
+ "k nights</w>",
+ "person ality</w>",
+ "chec ked</w>",
+ "fac ilities</w>",
+ "z el",
+ "bow ling</w>",
+ "gu er",
+ "ðŁİ Ĥ</w>",
+ "on going</w>",
+ "un its</w>",
+ "hoo k</w>",
+ "be ck</w>",
+ "confl ict</w>",
+ "to dd",
+ "far ming</w>",
+ "educ ational</w>",
+ "k ak",
+ "cla y",
+ "stro ke</w>",
+ "bel ly</w>",
+ "explo re",
+ "mill enni",
+ "th m</w>",
+ "loo p</w>",
+ "sm s</w>",
+ "consi st",
+ "cir ca</w>",
+ "br yan</w>",
+ "d ab",
+ "youn ger</w>",
+ "soli dar",
+ "pp a</w>",
+ "experi enced</w>",
+ "b ella</w>",
+ "bo ard",
+ "shef field</w>",
+ "steph en",
+ "consu mer</w>",
+ "sub mit</w>",
+ "spon sor",
+ "t ang",
+ "ag gre",
+ "comb ined</w>",
+ "trac king</w>",
+ "sand ers</w>",
+ "b az",
+ "survi ve</w>",
+ "fer red</w>",
+ "equ al</w>",
+ "se p</w>",
+ "re ed</w>",
+ "str ong",
+ "priv acy</w>",
+ "st ap",
+ "un g",
+ "ac ry",
+ "pa sta</w>",
+ "pir ates</w>",
+ "ag er</w>",
+ "fair y</w>",
+ "du p</w>",
+ "introduc ed</w>",
+ "wi p</w>",
+ "let s",
+ "spr ay</w>",
+ "ðŁĵ º</w>",
+ "gre w</w>",
+ "a sts</w>",
+ "pitts burgh</w>",
+ "new york</w>",
+ "jo ey</w>",
+ "lau ren",
+ "tra de",
+ "ch op",
+ "pi pe</w>",
+ "cla ire</w>",
+ "behavi or</w>",
+ "v ap",
+ "cre ws</w>",
+ "lap top</w>",
+ "ðŁ¤ Ĺ</w>",
+ "che ster",
+ "disci pl",
+ "d f</w>",
+ "out doors</w>",
+ "k s",
+ "go ver",
+ "super star</w>",
+ "cas ino</w>",
+ "far mer</w>",
+ "; -)</w>",
+ "re turned</w>",
+ "ðŁı Ī</w>",
+ "ma il",
+ "roa sted</w>",
+ "co sta</w>",
+ "v ill",
+ "pe z</w>",
+ "gard ening</w>",
+ "distribu tion</w>",
+ "sh ining</w>",
+ "inve stors</w>",
+ "ra sp",
+ "dec ades</w>",
+ "reali zed</w>",
+ "bar n",
+ "p ti</w>",
+ "st able</w>",
+ "ut d</w>",
+ "pan thers</w>",
+ "m ens</w>",
+ "b n",
+ "ca de",
+ "bu cket</w>",
+ "yn n</w>",
+ "when ever</w>",
+ "wa ke",
+ "da is",
+ "ber nie</w>",
+ "lo dge</w>",
+ "ju lie</w>",
+ "atmo sphere</w>",
+ "ðŁĺĺ ðŁĺĺ</w>",
+ "major ity</w>",
+ "par ti",
+ "exc it",
+ "cu t",
+ "me h",
+ "musli ms</w>",
+ "be gun</w>",
+ "fli ghts</w>",
+ "vene ss</w>",
+ "ce me",
+ "po sing</w>",
+ "so le",
+ "g ou",
+ "dark ness</w>",
+ "pe ach",
+ "cel tic</w>",
+ "auth ority</w>",
+ "grand ma</w>",
+ "ful ness</w>",
+ "smi th",
+ "speci fic</w>",
+ "gar cia</w>",
+ "co ins</w>",
+ "good ness</w>",
+ "aldu b",
+ "recru iting</w>",
+ "den nis</w>",
+ "gar y",
+ "sle eve</w>",
+ "weap on</w>",
+ "pl z</w>",
+ "disco ver",
+ "harri son</w>",
+ "recruit ment</w>",
+ "ja i",
+ "ch im",
+ "com pared</w>",
+ "tom s</w>",
+ "mo thers</w>",
+ "am y",
+ "archi ve</w>",
+ "t ask</w>",
+ "ben jam",
+ "se g",
+ "law yer</w>",
+ "al um</w>",
+ "inve sting</w>",
+ "mi e</w>",
+ "che z</w>",
+ "j p</w>",
+ "a ke",
+ "fl am",
+ "wall paper</w>",
+ "âĻ¥ ï¸ı</w>",
+ "t ton</w>",
+ "che st</w>",
+ "favor ites</w>",
+ "we igh",
+ "coo lest</w>",
+ "r ating</w>",
+ "relev ant</w>",
+ "lo gan</w>",
+ "ma ple</w>",
+ "run ners</w>",
+ "pri or</w>",
+ "peop le",
+ "ma ur",
+ "terrori st</w>",
+ "te sted</w>",
+ "carni val</w>",
+ "su spen",
+ "me asure</w>",
+ "m v",
+ "cyber security</w>",
+ "app ren",
+ "terror ism</w>",
+ "o z",
+ "v ital</w>",
+ "ni es</w>",
+ "gon z",
+ "fun ded</w>",
+ "twi st</w>",
+ "assess ment</w>",
+ "die sel</w>",
+ "en for",
+ "colum n</w>",
+ "ad dressing</w>",
+ "ca sts</w>",
+ "pay ment</w>",
+ "x ton</w>",
+ "fi er</w>",
+ ", '</w>",
+ "la st",
+ "ne e</w>",
+ "un less</w>",
+ "clo se",
+ "sk ill</w>",
+ "cuis ine</w>",
+ "fun eral</w>",
+ "ti les</w>",
+ "a un",
+ "k ru",
+ "relation ships</w>",
+ "ðŁĴ ¯",
+ "ev ent",
+ "âĢįâĻĤ ï¸ı</w>",
+ "kind ness</w>",
+ "pro posed</w>",
+ "acou stic</w>",
+ "a es",
+ "defen der</w>",
+ "dan ce",
+ "h tt",
+ "w at</w>",
+ "vo y",
+ "ðŁ¤ ĺ",
+ "au s",
+ "cli ff</w>",
+ "sear ching</w>",
+ "beauti fully</w>",
+ "in qu",
+ "at l</w>",
+ "speci alist</w>",
+ "ðŁIJ ¶</w>",
+ "da i</w>",
+ "tra ils</w>",
+ "class ics</w>",
+ "inst ant</w>",
+ "v ous</w>",
+ "re venue</w>",
+ "mar ch",
+ "kir k",
+ "fr inge</w>",
+ "fire works</w>",
+ "tri via</w>",
+ "âĺ ħ</w>",
+ "tr action</w>",
+ "wal ter</w>",
+ "mo to",
+ "l ily</w>",
+ "att itude</w>",
+ "cli mb</w>",
+ "sc an",
+ "sav ings</w>",
+ "c w",
+ "fa ith",
+ "cred its</w>",
+ "ab led</w>",
+ "gra ff",
+ "auto graph",
+ "he he</w>",
+ "ran ch</w>",
+ "ha d",
+ "ro gers</w>",
+ "ðŁĮ ¹</w>",
+ "f in</w>",
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+ "shakespe are</w>",
+ "es a</w>",
+ "car go</w>",
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+ "free zing</w>",
+ "bu tt",
+ "justin bieber</w>",
+ "j j",
+ "bah rain</w>",
+ "an them</w>",
+ "au dit",
+ "didyou know</w>",
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+ "guid ance</w>",
+ "âĸ ¶",
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+ "ye men</w>",
+ "char ging</w>",
+ "x c</w>",
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+ "om fg</w>",
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+ "sw an</w>",
+ "shoo t",
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+ "ãĢ IJ</w>",
+ "wall ace</w>",
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+ "m cla",
+ "recy cling</w>",
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+ "ðŁĴ ĵ</w>",
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+ "m ick</w>",
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+ "mu t",
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+ "ga ther</w>",
+ "tour ney</w>",
+ "de men",
+ "y ang</w>",
+ "new ton</w>",
+ "autom otive</w>",
+ "back yard</w>",
+ "deta iled</w>",
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+ "to bac",
+ "fi ber</w>",
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+ "ne ys</w>",
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+ "bab a</w>",
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+ "an as</w>",
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+ "dis order</w>",
+ "app lied</w>",
+ "p att",
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+ "cu ri",
+ "carol ine</w>",
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+ "juli an</w>",
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+ "screen shot</w>",
+ "co ding</w>",
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+ "activi sts</w>",
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+ "ex act</w>",
+ "blo cking</w>",
+ "mercur y</w>",
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+ "du mp",
+ "âľ Į</w>",
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+ "li sh",
+ "ridic ulous</w>",
+ "prote sters</w>",
+ "ðŁĻ Ī",
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+ "swe at</w>",
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+ "ali ke</w>",
+ "co dy</w>",
+ "re ments</w>",
+ "win ds",
+ "as pir",
+ "vi enna</w>",
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+ ".. .@</w>",
+ "bo i</w>",
+ "cand le</w>",
+ "assi sts</w>",
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+ "der son</w>",
+ "p ony</w>",
+ "f ence</w>",
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+ "ine z</w>",
+ "to wers</w>",
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+ "super vis",
+ "jo an</w>",
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+ "pi ed</w>",
+ "âı °</w>",
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+ "eli fe</w>",
+ "desig ners</w>",
+ "back ed</w>",
+ "bo li",
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+ "fac tors</w>",
+ "ab e</w>",
+ "pan els</w>",
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+ "sent ence</w>",
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+ "hol m</w>",
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+ "d ads</w>",
+ "shang hai</w>",
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+ "ka i",
+ "as ci",
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+ "hol mes</w>",
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+ "mo ck</w>",
+ "collec tions</w>",
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+ "o va</w>",
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+ "agre ed</w>",
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+ "j j</w>",
+ "chen nai</w>",
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+ "re verse</w>",
+ "vi be</w>",
+ "ric ky</w>",
+ "mo ss</w>",
+ "ny t</w>",
+ "âĺ Ģï¸ı",
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+ "tro y</w>",
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+ "ev an",
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+ "fo to</w>",
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+ "wick ed</w>",
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+ "c led</w>",
+ "me mes</w>",
+ "co smo",
+ "schol ar</w>",
+ "ren o</w>",
+ "ðŁĺ Ģ",
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+ "# âĢ¦</w>",
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+ "ca sey</w>",
+ "cardin als</w>",
+ "ðŁĺĬ ðŁĺĬ",
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+ "manag ers</w>",
+ "âŀ ¡</w>",
+ "accep ting</w>",
+ "wal sh</w>",
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+ "requi rements</w>",
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+ "night mare</w>",
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+ "ema ils</w>",
+ "oppo site</w>",
+ "who m</w>",
+ "sa ke</w>",
+ "pu zzle</w>",
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+ "pe di",
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+ "naz i</w>",
+ "ا٠Ħ",
+ "cor ri",
+ "âĻ¥ âĻ¥",
+ "j ad",
+ "ðŁĩ «",
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+ "spo ken</w>",
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+ "lo pez</w>",
+ "out look</w>",
+ "in ho</w>",
+ "w ander",
+ "Ù ħ",
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+ "pe e",
+ "d ine</w>",
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+ "ðŁİ Ĥ",
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+ "mel issa</w>",
+ "jun g</w>",
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+ "chil i</w>",
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+ "ðŁĮ Ī</w>",
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+ "ðŁĻ Ħ</w>",
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+ "fa ils</w>",
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+ "dra wings</w>",
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+ "hali fax</w>",
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+ "sand ra</w>",
+ "ny e</w>",
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+ "qu ad</w>",
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+ "vol k",
+ "s wal",
+ "la sting</w>",
+ "sum mary</w>",
+ "it as</w>",
+ "sm o</w>",
+ "s z",
+ "âĺ Ĩ</w>",
+ "ip l</w>",
+ "fl ames</w>",
+ "ene ws</w>",
+ "ha v",
+ "hoo die</w>",
+ "pitch er</w>",
+ "win dy</w>",
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+ "el ds</w>",
+ "desig ning</w>",
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+ "aur ora</w>",
+ "r d",
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+ "âģ ł</w>",
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+ "mar sh</w>",
+ "Ð ¾",
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+ "s ers</w>",
+ "su ffe",
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+ "mon ica</w>",
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+ "ex tin",
+ "i b</w>",
+ "ha yes</w>",
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+ "at ically</w>",
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+ "ak in</w>",
+ "lo ren",
+ "b h</w>",
+ ": /</w>",
+ "di va</w>",
+ "den im</w>",
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+ "ðŁĩµ ðŁĩ",
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+ "? '</w>",
+ "we ren</w>",
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+ "rasp berry</w>",
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+ "dru mmer</w>",
+ "kar dashi",
+ "n ash</w>",
+ "machine learning</w>",
+ "ch u</w>",
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+ "flo yd</w>",
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+ "beauti ful",
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+ "chron ic</w>",
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+ "remo val</w>",
+ "ha h</w>",
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+ "fre ak</w>",
+ "ch ak",
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+ "ni k</w>",
+ "model ing</w>",
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+ "ðŁı Ģ",
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+ "se am",
+ "surviv ors</w>",
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+ "reli able</w>",
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+ "half time</w>",
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+ "ti se</w>",
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+ "ca in</w>",
+ "s gt</w>",
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+ "z ia</w>",
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+ "ter race</w>",
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+ "as m</w>",
+ "mont gom",
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+ "comprehen sive</w>",
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+ "fellow ship</w>",
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+ "p sal",
+ "louis ville</w>",
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+ "fau lt</w>",
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+ "vi sta</w>",
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+ "sp s</w>",
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+ "wonder land</w>",
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+ "mart inez</w>",
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+ "ðŁĩª ðŁĩ",
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+ "ethiop ia</w>",
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+ "ob vious</w>",
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+ "app arel</w>",
+ "j r",
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+ "jeff erson</w>",
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+ "e id</w>",
+ "initi al</w>",
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+ "â¬ĩ ï¸ı</w>",
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+ "hil ton</w>",
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+ ". !</w>",
+ "p sa</w>",
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+ "tam il</w>",
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+ "co ke</w>",
+ "zz o</w>",
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+ "bluet ooth</w>",
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+ "mar c",
+ "ev entu",
+ "delux e</w>",
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+ "ðŁĴ ¦</w>",
+ "lin ux</w>",
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+ "ðŁĴ °</w>",
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+ "lo st",
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+ "si p</w>",
+ "pla que</w>",
+ "p ouring</w>",
+ "comple x",
+ "z ine</w>",
+ "ste ad",
+ "f let",
+ "trans mission</w>",
+ "lo way</w>",
+ "ar un",
+ "incre asingly</w>",
+ "au d",
+ "transp aren",
+ "cro wned</w>",
+ "sc oun",
+ "blizz ard</w>",
+ "lux u",
+ "fi ers</w>",
+ "achieve ments</w>",
+ "hun ters</w>",
+ "rock ed</w>",
+ "bas in</w>",
+ "vio let</w>",
+ "pro ves</w>",
+ "achiev ing</w>",
+ "pro sper",
+ "se ga</w>",
+ "flo at</w>",
+ "vi an</w>",
+ "xi v</w>",
+ "pol ic",
+ "tur a</w>",
+ "approxim ately</w>",
+ "wander lust</w>",
+ "keep ers</w>",
+ "geta way</w>",
+ "co d",
+ "pol is</w>",
+ "br yan",
+ "col ts</w>",
+ "tal ents</w>",
+ "yo gur",
+ "gluten free</w>",
+ "wri st</w>",
+ "gr y",
+ "cze ch</w>",
+ "ðŁİ Ī",
+ "ev ille</w>",
+ "ðŁı Ī",
+ "to x</w>",
+ "dani els</w>",
+ "am er</w>",
+ "bi ds</w>",
+ "weare one",
+ "me tab",
+ "g t",
+ "boy z</w>",
+ "pd x</w>",
+ "pos session</w>",
+ "pu shed</w>",
+ "shr ine</w>",
+ "reali stic</w>",
+ "tri gger</w>",
+ "na vi",
+ "ru mors</w>",
+ "n af",
+ "jen kins</w>",
+ "tr un",
+ "comm uni",
+ "Ã Ĺ</w>",
+ "gam ers</w>",
+ "arm or</w>",
+ "moham med</w>",
+ "bal cony</w>",
+ "y ah",
+ "stron gest</w>",
+ "rhy thm</w>",
+ "unfor gettable</w>",
+ "k p",
+ "ho bb",
+ "custo dy</w>",
+ "greg or</w>",
+ "r ita</w>",
+ "aes thetic</w>",
+ "il ation</w>",
+ "sponsor ing</w>",
+ "n ay</w>",
+ "kid napp",
+ "sh s</w>",
+ "ra jas",
+ "me g</w>",
+ "signific antly</w>",
+ "butt ons</w>",
+ "la c</w>",
+ "ver sions</w>",
+ "essenti als</w>",
+ "opini ons</w>",
+ "k ro",
+ "d printing</w>",
+ "wi dely</w>",
+ "d k</w>",
+ "ur an</w>",
+ "y al",
+ "reque sted</w>",
+ "c n</w>",
+ "cur ric",
+ "plu m</w>",
+ "gr un",
+ "v m",
+ "dev on",
+ "m yo",
+ "rel ation</w>",
+ "juvent us</w>",
+ "rou ge</w>",
+ "min ority</w>",
+ "min es</w>",
+ "jupit er</w>",
+ "n ine",
+ "oxy gen</w>",
+ "fran kie</w>",
+ "une sco</w>",
+ "fab ric",
+ "disgu sting</w>",
+ "sal man</w>",
+ "dete ction</w>",
+ "lan ka</w>",
+ "d ac",
+ "ðŁĩ« ðŁĩ·</w>",
+ "argu ment</w>",
+ "shel ves</w>",
+ "cel tics</w>",
+ "rober to</w>",
+ "pi gs</w>",
+ "he dge",
+ "fau l",
+ "pow ering</w>",
+ "butter flies</w>",
+ "fi r</w>",
+ "re make</w>",
+ "att i</w>",
+ "com o</w>",
+ "emp ha",
+ "kend all</w>",
+ "poke mon",
+ "se ating</w>",
+ "d ans</w>",
+ "bald win</w>",
+ "ðŁij »</w>",
+ "lesli e</w>",
+ "one direction</w>",
+ "ti mber</w>",
+ "im an</w>",
+ "fon t</w>",
+ "e der</w>",
+ "di on</w>",
+ "ste ph</w>",
+ "for mat",
+ "gre gory</w>",
+ "pro p</w>",
+ "he x",
+ "ru in</w>",
+ "sor y</w>",
+ "inf er",
+ "n aw",
+ "bar ak</w>",
+ "sd gs</w>",
+ "kar ao",
+ "lu sh</w>",
+ "v ander",
+ "end ent</w>",
+ "g is",
+ "a fro",
+ "soc cer",
+ "ay an</w>",
+ "t uni",
+ "lun g</w>",
+ "da yof",
+ "alex a</w>",
+ "mar ath",
+ "addic ted</w>",
+ "ag ile</w>",
+ "hy gi",
+ "light weight</w>",
+ "ì §",
+ "mand ela</w>",
+ "jo ey",
+ "anc y",
+ "hu m</w>",
+ "bi r</w>",
+ "memor ial",
+ "jim in</w>",
+ "ging er",
+ "v ak",
+ "jav ascri",
+ "cro ps</w>",
+ "orig ins</w>",
+ "d ari",
+ "pi per</w>",
+ "im port</w>",
+ "aggre ssive</w>",
+ "predic tion</w>",
+ "re pairs</w>",
+ "cr acker</w>",
+ "voy age</w>",
+ "ni ke",
+ "mu mmy</w>",
+ "linke din</w>",
+ "country side</w>",
+ "bor der",
+ "gla ss",
+ "per t</w>",
+ "s als</w>",
+ "sho e",
+ "autograph ed</w>",
+ "wal nut</w>",
+ "colle gi",
+ "sal ary</w>",
+ "pa iring</w>",
+ "ðŁĮ ¸",
+ "cath ol",
+ "swee the",
+ "defe ats</w>",
+ "streng then</w>",
+ "roof top</w>",
+ "impro vements</w>",
+ "barri ers</w>",
+ "ur u",
+ "t ally</w>",
+ "ru led</w>",
+ "ðŁĨ ļ</w>",
+ "nai ja</w>",
+ "emo ji</w>",
+ "per cent",
+ "gi o",
+ "pro bs</w>",
+ "on ce",
+ "adm its</w>",
+ "pa ths</w>",
+ "li ar</w>",
+ "day tona</w>",
+ "pe ters</w>",
+ "cal i</w>",
+ "cal li",
+ "mu g",
+ "o sa",
+ "ap h",
+ "ab y",
+ "hy de</w>",
+ "eth nic</w>",
+ "pla ins</w>",
+ "ol f</w>",
+ "haha hahaha</w>",
+ "holi c</w>",
+ "?! ?!</w>",
+ "su bli",
+ "bl acks</w>",
+ "mo t",
+ "gh ton</w>",
+ "lo vin</w>",
+ "b rent</w>",
+ "bar u</w>",
+ "l ati",
+ "de w</w>",
+ "ate au</w>",
+ "q a</w>",
+ "pain ful</w>",
+ "bu sters</w>",
+ "st atic</w>",
+ "ðŁĩ¨ðŁĩ ¦</w>",
+ "note book</w>",
+ "out fits</w>",
+ "si es</w>",
+ "r f</w>",
+ "floo ds</w>",
+ "Ñ Ģ",
+ "thro at</w>",
+ "su ici",
+ "ro vers</w>",
+ "beng al</w>",
+ "pre pares</w>",
+ "blo g",
+ "mini ature</w>",
+ "Ø ¨",
+ "am phi",
+ "com b</w>",
+ "r sp",
+ "in timate</w>",
+ "green e</w>",
+ "Ì ĩ</w>",
+ "al tar</w>",
+ "surg ical</w>",
+ "ves sel</w>",
+ "... ?</w>",
+ "gav in</w>",
+ "g ator</w>",
+ "threat ened</w>",
+ "z ar</w>",
+ "rob bery</w>",
+ "di er</w>",
+ "promo ted</w>",
+ "y g</w>",
+ "x s</w>",
+ "su bs</w>",
+ "inter viewing</w>",
+ "threat ening</w>",
+ "do zen</w>",
+ "me ado",
+ "water fall</w>",
+ "nintendo switch</w>",
+ "cal um</w>",
+ "mini sters</w>",
+ "dro p",
+ "univers ities</w>",
+ "war ned</w>",
+ "tac tics</w>",
+ "ðŁĩ ²",
+ "refu se</w>",
+ "ad ju",
+ "v ast</w>",
+ "ðŁĺ ´</w>",
+ "mc fc</w>",
+ "lib ya</w>",
+ "no filter</w>",
+ "distribu ted</w>",
+ "re ser",
+ "ron nie</w>",
+ "de co</w>",
+ "javascri pt</w>",
+ "mon k</w>",
+ "intere sts</w>",
+ "fle x",
+ "mar tha</w>",
+ "sti es</w>",
+ "oo d",
+ "ðŁ¤£ ðŁ¤£",
+ "e un",
+ "b ali",
+ "g omez</w>",
+ "sti mul",
+ "moder ate</w>",
+ "d ity</w>",
+ "ir is</w>",
+ "stra w</w>",
+ "consist ent</w>",
+ "direc tions</w>",
+ "adop t",
+ "sal sa</w>",
+ "cro o",
+ "reco vered</w>",
+ "black friday</w>",
+ "lan caster</w>",
+ "accep t",
+ "weareone exo</w>",
+ "buil ds</w>",
+ "free man</w>",
+ "air plane</w>",
+ "diti on",
+ "bel ong",
+ "jam ie",
+ "pit ching</w>",
+ "li f",
+ "om in",
+ "cri spy</w>",
+ "pre pping</w>",
+ "ve g</w>",
+ "chan g</w>",
+ "accompli shed</w>",
+ "graci as</w>",
+ "dolph in</w>",
+ "elec tor",
+ "culin ary</w>",
+ "super bowl</w>",
+ "wal a</w>",
+ "pur suit</w>",
+ "black berry</w>",
+ "be an",
+ "cardin al</w>",
+ "pro ved</w>",
+ "immigr ant</w>",
+ "stric tly</w>",
+ "holocau st</w>",
+ "pass age</w>",
+ "ha us</w>",
+ "cou p</w>",
+ "pur se</w>",
+ "har ass",
+ "< <</w>",
+ "le ed",
+ "ado be</w>",
+ "st ad</w>",
+ "legis lat",
+ "par ked</w>",
+ "pri yan",
+ "sil va</w>",
+ "kri st",
+ "s the",
+ "fun ky</w>",
+ "ig a</w>",
+ "sett lement</w>",
+ "ph s</w>",
+ "t mrw</w>",
+ "stre ssed</w>",
+ "hun t",
+ "ho ckey",
+ "treas ures</w>",
+ "cham bers</w>",
+ "ol u",
+ "hu t</w>",
+ "mar ley</w>",
+ "tex ture</w>",
+ "wilder ness</w>",
+ "mm ing</w>",
+ "poten tially</w>",
+ "om aha</w>",
+ "ju dy</w>",
+ "to es</w>",
+ "spo iler</w>",
+ "distingui shed</w>",
+ "feli x</w>",
+ "ah u</w>",
+ "recommend ations</w>",
+ "zom bies</w>",
+ "hit ler</w>",
+ "tri ple",
+ "colla pse</w>",
+ "motiv ated</w>",
+ "ulti mat",
+ "gg ling</w>",
+ "so y",
+ "ci gar</w>",
+ "fo ren",
+ "vine yard</w>",
+ "gl itter</w>",
+ "fin dings</w>",
+ "colon ial</w>",
+ "hun ter",
+ "eri k</w>",
+ "den s</w>",
+ "beet le</w>",
+ "lot te",
+ "sub tle</w>",
+ "s matter</w>",
+ "tru sted</w>",
+ "experim ental</w>",
+ "nam ents</w>",
+ "ðŁĺ Ĩ",
+ "regi on",
+ "acquis ition</w>",
+ "bre eding</w>",
+ "quarter back</w>",
+ "am reading</w>",
+ "oo td</w>",
+ "ru de</w>",
+ "initi atives</w>",
+ "st out</w>",
+ "hy ung</w>",
+ "out come</w>",
+ "al fred</w>",
+ "mic s</w>",
+ "exper tise</w>",
+ "bacter ia</w>",
+ "pengu ins</w>",
+ "jump er</w>",
+ "valen cia</w>",
+ "bar k</w>",
+ "ing day</w>",
+ "sell ers</w>",
+ "contrac ts</w>",
+ "hou ston",
+ "commissi oned</w>",
+ "adap tation</w>",
+ "swan sea</w>",
+ "santi ago</w>",
+ "common wealth</w>",
+ "ju dging</w>",
+ "sub mission</w>",
+ "sco rer</w>",
+ "tom my",
+ "ñ o</w>",
+ "ex quis",
+ "fil ing</w>",
+ "explan ation</w>",
+ "alli son</w>",
+ "wemb ley</w>",
+ "ri dge",
+ "chev y</w>",
+ "san tos</w>",
+ "own ership</w>",
+ "cogn itive</w>",
+ "favour ites</w>",
+ "sh ed",
+ "phil anthro",
+ "dele ted</w>",
+ "go dd",
+ "s nor",
+ "gui delines</w>",
+ "ff ing</w>",
+ "je ep",
+ "cli ps</w>",
+ "sw amp</w>",
+ "an or</w>",
+ "guil d</w>",
+ "bol ton</w>",
+ "spring field</w>",
+ "munici pal</w>",
+ "goal keeper</w>",
+ "ye on</w>",
+ "ðŁĺįðŁĺį ðŁĺįðŁĺį",
+ "ãħĭ ãħĭ",
+ "water front</w>",
+ "gra ve",
+ "contempor ary",
+ "ar ity</w>",
+ "ÃŃ a</w>",
+ "sle eps</w>",
+ "sy rup</w>",
+ "al am",
+ "pi re",
+ "co yo",
+ "moto gp</w>",
+ "ty son</w>",
+ "kej ri",
+ "cir cul",
+ "sing ly</w>",
+ "cr unch</w>",
+ "complic ated</w>",
+ "nostal gia</w>",
+ "k op",
+ "mo ve",
+ "k ale</w>",
+ "mac ro</w>",
+ "mid west</w>",
+ "h ans</w>",
+ "tri bal</w>",
+ "nu de</w>",
+ "௠į</w>",
+ "bey once</w>",
+ "congratul ate</w>",
+ "cat er",
+ "leagu e",
+ "ðŁĻ Ĭ</w>",
+ "la dder</w>",
+ "cra shed</w>",
+ "tech nic",
+ "karao ke</w>",
+ "harass ment</w>",
+ "ro ts</w>",
+ "experi encing</w>",
+ "kri sten</w>",
+ "ðŁĩ ³",
+ "ðŁ¤ Ĺ",
+ "reflec tions</w>",
+ "guin ness</w>",
+ "illustr ator</w>",
+ "ðŁĻı ðŁı»</w>",
+ "cen ter",
+ "nar row</w>",
+ "comm ons</w>",
+ "regul ations</w>",
+ "Ù Ĩ",
+ "har m",
+ "cro ft</w>",
+ "cu ssion</w>",
+ "hong kong</w>",
+ "st ical</w>",
+ "intern ship</w>",
+ "zo e</w>",
+ "cho p</w>",
+ "hoo ds</w>",
+ "estim ated</w>",
+ "batter ies</w>",
+ "berke ley</w>",
+ "smooth ie</w>",
+ "shau n</w>",
+ "cro s",
+ "~ ~</w>",
+ "cam pe",
+ "hu mp",
+ "b g",
+ "proto type</w>",
+ "cl ick",
+ "shaw n",
+ "re viewed</w>",
+ "tem pl",
+ "p f",
+ "jed i</w>",
+ "blo gs</w>",
+ "ray mond</w>",
+ "as th",
+ "ba h</w>",
+ "av ail</w>",
+ "scot ch</w>",
+ "leaf s</w>",
+ "nik ki</w>",
+ "to k",
+ "hol low</w>",
+ "ur ges</w>",
+ "of t</w>",
+ "un like</w>",
+ "lat in",
+ "u e",
+ "cat ering</w>",
+ "mil i",
+ "alter nati",
+ "ma ver",
+ "Ð ¸",
+ "ag le</w>",
+ "pre order</w>",
+ "lu x</w>",
+ "cu cu",
+ "ðŁijı ðŁijı</w>",
+ "t art",
+ "âĿ¤âĿ¤ âĿ¤</w>",
+ "arab ic</w>",
+ "rapi dly</w>",
+ "ar rang",
+ "all en",
+ "travel tuesday</w>",
+ "pa ws</w>",
+ "flo ws</w>",
+ "st ability</w>",
+ "flu id</w>",
+ "ca pp",
+ "can berra</w>",
+ "uu uu",
+ "sp ani",
+ "demon stration</w>",
+ "m la</w>",
+ "plac ement</w>",
+ "m w",
+ "presi dents</w>",
+ "awe som",
+ "bever ly</w>",
+ "ani st</w>",
+ "ne al</w>",
+ "father sday</w>",
+ "referen dum</w>",
+ "la hore</w>",
+ "o aks</w>",
+ "deb bie</w>",
+ "half way</w>",
+ "gho sts</w>",
+ "de bor",
+ "matthe ws</w>",
+ "fi at</w>",
+ "t fw</w>",
+ "pre sen",
+ "rob i</w>",
+ "de d",
+ "bro ck</w>",
+ "laugh ed</w>",
+ "am ounts</w>",
+ "bam boo</w>",
+ "kinder garten</w>",
+ "eat en</w>",
+ "mtv hottest</w>",
+ "break out</w>",
+ "u sic</w>",
+ "fra ser</w>",
+ "legis lative</w>",
+ "p ang",
+ "modu le</w>",
+ "sam my</w>",
+ "go ver</w>",
+ "ear ns</w>",
+ "expe dition</w>",
+ "gar h</w>",
+ "concep ts</w>",
+ "char lie",
+ "la va</w>",
+ "bachel or</w>",
+ "veg gies</w>",
+ "deter mine</w>",
+ "el lie</w>",
+ "un locked</w>",
+ "fru it",
+ "dal la",
+ "cou pe</w>",
+ "wash ington",
+ "depo sit</w>",
+ "iv ory</w>",
+ "pau la</w>",
+ "chic ag",
+ "gu cci</w>",
+ "ðŁİ ĥ</w>",
+ "cul tiv",
+ "pier ce</w>",
+ "li fted</w>",
+ "stu mb",
+ "re cover</w>",
+ "musc les</w>",
+ "conduc ting</w>",
+ "cb s",
+ "mcla ren</w>",
+ "sophi a</w>",
+ "cel lu",
+ "oce ans</w>",
+ "up loaded</w>",
+ "game play</w>",
+ "mal dives</w>",
+ "kim ber",
+ "avo i",
+ "rac er</w>",
+ "ca ine</w>",
+ "cav s</w>",
+ "h ana</w>",
+ "li ga</w>",
+ "ra ven</w>",
+ "inter vention</w>",
+ "inaugur ation</w>",
+ "oo h</w>",
+ "at traction</w>",
+ "merchandi se</w>",
+ "tune in</w>",
+ "li king</w>",
+ "juni ors</w>",
+ "int ended</w>",
+ "att acking</w>",
+ "aqu arium</w>",
+ "i wd</w>",
+ "comp onents</w>",
+ "sur ing</w>",
+ "cent u",
+ "yogur t</w>",
+ "ðŁı ĥ",
+ "show room</w>",
+ "op tical</w>",
+ "ty our",
+ "ju dge",
+ "yi eld</w>",
+ "an to",
+ "pl c</w>",
+ "transparen cy</w>",
+ "recy cled</w>",
+ "chi ef",
+ "ar om",
+ "ambassad ors</w>",
+ "plan et",
+ "âĿĦ ï¸ı",
+ "om ed</w>",
+ "vaness a</w>",
+ "cour t",
+ "mar gar",
+ "hal ey</w>",
+ "v r",
+ "reg ina</w>",
+ "pd ates</w>",
+ "hi span",
+ "live stream</w>",
+ "âģ £</w>",
+ "ya hoo</w>",
+ "gal la",
+ "secu red</w>",
+ "w ir",
+ "bene ath</w>",
+ "off l</w>",
+ "n il",
+ "am b</w>",
+ "ye g",
+ "out let</w>",
+ "u te",
+ "pe ep</w>",
+ "lind say</w>",
+ "bent ley</w>",
+ "... !</w>",
+ "he el</w>",
+ "trilo gy</w>",
+ "vo s</w>",
+ "ty re</w>",
+ "there fore</w>",
+ "tor onto",
+ "ab i",
+ "simp li",
+ "ja e",
+ "exten sive</w>",
+ "eleph ants</w>",
+ "s or</w>",
+ "orient ation</w>",
+ "im peach",
+ "re play</w>",
+ "constru cted</w>",
+ "peter son</w>",
+ "pa is",
+ "por ted</w>",
+ "custom s</w>",
+ "colla p",
+ "ad u",
+ "high lands</w>",
+ "sal em</w>",
+ "shel by</w>",
+ "ko vic</w>",
+ "stra in</w>",
+ "ro sie</w>",
+ "sen ators</w>",
+ "snap s</w>",
+ "bo bb",
+ "suz uki</w>",
+ "bla des</w>",
+ "k p</w>",
+ "lo lo",
+ "gener ate</w>",
+ "si ght",
+ "ma e",
+ "struc tural</w>",
+ "predic t</w>",
+ "jump ed</w>",
+ "ah mad</w>",
+ "sun g",
+ "just ice",
+ "gla m</w>",
+ "vol vo</w>",
+ "jubi lee</w>",
+ "de tention</w>",
+ "lo sses</w>",
+ "pu ri",
+ "every time</w>",
+ "Ð °",
+ "ra o</w>",
+ "ed ge",
+ "li mer",
+ "rese mb",
+ "har old</w>",
+ "re tri",
+ "sacri fic",
+ "surpri ses</w>",
+ "am c</w>",
+ "srilan ka</w>",
+ "bar bie</w>",
+ "men s",
+ "fin n</w>",
+ "ag s</w>",
+ "ukrain ian</w>",
+ "em brac",
+ "î IJ",
+ "flav ors</w>",
+ "hom er</w>",
+ "lau re",
+ "ou th",
+ "pr iced</w>",
+ "ver de</w>",
+ "fir m",
+ "ah s</w>",
+ "cu b",
+ "tre y</w>",
+ "par anor",
+ "pro fit",
+ "in dv",
+ "who a</w>",
+ "har sh</w>",
+ "al ot</w>",
+ "crit ics</w>",
+ "hu bby</w>",
+ "fi gur",
+ "gi ra",
+ "ca stro</w>",
+ "chan el</w>",
+ "in put</w>",
+ "origin als</w>",
+ "ten ant</w>",
+ "yy yy</w>",
+ "ture rs</w>",
+ "lincol n",
+ "co on</w>",
+ "lear n",
+ "ch ou",
+ "ac are</w>",
+ "o les</w>",
+ "din er</w>",
+ "hy p",
+ "bizar re</w>",
+ "mc r</w>",
+ "let sgo",
+ "decor ating</w>",
+ "ðŁĮ İ</w>",
+ "al ison</w>",
+ "ar vin",
+ "f d",
+ "reha b</w>",
+ "mccar thy</w>",
+ "lot tery</w>",
+ "da h",
+ "minne apolis</w>",
+ "eli gible</w>",
+ "diagno sed</w>",
+ "emer ald</w>",
+ "destin ations</w>",
+ "s ans</w>",
+ "or y",
+ "bla zers</w>",
+ "n v</w>",
+ "ba il</w>",
+ "digital art</w>",
+ "no c",
+ "mal ta</w>",
+ "sol ar",
+ "pi pes</w>",
+ "alleg ations</w>",
+ "no ck</w>",
+ "po pe",
+ "bri d",
+ "premi er",
+ "n x</w>",
+ "present ations</w>",
+ "ef a</w>",
+ "bo ws</w>",
+ "val ve</w>",
+ "opp onent</w>",
+ "Į ë",
+ "visu al",
+ "ing le</w>",
+ "cate gor",
+ "e ter</w>",
+ "po is",
+ "dan i</w>",
+ "at tract</w>",
+ "neu tral</w>",
+ "th ene",
+ "cra shes</w>",
+ "fred die</w>",
+ "ut ili",
+ "c st</w>",
+ "awak ening</w>",
+ "slo ven",
+ "quali fy</w>",
+ "pro of",
+ "fair y",
+ "le v",
+ "fre ight</w>",
+ "enjo ys</w>",
+ "cup cake</w>",
+ "flav our</w>",
+ "â ķ",
+ "protec tive</w>",
+ "ðŁijı ðŁı»</w>",
+ "is u",
+ "ad mir",
+ "h mmm</w>",
+ "continu ous</w>",
+ "ai res</w>",
+ "rap tors</w>",
+ "showcas ing</w>",
+ "y uk",
+ "pa ste</w>",
+ "follow er</w>",
+ "instru ctions</w>",
+ "sp ru",
+ "@ __</w>",
+ "the o",
+ "debu ts</w>",
+ "ve tte</w>",
+ "sto w</w>",
+ "es of",
+ "ach ed</w>",
+ "sul tan</w>",
+ "sand wich",
+ "som alia</w>",
+ "franc o</w>",
+ "car ne",
+ "flu ffy</w>",
+ "al pine</w>",
+ "jas mine</w>",
+ "he ated</w>",
+ "viol in</w>",
+ "ple ss</w>",
+ "divor ce</w>",
+ "per former</w>",
+ "phi es</w>",
+ "port sm",
+ "dar a</w>",
+ "kir by</w>",
+ "lo p</w>",
+ "chill i</w>",
+ "for th",
+ "sky pe</w>",
+ "ðŁĩ®ðŁĩ ¹</w>",
+ "celebr ities</w>",
+ "ed y",
+ "ve e</w>",
+ "po ison</w>",
+ "ey el",
+ "gra bs</w>",
+ "ssi c</w>",
+ "un o</w>",
+ "wester n",
+ "rail road</w>",
+ "am er",
+ "numer ous</w>",
+ "s v</w>",
+ "fo w",
+ "fi st</w>",
+ "âĢ ĭ",
+ "reque sts</w>",
+ "mar tial</w>",
+ "em my</w>",
+ "accept ance</w>",
+ "lau ra",
+ "ภ´</w>",
+ "er up",
+ "hyun dai</w>",
+ "out lander</w>",
+ "u tt",
+ "wrest le",
+ "esp resso</w>",
+ "demand ing</w>",
+ "g dp</w>",
+ "geo graphy</w>",
+ "sas kat",
+ "tro ll</w>",
+ "confe der",
+ "su es</w>",
+ "se m</w>",
+ "be ts</w>",
+ "t ful</w>",
+ "to sh</w>",
+ "teach es</w>",
+ "col oured</w>",
+ "gal way</w>",
+ "mac y</w>",
+ "dis orders</w>",
+ "bb cra",
+ "at em",
+ "fen der</w>",
+ "lit ter</w>",
+ "e sh",
+ "provi ders</w>",
+ "renov ation</w>",
+ "nomin ate</w>",
+ "ps g</w>",
+ "nomin ations</w>",
+ "jen na</w>",
+ "shar p",
+ "some day</w>",
+ "z ur",
+ "bra ins</w>",
+ "che shire</w>",
+ "pre y</w>",
+ "hu go</w>",
+ "Â ¿</w>",
+ "to ken</w>",
+ "r v",
+ "car r</w>",
+ "tac tical</w>",
+ "zel da</w>",
+ "kay la</w>",
+ "fern ando</w>",
+ "photograph ers</w>",
+ "j our</w>",
+ "umb rella</w>",
+ "woo dy</w>",
+ "congress man</w>",
+ "du mp</w>",
+ "le vy</w>",
+ "ju an",
+ "d azz",
+ "sign als</w>",
+ "la in</w>",
+ "an u</w>",
+ "mic hel</w>",
+ "por ch</w>",
+ "al den",
+ "sibl ings</w>",
+ "y ale</w>",
+ "pe el</w>",
+ "sw ick</w>",
+ "gg in</w>",
+ "ll c</w>",
+ "k ale",
+ "s con",
+ "il d</w>",
+ "pat reon</w>",
+ "re el</w>",
+ "qu in</w>",
+ "wit t</w>",
+ "mar ty</w>",
+ "moo dy</w>",
+ "ton i</w>",
+ "der y</w>",
+ "g ators</w>",
+ "speci fically</w>",
+ "dd in</w>",
+ "ly on</w>",
+ "tr ick",
+ "meado ws</w>",
+ "p j</w>",
+ "bor gh",
+ "vi k</w>",
+ "tu r</w>",
+ "bron x</w>",
+ "pu ff</w>",
+ "lan tern</w>",
+ "ðŁ¤ ¦",
+ "g ently</w>",
+ "be stie</w>",
+ "fac t",
+ "refu sed</w>",
+ "fas ci",
+ "mp y</w>",
+ "ðŁĶ µ</w>",
+ "cross over</w>",
+ "mead ow</w>",
+ "indian apolis</w>",
+ "duc ation</w>",
+ "sle y",
+ "loo m</w>",
+ "mix er</w>",
+ "new music</w>",
+ "film maker</w>",
+ "prosper ity</w>",
+ "li m</w>",
+ "week end",
+ "cre amy</w>",
+ "neu tr",
+ "lu ther</w>",
+ "h v",
+ "nor thern",
+ "tw o",
+ "h ra</w>",
+ "cat ches</w>",
+ "appear ances</w>",
+ "ha bit</w>",
+ "kitt ens</w>",
+ "n v",
+ "illa c</w>",
+ "inf an",
+ "regar dless</w>",
+ "liz ard</w>",
+ "dun k</w>",
+ "cur tain</w>",
+ "ac om",
+ "in tu",
+ "ve z</w>",
+ "e min",
+ "fl ats</w>",
+ "calend ars</w>",
+ "em power</w>",
+ "ru ined</w>",
+ "hun gary</w>",
+ "vi d",
+ "we x",
+ "u lum</w>",
+ "aber deen</w>",
+ "o sa</w>",
+ "k t",
+ "ma ssi",
+ "se emed</w>",
+ "s den</w>",
+ "' ?</w>",
+ "tele phone</w>",
+ "de fi",
+ "insp ires</w>",
+ "me ow</w>",
+ "z ones</w>",
+ "bl ind",
+ "pl y",
+ "tuc son</w>",
+ "advent ure",
+ "ge d",
+ "oy ster</w>",
+ "ðŁijıðŁijı ðŁijı</w>",
+ "out put</w>",
+ "tt t</w>",
+ "metal lic</w>",
+ "sma sh",
+ "ucl a</w>",
+ "sco ts</w>",
+ "perfe ct",
+ "lu cy",
+ "regular ly</w>",
+ "sp ic",
+ "rel ative</w>",
+ "ath ers</w>",
+ "mis e</w>",
+ "batt ling</w>",
+ "deci des</w>",
+ "mat a</w>",
+ "occu pied</w>",
+ "random ly</w>",
+ "cat softwitter</w>",
+ "gi an",
+ "ball y",
+ "al ties</w>",
+ "al lies</w>",
+ "im men",
+ "sy rac",
+ "ðŁĴľ ðŁĴľ",
+ "l lan",
+ "au r</w>",
+ "k ut",
+ "lam ar</w>",
+ "affe cts</w>",
+ "n ra</w>",
+ "star war",
+ "ðŁ¤ ĺ</w>",
+ "sc ram",
+ "en chan",
+ "pro cess",
+ "luxu rious</w>",
+ "ar ray</w>",
+ "sher lock</w>",
+ "comp ati",
+ "dor f</w>",
+ "stre ss",
+ "m su</w>",
+ "s with",
+ "sal a</w>",
+ "sof instagram</w>",
+ "fo il</w>",
+ "under stood</w>",
+ "qu ay</w>",
+ "r p",
+ "c ade</w>",
+ "ja w</w>",
+ "en ab",
+ "en coun",
+ "ðŁİī :</w>",
+ "do ck",
+ "satur n</w>",
+ "mu ll",
+ "lay out</w>",
+ "ra rely</w>",
+ "happ ily</w>",
+ "fix ture</w>",
+ "or ph",
+ "over looking</w>",
+ "her bs</w>",
+ "m itt",
+ "pil lar</w>",
+ "nol an</w>",
+ "pe tty</w>",
+ "str y",
+ "u i",
+ "mu k",
+ "o res</w>",
+ "o vers</w>",
+ "á µ",
+ "re creation</w>",
+ "we sley</w>",
+ "ri t</w>",
+ "kejri wal</w>",
+ "sto cking</w>",
+ "g v</w>",
+ "subscri bers</w>",
+ "moo se</w>",
+ "ma e</w>",
+ "ber t",
+ "opp re",
+ "assign ment</w>",
+ "u ro",
+ "high lighting</w>",
+ "cal vin</w>",
+ "we igh</w>",
+ "cambo dia</w>",
+ "av on</w>",
+ "ke m</w>",
+ "dis abilities</w>",
+ "read y",
+ "char gers</w>",
+ "p ads</w>",
+ "iz ing</w>",
+ "illi an</w>",
+ "tru ste",
+ "col leges</w>",
+ "associ ates</w>",
+ "alban y</w>",
+ "mil ton</w>",
+ "cr on",
+ "bu r</w>",
+ "har dly</w>",
+ "si ghts</w>",
+ "anti ques</w>",
+ "e cho",
+ "surpri singly</w>",
+ "ha iti</w>",
+ "cap t</w>",
+ "ph p</w>",
+ "op io",
+ "ine quality</w>",
+ "equ al",
+ "ken y",
+ "sch mid",
+ "autograph s</w>",
+ "ren t",
+ "qu er",
+ "cit rus</w>",
+ "challeng ed</w>",
+ "te c",
+ "epi de",
+ "fe st",
+ "z hou</w>",
+ "li me",
+ "citizen ship</w>",
+ "cry stal",
+ "convin ced</w>",
+ "mess enger</w>",
+ "copen hagen</w>",
+ "âĿĹ ï¸ı</w>",
+ "war ran",
+ "develop ments</w>",
+ "ï¸ı âĥ£",
+ "fore x</w>",
+ "hi ro",
+ "sne akers</w>",
+ "xi de</w>",
+ "vi va</w>",
+ "stere o</w>",
+ "bat ting</w>",
+ "ss el",
+ "ho st",
+ "beng al",
+ "critic ism</w>",
+ "q c</w>",
+ "cr un",
+ "attemp ted</w>",
+ "ry e</w>",
+ "determin ation</w>",
+ "cre ations</w>",
+ "d read",
+ "label s</w>",
+ "pos se",
+ "anc er</w>",
+ "joh an",
+ "si ster",
+ "partner ships</w>",
+ "les bian</w>",
+ "k st</w>",
+ "guaran tee</w>",
+ "bar o",
+ "fix ing</w>",
+ "ma son",
+ "m ous</w>",
+ "chem icals</w>",
+ "t less</w>",
+ "bio diversity</w>",
+ "par o",
+ "bhar at</w>",
+ "ac ol",
+ "refu ge</w>",
+ "en te",
+ "t iti",
+ "dys sey</w>",
+ "respon ds</w>",
+ "lef to",
+ "in er",
+ "se vel",
+ "rahu l</w>",
+ "ol ine</w>",
+ "frank fur",
+ "cho reo",
+ "enjoy able</w>",
+ "c to</w>",
+ "strugg les</w>",
+ "wood land</w>",
+ "heavy weight</w>",
+ "gen s</w>",
+ "rece p",
+ "ac cred",
+ "ðŁĺ ¡</w>",
+ "trans formed</w>",
+ "list en",
+ "at op</w>",
+ "n k</w>",
+ "sur ge</w>",
+ "be re",
+ "gover nor",
+ "prison ers</w>",
+ "clau de</w>",
+ "t ill",
+ "mu lator</w>",
+ "emo tion</w>",
+ "water loo</w>",
+ "star t",
+ "ðŁĩ º</w>",
+ "clean ed</w>",
+ "grand mother</w>",
+ "fear less</w>",
+ "afric an",
+ "astron omy</w>",
+ "ðŁı ģ</w>",
+ "ภĻ",
+ "the world</w>",
+ "su itable</w>",
+ "anth ony",
+ "k and",
+ "tt en</w>",
+ "meaning ful</w>",
+ "disc lo",
+ "jaco bs</w>",
+ "Ã ¸",
+ "tom linson</w>",
+ "ghe tti</w>",
+ "ty pho",
+ "sub stan",
+ "as co</w>",
+ "te k",
+ "nag ar</w>",
+ "mu d",
+ "am on",
+ "vacc ine</w>",
+ "f ty</w>",
+ "fle sh</w>",
+ "no el</w>",
+ "infl ation</w>",
+ "portu gue",
+ "glam our</w>",
+ "tra m</w>",
+ "v re</w>",
+ "te qu",
+ "roun dup</w>",
+ "w yn</w>",
+ "rejec ted</w>",
+ "mosa ic</w>",
+ "si ghting</w>",
+ "cal f</w>",
+ "o ta",
+ "com position</w>",
+ "go pro</w>",
+ "gonz ale",
+ "e ed</w>",
+ "b ard</w>",
+ "tu e</w>",
+ "effec tively</w>",
+ "we en",
+ "al to</w>",
+ "ri bs</w>",
+ "rel ate</w>",
+ "thir sty</w>",
+ "fu rious</w>",
+ "di m</w>",
+ "ch ard</w>",
+ "perfu me</w>",
+ "s ny",
+ "chur chill</w>",
+ "k of",
+ "master class</w>",
+ "wa ve",
+ "ðŁĶ µ",
+ "er in",
+ "own s</w>",
+ "to be",
+ "sk illed</w>",
+ "te m</w>",
+ "go f",
+ "en i</w>",
+ "tor i</w>",
+ "cra zy",
+ "l ick</w>",
+ "resi stant</w>",
+ "ici al",
+ "ag ar</w>",
+ "! :</w>",
+ "g ali",
+ "del aware</w>",
+ "bl itz</w>",
+ "koh li</w>",
+ "pu ck</w>",
+ "avail ability</w>",
+ "hi malay",
+ "influ ential</w>",
+ "cro chet</w>",
+ "victor i",
+ "read ing",
+ "ho bby</w>",
+ "vie t",
+ "j as</w>",
+ "en gra",
+ "sk ul",
+ "ðŁĩ² ðŁĩ",
+ "educ ate</w>",
+ "tech no</w>",
+ "distric ts</w>",
+ "blu es",
+ "se tt</w>",
+ "seven th</w>",
+ "lear ns</w>",
+ "ee ee</w>",
+ "apocaly pse</w>",
+ "hang out</w>",
+ "cru el</w>",
+ "mu tu",
+ "bru h</w>",
+ "hel en",
+ "she er</w>",
+ "c tion",
+ "kle in</w>",
+ "tex ans</w>",
+ "ce real</w>",
+ "sh ine",
+ "ne red</w>",
+ "gra s</w>",
+ "am bro",
+ "f ella</w>",
+ "hin du",
+ "matthe w",
+ "li ma</w>",
+ "mir anda</w>",
+ "je wel</w>",
+ "so ho</w>",
+ "euro vision</w>",
+ "neighb ours</w>",
+ "chand ler</w>",
+ "be sides</w>",
+ "ðŁ¥ °</w>",
+ "ast ros</w>",
+ "thu mbs</w>",
+ "ren ault</w>",
+ "ra ve</w>",
+ "hi red</w>",
+ "ðŁĸ ¤",
+ "it ary</w>",
+ "z or",
+ "bla zer</w>",
+ "k ine",
+ "ea u</w>",
+ "kat y",
+ "dc comics</w>",
+ "pe c</w>",
+ "ro dgers</w>",
+ "water proof</w>",
+ "kill ers</w>",
+ "super int",
+ "pre serv",
+ "as so</w>",
+ "brew ers</w>",
+ "promo tional</w>",
+ "sc am",
+ "villa ges</w>",
+ "sket ches</w>",
+ "ju icy</w>",
+ "for life</w>",
+ "au dit</w>",
+ "so lo",
+ "fundam ental</w>",
+ "len e</w>",
+ "philipp ine</w>",
+ "t end",
+ "conserv atives</w>",
+ "sponsor ship</w>",
+ "dd le",
+ "a ine</w>",
+ "h tc</w>",
+ "os i</w>",
+ "hul k</w>",
+ "w af",
+ "ภĻ</w>",
+ "evalu ation</w>",
+ "ant ine</w>",
+ "sle e",
+ "robert son</w>",
+ "roo sevel",
+ "ag i</w>",
+ "sophi stic",
+ "emplo yers</w>",
+ "bubb les</w>",
+ "ko wski</w>",
+ "inter action</w>",
+ "sh u</w>",
+ "bou le",
+ "ic an",
+ "j are",
+ "han k</w>",
+ "leg itim",
+ "k nicks</w>",
+ "kar ma</w>",
+ "recei ver</w>",
+ "per ks</w>",
+ "u h",
+ "sta ir</w>",
+ "sun i",
+ "labor atory</w>",
+ "gra ves</w>",
+ "voc als</w>",
+ "oo t</w>",
+ "c ture</w>",
+ "thri ve</w>",
+ "tic o</w>",
+ "ãĥ ³",
+ "b w",
+ "carto ons</w>",
+ "mcdon alds</w>",
+ "dra w",
+ "y ung</w>",
+ "pl er</w>",
+ "li d</w>",
+ "eth ical</w>",
+ "groo ve</w>",
+ "ent a</w>",
+ "international womensday</w>",
+ "pat ron</w>",
+ "wor ries</w>",
+ "ðŁİ ħ",
+ "ðŁij ĭ</w>",
+ "ka therine</w>",
+ "di az</w>",
+ "tor i",
+ "bach chan</w>",
+ "tru st",
+ "min eral</w>",
+ "ic om",
+ "buil ders</w>",
+ "bor n",
+ "col oring</w>",
+ "lat te</w>",
+ "ca se",
+ "revolu tion",
+ "tra der</w>",
+ "ox id",
+ "chi pot",
+ "inst antly</w>",
+ "sou thern",
+ "se hun</w>",
+ "pro b",
+ "her nandez</w>",
+ "lis bon</w>",
+ "hu awe",
+ "p ong</w>",
+ "me a</w>",
+ "ro oney</w>",
+ "wheel chair</w>",
+ "ke en",
+ "be tt",
+ "cor in",
+ "regulat ory</w>",
+ "di splac",
+ "ka ren",
+ "sch em",
+ "sun sets</w>",
+ "wh ales</w>",
+ "remin is",
+ "he p",
+ "hi de",
+ "mar cel",
+ "pand ora</w>",
+ "do yle</w>",
+ "th fc</w>",
+ "ot to</w>",
+ "no kia</w>",
+ "trans gender</w>",
+ "ko v",
+ "hawai ian</w>",
+ "sha ve</w>",
+ "so vere",
+ "exc er",
+ "nick i</w>",
+ "pu g</w>",
+ "st or</w>",
+ "ro th",
+ "wee t</w>",
+ "leg al",
+ "dig nity</w>",
+ "po w</w>",
+ "hom age</w>",
+ "ðŁĩ³ ðŁĩ",
+ "s re",
+ "can on",
+ "la x",
+ "wo ah</w>",
+ "quart z</w>",
+ "ñ a</w>",
+ "gree ting</w>",
+ "flick r</w>",
+ "nai robi</w>",
+ "advoc ates</w>",
+ "an c</w>",
+ "vi i</w>",
+ "eu gene</w>",
+ "th ra",
+ "c re</w>",
+ "el an",
+ "pen sion</w>",
+ "th letics</w>",
+ "ton i",
+ "re agan</w>",
+ "x v</w>",
+ "sto re",
+ "ben ch",
+ "har lem</w>",
+ "todd ler</w>",
+ "sent enced</w>",
+ "âĻ¥ ï¸ı",
+ "glob ally</w>",
+ "che aper</w>",
+ "u f",
+ "ma m</w>",
+ "nic o</w>",
+ "ik u</w>",
+ "tho u</w>",
+ "ni st</w>",
+ "dam i",
+ "th ala</w>",
+ "rho des</w>",
+ "sal e",
+ "bow ls</w>",
+ "â Ī",
+ "las vegas</w>",
+ "sanc tions</w>",
+ "adm ire</w>",
+ "mat ched</w>",
+ "un able</w>",
+ "travel er</w>",
+ "ele ven</w>",
+ "straw berries</w>",
+ "âĢĶâĢĶ âĢĶâĢĶ",
+ "stu dio",
+ "jac ques</w>",
+ "im s</w>",
+ "valu ed</w>",
+ "s no</w>",
+ "cheese cake</w>",
+ "n xt</w>",
+ "e os</w>",
+ "s x</w>",
+ "f x",
+ "ton ic</w>",
+ "hat ch</w>",
+ "chic ks</w>",
+ "gra ds</w>",
+ "hand ic",
+ "r ory</w>",
+ "as p",
+ "ri pped</w>",
+ "denti st</w>",
+ "n en",
+ "lu fc</w>",
+ "âľ Ĭ</w>",
+ "di ge",
+ "hop kins</w>",
+ "sher man</w>",
+ "f da</w>",
+ "for all</w>",
+ "ash ley",
+ "str and</w>",
+ "h y</w>",
+ "liqu or</w>",
+ "buffe t</w>",
+ "ess ence</w>",
+ "phar ma</w>",
+ "suri ya</w>",
+ "ðŁĴĻ ðŁĴĻ",
+ "festi vals</w>",
+ "z an</w>",
+ "re fresh",
+ "pur ple",
+ "uni forms</w>",
+ "kenne th</w>",
+ "= )</w>",
+ "as an</w>",
+ "hel sin",
+ "transform ers</w>",
+ "k ali",
+ "person alized</w>",
+ "chal k</w>",
+ "bo bby",
+ "â Į",
+ "the mes</w>",
+ "depar ture</w>",
+ "prin t",
+ "illustr ations</w>",
+ "qui et",
+ "agre es</w>",
+ "gri ff",
+ "Ø ³",
+ "m iti",
+ "toge ther",
+ "conven ience</w>",
+ "ab ar",
+ "car lo",
+ "turt les</w>",
+ "info sec</w>",
+ "some what</w>",
+ "ar lington</w>",
+ "scholar ships</w>",
+ "emir ates</w>",
+ "mu ms</w>",
+ "st ella</w>",
+ "auton om",
+ "fe ather</w>",
+ "g ore</w>",
+ "nom inees</w>",
+ "fragr ance</w>",
+ "Ñ Ĥ",
+ "w ong</w>",
+ "thea stern</w>",
+ "gr e</w>",
+ "z illa</w>",
+ "is i</w>",
+ "bump er</w>",
+ "go o</w>",
+ "do zens</w>",
+ "ab duc",
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+ "circum stances</w>",
+ "fel las</w>",
+ "prote sting</w>",
+ "wa x",
+ "sugge sted</w>",
+ "t ator</w>",
+ "dre w",
+ "om ni",
+ "fa ke",
+ "kath y</w>",
+ "re b</w>",
+ "del ine</w>",
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+ "mi sty</w>",
+ "ðŁij ©",
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+ "millenni als</w>",
+ "chan yeol</w>",
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+ "inser t</w>",
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+ "phra se</w>",
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+ "gran ite</w>",
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+ "ter ra</w>",
+ "innov ations</w>",
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+ "bio logical</w>",
+ "sh ments</w>",
+ "institu tion</w>",
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+ "frequ ency</w>",
+ "d man</w>",
+ "neg lec",
+ "t f",
+ "ste fan</w>",
+ "fox news</w>",
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+ "comm s</w>",
+ "sequ ence</w>",
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+ "re sorts</w>",
+ "cas ually</w>",
+ "bun de",
+ "divi de</w>",
+ "Ø ¹",
+ "ga g</w>",
+ "cre ed</w>",
+ "reti re</w>",
+ "cau cus</w>",
+ "rapi ds</w>",
+ "wrestle mania</w>",
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+ "sunder land</w>",
+ "fundam ent",
+ "o di</w>",
+ "yam aha</w>",
+ "v ary</w>",
+ "intri gu",
+ "el se",
+ "be acon</w>",
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+ "tran sm",
+ "g ents</w>",
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+ "h w</w>",
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+ "fr an</w>",
+ "fav s</w>",
+ "ðŁĴ Ķ",
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+ "s bs</w>",
+ "lemon ade</w>",
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+ "explo sive</w>",
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+ "ram en</w>",
+ "hom ies</w>",
+ "v log</w>",
+ "mi ster</w>",
+ "lor d",
+ "âĢįâĻ Ģï¸ı",
+ "aly ssa</w>",
+ "sketch book</w>",
+ "ru mble</w>",
+ "cat ch",
+ "migr ant</w>",
+ "discipl ine</w>",
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+ "chronic les</w>",
+ "fl ora</w>",
+ "sl ams</w>",
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+ "s boro</w>",
+ "coo p</w>",
+ "ju mps</w>",
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+ "sof ia</w>",
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+ "gab e</w>",
+ "sy ri",
+ "nicol as</w>",
+ "cha i</w>",
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+ "be cky</w>",
+ "foo ty</w>",
+ "ta o</w>",
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+ "ðŁĺįðŁĺį ðŁĺįðŁĺį</w>",
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+ "ðŁ¤ ĵ</w>",
+ "k ha</w>",
+ "satur days</w>",
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+ "he c",
+ "lim it",
+ "carl ton</w>",
+ "wi red</w>",
+ "taylor swift</w>",
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+ "recipi ents</w>",
+ "g at</w>",
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+ "ohi o",
+ "ðŁĻı ðŁı¼</w>",
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+ "lear nt</w>",
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+ "gossi p</w>",
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+ "ml n</w>",
+ "bro m",
+ "tur b",
+ "give aways</w>",
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+ "conven ient</w>",
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+ "vi ve",
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+ "cau se",
+ "cham ber",
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+ "ne arest</w>",
+ "is se</w>",
+ "small biz</w>",
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+ "smar ter</w>",
+ "bra sil</w>",
+ "ra re",
+ "que tte</w>",
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+ "cand le",
+ "at omic</w>",
+ "ðŁijį ðŁijį</w>",
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+ "relax ed</w>",
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+ "k ka</w>",
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+ "ell ers</w>",
+ "n it</w>",
+ "âŃ IJ</w>",
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+ "vi da</w>",
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+ "transpa rent</w>",
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+ "do ts</w>",
+ "superint endent</w>",
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+ "red skins</w>",
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+ "summer time</w>",
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+ "ge aring</w>",
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+ "tele scope</w>",
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+ "ठ°</w>",
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+ "alexand ra</w>",
+ "mas ks</w>",
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+ "fu turi",
+ "un seen</w>",
+ "d m",
+ "chel se",
+ "sc outing</w>",
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+ "portsm outh</w>",
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+ "di spen",
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+ "d lc</w>",
+ "adver t</w>",
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+ "cy cle",
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+ "an go</w>",
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+ "o ka</w>",
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+ "puni shment</w>",
+ "d b",
+ "sha king</w>",
+ "ðŁĺ ļ</w>",
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+ "le h",
+ "cla w</w>",
+ "we ds</w>",
+ "d ure</w>",
+ "ni el",
+ "j elly",
+ "gour met</w>",
+ "tra ders</w>",
+ "le vi</w>",
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+ "heaven ly</w>",
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+ "melo dy</w>",
+ "z ack</w>",
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+ "wiz ards</w>",
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+ "promo tions</w>",
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+ "red sox</w>",
+ "si g</w>",
+ "eleg ance</w>",
+ "ch ia</w>",
+ "univer sal",
+ "ãĢ į</w>",
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+ "un ga</w>",
+ "pol lin",
+ "filip ino</w>",
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+ "ik on</w>",
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+ "galla gher</w>",
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+ "do l</w>",
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+ "ha sh</w>",
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+ "rafa el</w>",
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+ "vas cular</w>",
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+ "chipot le</w>",
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+ "sma shing</w>",
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+ "se xi",
+ "s official</w>",
+ "compar ing</w>",
+ "domin ant</w>",
+ "tof theday</w>",
+ "fa it</w>",
+ "propos als</w>",
+ "gi ft",
+ "y as</w>",
+ "cn c</w>",
+ "l r",
+ "ha b",
+ "reser voir</w>",
+ "beli efs</w>",
+ "gener al",
+ "mar ti",
+ "t d",
+ "est e</w>",
+ "ì ł",
+ "wi l</w>",
+ "ðŁij ¯</w>",
+ "ðŁĶ «</w>",
+ "sp x</w>",
+ "et work</w>",
+ "excer pt</w>",
+ "e instein</w>",
+ "hir o</w>",
+ "sil hou",
+ "team ed</w>",
+ "per ception</w>",
+ "corri dor</w>",
+ "mental health",
+ "hin ts</w>",
+ "ben ny</w>",
+ "induc ted</w>",
+ "sw x</w>",
+ "wi desp",
+ "spe ak",
+ "cher yl</w>",
+ "dru g",
+ "ðŁĺ ķ</w>",
+ "h f</w>",
+ "asparag us</w>",
+ "myster ies</w>",
+ "fitz gerald</w>",
+ "off er",
+ "therap ist</w>",
+ "care er",
+ "dam aging</w>",
+ "ts d</w>",
+ "per u",
+ "wei bo</w>",
+ "y ay",
+ "phoeni x",
+ "disc re",
+ "mac book</w>",
+ "bar ker</w>",
+ "stig ma</w>",
+ "sp read",
+ "roc kies</w>",
+ "kang ar",
+ "bri dg",
+ "pa i",
+ "bi shop",
+ "ta iled</w>",
+ "capsu le</w>",
+ "ðŁĴ ĵ",
+ "ge of",
+ "roy ale</w>",
+ "short listed</w>",
+ "o ste",
+ "ash amed</w>",
+ "ch app",
+ "key e</w>",
+ "cl a</w>",
+ "screen shot",
+ "austri an</w>",
+ "nati ve",
+ "en ight</w>",
+ "juli et</w>",
+ "michel e</w>",
+ "ðŁĮ ´",
+ "travel ers</w>",
+ "pi l</w>",
+ "football er</w>",
+ "win chester</w>",
+ "ðŁĻ Ħ",
+ "azer bai",
+ "gold eng",
+ "organis ations</w>",
+ "interpre tation</w>",
+ "predat or</w>",
+ "ofthe week</w>",
+ "lo gan",
+ "pok é",
+ "mari e",
+ "cal la",
+ "t nt</w>",
+ "cin de",
+ "ge tic</w>",
+ "fit fam</w>",
+ "gra v",
+ "ow ens</w>",
+ "ðŁĮ ±</w>",
+ "shoot out</w>",
+ "sal is",
+ "commissi ons</w>",
+ "co he",
+ "p tic</w>",
+ "ni xon</w>",
+ "hi a</w>",
+ "amb ition</w>",
+ "mar ine",
+ "cruel ty</w>",
+ "t k</w>",
+ "cru de</w>",
+ "sal ty</w>",
+ "jim a</w>",
+ "mon go",
+ "ir ony</w>",
+ "on wards</w>",
+ "arre sts</w>",
+ "strang ers</w>",
+ "ig er</w>",
+ "cycli st</w>",
+ "ra g</w>",
+ "exten ds</w>",
+ "tra dio</w>",
+ "bour g</w>",
+ "mo i",
+ "el la",
+ "e able</w>",
+ "lex us</w>",
+ "au l",
+ "der a</w>",
+ "histor ian</w>",
+ "mor ton</w>",
+ "ti ff</w>",
+ "man ner</w>",
+ "ko t</w>",
+ "d k",
+ "po inted</w>",
+ "mar qu",
+ "a an",
+ "en ey</w>",
+ "du blin",
+ "on poli</w>",
+ "em ili",
+ "secre t",
+ "fl o</w>",
+ "âļ ¡</w>",
+ "ba j",
+ "ste ep</w>",
+ "accompan ied</w>",
+ "rum ours</w>",
+ "dev i</w>",
+ "purch asing</w>",
+ "fi g</w>",
+ "pu b",
+ "sch oo",
+ "autonom ous</w>",
+ "go alie</w>",
+ "x ia</w>",
+ "autom atically</w>",
+ "re vers",
+ "ter o",
+ "fu ku",
+ "titan ic</w>",
+ "shoo k</w>",
+ "sand als</w>",
+ "see kers</w>",
+ "exc av",
+ "nor dic</w>",
+ "bigo live</w>",
+ "ba ke",
+ "r att",
+ "z ak</w>",
+ "ne p",
+ "ðŁĺ ¤</w>",
+ "cand y",
+ "billi ons</w>",
+ "book worm</w>",
+ "pp et</w>",
+ "à ³",
+ "sur faces</w>",
+ "sc ars</w>",
+ "phil ip",
+ "do gg</w>",
+ "ci gars</w>",
+ "co te</w>",
+ "transl ated</w>",
+ "cur ator</w>",
+ "sin dh</w>",
+ "han gover</w>",
+ "bre wer</w>",
+ "on es",
+ "el ton</w>",
+ "ðŁĴª ðŁı¼</w>",
+ "mar cu",
+ "elli ot</w>",
+ "righ te",
+ "di oce",
+ "ru ss</w>",
+ "rail ways</w>",
+ "grand son</w>",
+ "as cen",
+ "apo logy</w>",
+ "awa it</w>",
+ "mob ili",
+ "re spir",
+ "parti san</w>",
+ "oli vi",
+ "stri ke",
+ "yo o</w>",
+ "white house</w>",
+ "expre ssed</w>",
+ "pu ps</w>",
+ "bed ford</w>",
+ "cul tur",
+ "fro gs</w>",
+ "fly ing",
+ "cav ali",
+ "c ds</w>",
+ "fri ger",
+ "street photography</w>",
+ "re solve</w>",
+ "tali ban</w>",
+ "kan g</w>",
+ "cru shing</w>",
+ "ju m",
+ "ðŁĺ Ĵ",
+ "william son</w>",
+ "tan g</w>",
+ "cur ly</w>",
+ "t man</w>",
+ "veter an",
+ "fa ire</w>",
+ "artificial intelligence</w>",
+ "un anim",
+ "pre n",
+ "back drop</w>",
+ "fr ances</w>",
+ "oc cer</w>",
+ "doro thy</w>",
+ "work ing",
+ "ar thr",
+ "conver ted</w>",
+ "day light</w>",
+ "serv ant</w>",
+ "pad dle</w>",
+ "compla ining</w>",
+ "thir ty</w>",
+ "nad al</w>",
+ "ak u</w>",
+ "ibra him</w>",
+ "ad dressed</w>",
+ "p iss</w>",
+ "green house</w>",
+ "batt alion</w>",
+ "si mulator</w>",
+ "out lets</w>",
+ "embroi dery</w>",
+ "ðŁĵ ±</w>",
+ "fis cal</w>",
+ "ger ard</w>",
+ "sas sy</w>",
+ "ðŁİī ðŁİīðŁİī</w>",
+ "vent ures</w>",
+ "mer it</w>",
+ "public ity</w>",
+ "ðŁij Ī</w>",
+ "sophistic ated</w>",
+ "c tu",
+ "conven tional</w>",
+ "condol ences</w>",
+ "isra el",
+ "tra dition",
+ "ar an",
+ "te ss</w>",
+ "gla d",
+ "ðŁĺĬ ðŁĺĬ</w>",
+ "correc tion</w>",
+ "ge on",
+ "am d</w>",
+ "or ship</w>",
+ "be ast",
+ "ch ment</w>",
+ "ì ŀ",
+ "nic o",
+ "wk nd</w>",
+ "wel s</w>",
+ "cushi on</w>",
+ "beli e",
+ "vo c</w>",
+ "idio ts</w>",
+ "under neath</w>",
+ "pu ma</w>",
+ "corn ell</w>",
+ "en ation</w>",
+ "lu l",
+ "swa ch",
+ "ab ig",
+ "u rer</w>",
+ "mi e",
+ "form erly</w>",
+ "ca f</w>",
+ "er nal</w>",
+ "chor us</w>",
+ "juli us</w>",
+ "sen ator",
+ "âľ į",
+ "wh ir",
+ "salv ador</w>",
+ "ph d",
+ "uni fied</w>",
+ "boo ster</w>",
+ "graph ical</w>",
+ "w rec",
+ "son ny</w>",
+ "mi z",
+ "dere rs</w>",
+ "s all</w>",
+ "ven s</w>",
+ "tusc any</w>",
+ "wi d</w>",
+ "y ong</w>",
+ "kur ds</w>",
+ "w az",
+ "trol ls</w>",
+ "mac ro",
+ "cat urday</w>",
+ "pre ssing</w>",
+ "sa sha</w>",
+ "cent ennial</w>",
+ "gu sts</w>",
+ "em c",
+ "be fore",
+ "den ise</w>",
+ "cu st",
+ "ðŁĵ ¢</w>",
+ "lo oo",
+ "base l</w>",
+ "eng land",
+ "y olo</w>",
+ "ar du",
+ "manife sto</w>",
+ "do ha</w>",
+ "ì ľ",
+ "kni ves</w>",
+ "bourne mouth</w>",
+ "bi bl",
+ "bar b</w>",
+ "al icia</w>",
+ "Ø ©</w>",
+ "com er</w>",
+ "cycl one</w>",
+ "g it</w>",
+ "ane ws</w>",
+ "character i",
+ "vent ura</w>",
+ "in tra",
+ "sf giants</w>",
+ "hu t",
+ "be a</w>",
+ "dar win</w>",
+ "ell er",
+ "al v",
+ "re ese</w>",
+ "bl y",
+ "kar an</w>",
+ "conclu sion</w>",
+ "man ny</w>",
+ "fla kes</w>",
+ "unite blue</w>",
+ "nad u</w>",
+ "co pp",
+ "ed ges</w>",
+ "lanca shire</w>",
+ "i als</w>",
+ "o tta</w>",
+ "philipp e</w>",
+ "l ent",
+ "che e</w>",
+ "ment ors</w>",
+ "festi val",
+ "an ism</w>",
+ "compli mentary</w>",
+ "r j</w>",
+ "pu g",
+ "d ine",
+ "we i</w>",
+ "cli ffs</w>",
+ "sar my</w>",
+ "ti veness</w>",
+ "treas ury</w>",
+ "il and</w>",
+ "after math</w>",
+ "rabb i</w>",
+ "ou n</w>",
+ "bou quet</w>",
+ "herit age",
+ "zi on</w>",
+ "sur render</w>",
+ "shen an",
+ "in ks</w>",
+ "kar l",
+ "gh ty",
+ "pol icing</w>",
+ "exam ination</w>",
+ "ce y</w>",
+ "per su",
+ "measure ment</w>",
+ "hydro gen</w>",
+ "lu han</w>",
+ "âłĢâłĢ âłĢâłĢ",
+ "war i</w>",
+ "о Ð",
+ "j y",
+ "fow ler</w>",
+ "mis h</w>",
+ "al fre",
+ "âĺ ij",
+ "bb naija</w>",
+ "cat alogue</w>",
+ "recogn ised</w>",
+ "sa ver</w>",
+ "hu skies</w>",
+ "col in",
+ "mun do</w>",
+ "si va</w>",
+ "p ng</w>",
+ "discoun ted</w>",
+ "man utd</w>",
+ "fre sno</w>",
+ "de vin</w>",
+ "prelimin ary</w>",
+ "tro phies</w>",
+ "pla stics</w>",
+ "du g</w>",
+ "pro cu",
+ "indi go</w>",
+ "g ard</w>",
+ "dy lan",
+ "pit ches</w>",
+ "ground breaking</w>",
+ "in son</w>",
+ "bl ac",
+ "an thology</w>",
+ "f h</w>",
+ "expl ic",
+ "r ard</w>",
+ "admi ral</w>",
+ "so chi</w>",
+ "la shes</w>",
+ "splen did</w>",
+ "en vy</w>",
+ "ad v</w>",
+ "sex y",
+ "festiv ities</w>",
+ "stic king</w>",
+ "bi b</w>",
+ "thr ill</w>",
+ "op p</w>",
+ "ari el</w>",
+ "botan ical</w>",
+ "endur ance</w>",
+ "fe males</w>",
+ "br icks</w>",
+ "vat ican</w>",
+ "black pool</w>",
+ "ber mu",
+ "br ough</w>",
+ "roll er",
+ "bi d",
+ "sue de</w>",
+ "sloven ia</w>",
+ "mm ing",
+ "ml b",
+ "med alist</w>",
+ "di ans</w>",
+ "rehabil itation</w>",
+ "ne on",
+ "s go</w>",
+ "li thu",
+ "ram os</w>",
+ "z ed",
+ "pi anist</w>",
+ "inten sive</w>",
+ "broad band</w>",
+ "stu dy",
+ "peter sburg</w>",
+ "lu ca</w>",
+ "ah hhh</w>",
+ "phys ician</w>",
+ "dill on</w>",
+ "tele com</w>",
+ "gri ef</w>",
+ "mu n</w>",
+ "ac ro",
+ "si ded</w>",
+ "s ly</w>",
+ "blo ws</w>",
+ "classic cars</w>",
+ "tri um",
+ "ar gy",
+ "? :</w>",
+ "h ri",
+ "marsh mal",
+ "âĢ ĵ",
+ "to pping</w>",
+ "war saw</w>",
+ "tran sc",
+ "preserv ation</w>",
+ "b av",
+ "re friger",
+ "experim ents</w>",
+ "ä º",
+ "gl it",
+ "sli ga</w>",
+ "g age</w>",
+ "fac tor",
+ "flav ours</w>",
+ "br ony</w>",
+ "sp o</w>",
+ "cook book</w>",
+ "carri age</w>",
+ "aw ay",
+ "ny fw</w>",
+ "on ian</w>",
+ "w g",
+ "simp sons</w>",
+ "ro lex</w>",
+ "ðŁı ¿</w>",
+ "cro sby</w>",
+ "ãħ ¤",
+ "cre di",
+ "syn dic",
+ "pu bs</w>",
+ "ali fe</w>",
+ "poor ly</w>",
+ "mac ed",
+ "ðŁĺ ŀ</w>",
+ "behin dthe",
+ "w enger</w>",
+ "n ats</w>",
+ "ðŁİ Ł</w>",
+ "rubb ish</w>",
+ "procedu res</w>",
+ "typho on</w>",
+ "opho bia</w>",
+ "er do",
+ "fu el",
+ "vi era</w>",
+ "bu mps</w>",
+ "millenni um</w>",
+ "new zealand</w>",
+ "lec tures</w>",
+ "it on</w>",
+ "mil ky</w>",
+ "respon ded</w>",
+ "ê °",
+ "landsc ape",
+ ".. @</w>",
+ "bo ther</w>",
+ "âĸ ¶</w>",
+ "z hang</w>",
+ "huawe i</w>",
+ "tu ition</w>",
+ "s worn</w>",
+ "in u",
+ "y or</w>",
+ "pa olo</w>",
+ "au ditions</w>",
+ "ab il",
+ "malay sian</w>",
+ "ho ps</w>",
+ "fe athers</w>",
+ "mp le</w>",
+ "au ts</w>",
+ "ã o</w>",
+ "boun ty</w>",
+ "ic he</w>",
+ "ì ĺ",
+ "sh q</w>",
+ "pin ot</w>",
+ "ge ars</w>",
+ "disapp ear",
+ "video games</w>",
+ "t na</w>",
+ "alzheim er</w>",
+ "ðŁĮ ŀ",
+ "a ji</w>",
+ "under wear</w>",
+ "swit ching</w>",
+ "sign age</w>",
+ "o scar",
+ "ec on</w>",
+ "dro w",
+ "cl int</w>",
+ "pl ated</w>",
+ "gun dy</w>",
+ "emb lem</w>",
+ "ho es</w>",
+ "ici st</w>",
+ "nel ly</w>",
+ "juni or",
+ "road show</w>",
+ "miner als</w>",
+ "at le",
+ "alexand ria</w>",
+ "ac claimed</w>",
+ "v ell",
+ "shi va</w>",
+ "ad he",
+ "en ne",
+ "amne sty</w>",
+ "h ounds</w>",
+ "councill or</w>",
+ "ðŁĴ ¦",
+ "aes the",
+ "part nering</w>",
+ "influ enced</w>",
+ "mag no",
+ "fl are</w>",
+ "extin ction</w>",
+ "civil ian</w>",
+ "maje sty</w>",
+ "va il</w>",
+ "law makers</w>",
+ "rac ks</w>",
+ "mc c</w>",
+ "ori an</w>",
+ "sp ices</w>",
+ "er rors</w>",
+ "may er</w>",
+ "co ca</w>",
+ "pa i</w>",
+ "s ooooo</w>",
+ "reti ring</w>",
+ "ba thro",
+ "ðŁĻĮ ðŁĻĮ",
+ "âĸ ª",
+ "su f",
+ "endor sement</w>",
+ "buil ding",
+ "broo ch</w>",
+ "pal la",
+ "arvin d",
+ "ag ent",
+ "kar ate</w>",
+ "r hi",
+ "c tv",
+ "ta ine",
+ "um m</w>",
+ "ba x",
+ "reig ns</w>",
+ "uni of",
+ "enterpri ses</w>",
+ "adel e</w>",
+ "fla ke</w>",
+ "at tire</w>",
+ "bru ce",
+ "ba hamas</w>",
+ "gra vy</w>",
+ "sa in",
+ "che ek</w>",
+ "tri vi",
+ "lo v</w>",
+ "e en</w>",
+ "bb lo",
+ "lady gaga</w>",
+ "itt a</w>",
+ ". \"-</w>",
+ "du stin</w>",
+ "observ atory</w>",
+ "eigh th</w>",
+ "bloom berg</w>",
+ "kh s</w>",
+ "f cc</w>",
+ "gi st</w>",
+ "commemor ate</w>",
+ "ve er",
+ "sexu ality</w>",
+ "ed c</w>",
+ "nic ole",
+ "vac ancy</w>",
+ "u ser",
+ "son a</w>",
+ ":' (</w>",
+ "dipl oma</w>",
+ "t end</w>",
+ "up grades</w>",
+ "Å Ł",
+ "jura ssic</w>",
+ "cardi ac</w>",
+ "dr s</w>",
+ "widesp read</w>",
+ "Ã ł</w>",
+ "dail ies</w>",
+ "vend or</w>",
+ "sim plicity</w>",
+ "wi der</w>",
+ "len ses</w>",
+ "supp lements</w>",
+ "de pos",
+ "ob served</w>",
+ "vin es</w>",
+ "parti ally</w>",
+ "renew al</w>",
+ "collabor ate</w>",
+ "ali g",
+ "fin ity</w>",
+ "ph u",
+ "zz y",
+ "pe tit</w>",
+ "ðŁĵ ħ</w>",
+ "z in</w>",
+ "i gu",
+ "sm ack",
+ "fall on</w>",
+ "ðŁĵ £</w>",
+ "back wards</w>",
+ "comp onent</w>",
+ "o so</w>",
+ "compati ble</w>",
+ "bin ding</w>",
+ "zur ich</w>",
+ "thom e</w>",
+ "w ounds</w>",
+ "ly ric</w>",
+ "fresh men</w>",
+ "sne aky</w>",
+ "fi bro",
+ "di et",
+ "emplo yer</w>",
+ "in sect</w>",
+ "h ated</w>",
+ "sch er</w>",
+ "raz or</w>",
+ "n sw",
+ "boo ker</w>",
+ "califor ni",
+ "av fc</w>",
+ "Â °",
+ "preten ding</w>",
+ "pep si</w>",
+ "al is",
+ "un titled</w>",
+ "k art</w>",
+ "grand parents</w>",
+ "e the",
+ "o ck</w>",
+ "lux emb",
+ "visu als</w>",
+ "small business</w>",
+ "abdul lah</w>",
+ "min ho</w>",
+ "su baru</w>",
+ "h ra",
+ "reve aling</w>",
+ "heart breaking</w>",
+ "clar ity</w>",
+ "am g</w>",
+ "sl r</w>",
+ "** **",
+ "âŀ ĸ",
+ "recor d",
+ "ici ary</w>",
+ "min ded</w>",
+ "ye h</w>",
+ "exce ssive</w>",
+ "knu ck",
+ "icec ream</w>",
+ "tru th",
+ "ev ic",
+ "ta stic</w>",
+ "ant arc",
+ "ren dering</w>",
+ ", ,",
+ "mit t</w>",
+ "loren zo</w>",
+ "st patrick",
+ "bound ary</w>",
+ "zi g</w>",
+ "vo cab",
+ "osa ka</w>",
+ "fur n",
+ "tu n</w>",
+ "gu l</w>",
+ "s ounding</w>",
+ "blo gger",
+ "utter ly</w>",
+ "g af",
+ "adv ancing</w>",
+ "l cd</w>",
+ "mar gin</w>",
+ "lifel ong</w>",
+ "solst ice</w>",
+ "sh ra",
+ "wa its</w>",
+ "ple ar",
+ "bre ach</w>",
+ "en ligh",
+ "ad er</w>",
+ "itt le</w>",
+ "c ation</w>",
+ "ho on</w>",
+ "stu died</w>",
+ "?? ???</w>",
+ "k ash</w>",
+ "ev angeli",
+ "ps l</w>",
+ "wei ghts</w>",
+ "met als</w>",
+ "ty res</w>",
+ "tur no",
+ "wi e",
+ "car b</w>",
+ "g ale</w>",
+ "se al",
+ "sun ite</w>",
+ "am ic</w>",
+ "patter son</w>",
+ "á n</w>",
+ "eu ph",
+ "up stairs</w>",
+ "quali fiers</w>",
+ "khali fa</w>",
+ "apple music</w>",
+ "ìĨĮë ħ",
+ "vau ghan</w>",
+ "al ter</w>",
+ "cru iser</w>",
+ "mu a</w>",
+ "t ana</w>",
+ "kat rina</w>",
+ "id ols</w>",
+ "spo iled</w>",
+ "secre tly</w>",
+ "fi bre</w>",
+ "part nered</w>",
+ "um es</w>",
+ "gi ov",
+ "com et</w>",
+ "screenshot saturday</w>",
+ "k eller</w>",
+ "fil tr",
+ "fe t",
+ "con way</w>",
+ "pe u",
+ "bad minton</w>",
+ "gi d</w>",
+ "m ound</w>",
+ "don key</w>",
+ "bu ff</w>",
+ "lea ther",
+ "lar gely</w>",
+ "bro ch",
+ "int ments</w>",
+ "am use",
+ "r k</w>",
+ "sto ve</w>",
+ "impac ted</w>",
+ "con t</w>",
+ "cr acks</w>",
+ "prison er</w>",
+ "bar i",
+ "contrac tor</w>",
+ "ori oles</w>",
+ "domin ate</w>",
+ "pol ar",
+ "am elia</w>",
+ "dr c</w>",
+ "ðŁijĮ ðŁijĮ</w>",
+ "vi st</w>",
+ "su arez</w>",
+ "injec tion</w>",
+ "blo oms</w>",
+ "ðŁļ¨ ðŁļ¨</w>",
+ "sti ff</w>",
+ "pay pal</w>",
+ "sno wing</w>",
+ "thur sdays</w>",
+ "goo se",
+ "we dge</w>",
+ "educ ated</w>",
+ "weak ness</w>",
+ "de cker</w>",
+ "abud ha",
+ "bree zy</w>",
+ "Û Į",
+ "hope ful</w>",
+ "o bi",
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+ "crit ically</w>",
+ "le um</w>",
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+ "co bra</w>",
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+ "ge ology</w>",
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+ "chelten ham</w>",
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+ "glo ver</w>",
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+ "!!!! !!!!</w>",
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+ "ðŁĺ ĩ",
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+ "ul ary</w>",
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+ "kathle en</w>",
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+ "adap ter</w>",
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+ "ku n</w>",
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+ "than king</w>",
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+ "t k",
+ "gr on",
+ "v g</w>",
+ "k ung</w>",
+ "ja x",
+ "dha bi</w>",
+ "r ss</w>",
+ "mack enzie</w>",
+ "beir ut</w>",
+ "clean up</w>",
+ "gy psy</w>",
+ "st ell",
+ "bur ger",
+ "hurric anes</w>",
+ "educ ation",
+ "st ina</w>",
+ "âĻ¡ âĻ¡",
+ "unfortun ate</w>",
+ "jere mi",
+ "bad ger</w>",
+ "at ers</w>",
+ ": âĢ¦</w>",
+ "ter ra",
+ "subli me</w>",
+ "stu d",
+ "y mca</w>",
+ "mr u</w>",
+ "duter te</w>",
+ "bren nan</w>",
+ "bul b</w>",
+ "mel o</w>",
+ "yl on</w>",
+ "hack er</w>",
+ "c red</w>",
+ "gu d</w>",
+ "as an",
+ "pad illa</w>",
+ "embroide red</w>",
+ "vietnam ese</w>",
+ "pione ers</w>",
+ "projec tion</w>",
+ "re boot</w>",
+ "id c</w>",
+ "an ey</w>",
+ "pri mer</w>",
+ "suff ers</w>",
+ "win ding</w>",
+ "p on</w>",
+ "sto day</w>",
+ "mor n</w>",
+ "u ch</w>",
+ "all in</w>",
+ "adid as",
+ "eliza beth",
+ "tu ck</w>",
+ "o graphy</w>",
+ "ðŁļ Ģ",
+ "be g</w>",
+ "os borne</w>",
+ "ghet to</w>",
+ "r h</w>",
+ "cn n",
+ "ir ma</w>",
+ "ma kin</w>",
+ "cab les</w>",
+ "mur ders</w>",
+ "oc ks</w>",
+ "inst a",
+ "al as</w>",
+ "si k</w>",
+ "cu ff</w>",
+ "la re",
+ "foo dies</w>",
+ "o vic</w>",
+ "at om",
+ "geome tric</w>",
+ "em pathy</w>",
+ "ภµ",
+ "cent enary</w>",
+ "newsp apers</w>",
+ "administr ative</w>",
+ "ðŁİ Ĭ</w>",
+ "sti ve</w>",
+ "contrac tors</w>",
+ "le tt",
+ "tas mania</w>",
+ "awesom eness</w>",
+ "den sity</w>",
+ "ve en</w>",
+ "prince ton</w>",
+ "frequ ently</w>",
+ "re ject</w>",
+ "gh i",
+ "modu lar</w>",
+ "ceram ics</w>",
+ "sh ag",
+ "ki wi</w>",
+ "can vas",
+ "sweat shirt</w>",
+ "an j",
+ "ti mm",
+ "napol i</w>",
+ "il er",
+ "appe als</w>",
+ "hamil ton",
+ "ma yo",
+ "we ave</w>",
+ "arrang ed</w>",
+ "whar f</w>",
+ "occu py",
+ "b vb</w>",
+ "as aki</w>",
+ "ot ter</w>",
+ "nor m</w>",
+ "vi es</w>",
+ "de tox</w>",
+ "tion al",
+ "dere k",
+ "id ad</w>",
+ "ad missions</w>",
+ "constitu ency</w>",
+ "u pper",
+ "woo t</w>",
+ "allo y</w>",
+ "se ve</w>",
+ "lu b",
+ "un comfortable</w>",
+ "ed win</w>",
+ "ab re",
+ "d wight</w>",
+ "ar che",
+ "virtu ally</w>",
+ "sp ol",
+ "pri e",
+ "ai i</w>",
+ "er r",
+ "swit ch",
+ "bar ack</w>",
+ "se ok</w>",
+ "cou l",
+ "wn t</w>",
+ "pou l",
+ "o live",
+ "caffe ine</w>",
+ "cardi ff",
+ "notor ious</w>",
+ "de mp",
+ "ex cess</w>",
+ "bar r</w>",
+ "t ford</w>",
+ "a jay",
+ "bump ed</w>",
+ "my thology</w>",
+ "shel ley</w>",
+ "fal con",
+ "shakespe are",
+ "must angs</w>",
+ "no ted</w>",
+ "bon e",
+ "civil ization</w>",
+ "sy d</w>",
+ "par sons</w>",
+ "un official</w>",
+ "hy ped</w>",
+ "sp ends</w>",
+ "oppo sed</w>",
+ "v ings</w>",
+ "space x</w>",
+ "noti fication</w>",
+ "deci ding</w>",
+ "bio tech</w>",
+ "out si",
+ "sal ah</w>",
+ "! .</w>",
+ "fe d",
+ "ss y",
+ "c ms</w>",
+ "bad gers</w>",
+ "cr o</w>",
+ "ela ine</w>",
+ "n ba",
+ "dy our",
+ "n ant</w>",
+ "honey moon</w>",
+ "climb ed</w>",
+ "conom y</w>",
+ "ath a</w>",
+ "m ell",
+ "ne bula</w>",
+ "nature photography</w>",
+ "juli e",
+ "bm x</w>",
+ "inve sted</w>",
+ "mon o</w>",
+ "lieu tenant</w>",
+ "wat kins</w>",
+ "techn ician</w>",
+ "o se</w>",
+ "ka e",
+ "ì Ľ",
+ "mc queen</w>",
+ "pre ach</w>",
+ "trav eller</w>",
+ "flexi bility</w>",
+ "ze bra</w>",
+ "reta iler</w>",
+ "p ant</w>",
+ "ben der</w>",
+ "brand t</w>",
+ "squ id</w>",
+ "war rant</w>",
+ "veri fied</w>",
+ "cas s</w>",
+ "pier cing</w>",
+ "hon ours</w>",
+ "t ying</w>",
+ "mor ris",
+ "kis sed</w>",
+ "op rah</w>",
+ "panor amic</w>",
+ "me i",
+ "splat oon</w>",
+ "wich ita</w>",
+ "ari as</w>",
+ "gal li",
+ "indy ref</w>",
+ "good times</w>",
+ "athe ist</w>",
+ "confe ssion</w>",
+ "ow ski</w>",
+ "re pping</w>",
+ "ad ditions</w>",
+ "mechan ism</w>",
+ "z im</w>",
+ "j ans</w>",
+ "su f</w>",
+ "cho pped</w>",
+ "beg innings</w>",
+ "vitam ins</w>",
+ "ãħ¤ ãħ¤",
+ "or th",
+ "po les</w>",
+ "ru b</w>",
+ "antarc tica</w>",
+ "indie film</w>",
+ "web cam</w>",
+ "ket ch",
+ "bre tt",
+ "cle ment",
+ "her on</w>",
+ "defe ating</w>",
+ "hydr o</w>",
+ "buc ket",
+ "wand ering</w>",
+ "sid ney</w>",
+ "future of",
+ "b inge</w>",
+ "on ies</w>",
+ "knock out</w>",
+ "administr ator</w>",
+ "syn the",
+ "l ent</w>",
+ "jan i</w>",
+ "bar ley</w>",
+ "premier league</w>",
+ "ner ds</w>",
+ "cr m</w>",
+ "bra s</w>",
+ "bot any</w>",
+ "evol ved</w>",
+ "rot ter",
+ "ro wed</w>",
+ "tum or</w>",
+ "weal thy</w>",
+ "Â Ń</w>",
+ "mon arch</w>",
+ "li shed</w>",
+ "da hl</w>",
+ "ðŁİ ĥ",
+ "bu ch",
+ "ken yan</w>",
+ "Ø §</w>",
+ "red ness</w>",
+ "assemb led</w>",
+ "se mit",
+ "hud der",
+ "shro p",
+ "ran i</w>",
+ "lear ning",
+ "mor y</w>",
+ "iti a</w>",
+ "geo graphic</w>",
+ "worl dof",
+ "f b",
+ "pho sp",
+ "boo gie</w>",
+ "am ped</w>",
+ "? ...</w>",
+ "che w</w>",
+ "dwar f</w>",
+ "ar us</w>",
+ "s sen</w>",
+ "ru sty</w>",
+ "recru its</w>",
+ "h k",
+ "gar de</w>",
+ "app lause</w>",
+ "vol umes</w>",
+ "invol ves</w>",
+ "ta c</w>",
+ "hand bag</w>",
+ "trans late</w>",
+ "ffe l</w>",
+ "se ym",
+ "aqu atic</w>",
+ "trans fer",
+ "zo di",
+ "and r",
+ "acade mia</w>",
+ "cr ater</w>",
+ "te z</w>",
+ "ar se</w>",
+ "adap t</w>",
+ "col oni",
+ "snow man</w>",
+ "mal i</w>",
+ "hang in</w>",
+ "di schar",
+ "oy sters</w>",
+ "pho e",
+ "colon el</w>",
+ "w ba</w>",
+ "hispan ic</w>",
+ "thri ving</w>",
+ "sh y",
+ "ag les</w>",
+ "sales force</w>",
+ "cre me</w>",
+ "so les</w>",
+ "la fayette</w>",
+ "â ī",
+ "ter ia</w>",
+ "ach a</w>",
+ "sp erson</w>",
+ "go go</w>",
+ "car ly</w>",
+ "the ore",
+ "am ore</w>",
+ "vo x</w>",
+ "af t</w>",
+ "ãĤ ¹",
+ "stap le</w>",
+ "mu ffin</w>",
+ "di agram</w>",
+ "ino x</w>",
+ "su stained</w>",
+ "av ent",
+ "me ta</w>",
+ "arbit r",
+ "dec ay</w>",
+ "ado le",
+ "Ð ½",
+ "ec ol",
+ "ph o</w>",
+ "n k",
+ "o cu",
+ "gr anny</w>",
+ "ç a</w>",
+ "luxemb our",
+ "stad t</w>",
+ "alber to</w>",
+ "le vit",
+ "am as",
+ "d x",
+ "or phan",
+ "co bb</w>",
+ "as c",
+ "lo gy",
+ "immen se</w>",
+ "chan ts</w>",
+ "off line</w>",
+ "p ent</w>",
+ "bre x",
+ "w inger</w>",
+ "plan e",
+ "i el</w>",
+ "nichol s</w>",
+ "ca thy</w>",
+ "nar uto</w>",
+ "low ed</w>",
+ "/ //</w>",
+ "ignor ance</w>",
+ "cat astro",
+ "you ts</w>",
+ "sch en",
+ "buil d",
+ "haz i</w>",
+ "s ine",
+ "critical role</w>",
+ "du g",
+ "dete ct</w>",
+ "lo gs</w>",
+ "en amel</w>",
+ "stpatrick sday</w>",
+ "ed die",
+ "co pa</w>",
+ "cigare ttes</w>",
+ "ho ff</w>",
+ "kay a</w>",
+ "la goon</w>",
+ "ra pha",
+ "air borne</w>",
+ "choo se",
+ "puer tor",
+ "ke v",
+ "gui ding</w>",
+ "fro sty</w>",
+ "bor ough",
+ "mir a</w>",
+ "ðŁİ Ĭ",
+ "cade t</w>",
+ "anu sh",
+ "yo gi</w>",
+ "e ger</w>",
+ "fl ing</w>",
+ "slo pe</w>",
+ "nin th</w>",
+ "we ston</w>",
+ "foot wear</w>",
+ "f n",
+ "may weather</w>",
+ "a am</w>",
+ "pla in",
+ "stair case</w>",
+ "witne sses</w>",
+ "work outs</w>",
+ "ro bust</w>",
+ "dex ter</w>",
+ "co hort</w>",
+ "ðŁļ Ĺ</w>",
+ "sp ell",
+ "ha ze</w>",
+ "o om",
+ "organ ising</w>",
+ "wild fire</w>",
+ "cont acts</w>",
+ "av on",
+ "min o</w>",
+ "upd ating</w>",
+ "ðŁį »",
+ "li thium</w>",
+ "ing ual</w>",
+ "k is</w>",
+ "au ga</w>",
+ "lo com",
+ "de duc",
+ "u da</w>",
+ "th ak",
+ "boy le</w>",
+ "mp er</w>",
+ "hot tie</w>",
+ "eri k",
+ "re vised</w>",
+ "is la</w>",
+ "travel photography</w>",
+ "oo za</w>",
+ "en qui",
+ "confe rences</w>",
+ "clo ver</w>",
+ "g room</w>",
+ "cur ves</w>",
+ "live on",
+ "per f</w>",
+ "displac ed</w>",
+ "bo log",
+ "xx xx</w>",
+ "ðŁĺ© ðŁĺ©",
+ "te al</w>",
+ "ve ssels</w>",
+ "rain forest</w>",
+ "cal ci",
+ "pan ther",
+ "gira ffe</w>",
+ "ta sted</w>",
+ "imag ery</w>",
+ "pad res</w>",
+ "day time</w>",
+ "bas s",
+ "ri pe</w>",
+ "opio id</w>",
+ "nu e",
+ "vin yl",
+ "invent or</w>",
+ "sen s</w>",
+ "process or</w>",
+ "mu t</w>",
+ "gad gets</w>",
+ "bibl ical</w>",
+ "shann on",
+ "jacqu eline</w>",
+ "car y</w>",
+ "the resistance</w>",
+ "ali en",
+ "n vi",
+ "co sy</w>",
+ "bi har</w>",
+ "fo ley</w>",
+ "ren d</w>",
+ "mu gs</w>",
+ "fa ken",
+ "cl one</w>",
+ "ni allo",
+ "gra bbed</w>",
+ "chi hu",
+ "power house</w>",
+ "n tt</w>",
+ "chero kee</w>",
+ "spon ge",
+ "imple menting</w>",
+ "rh ine",
+ "le one</w>",
+ "ðŁį Ģ",
+ "pret tiest</w>",
+ "infra red</w>",
+ "impro v</w>",
+ "swit ched</w>",
+ "tu bes</w>",
+ "con tr",
+ "bl k</w>",
+ "projec ted</w>",
+ "be aver</w>",
+ "yo t",
+ "bbcra dio</w>",
+ "thi gh</w>",
+ "per secu",
+ "apologi ze</w>",
+ "w ack",
+ "po ster",
+ "oli ver",
+ "az a</w>",
+ "lou d",
+ "( ?)</w>",
+ "f the",
+ "women shi",
+ "spar row</w>",
+ "blu sh</w>",
+ "us able</w>",
+ "sc ales</w>",
+ "it ative</w>",
+ "peu ge",
+ "ne eding</w>",
+ "legg ings</w>",
+ "glam orous</w>",
+ "mat ur",
+ "c z",
+ "wat t",
+ "da b</w>",
+ "tam ar",
+ "et sym",
+ "bau er</w>",
+ "heart felt</w>",
+ "h n",
+ "else where</w>",
+ "bir ch</w>",
+ "alu mini",
+ "hu ck",
+ "e me",
+ "j l</w>",
+ "traf ford</w>",
+ "d z</w>",
+ "por tions</w>",
+ "ana sta",
+ "arthr itis</w>",
+ "esp n",
+ "ber gen</w>",
+ "viol ation</w>",
+ "yo shi",
+ "c z</w>",
+ "northumber land</w>",
+ "clo sures</w>",
+ "ðŁĩ¯ ðŁĩ",
+ "smi ley</w>",
+ "r w</w>",
+ "tel ugu</w>",
+ "inten si",
+ "gre gg</w>",
+ "ve ga</w>",
+ "dun geon</w>",
+ "south bound</w>",
+ "ba il",
+ "domin ican</w>",
+ "semi final</w>",
+ "chap ters</w>",
+ "h itch",
+ "van ity</w>",
+ "trans iti",
+ "recomm ends</w>",
+ "sati sf",
+ "bar ca</w>",
+ "queen s",
+ "( (",
+ "de struc",
+ "stra it</w>",
+ "ra vi",
+ "dess erts</w>",
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+ "har am</w>",
+ "k os</w>",
+ "fo e</w>",
+ "fat ty</w>",
+ "pais ley</w>",
+ "magn itude</w>",
+ "dri dge</w>",
+ "com ey</w>",
+ "schem es</w>",
+ "vision ary</w>",
+ "our t</w>",
+ "down loaded</w>",
+ "ðŁĻĮ ðŁı½</w>",
+ "gd pr</w>",
+ "lan i</w>",
+ "p wc</w>",
+ "gu ad",
+ "nic est</w>",
+ "stake holders</w>",
+ "re ferred</w>",
+ "george town</w>",
+ "arvind kejriwal</w>",
+ "schnei der</w>",
+ "in doors</w>",
+ "all star</w>",
+ "strand ed</w>",
+ "gen der",
+ "ze pp",
+ "ma sses</w>",
+ "ðŁIJ ±</w>",
+ "pati ently</w>",
+ "bl dg</w>",
+ "z ab",
+ "we arab",
+ "vi vid</w>",
+ "he ck",
+ "d ella</w>",
+ "sy mb",
+ "je opar",
+ "la ger</w>",
+ "à ª",
+ "comb ines</w>",
+ "ne c</w>",
+ "br ay</w>",
+ "flo p</w>",
+ "tx wx</w>",
+ "jo ys</w>",
+ "pon t</w>",
+ "pro found</w>",
+ "sur round</w>",
+ "mad hu",
+ "ma ble</w>",
+ "ay r",
+ "te as",
+ "n sa</w>",
+ "open ly</w>",
+ "er nest</w>",
+ "ãĥ ©",
+ "to po",
+ "g na</w>",
+ "anti oxid",
+ "ti an",
+ "e tr",
+ "c ello</w>",
+ "ma thi",
+ "gener osity</w>",
+ "b iting</w>",
+ "man ic",
+ "kel sey</w>",
+ "chee ks</w>",
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+ "w th</w>",
+ "pron oun",
+ "ultimat ely</w>",
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+ "ari anag",
+ "ger ry</w>",
+ "ble ed",
+ "red dy</w>",
+ "mic h</w>",
+ "mitsubi shi</w>",
+ "oper ated</w>",
+ "sex ually</w>",
+ "ma u</w>",
+ "cl lr</w>",
+ "vi ds</w>",
+ "co c",
+ "mel ted</w>",
+ "ðŁĮ Ī",
+ "q ld",
+ "ite ch</w>",
+ "instru mental</w>",
+ "end game</w>",
+ "ðŁĵ ĸ</w>",
+ "ener gi",
+ "brow nie</w>",
+ "tam il",
+ "at in</w>",
+ "domin ated</w>",
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+ "fire place</w>",
+ "sens ational</w>",
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+ "ru pt</w>",
+ "ori ental</w>",
+ "mc cor",
+ "tour naments</w>",
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+ "re eves</w>",
+ "prescri ption</w>",
+ "sam e",
+ "fra u",
+ "tru ffle</w>",
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+ "roman s</w>",
+ "bla sts</w>",
+ "techno logical</w>",
+ "pr at",
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+ "y ar</w>",
+ "tren dy</w>",
+ "ac l</w>",
+ "al ad",
+ "ðŁį ģ</w>",
+ "o hh</w>",
+ "bankrup t",
+ "tho ven</w>",
+ "regar ds</w>",
+ "is er",
+ "war wick",
+ "vine yards</w>",
+ "real m</w>",
+ "niallo fficial</w>",
+ "do ta</w>",
+ "ge mini</w>",
+ "to do</w>",
+ "v able</w>",
+ "¨ ¨",
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+ "wre ath</w>",
+ "ju ve</w>",
+ "nat asha</w>",
+ "le ver</w>",
+ "lor i</w>",
+ "hor ser",
+ "cc tv</w>",
+ "air bnb</w>",
+ "es anders</w>",
+ "sin clair</w>",
+ "ema biggest",
+ "high school</w>",
+ "con test",
+ "optimi stic</w>",
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+ "ðŁĴķ ðŁĴķ",
+ "ss d</w>",
+ "ye e</w>",
+ "hel ena</w>",
+ "con sen",
+ "ric ks</w>",
+ "jes se",
+ "an ic</w>",
+ "ðŁİ ¯</w>",
+ "re acts</w>",
+ "ro be</w>",
+ "independ ence",
+ "vol tage</w>",
+ "m ington</w>",
+ "s ant</w>",
+ "à¸Ļ à¸",
+ "-------- --------",
+ "sentin el</w>",
+ "ke tt",
+ "rehear sing</w>",
+ "aaaa aaaa",
+ "sof the",
+ "stir ling</w>",
+ "sear ch",
+ "wi gan</w>",
+ "stand out</w>",
+ "sna il</w>",
+ "pent agon</w>",
+ "Ä ģ",
+ "ch lor",
+ "cru st</w>",
+ "net any",
+ "chemi st</w>",
+ "disapp eared</w>",
+ "ric ardo</w>",
+ "sp iders</w>",
+ "bo se</w>",
+ "war ren",
+ "me ssing</w>",
+ "bann ers</w>",
+ "gu el",
+ "par ach",
+ "ma id",
+ "coun ted</w>",
+ "epi le",
+ "bon fire</w>",
+ "speech less</w>",
+ "se tter</w>",
+ "meas ured</w>",
+ "rejec ts</w>",
+ "nik ki",
+ "le ster",
+ "foren sic</w>",
+ "fab rics</w>",
+ "alo ha</w>",
+ "pre served</w>",
+ "wat ford</w>",
+ "deta iling</w>",
+ "dar th</w>",
+ "bo u</w>",
+ "car ly",
+ "... '</w>",
+ "tail gate</w>",
+ "noti fications</w>",
+ "å ¤",
+ "pas sive</w>",
+ "trous ers</w>",
+ "balo ch</w>",
+ "ro ther",
+ "typic ally</w>",
+ "Ã ¥",
+ "sp it</w>",
+ "wi z</w>",
+ "sic ily</w>",
+ "technic ally</w>",
+ "ex pose</w>",
+ "st age",
+ "hu bb",
+ "cre am",
+ "cap s</w>",
+ "po ke</w>",
+ "sle ek</w>",
+ "ju ne",
+ "tempor arily</w>",
+ "de z",
+ "awak ens</w>",
+ "l ame</w>",
+ "_ -</w>",
+ "ji ha",
+ "tues days</w>",
+ "advis ed</w>",
+ "advis ors</w>",
+ "exi sted</w>",
+ "dis agree</w>",
+ "news room</w>",
+ "lo sers</w>",
+ "world tour</w>",
+ "dr ying</w>",
+ "al di</w>",
+ "har ness</w>",
+ "foot print</w>",
+ "hobb it</w>",
+ "p mln</w>",
+ "i ro",
+ "que red</w>",
+ "asse ss</w>",
+ "gaz e</w>",
+ "sa b</w>",
+ "th ian</w>",
+ "í Ĭ",
+ "ti f</w>",
+ "ob serve</w>",
+ "ev il",
+ "dra wer</w>",
+ "swee p",
+ "cor y",
+ "co dy",
+ "kyo to</w>",
+ "cal lum</w>",
+ "n inj",
+ "lau rent</w>",
+ "be i</w>",
+ "sket ching</w>",
+ "custom ized</w>",
+ "du r</w>",
+ "regre ts</w>",
+ "knox ville</w>",
+ "ìķ Ħ",
+ "mess aging</w>",
+ "grac ie</w>",
+ "abun dance</w>",
+ "bi dding</w>",
+ "bre wed</w>",
+ "fl ouri",
+ "therapeu tic</w>",
+ "alt itude</w>",
+ "ho gs</w>",
+ "bur ner</w>",
+ "elec tro</w>",
+ "wonder fully</w>",
+ "he ater</w>",
+ "post pon",
+ "li very</w>",
+ "r all",
+ "ad as</w>",
+ "a ac",
+ "sau l</w>",
+ "brook lyn",
+ "play house</w>",
+ "âĻ¥âĻ¥ âĻ¥</w>",
+ "char itable</w>",
+ "in y</w>",
+ "z ah",
+ "compet itions</w>",
+ "be av",
+ "plu gged</w>",
+ "o is</w>",
+ "do om",
+ "astron om",
+ "speci alized</w>",
+ "max i</w>",
+ "ta ps</w>",
+ "cellu lar</w>",
+ "depre ssed</w>",
+ "folklore thursday</w>",
+ "cri b</w>",
+ "e mul",
+ "ë° ©",
+ "fi gh",
+ "ru z</w>",
+ "car lisle</w>",
+ "spe ar",
+ "side walk</w>",
+ "de i</w>",
+ "depend ent</w>",
+ "lac es</w>",
+ "nh s",
+ "ðŁĮ Ļ</w>",
+ "reali zing</w>",
+ "net work",
+ "ric he",
+ "re gin",
+ "re fresh</w>",
+ "st ral</w>",
+ "pa thology</w>",
+ "pla id</w>",
+ "psyched elic</w>",
+ "hin d</w>",
+ "u ka</w>",
+ "algori thm</w>",
+ "lin king</w>",
+ "progre ssi",
+ "fe y</w>",
+ "d ade</w>",
+ "hydr ated</w>",
+ "b ant",
+ "fam ed</w>",
+ "cot sw",
+ "bo ise</w>",
+ "as c</w>",
+ "rac ing",
+ "ja vier</w>",
+ "ww en",
+ "mar lins</w>",
+ "poo p</w>",
+ "swe pt</w>",
+ "toni ghts</w>",
+ "we f</w>",
+ "ani me",
+ "slo vak",
+ "âŀĸ âŀĸ",
+ "cla us</w>",
+ "lem me</w>",
+ "cli ppers</w>",
+ "re ls</w>",
+ "arianag rande</w>",
+ "r te</w>",
+ "ko t",
+ "thal apathy</w>",
+ "hungar ian</w>",
+ "zu ma</w>",
+ "y von",
+ "is u</w>",
+ "jour neys</w>",
+ "clin ics</w>",
+ "be be</w>",
+ "ww f</w>",
+ "n ws",
+ "super heroes</w>",
+ "er it",
+ "sle ague</w>",
+ "identi fication</w>",
+ "mo tto</w>",
+ "ba i</w>",
+ "sour ced</w>",
+ "ill er",
+ "ap i",
+ "pri se</w>",
+ "unprece dented</w>",
+ "dam as",
+ "tuni sia</w>",
+ "dra in",
+ "undere stim",
+ "e ther",
+ "quarter ly</w>",
+ "rewar ding</w>",
+ "al ham",
+ "wolver ine</w>",
+ "cab ine",
+ "hyp no",
+ "nad ine</w>",
+ "hav ana</w>",
+ "da e",
+ "ðŁĵ Ī</w>",
+ "dr on</w>",
+ "read ings</w>",
+ "b ati",
+ "pic o</w>",
+ "mer ci",
+ "iti an</w>",
+ "wal kers</w>",
+ "el ope</w>",
+ "mi key</w>",
+ "god zilla</w>",
+ "bur lington</w>",
+ "abu ja</w>",
+ "social ism</w>",
+ "at ility</w>",
+ "sh ell",
+ "harry potter</w>",
+ "g no",
+ "ab ur",
+ "re leg",
+ "fel ici",
+ "ro gen</w>",
+ "neuro science</w>",
+ "inst in",
+ "ath am</w>",
+ "vou chers</w>",
+ "j arre",
+ "fu se</w>",
+ "def ici",
+ "monte rey</w>",
+ "de port",
+ "mid day</w>",
+ "pp ard</w>",
+ "fre ed</w>",
+ "ame ter</w>",
+ "wil t",
+ "n ingham</w>",
+ "pr att</w>",
+ "liber ty",
+ "slo gan</w>",
+ "o to</w>",
+ "pr i</w>",
+ "co ated</w>",
+ "c pd</w>",
+ "ne tt",
+ "il las</w>",
+ "mal awi</w>",
+ "evol ve</w>",
+ "accessi bility</w>",
+ "ðŁĶ¥ðŁĶ¥ ðŁĶ¥ðŁĶ¥",
+ "or nament</w>",
+ "b p",
+ "el is",
+ "son line</w>",
+ "chi ro",
+ "fl ick</w>",
+ "ib m",
+ "ar ak",
+ "en ables</w>",
+ "gar land</w>",
+ "san e</w>",
+ "cu ties</w>",
+ "tri p",
+ "rotter dam</w>",
+ "n ys</w>",
+ "lam ps</w>",
+ "lu cas",
+ "bo g",
+ "ra ils</w>",
+ "travel led</w>",
+ "hic ks</w>",
+ "en u",
+ "sab ha</w>",
+ "scru b</w>",
+ "hi er",
+ "hart ford</w>",
+ "fo o</w>",
+ "fer nandez</w>",
+ "tre vor",
+ "mat tress</w>",
+ "appo intments</w>",
+ "ale j",
+ "fe i",
+ "o logist</w>",
+ "saf ar",
+ "oc ta",
+ "sr c</w>",
+ "sha un",
+ "ambi ent</w>",
+ "dri c</w>",
+ "bi ker</w>",
+ "she e",
+ "must ache</w>",
+ "h ta",
+ "bo one</w>",
+ "her ty</w>",
+ "car dio</w>",
+ "bra kes</w>",
+ "rec ital</w>",
+ "consi sts</w>",
+ "overwhel med</w>",
+ "cau l",
+ "robb ins</w>",
+ "im it",
+ "al th",
+ "ur l</w>",
+ "bi bli",
+ "on ne</w>",
+ "black livesmatter</w>",
+ "diffic ulties</w>",
+ "tel ang",
+ "tall er</w>",
+ "ðŁĵ Ĩ</w>",
+ "deb ating</w>",
+ "bur rito</w>",
+ "mo vember</w>",
+ "strength ening</w>",
+ "bo e",
+ "te stam",
+ "mirac les</w>",
+ "base ball",
+ "re nee</w>",
+ "ðŁijī ðŁı»</w>",
+ "al fa</w>",
+ "âĺ ĺ",
+ "unstopp able</w>",
+ "ec s</w>",
+ "g mo</w>",
+ "giftide as</w>",
+ "path way</w>",
+ "fen cing</w>",
+ "ðŁİ ¤",
+ "b ham</w>",
+ "ra s",
+ "sk o</w>",
+ "d led</w>",
+ "thel ast",
+ "magn um</w>",
+ "bin ary</w>",
+ "wil de</w>",
+ "wil der</w>",
+ "wh ati",
+ "barbe cue</w>",
+ "h ism</w>",
+ "can oe</w>",
+ "kur di",
+ "eli ve</w>",
+ "advant ages</w>",
+ "mad ame</w>",
+ "bi er</w>",
+ "mis sing",
+ "enter tain</w>",
+ "air force</w>",
+ "y ama</w>",
+ "c is</w>",
+ "hash tags</w>",
+ "j is</w>",
+ "ve il</w>",
+ "dream y</w>",
+ "ten se</w>",
+ "may ward</w>",
+ "ch ateau</w>",
+ "hunt ington</w>",
+ "âļ ĵ",
+ "v all",
+ "up on",
+ "bl ouse</w>",
+ "dun es</w>",
+ "ðŁĺ ´",
+ "fert ility</w>",
+ "m ole</w>",
+ "curren cies</w>",
+ "st u</w>",
+ "ber lin",
+ "toa sted</w>",
+ "div as</w>",
+ "wal t",
+ "lar k</w>",
+ "por a</w>",
+ "hit ter</w>",
+ "um er</w>",
+ "chil led</w>",
+ "bal ancing</w>",
+ "fa is",
+ "y in</w>",
+ "or tiz</w>",
+ "east enders</w>",
+ "h ate",
+ "ur al",
+ "ap ril",
+ "tim el",
+ "à ±",
+ "per o</w>",
+ "sto cked</w>",
+ "respec ts</w>",
+ "th t</w>",
+ "best friends</w>",
+ "giving tuesday</w>",
+ "be ad</w>",
+ "inv ent</w>",
+ "im i</w>",
+ "nap les</w>",
+ "comb ining</w>",
+ "tok ens</w>",
+ "thir st</w>",
+ "ma sc",
+ "par rot</w>",
+ "sp u",
+ "dent on</w>",
+ "* -*</w>",
+ "t res</w>",
+ "subur ban</w>",
+ "wid th</w>",
+ "si ve",
+ "con tender</w>",
+ "siri us",
+ "lo k</w>",
+ "troop ers</w>",
+ "outra ge</w>",
+ "tur bo",
+ "frag ile</w>",
+ "me ssed</w>",
+ "do h</w>",
+ "disc ord</w>",
+ "netany ahu</w>",
+ "re sign</w>",
+ "forgi veness</w>",
+ "mo han</w>",
+ "mun ch",
+ "cam ou",
+ "identi fying</w>",
+ "enab ling</w>",
+ "hot ter</w>",
+ "thorn ton</w>",
+ "jai pur</w>",
+ "ar ya</w>",
+ "ðŁı» âĢįâĻĢï¸ı</w>",
+ "mu staf",
+ "maj ors</w>",
+ "o ke</w>",
+ "du ffy</w>",
+ "roh ing",
+ "til t</w>",
+ "ðŁĩ®ðŁĩ ³</w>",
+ "rock star",
+ "she ep",
+ "hend rix</w>",
+ "ra v</w>",
+ "in vention</w>",
+ "do u</w>",
+ "lagun a</w>",
+ "gru mpy</w>",
+ "sw is",
+ "im pe",
+ ") '</w>",
+ "you ths</w>",
+ "bun ker</w>",
+ "st ache</w>",
+ "oppo se</w>",
+ "indi es</w>",
+ "acceler ate</w>",
+ "ml p</w>",
+ "ed en",
+ "w ann",
+ "k ail",
+ "akshay kumar</w>",
+ "su pt</w>",
+ "pol ym",
+ "midd leton</w>",
+ "extra ordin",
+ "wil son",
+ "australi an",
+ "alumini um</w>",
+ "way ne",
+ "alum nus</w>",
+ "mat ics</w>",
+ "gri m</w>",
+ "er nie</w>",
+ "opp a</w>",
+ "competit ors</w>",
+ "rand all</w>",
+ "h ence</w>",
+ "decla res</w>",
+ "pre aching</w>",
+ "sha he",
+ "can e",
+ "sustain able",
+ "stap les</w>",
+ "le dge",
+ "ad ena</w>",
+ "doctor al</w>",
+ "bur gundy</w>",
+ "decor ate</w>",
+ "ren dered</w>",
+ "ri sen</w>",
+ "pr ank</w>",
+ "di or</w>",
+ "bee thoven</w>",
+ "flo or",
+ "ac com",
+ "to t</w>",
+ "ho dg",
+ "touri sm",
+ "say in</w>",
+ "objec tive</w>",
+ "mar kers</w>",
+ "premi ership</w>",
+ "en abled</w>",
+ "camou fla",
+ "gi ant",
+ "Ñ ģ",
+ "smo key</w>",
+ "ric ket</w>",
+ "pan g</w>",
+ "de pending</w>",
+ "s ation</w>",
+ "evol ving</w>",
+ "inter cep",
+ "cen sus</w>",
+ "tof the",
+ "re en</w>",
+ "mendo za</w>",
+ "trum pet</w>",
+ "marke ters</w>",
+ "an it",
+ "ðŁĻ Ĭ",
+ "north western</w>",
+ "v la",
+ "foto gra",
+ "blackand white",
+ "che wan</w>",
+ "wi g",
+ "tro om</w>",
+ "ginger bread</w>",
+ "k n</w>",
+ "ro mero</w>",
+ "n fc</w>",
+ "or chi",
+ "fun ko</w>",
+ "sour ce",
+ "f s",
+ "ra ped</w>",
+ "o st",
+ "tar ot</w>",
+ "ann ually</w>",
+ "ðŁĺ ¬",
+ "r ill</w>",
+ "del av",
+ ".. !!</w>",
+ "se s",
+ "can n</w>",
+ "medic are</w>",
+ "ph el",
+ "ape x</w>",
+ "guardi an",
+ "rema ined</w>",
+ "r pm</w>",
+ "a ñ",
+ "story month</w>",
+ "instag ood</w>",
+ "neighb our</w>",
+ "p ing",
+ "sem ite</w>",
+ "my stic</w>",
+ "as cot</w>",
+ "mat er</w>",
+ "hand ful</w>",
+ "dang ers</w>",
+ "ti d</w>",
+ "ana heim</w>",
+ "opol y</w>",
+ "sh allow</w>",
+ "nami bia</w>",
+ "tor ia</w>",
+ "procu rement</w>",
+ "big bang</w>",
+ "announ cements</w>",
+ "prosecu tor</w>",
+ "beng als</w>",
+ "sal le</w>",
+ "en roll",
+ "ga stro",
+ "sugge stion</w>",
+ "ba k</w>",
+ "ha ul",
+ "budd hism</w>",
+ "berni esanders</w>",
+ "flu te</w>",
+ "fati gue</w>",
+ "cyn thia</w>",
+ "cho i</w>",
+ "ir win</w>",
+ "gu a</w>",
+ "str ous</w>",
+ "h p",
+ "ba p</w>",
+ "satisf ying</w>",
+ "play a</w>",
+ "ðŁİ ¼</w>",
+ "inst ap",
+ "al ice",
+ "t p",
+ "irri gation</w>",
+ "ðŁĩ¬ðŁĩ §",
+ "in tric",
+ "clu es</w>",
+ "ple x",
+ "sa x</w>",
+ "he pat",
+ "dump ed</w>",
+ "signific ance</w>",
+ "by u</w>",
+ "medic ation</w>",
+ "pro v",
+ "tough est</w>",
+ "corn ish</w>",
+ "âŀ ľ</w>",
+ "kel ley</w>",
+ "u v",
+ "si zz",
+ "si bling</w>",
+ "me st</w>",
+ "di stor",
+ "diplom atic</w>",
+ "aun tie</w>",
+ "b hat",
+ "son ic",
+ "bren da</w>",
+ "pump kins</w>",
+ "ro ch",
+ "black burn</w>",
+ "ur ged</w>",
+ "shi a</w>",
+ "arrange ments</w>",
+ "floo d",
+ "sa unders</w>",
+ "lec turer</w>",
+ "nou ri",
+ "popul ations</w>",
+ "diplom acy</w>",
+ "consist ently</w>",
+ "ðŁ¤ Ļ",
+ "t mund</w>",
+ "cauli flower</w>",
+ "l ily",
+ "vocab ulary</w>",
+ "vari eties</w>",
+ "coo ker</w>",
+ "up town</w>",
+ "qu ent",
+ "mo sa</w>",
+ "re inde",
+ "velo city</w>",
+ "spru ce</w>",
+ "social medi",
+ "i ber",
+ "volun tary</w>",
+ "proce ssed</w>",
+ "bal tic</w>",
+ "y ang",
+ "leban ese</w>",
+ "d p",
+ "dol ly</w>",
+ "arrange ment</w>",
+ "y uri</w>",
+ "cran berry</w>",
+ "kal yan</w>",
+ "elev ation</w>",
+ "cli ff",
+ "pu shes</w>",
+ "ìĬ ¤</w>",
+ "sil ic",
+ "co wx</w>",
+ "eter nity</w>",
+ "sla ves</w>",
+ "vine gar</w>",
+ "glou cester</w>",
+ "con tained</w>",
+ "breaking news</w>",
+ "aga inst",
+ "renov ated</w>",
+ "norm andy</w>",
+ "hero in</w>",
+ "ys m</w>",
+ "mo ds</w>",
+ "gre ek",
+ "un di</w>",
+ "tren ch</w>",
+ "v h</w>",
+ "encoura ges</w>",
+ "head ache</w>",
+ "gr ange</w>",
+ ": '</w>",
+ "ever green</w>",
+ "Ù Ĭ</w>",
+ "reck on</w>",
+ "ab used</w>",
+ "th ru",
+ "cho ice",
+ "ti dy</w>",
+ "col der</w>",
+ "scho ice</w>",
+ "ha in</w>",
+ "bru m",
+ "li ars</w>",
+ "bre it",
+ "yor ker</w>",
+ "sh ack",
+ "he idi</w>",
+ "micha els</w>",
+ "sco pic</w>",
+ "fasci st</w>",
+ "play ful</w>",
+ "ca c</w>",
+ "yas ss</w>",
+ "sh ad</w>",
+ ".. ?</w>",
+ "qu en",
+ "ram irez</w>",
+ "clif ton</w>",
+ "pr s</w>",
+ "best fan",
+ "âģ ł",
+ "gener ating</w>",
+ "head set</w>",
+ "disappo intment</w>",
+ "abstr act",
+ "bo iled</w>",
+ "paren thood</w>",
+ "azerbai jan</w>",
+ "exhib iting</w>",
+ "bom bay</w>",
+ "oli vier</w>",
+ "ko so",
+ "un lea",
+ "mat ernity</w>",
+ "iz er</w>",
+ "si ves</w>",
+ "r hu",
+ "col l</w>",
+ "saskat chewan</w>",
+ "fre akin</w>",
+ "de k</w>",
+ "na g</w>",
+ "stab ili",
+ "ðŁį ķ</w>",
+ "organi zer</w>",
+ "bo sses</w>",
+ "ar u</w>",
+ "u va</w>",
+ "at able</w>",
+ "ta un",
+ "after wards</w>",
+ "fert ili",
+ "ver ge</w>",
+ "az i",
+ "mor ph",
+ "๠ģà¸",
+ "jer k</w>",
+ "cosme tic</w>",
+ "ko w</w>",
+ "stru st</w>",
+ "ap ache</w>",
+ "post cards</w>",
+ "for mul",
+ "ì ĭ",
+ "spin al</w>",
+ "jack pot</w>",
+ "elec tri",
+ "Ã Ń</w>",
+ "lo y</w>",
+ "gra der</w>",
+ "diab lo</w>",
+ "ar di",
+ "he sit",
+ "f w",
+ "arch ery</w>",
+ "pa sh",
+ "the ories</w>",
+ "repe al</w>",
+ "re live</w>",
+ "per cy</w>",
+ "âĺ Ĩ",
+ "im in",
+ "syn chron",
+ "sham poo</w>",
+ "coup ons</w>",
+ "o to",
+ "la i</w>",
+ "thou ght",
+ "luxembour g</w>",
+ "mo v</w>",
+ "ðŁĺ ¥</w>",
+ "ge mma</w>",
+ "se ated</w>",
+ "m ga</w>",
+ "strat ford</w>",
+ "un certainty</w>",
+ "shi fts</w>",
+ "est o</w>",
+ "fo ol",
+ "fire arms</w>",
+ "cor rie</w>",
+ "ki ki</w>",
+ "appa rent</w>",
+ "p ills</w>",
+ "olym pia</w>",
+ "fi d</w>",
+ "elev ated</w>",
+ "de cks</w>",
+ "ignor ing</w>",
+ "av alan",
+ "ro v</w>",
+ "whist le",
+ "p tsd</w>",
+ "milit ants</w>",
+ "robo tic</w>",
+ "pac ers</w>",
+ "quil t</w>",
+ "bankrupt cy</w>",
+ "lic h",
+ "per cussion</w>",
+ "celebr ity",
+ "al s",
+ "( ;</w>",
+ "su t",
+ "pokemon go</w>",
+ "h g",
+ "off s</w>",
+ "gibr altar</w>",
+ "scre ams</w>",
+ "billi e</w>",
+ "gen ome</w>",
+ "mar in</w>",
+ "be ams</w>",
+ "arch bishop</w>",
+ "em in</w>",
+ "bedro oms</w>",
+ "g ated</w>",
+ "ol ly</w>",
+ "warran ty</w>",
+ "at own</w>",
+ "cudd les</w>",
+ "gun na</w>",
+ "k ic",
+ "vi ve</w>",
+ "cy mru</w>",
+ "nar row",
+ "pro b</w>",
+ "le o",
+ "refe rences</w>",
+ "manufac tured</w>",
+ "cho pper</w>",
+ "brun swick</w>",
+ "sem is</w>",
+ "don ia</w>",
+ "r ye",
+ "man o</w>",
+ "hur ting</w>",
+ "? #</w>",
+ "hol li",
+ "investig ations</w>",
+ "c els</w>",
+ "ðŁĵ ŀ</w>",
+ "le ster</w>",
+ "temp les</w>",
+ "sto rey</w>",
+ "mc mahon</w>",
+ "toi lets</w>",
+ "wo of</w>",
+ "ï¸ İ</w>",
+ "le verage</w>",
+ "at om</w>",
+ "night mares</w>",
+ "victor ious</w>",
+ "haun ting</w>",
+ "custom er",
+ "ag i",
+ "yo ongi</w>",
+ "mon ty</w>",
+ "ver onica</w>",
+ "w ur",
+ "inti mid",
+ "blan kets</w>",
+ "volu tion</w>",
+ "j m",
+ "âĺ İ",
+ "am on</w>",
+ "jud ith</w>",
+ "ðŁĺİ ðŁĺİ</w>",
+ "distr acted</w>",
+ "dri p</w>",
+ "hurric ane",
+ "and es</w>",
+ "revel ation</w>",
+ "tro op</w>",
+ "ab leg</w>",
+ "col lin",
+ "tibet an</w>",
+ "wor rying</w>",
+ "inter nationally</w>",
+ "eat er</w>",
+ "camero on</w>",
+ "brad or</w>",
+ "y uk</w>",
+ "ðŁĴĹ ðŁĴĹ</w>",
+ "tra k</w>",
+ "slo pes</w>",
+ "ci er",
+ "ne a</w>",
+ "ol er",
+ "ta ka",
+ "albi on</w>",
+ "volcan ic</w>",
+ "am n</w>",
+ "a fi",
+ "ob stac",
+ "face time</w>",
+ "ger ing</w>",
+ "n pr</w>",
+ "metall ica</w>",
+ "organ ic",
+ "ðŁĴ ¡</w>",
+ "ki dd</w>",
+ "d ances</w>",
+ "pemb ro",
+ "wash er</w>",
+ "m its</w>",
+ "om er",
+ "emo tionally</w>",
+ "tan go</w>",
+ "ip o</w>",
+ "do cks</w>",
+ "scan ning</w>",
+ "spec s</w>",
+ "tho m</w>",
+ "the ology</w>",
+ "emer gen",
+ "om i",
+ "g pa</w>",
+ "selec tions</w>",
+ "un necessary</w>",
+ "ima ge",
+ "ter s",
+ "induc ed</w>",
+ "gi gan",
+ "rent als</w>",
+ "supp lied</w>",
+ "m fa</w>",
+ "shan kar</w>",
+ "lat er",
+ "pa jam",
+ "cla ve</w>",
+ "Ù ģ",
+ "ma hin",
+ "carl son</w>",
+ "avi an</w>",
+ "ano va</w>",
+ "kati e",
+ "aj ith</w>",
+ "design ated</w>",
+ "chocol ates</w>",
+ "investig ators</w>",
+ "gla zed</w>",
+ "prin cess",
+ "er ry</w>",
+ "ra gn",
+ "ou rable</w>",
+ "hr u</w>",
+ "sun dance</w>",
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+ "z ap",
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+ "he hehe</w>",
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+ "dd d</w>",
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+ "r va</w>",
+ "mumb ai",
+ "po m</w>",
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+ "tom e</w>",
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+ "m wc</w>",
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+ "no thin</w>",
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+ "so u</w>",
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+ "ss sss</w>",
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+ "m andy</w>",
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+ "Ķ ï¸ı",
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+ "gar ry</w>",
+ "for ty</w>",
+ "navi gate</w>",
+ "perio ds</w>",
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+ "stret ching</w>",
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+ "dr yer</w>",
+ "dav is",
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+ "the game</w>",
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+ "cho o</w>",
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+ "contribu tor</w>",
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+ "m lin</w>",
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+ "eu x</w>",
+ "tan ker</w>",
+ "sw ami</w>",
+ "pac ket</w>",
+ "ðŁij¨ âĢį",
+ "f en</w>",
+ "she en</w>",
+ "a ero</w>",
+ "j l",
+ "re gal</w>",
+ "nw t</w>",
+ "au ster",
+ "meh ta</w>",
+ "char ge",
+ "a ste",
+ "b ate",
+ "inf eld</w>",
+ "racec ourse</w>",
+ "collap sed</w>",
+ "fle ece</w>",
+ "z il",
+ "al lie</w>",
+ "alternati ves</w>",
+ "geor ges</w>",
+ "ðŁĵ į",
+ "quir ky</w>",
+ "fc b</w>",
+ "nat geo</w>",
+ "philanthro py</w>",
+ "bra i",
+ "every day",
+ "ðŁIJ °</w>",
+ "ach ers</w>",
+ "ja an</w>",
+ "fin es</w>",
+ "q i",
+ "fisher man</w>",
+ "distin ct</w>",
+ "gri mes</w>",
+ "nation alist</w>",
+ "comm ence</w>",
+ "ro wn</w>",
+ "âĢ ³</w>",
+ "z ing",
+ "f ter</w>",
+ "hr w</w>",
+ "baro que</w>",
+ "bl ender</w>",
+ "kitt y",
+ "hoo ks</w>",
+ "c ited</w>",
+ "w anda</w>",
+ "consen sus</w>",
+ "reinde er</w>",
+ "an and",
+ "supp ly",
+ "me ds</w>",
+ "v n</w>",
+ "ol ph</w>",
+ "rat chet</w>",
+ "shel don</w>",
+ "secur ities</w>",
+ "ë°© íĥ",
+ "cro m",
+ "mosqu ito</w>",
+ "j eric",
+ "im mac",
+ "dimen sions</w>",
+ "â ¤",
+ "di ssi",
+ "sponge bob</w>",
+ "dami en</w>",
+ "steven son</w>",
+ "jo anne</w>",
+ "del ish</w>",
+ "yi kes</w>",
+ "than x</w>",
+ "surve ys</w>",
+ "postpon ed</w>",
+ "alco holic</w>",
+ "al ised</w>",
+ "ðŁĻı ðŁı»",
+ "do ch</w>",
+ "sen tim",
+ "mered ith</w>",
+ "com pares</w>",
+ "b ago</w>",
+ "happy days</w>",
+ "mo ss",
+ "ãħ ĭ</w>",
+ "ne c",
+ "gn ment</w>",
+ "frustr ated</w>",
+ "comb in",
+ "ri v",
+ "ec lec",
+ "col lo",
+ "compli ment</w>",
+ "actor slife</w>",
+ "ct to</w>",
+ "nic ar",
+ "op hon",
+ "apar the",
+ "man t",
+ "ja de",
+ "trol ley</w>",
+ "optimi zation</w>",
+ "eye on</w>",
+ "eco logical</w>",
+ "qui st</w>",
+ "ep he",
+ "ॠĩ</w>",
+ "cin co</w>",
+ "appo ints</w>",
+ "old school</w>",
+ "c pr</w>",
+ "behavi oral</w>",
+ "min aj</w>",
+ ":- (</w>",
+ "tag ging</w>",
+ "ev al",
+ "jo aqu",
+ "ðŁĺ «",
+ "ha k",
+ "de me",
+ "jama ican</w>",
+ "so s",
+ "hy att</w>",
+ "hand book</w>",
+ "libr arian</w>",
+ "hanni bal</w>",
+ "pump ing</w>",
+ "ch om",
+ "f man</w>",
+ "ga i</w>",
+ "hu ll",
+ "respon ders</w>",
+ "green ville</w>",
+ "n us",
+ "vau gh",
+ "ðŁİī ðŁİī",
+ "ta xi",
+ "gold berg</w>",
+ "man tra</w>",
+ "te ase</w>",
+ "forbi dden</w>",
+ "metho dist</w>",
+ "ati vity</w>",
+ "* ***</w>",
+ "ec t</w>",
+ "mc gr",
+ "Ħ ëĭ",
+ "se b</w>",
+ "amid st</w>",
+ "disapp ear</w>",
+ "thy ro",
+ "phili ps</w>",
+ "er ina</w>",
+ "v icious</w>",
+ "stream er</w>",
+ "million aire</w>",
+ "ma p",
+ "str ick",
+ "hack athon</w>",
+ "gh a</w>",
+ "ed ic",
+ "mi ka</w>",
+ "pe ck",
+ "ill i</w>",
+ "anto ine</w>",
+ "ar ca",
+ "op tic",
+ "ma ure",
+ "ðŁĩ¦ ðŁĩº</w>",
+ "cla shes</w>",
+ "man ly</w>",
+ "âĺ ģ",
+ "al var",
+ "and res</w>",
+ "me i</w>",
+ "el m",
+ "ww ww</w>",
+ "al tered</w>",
+ "l te</w>",
+ "ê¹ Ģ",
+ "mo jo</w>",
+ "for rest</w>",
+ "thal ai",
+ "non t</w>",
+ "spee ches</w>",
+ "acknow ledge</w>",
+ "ign ite</w>",
+ "x factor</w>",
+ "ðŁ¥ Ĥ</w>",
+ "mead ow",
+ "disru pt</w>",
+ "debu ted</w>",
+ "scrim mage</w>",
+ "pharmaceu tical</w>",
+ "fi dd",
+ "found ations</w>",
+ "philosop her</w>",
+ "et al</w>",
+ "publi shers</w>",
+ "bo ys",
+ "c ke",
+ "ru gged</w>",
+ "opti mism</w>",
+ "re be",
+ "phil harmon",
+ "nar cis",
+ "ral lies</w>",
+ "lu is",
+ "go blue</w>",
+ "fol ded</w>",
+ "un acceptable</w>",
+ "optim al</w>",
+ "li sa",
+ "pol aro",
+ "+ .</w>",
+ "en za</w>",
+ "âĿ £ï¸ı</w>",
+ "mon opoly</w>",
+ "grace ful</w>",
+ "dair y",
+ "du a</w>",
+ "diffic ulty</w>",
+ "judge ment</w>",
+ "o si",
+ "mer sey",
+ "flu x</w>",
+ "new found",
+ "ter ns</w>",
+ "dimen sional</w>",
+ "in vic",
+ "al ba</w>",
+ "am it</w>",
+ "abudha bi</w>",
+ "alger ia</w>",
+ "autom obile</w>",
+ "the ad</w>",
+ "lo tion</w>",
+ "acceler ator</w>",
+ "vac ant</w>",
+ "iti on",
+ "lu f",
+ "al ic",
+ "pl l</w>",
+ "bla zing</w>",
+ "ba z</w>",
+ "sen e",
+ "ðŁij ¼",
+ "villa ins</w>",
+ "direc tory</w>",
+ "eis en",
+ "to ck</w>",
+ "broch ure</w>",
+ "ri pp",
+ "hb d",
+ "zayn malik</w>",
+ "nic he</w>",
+ "lo lol</w>",
+ "certific ates</w>",
+ "mor se</w>",
+ "fac up</w>",
+ "x ham</w>",
+ "un wanted</w>",
+ "im ports</w>",
+ "carne gie</w>",
+ "fan sign</w>",
+ "mo u</w>",
+ "r alph",
+ "destroy er</w>",
+ "sw ing",
+ "trek king</w>",
+ "cili ation</w>",
+ "pit bull</w>",
+ "g aps</w>",
+ "ho well</w>",
+ "defin itive</w>",
+ "mc le",
+ "f ps</w>",
+ "et z</w>",
+ "bol ly",
+ "lyn n",
+ "gan o</w>",
+ "at ure",
+ "fur suit",
+ "co il</w>",
+ "na v</w>",
+ "but ts</w>",
+ "tro jans</w>",
+ "eu re",
+ "en ko</w>",
+ "sch umer</w>",
+ "horri fic</w>",
+ "install ment</w>",
+ "br b</w>",
+ "subur bs</w>",
+ "a bel</w>",
+ "vi r</w>",
+ "de sh",
+ "cun ningham</w>",
+ "ðŁIJ »</w>",
+ "span n</w>",
+ "sch we",
+ "ke mp</w>",
+ "tr u</w>",
+ "ste alth</w>",
+ "qu es",
+ "le w</w>",
+ "deli ghts</w>",
+ "ko ch</w>",
+ "hu mili",
+ "cr iti",
+ "il t</w>",
+ "sp ells</w>",
+ "mi ley",
+ "car ic",
+ "ðŁį ´</w>",
+ "lc fc</w>",
+ "substitu te</w>",
+ "oun g</w>",
+ "? !!</w>",
+ "af fir",
+ "predic table</w>",
+ "class of</w>",
+ "er r</w>",
+ "cy press</w>",
+ "chand ra</w>",
+ "age ing</w>",
+ "__ __</w>",
+ "ther land</w>",
+ "don caster</w>",
+ "el in",
+ "yo shi</w>",
+ "sail ors</w>",
+ "har ris",
+ "jo anna</w>",
+ "niger ians</w>",
+ "h ers</w>",
+ "pla gue</w>",
+ "pro cra",
+ "k no</w>",
+ "can ton</w>",
+ "busine s",
+ "un h",
+ "pra kash</w>",
+ "c in</w>",
+ "bow en</w>",
+ "co ating</w>",
+ "m als</w>",
+ "be gging</w>",
+ "smith son",
+ "ponti ac</w>",
+ "sp ies</w>",
+ "dam ian</w>",
+ "pl ine</w>",
+ "und ant</w>",
+ "al ta</w>",
+ "one ss</w>",
+ "shame less</w>",
+ "da q</w>",
+ "bb m</w>",
+ "wal es",
+ "stam pede</w>",
+ "ser um</w>",
+ "Ù Ĩ</w>",
+ "cataly st</w>",
+ "x n</w>",
+ "ab sc",
+ "free zer</w>",
+ "ch un</w>",
+ "ari os</w>",
+ "mc cre",
+ "fore head</w>",
+ "he ars</w>",
+ "damas cus</w>",
+ "tac oma</w>",
+ "ardu ino</w>",
+ "encoun ters</w>",
+ "stan ton</w>",
+ "lg b",
+ "ab as",
+ "\" ..</w>",
+ "ke te",
+ "drac ula</w>",
+ "ele m</w>",
+ "g ne</w>",
+ "zepp elin</w>",
+ "la brador</w>",
+ "pul p</w>",
+ "op tional</w>",
+ "or n",
+ "russi ans</w>",
+ "san itation</w>",
+ "hil ary</w>",
+ "etsym ntt</w>",
+ "pen alties</w>",
+ "au st</w>",
+ "ig ans</w>",
+ "olympi an</w>",
+ "medic aid</w>",
+ "vers ace</w>",
+ "va pe",
+ "re stra",
+ "pe ep",
+ "sexi est</w>",
+ "st alls</w>",
+ "di le",
+ "the a</w>",
+ "punjab i</w>",
+ "pupp y",
+ "tuesday motivation</w>",
+ "ðŁĵ ļ",
+ "the flash</w>",
+ "roc ket",
+ "mo dest</w>",
+ "chihu ahu",
+ "on na",
+ "k sa</w>",
+ "hur dles</w>",
+ "ca ve",
+ "fail ures</w>",
+ "sp lit",
+ "bo ho</w>",
+ "gur l</w>",
+ "disappo int</w>",
+ "ho ward",
+ "nug get</w>",
+ "fran z</w>",
+ "stal ert</w>",
+ "kaz akh",
+ "for getting</w>",
+ "sch ri",
+ "ag ate</w>",
+ "am at</w>",
+ "eve rett</w>",
+ "du et</w>",
+ "veter inary</w>",
+ "juli an",
+ "ch ills</w>",
+ "bra ve",
+ "ghost busters</w>",
+ "lan do",
+ "gre ets</w>",
+ "profit able</w>",
+ "d é",
+ "ti r",
+ "ze e",
+ "om en</w>",
+ "pd x",
+ "gray son</w>",
+ "har i",
+ "fix es</w>",
+ "stab bing</w>",
+ "swim mer</w>",
+ "symb ols</w>",
+ "compli ments</w>",
+ "po se",
+ "func tioning</w>",
+ "th nx</w>",
+ "gi r</w>",
+ "corpor ations</w>",
+ "bar low</w>",
+ "lo e</w>",
+ "off season</w>",
+ "distin ctive</w>",
+ "marvel ous</w>",
+ "nik on",
+ "enri que</w>",
+ "ky u</w>",
+ "ja ws</w>",
+ "amo to</w>",
+ "lom bar",
+ "travel blogger</w>",
+ "fa h",
+ "ouri sm</w>",
+ "tri stan</w>",
+ "so e</w>",
+ "ce ase</w>",
+ "ðŁı ħ</w>",
+ "z ac",
+ "mck enzie</w>",
+ "taxpay ers</w>",
+ "swim suit</w>",
+ "bl o</w>",
+ "les ley</w>",
+ "kan sas",
+ "w ks</w>",
+ "ki el</w>",
+ "provo king</w>",
+ "my les</w>",
+ "str ing",
+ "kangar oo</w>",
+ "galac tic</w>",
+ "fif th",
+ "s ke</w>",
+ "we ir</w>",
+ "ll is</w>",
+ "mat ory</w>",
+ "ðŁĩ ¿",
+ "un ci",
+ "re productive</w>",
+ "roo ting</w>",
+ "ti des</w>",
+ "gad get</w>",
+ ".... ......</w>",
+ "alex ander",
+ "bow ler</w>",
+ "scre w",
+ "apo log",
+ "eri ka</w>",
+ "wal ters</w>",
+ "shet ty</w>",
+ "lan e",
+ "ban ter</w>",
+ "as ant</w>",
+ "me so",
+ "v ain</w>",
+ "\" \"\"</w>",
+ "us i</w>",
+ "fer din",
+ "accomp lish</w>",
+ "man sfield</w>",
+ "bom bar",
+ "collabor ating</w>",
+ "cla p</w>",
+ "it ure</w>",
+ "s da</w>",
+ "smo ky</w>",
+ "na k</w>",
+ "im person",
+ "car la</w>",
+ "com ra",
+ "bur gl",
+ "lo co</w>",
+ "ti es",
+ "in hi",
+ "trac ey</w>",
+ "se is",
+ "diss er",
+ "rr rr",
+ "dra y",
+ "prote ct",
+ "cor ona</w>",
+ "hun ger",
+ "ck en",
+ "c eli",
+ "trou bled</w>",
+ "predat ors</w>",
+ "fic tional</w>",
+ "shav ed</w>",
+ "riche st</w>",
+ "metab oli",
+ "ful ham</w>",
+ "gro oming</w>",
+ "mono chrome</w>",
+ "wa sting</w>",
+ "as co",
+ "ast e</w>",
+ "ti sta</w>",
+ "remedi es</w>",
+ "ung soo</w>",
+ "south end</w>",
+ "perman ently</w>",
+ "bu mble",
+ "procra stin",
+ "ident ical</w>",
+ "practic ally</w>",
+ "ma scul",
+ "su ke</w>",
+ "assu red</w>",
+ "val erie</w>",
+ "devi ant",
+ "grizz lies</w>",
+ "thi er</w>",
+ "pur a</w>",
+ "ne pal",
+ "not ts</w>",
+ "bil ateral</w>",
+ "spo il</w>",
+ "car mel</w>",
+ "cine matic</w>",
+ "ph l</w>",
+ "ni fty</w>",
+ "ma o</w>",
+ "hypo cri",
+ "la ser",
+ "pan try</w>",
+ "mathemat ical</w>",
+ "el isa",
+ "coordin ation</w>",
+ "bel mont</w>",
+ "a it",
+ "radi ant</w>",
+ "bo iler</w>",
+ "man g",
+ "f ag",
+ "cr c</w>",
+ "h ams</w>",
+ "br in",
+ "â¬ĩ ï¸ı",
+ "famil ia</w>",
+ "âĿ £</w>",
+ "sab er</w>",
+ "ru pert</w>",
+ "gg an</w>",
+ "rit z</w>",
+ "mic h",
+ "sal ford</w>",
+ "le vi",
+ "gra l</w>",
+ "ðŁĴ ¤</w>",
+ "n ino</w>",
+ "ce d",
+ "business man</w>",
+ "ul tr",
+ "sim ply",
+ "compre ssion</w>",
+ "pa ins</w>",
+ "hal t</w>",
+ "ë°©íĥ Ħ",
+ "landsc aping</w>",
+ "n f</w>",
+ "croo ked</w>",
+ "er d</w>",
+ "itt in</w>",
+ "ddle ston</w>",
+ "sur passed</w>",
+ "ino a</w>",
+ "da g</w>",
+ "bl en",
+ "exten ding</w>",
+ "at ing",
+ "al gae</w>",
+ "ball er</w>",
+ "u mar</w>",
+ "snoo ker</w>",
+ "col lu",
+ "flo wn</w>",
+ "thu b</w>",
+ "ridic ulously</w>",
+ "ki sh",
+ "op le</w>",
+ "di re</w>",
+ "as ser",
+ "ari sto",
+ "sc iss",
+ "h ating</w>",
+ "trou ble",
+ "syl via</w>",
+ "suc cul",
+ "plo ts</w>",
+ "sincere ly</w>",
+ "al er",
+ "laure ate</w>",
+ "br ack",
+ "att n</w>",
+ "rif les</w>",
+ "me to",
+ "collec tible</w>",
+ "cu omo</w>",
+ "conte stant</w>",
+ "consist ency</w>",
+ "ant z</w>",
+ "rang es</w>",
+ "abig ail</w>",
+ "de b</w>",
+ "mini ster",
+ "grow ers</w>",
+ "an oo",
+ "hoo ver</w>",
+ "dream er</w>",
+ "nu cle",
+ "resear ch",
+ "mi y",
+ "sha hid",
+ "ma v",
+ "d honi</w>",
+ "cin i</w>",
+ "do j</w>",
+ "hin dus</w>",
+ "part ying</w>",
+ "dal i</w>",
+ "alon so</w>",
+ "inform al</w>",
+ "clark son</w>",
+ "it ton</w>",
+ "ki an</w>",
+ "cit yo",
+ "mor i",
+ "la sted</w>",
+ "as pen</w>",
+ "libr ary",
+ "susp ici",
+ "qu at",
+ "den ial</w>",
+ "fol der</w>",
+ "ch ori",
+ "swee ping</w>",
+ "eni x</w>",
+ "ðŁį Ĥ</w>",
+ "Ø Ń",
+ "nas car",
+ "handmade hour</w>",
+ "mou l",
+ "heat wave</w>",
+ "em er</w>",
+ "exam ine</w>",
+ "ib n</w>",
+ "gr ind",
+ "po v</w>",
+ "tion ist</w>",
+ "m bo",
+ "she ila</w>",
+ "integr ate</w>",
+ "om es</w>",
+ "take away</w>",
+ "cer v",
+ "con nie</w>",
+ "tic ket",
+ "ce led</w>",
+ "bi en</w>",
+ "visu ally</w>",
+ "madagas car</w>",
+ "sor ry",
+ "gu i</w>",
+ "park run</w>",
+ "tra its</w>",
+ "la be",
+ "pois oning</w>",
+ "ॠĢ</w>",
+ "vi able</w>",
+ "bohemi an</w>",
+ "denti stry</w>",
+ "bad os</w>",
+ "spr outs</w>",
+ "mask ed</w>",
+ "te ddy",
+ "ðŁĺ ·</w>",
+ "sa f</w>",
+ "sa as</w>",
+ "ji ang</w>",
+ "ti ght",
+ "spe aker",
+ "withdra wal</w>",
+ "bc n</w>",
+ "as signed</w>",
+ "class rooms</w>",
+ "fle ming</w>",
+ "ðŁĴ «",
+ "super girl</w>",
+ "tot als</w>",
+ "table top</w>",
+ "e books</w>",
+ "horizon tal</w>",
+ "cra z",
+ "flu sh</w>",
+ "j ard",
+ "c dc</w>",
+ "er son",
+ "ãħ ł</w>",
+ "green wood</w>",
+ "ni h</w>",
+ "co x",
+ "ad a",
+ "lit re</w>",
+ "go ing",
+ "v icky</w>",
+ "cur ved</w>",
+ "lou ie</w>",
+ "gra ins</w>",
+ "hy e</w>",
+ "lon ge",
+ "reme dy</w>",
+ "tra inee</w>",
+ "san jay</w>",
+ "super stars</w>",
+ "ma ser",
+ "man u</w>",
+ "s age",
+ "wh l</w>",
+ "ðŁĺĤ ðŁĺŃ</w>",
+ "ðŁijį ðŁı»",
+ "m sd",
+ "en z",
+ "rab hu</w>",
+ "j oo",
+ "gh u",
+ "ac er</w>",
+ "e po",
+ "resurrec tion</w>",
+ "justice for",
+ "bl ended</w>",
+ "mo da</w>",
+ "avalan che</w>",
+ "france sco</w>",
+ "re spective</w>",
+ "g s",
+ "ye ast</w>",
+ "wel ch</w>",
+ "devo tion</w>",
+ "ge tin",
+ "athe ism</w>",
+ "am ic",
+ "carol yn</w>",
+ "lo c</w>",
+ "ld nont</w>",
+ "ave c</w>",
+ "us da</w>",
+ "le gged</w>",
+ "bra very</w>",
+ "b lower</w>",
+ "cow boy",
+ "he h</w>",
+ "sti ble</w>",
+ "buff al",
+ "chann el",
+ "run chat</w>",
+ "âĺķ ï¸ı",
+ "ide ology</w>",
+ "best seller</w>",
+ "y oo",
+ "pe anu",
+ "bon ne</w>",
+ "fel ic",
+ "edi son</w>",
+ "fr actu",
+ "naren dra</w>",
+ "pp ets</w>",
+ "seym our</w>",
+ "ri viera</w>",
+ "he ctor</w>",
+ "necess arily</w>",
+ "bi anca</w>",
+ "soci eties</w>",
+ "the best</w>",
+ "w g</w>",
+ "sent ences</w>",
+ "win k</w>",
+ "vacc ines</w>",
+ "pal ooza</w>",
+ "jam ming</w>",
+ "as f</w>",
+ "mp us</w>",
+ "agre ements</w>",
+ "ec k",
+ "ba c</w>",
+ "hon ore",
+ "com pul",
+ "wild cat</w>",
+ "im posed</w>",
+ "yo ga",
+ "hud son",
+ "can celed</w>",
+ "l ich</w>",
+ "fu zzy</w>",
+ "es que</w>",
+ "ch uk",
+ "w vu</w>",
+ "se k</w>",
+ "fli pping</w>",
+ "r hon",
+ "wi shed</w>",
+ "wh a</w>",
+ "cap ability</w>",
+ "len ovo</w>",
+ "ìĨĮëħ Ħëĭ",
+ "vi vo</w>",
+ "tv d</w>",
+ "nor a</w>",
+ "sil k",
+ "pas adena</w>",
+ "yo semite</w>",
+ "valu ation</w>",
+ "clo cks</w>",
+ "u ber",
+ "mr c</w>",
+ "dar kest</w>",
+ "au bre",
+ "ss o",
+ "bell y",
+ "wrest lers</w>",
+ "kill in</w>",
+ "lou der</w>",
+ "buck ley</w>",
+ "ge el",
+ "ad on",
+ "un s</w>",
+ "appe aling</w>",
+ "ðŁij ¯",
+ "semit ism</w>",
+ "list ens</w>",
+ "fit z</w>",
+ "ãĥ³ ãĥ",
+ "ny lon</w>",
+ "ar ty</w>",
+ "seem ingly</w>",
+ "hal a</w>",
+ "su ited</w>",
+ "et y",
+ "she ds</w>",
+ "mu ffins</w>",
+ "ap ric",
+ "um ents</w>",
+ "u ta</w>",
+ "jam mu</w>",
+ "chelse afc</w>",
+ "star z</w>",
+ "yo ko",
+ "roo t",
+ "clean sing</w>",
+ "di ar",
+ "pione ering</w>",
+ "ihear tradio</w>",
+ "dig iti",
+ "fin dyour",
+ "can o</w>",
+ "ðŁĴ İ",
+ "z ol",
+ "spac ecraft</w>",
+ "six ers</w>",
+ "moi sturi",
+ "b ile</w>",
+ "ti sts</w>",
+ "hor ton</w>",
+ "rang ing</w>",
+ "colum bi",
+ "mete oro",
+ "senti ment</w>",
+ "ep l</w>",
+ "foo th",
+ "text book</w>",
+ "drain age</w>",
+ "r ly</w>",
+ "sc ue</w>",
+ "imran khan",
+ "ðŁĴ ¸</w>",
+ "margar ita</w>",
+ "ed dy</w>",
+ "predic ts</w>",
+ "gamer gate</w>",
+ "advis e</w>",
+ "growth hacking</w>",
+ "love you</w>",
+ "ug and",
+ "v f</w>",
+ "beng hazi</w>",
+ "s later</w>",
+ "ne wor",
+ "ch el</w>",
+ "independence day</w>",
+ "p np</w>",
+ "cul len</w>",
+ "hoo dies</w>",
+ "num bered</w>",
+ "brit t</w>",
+ "t sa</w>",
+ "kl tu</w>",
+ "s ages</w>",
+ "mom o</w>",
+ "onep lus</w>",
+ "col l",
+ "gu ts</w>",
+ "w ta</w>",
+ "mesm eri",
+ "enh ancing</w>",
+ "chiro prac",
+ "j is",
+ "teen agers</w>",
+ "m one</w>",
+ "constell ation</w>",
+ "sweep stakes</w>",
+ "e ze",
+ "slovak ia</w>",
+ "la ye",
+ "pear ce</w>",
+ "wa ver",
+ "po gba</w>",
+ "k ron",
+ "sur geons</w>",
+ "mar x</w>",
+ "ti d",
+ "gg a</w>",
+ "desc end",
+ "p ours</w>",
+ "upri sing</w>",
+ "wal la",
+ "sab bath</w>",
+ "bachel ore",
+ "mack in",
+ "k am</w>",
+ "peter borough</w>",
+ "hor a</w>",
+ "ðŁĮŁ ðŁĮŁ",
+ "think big",
+ "r j",
+ "hy drau",
+ "sp al",
+ "univers it",
+ "ðŁı ī</w>",
+ "mail online</w>",
+ "league of",
+ "ten ants</w>",
+ "w ally</w>",
+ "lan ce",
+ "heav ens</w>",
+ "dd r</w>",
+ "bol ts</w>",
+ "am ir",
+ "i phone",
+ "ci gar",
+ "en du",
+ "re i</w>",
+ "el abor",
+ "r inging</w>",
+ "john son",
+ "characteri stics</w>",
+ "sal oon</w>",
+ "algori thms</w>",
+ "tal kin</w>",
+ "m tn",
+ "di ve",
+ "region als</w>",
+ "ff ice</w>",
+ "hat i</w>",
+ "deviant art</w>",
+ "so tto</w>",
+ "shir o</w>",
+ "l ama</w>",
+ "k we",
+ "f aded</w>",
+ "por ting</w>",
+ "tu mmy</w>",
+ "est ates</w>",
+ "buen os</w>",
+ "ðŁ¦ ģ</w>",
+ "beli ever</w>",
+ "pen etr",
+ "dar n</w>",
+ "sp ite</w>",
+ "can opy</w>",
+ "fashi oni",
+ "t illa</w>",
+ "pet als</w>",
+ "eli jah</w>",
+ "bra wl</w>",
+ "marty r</w>",
+ "ë°©íĥĦ ìĨĮëħĦëĭ",
+ "mid town</w>",
+ "eric h</w>",
+ "d apper</w>",
+ "sm town</w>",
+ "me gam",
+ "ww w",
+ "le le</w>",
+ "on s",
+ "cat fish</w>",
+ "fir th</w>",
+ "fossil friday</w>",
+ "ball park</w>",
+ "th aw",
+ "pot ent</w>",
+ "illi e</w>",
+ "cre ep</w>",
+ "car p</w>",
+ "so ap",
+ "gun dam</w>",
+ "infe c",
+ "yy yyy</w>",
+ "ठ¨</w>",
+ "z ag",
+ "rit t</w>",
+ "calcu lator</w>",
+ "bo ca</w>",
+ "ok o</w>",
+ "to ad</w>",
+ "threat en</w>",
+ "refin ed</w>",
+ "olym pic",
+ "accompli shment</w>",
+ "bacter ial</w>",
+ "a ji",
+ "tat um</w>",
+ "feli z",
+ "she ed</w>",
+ "j at",
+ "th ic",
+ "jam al</w>",
+ "ðĿ ĺ",
+ "lin a</w>",
+ "ðŁIJ ¯</w>",
+ "jo king</w>",
+ "yot po</w>",
+ "pin ch</w>",
+ "ak ron</w>",
+ "her b",
+ "motiv ation",
+ "li a",
+ "ho stage</w>",
+ "cre ek",
+ "gam ble</w>",
+ "russ ell",
+ "patt i</w>",
+ "fo tos</w>",
+ "c pc</w>",
+ "bro ken",
+ "back the",
+ "cla ys</w>",
+ "u mm",
+ "stock ton</w>",
+ "mat ernal</w>",
+ "ü r",
+ "la kel",
+ "cent ury",
+ "be k</w>",
+ "infe cted</w>",
+ "ภ¡",
+ "smack down</w>",
+ "man ned</w>",
+ "ta hoe</w>",
+ "sm es</w>",
+ "bas a</w>",
+ "su la</w>",
+ "augu sta</w>",
+ ". *</w>",
+ "rohing ya</w>",
+ "gre ed</w>",
+ "counsel or</w>",
+ "silhou ette</w>",
+ "gra vit",
+ "cla use</w>",
+ "' -</w>",
+ "bo bc",
+ "occa sions</w>",
+ "now adays</w>",
+ "dic tat",
+ "be ard",
+ "n ally</w>",
+ "brigh test</w>",
+ "kab ul</w>",
+ "inc india</w>",
+ "dhan ush",
+ "archae ological</w>",
+ "che ape",
+ "mizz ou</w>",
+ "d hi</w>",
+ "ov ski</w>",
+ "bax ter</w>",
+ "asse mble</w>",
+ "Ã ¢",
+ "gi gi</w>",
+ "ac am",
+ "wis ely</w>",
+ "haz ard",
+ "north ampton</w>",
+ "âľĪ ï¸ı",
+ "me th</w>",
+ "bla sting</w>",
+ "re unite</w>",
+ "mu lus</w>",
+ "ali zes</w>",
+ "t read",
+ "mil a</w>",
+ "ed ward",
+ "ko va</w>",
+ "pe sto</w>",
+ "ðŁij ¶",
+ "vit z</w>",
+ "hydrau lic</w>",
+ "refurbi shed</w>",
+ "mo tel</w>",
+ "isab ella</w>",
+ "hom me</w>",
+ "sever ance</w>",
+ "uph ol",
+ "mis erable</w>",
+ "f ari",
+ "lat ter</w>",
+ "ef er</w>",
+ "crack ers</w>",
+ "es l</w>",
+ "ac io</w>",
+ "yy j</w>",
+ "in an</w>",
+ "ec b</w>",
+ "z ind",
+ "pan as",
+ "tru cking</w>",
+ "re ed",
+ "sh aker</w>",
+ "burge ss</w>",
+ "em pire",
+ "ag nes</w>",
+ "n ington</w>",
+ "art works</w>",
+ "fr s</w>",
+ "ti le",
+ "bi ome",
+ "eu n</w>",
+ "ch ong</w>",
+ "americ ana</w>",
+ "god father</w>",
+ "go blin</w>",
+ "i shi",
+ "! ).</w>",
+ "temp ted</w>",
+ "gen omics</w>",
+ "mand ate</w>",
+ "ck y",
+ "ðŁĴĻ ðŁĴĽ</w>",
+ "som ali</w>",
+ "br andy</w>",
+ "in ven",
+ "spoke sperson</w>",
+ "pc b</w>",
+ "yu an</w>",
+ "h g</w>",
+ "fa z",
+ "starwar s",
+ "ro wan</w>",
+ "blue grass</w>",
+ "don g",
+ "d day</w>",
+ "trin idad</w>",
+ "er ton</w>",
+ "ban ning</w>",
+ "re tention</w>",
+ "cu red</w>",
+ "tober fest</w>",
+ "re set</w>",
+ "we is",
+ "deta ched</w>",
+ "behindthe scenes</w>",
+ "immun ity</w>",
+ "ph a</w>",
+ "bra y",
+ "ðŁij ½</w>",
+ "ran cho</w>",
+ "ram say</w>",
+ "est onia</w>",
+ "nd tv</w>",
+ "] .</w>",
+ "cab aret</w>",
+ "tar o</w>",
+ "d v</w>",
+ "show cases</w>",
+ "plu m",
+ "ðŁij ¸",
+ "son oma</w>",
+ "pre pa",
+ "memor ab",
+ "e stu",
+ "drive way</w>",
+ "u les</w>",
+ "magn us</w>",
+ "x r</w>",
+ "nn n</w>",
+ "much as</w>",
+ "en ge",
+ "stre amed</w>",
+ "fore stry</w>",
+ "audio book</w>",
+ "tro y",
+ "reck less</w>",
+ "kil om",
+ "ru ler</w>",
+ "ra k</w>",
+ "proce ssion</w>",
+ "i ons</w>",
+ "po ole</w>",
+ "noc tur",
+ "wh s</w>",
+ "farm house</w>",
+ "per a</w>",
+ "par me",
+ "hypocri sy</w>",
+ "s ics</w>",
+ "v ant",
+ "cas k</w>",
+ "holi stic</w>",
+ "au st",
+ "Ð ¿",
+ "in do",
+ "ðŁij© âĢį",
+ "di so",
+ "disp atch</w>",
+ "ol sen</w>",
+ "make it",
+ "en nis</w>",
+ "cent re",
+ "ar range</w>",
+ "ðŁĮ ¼</w>",
+ "sal ted</w>",
+ "ea siest</w>",
+ "f ate",
+ "reg atta</w>",
+ "mo zz",
+ "ac an</w>",
+ "sin i</w>",
+ "g ically</w>",
+ "ch ops</w>",
+ "chick en",
+ "work in</w>",
+ "ha gg",
+ "invol ve</w>",
+ "wee ds</w>",
+ "book day</w>",
+ "wake up",
+ "ky r",
+ "michel in</w>",
+ "fu ss</w>",
+ "re juven",
+ "vac ancies</w>",
+ "incar cer",
+ "m st</w>",
+ "sc ents</w>",
+ "sovere ign</w>",
+ "kick er</w>",
+ "à §",
+ "bo d</w>",
+ "âĢĶ ></w>",
+ "sa h</w>",
+ "mob il",
+ "shrop shire</w>",
+ "oph one</w>",
+ "dress er</w>",
+ "mis suni",
+ "hep burn</w>",
+ "i mo",
+ "foli age</w>",
+ "diagno stic</w>",
+ "as san",
+ "cycl ing",
+ "guil t</w>",
+ "c sa</w>",
+ "puertor ico</w>",
+ "win elover</w>",
+ "wake field</w>",
+ "do ggy</w>",
+ "k he",
+ "pa pp",
+ "co g",
+ "al lot",
+ "cu ck",
+ "poe tic</w>",
+ "mi o</w>",
+ "re vit",
+ "mag ician</w>",
+ "ç ¥",
+ "ant enna</w>",
+ "west wood</w>",
+ "mber g</w>",
+ "lux e</w>",
+ "oat meal</w>",
+ "Ø ¬",
+ "te at",
+ "ffe e</w>",
+ "sear ches</w>",
+ "l ly</w>",
+ "plu to</w>",
+ "el on",
+ "let tering</w>",
+ "inno cence</w>",
+ "fa i</w>",
+ "ann on</w>",
+ "telang ana</w>",
+ "ma it",
+ "neu ral</w>",
+ "can ni",
+ "ar oma</w>",
+ "a stor",
+ "fe x</w>",
+ "co cac",
+ "mon etary</w>",
+ "f ent",
+ "un sure</w>",
+ "' @</w>",
+ "indi rec",
+ "teh ran</w>",
+ "isol ation</w>",
+ "li bs</w>",
+ "make up",
+ "merce des",
+ "ff y",
+ "he tero",
+ "de o",
+ "sco m</w>",
+ "cur sed</w>",
+ "veteran sday</w>",
+ "franken stein</w>",
+ "shre ws",
+ "de co",
+ "ge ese</w>",
+ "lefto ver</w>",
+ "ha did</w>",
+ "vari able</w>",
+ "acade mics</w>",
+ "carol in",
+ "under going</w>",
+ "vari ation</w>",
+ "na h",
+ "ssi er</w>",
+ "gamer sunite</w>",
+ "pur suing</w>",
+ "emer ged</w>",
+ "ll ers</w>",
+ "control ling</w>",
+ "ro aring</w>",
+ "mete or",
+ "vol t</w>",
+ "daw gs</w>",
+ "be aver",
+ "is life</w>",
+ "bathro oms</w>",
+ "aci onal</w>",
+ "pre vent",
+ "lake district</w>",
+ "in als</w>",
+ "y ani</w>",
+ "gra bbing</w>",
+ "sac ks</w>",
+ "le z</w>",
+ "sw ay",
+ "k ool</w>",
+ "time s",
+ "klo pp</w>",
+ "la de</w>",
+ "con cord</w>",
+ "resul ted</w>",
+ "revi ve</w>",
+ "recon ciliation</w>",
+ "ol and</w>",
+ "az z</w>",
+ "gir o</w>",
+ "mand arin</w>",
+ "de en",
+ "nutriti onal</w>",
+ "is coming</w>",
+ "van i</w>",
+ "aw www</w>",
+ "der ived</w>",
+ "love your",
+ "stop the",
+ "shou ting</w>",
+ "nov ak</w>",
+ "ðŁĻĮ ðŁı¾</w>",
+ "lo af",
+ "displa ying</w>",
+ "sunday with",
+ "ma guire</w>",
+ "ch eri",
+ "ðŁı Ł</w>",
+ "re match</w>",
+ "qu ic",
+ "Ú ©",
+ "y in",
+ "ðŁĺ ¹",
+ "ili ve</w>",
+ "z ip",
+ "our ke</w>",
+ "down loads</w>",
+ "sw at</w>",
+ "missi ss",
+ "care rs</w>",
+ "t ment</w>",
+ "proper ty",
+ "hahahaha haha</w>",
+ "gi bbs</w>",
+ "sur rey",
+ "ar ise</w>",
+ "tic ism</w>",
+ "sti a</w>",
+ "ir ling</w>",
+ "fro g",
+ "co se</w>",
+ "bas sist</w>",
+ "fore ig",
+ "lea u</w>",
+ "pil lows</w>",
+ "hol la</w>",
+ "eli e</w>",
+ "disclo sure</w>",
+ "peanu ts</w>",
+ "inte ch</w>",
+ "ww c</w>",
+ "plun ge</w>",
+ "trium ph",
+ "cor i",
+ "sli ppers</w>",
+ "ðŁĻı ðŁĻı</w>",
+ "neutr ality</w>",
+ "ma re",
+ "hair y</w>",
+ "gang ster</w>",
+ "hu mming",
+ "cust ard</w>",
+ "mer lin</w>",
+ "ale a</w>",
+ "s by",
+ "dam p</w>",
+ "mo han",
+ "ver bal</w>",
+ "j st</w>",
+ "gu tted</w>",
+ "b jor",
+ "un finished</w>",
+ "ðŁĩ¯ðŁĩ µ</w>",
+ "un happy</w>",
+ "âļ« ï¸ı",
+ "by pass</w>",
+ "at su</w>",
+ "fis cher</w>",
+ "sa v</w>",
+ "afric ans</w>",
+ "re use</w>",
+ "mid way</w>",
+ "demo lished</w>",
+ "ger rard</w>",
+ "her cules</w>",
+ "Ä Ł",
+ "medic ines</w>",
+ "cl icking</w>",
+ "sur round",
+ "jo ong</w>",
+ "wav ing</w>",
+ "tri bes</w>",
+ "wet lands</w>",
+ "offici el</w>",
+ "argu ing</w>",
+ "l le",
+ "do va</w>",
+ "su zy</w>",
+ "club house</w>",
+ "ne gro</w>",
+ "ob tain</w>",
+ "ga o</w>",
+ "gl ance</w>",
+ "assi st",
+ "ch os</w>",
+ "ãĤ ¢",
+ "âĺ ķ</w>",
+ "adri d</w>",
+ "occur s</w>",
+ "st ans</w>",
+ "par don</w>",
+ "livel i",
+ "emplo yed</w>",
+ "re visit</w>",
+ "ff xiv</w>",
+ "bb le",
+ "ne aring</w>",
+ "min er</w>",
+ "ðŁĺ ¹</w>",
+ "giov anni</w>",
+ "up to</w>",
+ "mar vell",
+ "mar se",
+ "to wels</w>",
+ "cb n</w>",
+ "engine ered</w>",
+ "y elling</w>",
+ "spart an",
+ "si ans</w>",
+ "ðŁĻĮ ðŁı¼",
+ "se v",
+ "coyo te</w>",
+ "sta di",
+ "t cm</w>",
+ "app en</w>",
+ "shenan igans</w>",
+ "open access</w>",
+ "so aked</w>",
+ "ma squ",
+ "le vine</w>",
+ "stro kes</w>",
+ "l k</w>",
+ "aparthe id</w>",
+ "hipho p",
+ "char don",
+ "may may",
+ "ha asan</w>",
+ "stri pped</w>",
+ "fr o</w>",
+ "scri ption</w>",
+ "f ton</w>",
+ "h f",
+ "pri sons</w>",
+ "marsh al</w>",
+ "ķ ãĤ",
+ "an cho",
+ "com promise</w>",
+ "classi fication</w>",
+ "buzz feed</w>",
+ "bblo ggers</w>",
+ "deser ving</w>",
+ ") /</w>",
+ "s way</w>",
+ "ob o</w>",
+ "camp ers</w>",
+ "poder nfamily</w>",
+ "p oured</w>",
+ "bri e</w>",
+ "squir rels</w>",
+ "se ize</w>",
+ ": #</w>",
+ "le k",
+ "ti mb",
+ "st acy</w>",
+ "nas daq</w>",
+ "repe atedly</w>",
+ "br at</w>",
+ "mi ghty",
+ "competit or</w>",
+ "mah one</w>",
+ "de si</w>",
+ "o ke",
+ "bm w",
+ "shi e</w>",
+ "f cb",
+ "cheape st</w>",
+ "minim alist</w>",
+ "par amount</w>",
+ "n ate",
+ "har as",
+ "insan ity</w>",
+ "lat eral</w>",
+ "ment ality</w>",
+ "mo zam",
+ "ta pped</w>",
+ "yad av</w>",
+ "u sp",
+ "b way</w>",
+ "the od",
+ "bil t</w>",
+ "ra ids</w>",
+ "em press</w>",
+ "adap ted</w>",
+ "pat ron",
+ "nut shell</w>",
+ "ag ra",
+ "be aded</w>",
+ "sundaywith marsha</w>",
+ "vi king",
+ "proce ed",
+ "main tained</w>",
+ "thinkbig sundaywithmarsha</w>",
+ "sn es</w>",
+ "mus ica</w>",
+ "to wer",
+ "ch ab",
+ "bo k",
+ "sm t</w>",
+ "insul t</w>",
+ "harve sting</w>",
+ "windo w",
+ "ru ther",
+ "be ige</w>",
+ "dec al</w>",
+ "indic ate</w>",
+ "ma iling</w>",
+ "ri ft</w>",
+ "po le",
+ "ander son",
+ "ch oral</w>",
+ "sp ride</w>",
+ "l ili",
+ "ev elyn</w>",
+ "imrankhan pti</w>",
+ ".... \"</w>",
+ "ke red</w>",
+ "un dp</w>",
+ "water falls</w>",
+ "se ars</w>",
+ "le mans</w>",
+ "world series</w>",
+ "ri el</w>",
+ "ani e",
+ "app ar",
+ "score rs</w>",
+ "lam p",
+ "a than</w>",
+ "phys icians</w>",
+ "qu inoa</w>",
+ "refu sing</w>",
+ "vu itton</w>",
+ "unle ash</w>",
+ "s la</w>",
+ "pat i</w>",
+ "shou ts</w>",
+ "inten tions</w>",
+ "fo amed</w>",
+ "europe an",
+ "neighbor hoods</w>",
+ "me er",
+ "man son</w>",
+ "du h</w>",
+ "br at",
+ "con es</w>",
+ "bow l",
+ "kazakh stan</w>",
+ "ठ¿</w>",
+ "in appropriate</w>",
+ "del hi",
+ "ketch up</w>",
+ "ful ton</w>",
+ "s ys</w>",
+ "consul t</w>",
+ "gar field</w>",
+ "to go</w>",
+ "f ml</w>",
+ "f led</w>",
+ "b ds</w>",
+ "facilit ate</w>",
+ "ree bok</w>",
+ "selfi e",
+ "elev ate</w>",
+ "activ ate</w>",
+ "bi ble",
+ "ca wx</w>",
+ "b ys</w>",
+ "cam ille</w>",
+ "sy ou",
+ "sk ool</w>",
+ "her t",
+ "w bc</w>",
+ "ple dges</w>",
+ "recor der</w>",
+ "po sh</w>",
+ "ac re",
+ "so aking</w>",
+ "mat il",
+ "v sco",
+ "shoot ings</w>",
+ "pla r</w>",
+ "e con",
+ "ðŁĻĮ ðŁı»",
+ "rashi d</w>",
+ "u bi",
+ "ðŁ¤ ¤</w>",
+ "sw inging</w>",
+ "wi pe</w>",
+ "rap tor</w>",
+ "m su",
+ "music video</w>",
+ "dur ham",
+ "at tic</w>",
+ "apar ty</w>",
+ "fe tus</w>",
+ "activ ation</w>",
+ "aa z</w>",
+ "motiv ate</w>",
+ "ðŁĴķ ðŁĴķðŁĴķ</w>",
+ "j al</w>",
+ "ठ®</w>",
+ "ag on",
+ "sche er</w>",
+ "stal ker</w>",
+ "fo ster",
+ "az zo</w>",
+ "tele gram</w>",
+ "vi gor",
+ "s laugh",
+ "screen shots</w>",
+ "entrepre neu",
+ "kri stin</w>",
+ "inten tion</w>",
+ "ch illi",
+ "fr action</w>",
+ "don a</w>",
+ "ge a</w>",
+ "tc u</w>",
+ "s ite",
+ "la k</w>",
+ "em il",
+ "d nt</w>",
+ "bor o",
+ "wil kinson</w>",
+ "re cu",
+ "ato day</w>",
+ "t anya</w>",
+ "bl anco</w>",
+ "cd n</w>",
+ "brilli antly</w>",
+ "g cc</w>",
+ "ac c",
+ "evacu ated</w>",
+ "ther ine",
+ "den ny</w>",
+ "cait lin</w>",
+ "she pard</w>",
+ "pou ch</w>",
+ "hand held</w>",
+ "sou theastern</w>",
+ "ha a</w>",
+ "Ã ´",
+ "re solutions</w>",
+ "led ger</w>",
+ "sr in",
+ "r ar",
+ "shat tered</w>",
+ "chim ney</w>",
+ "im with",
+ "mete or</w>",
+ "hand led</w>",
+ "ra ke",
+ "town send</w>",
+ "en han",
+ "shi py",
+ "duc t</w>",
+ "tw x</w>",
+ "inflam matory</w>",
+ "war hammer</w>",
+ "theat rical</w>",
+ "gro s",
+ "sk ar</w>",
+ "sco tty</w>",
+ "ni el</w>",
+ "tit o</w>",
+ "tin i</w>",
+ "conne ction</w>",
+ "_ .</w>",
+ "goldeng lobes</w>",
+ "sha q</w>",
+ "ðŁı ³ï¸ı",
+ "hall way</w>",
+ "fron ts</w>",
+ "effec tiveness</w>",
+ "gla ston",
+ "d hs</w>",
+ "ex pi",
+ "to h</w>",
+ "c pl</w>",
+ "sc s</w>",
+ "re o</w>",
+ "ha g",
+ "resemb lance</w>",
+ "hor an</w>",
+ "abu sive</w>",
+ "qu er</w>",
+ "virtu e</w>",
+ "cho lester",
+ "a q</w>",
+ "shan e",
+ "m ce",
+ "carri ers</w>",
+ "di stress</w>",
+ "re wind</w>",
+ "Â ¡",
+ "voo doo</w>",
+ "int act</w>",
+ "ann o</w>",
+ "ðŁĺ ¤",
+ "pi led</w>",
+ "adi a</w>",
+ "ãĥ ³</w>",
+ "en ow</w>",
+ "di gs</w>",
+ "light ly</w>",
+ "goo fy</w>",
+ "turb ine</w>",
+ "governor s</w>",
+ "con te</w>",
+ "re open</w>",
+ "pa h</w>",
+ "i ve",
+ "cra fting</w>",
+ "swee ps</w>",
+ "jo di</w>",
+ "an de",
+ "zu cker",
+ "kaw aii</w>",
+ "o ko",
+ "v ai",
+ "out line</w>",
+ "kri sti",
+ "ts n</w>",
+ "insp o</w>",
+ "qu int",
+ "fil thy</w>",
+ "lyn ne</w>",
+ "listen ers</w>",
+ "depar ting</w>",
+ "or d",
+ "t weed</w>",
+ ", &</w>",
+ "ale k",
+ "sel fish</w>",
+ "nor ther",
+ "recogni zes</w>",
+ "i ps</w>",
+ "be s",
+ "a ed</w>",
+ "w ills</w>",
+ "pe at</w>",
+ "surround ings</w>",
+ "mon uments</w>",
+ "ais le</w>",
+ "be cker</w>",
+ "la v</w>",
+ "quant ity</w>",
+ "v ah</w>",
+ "helicop ters</w>",
+ "tu cked</w>",
+ "alv arez</w>",
+ "sha pe",
+ "o bey</w>",
+ "ad diti",
+ "road side</w>",
+ "m ite</w>",
+ "bl ers</w>",
+ "ep age</w>",
+ "j au",
+ "ignor ant</w>",
+ "b ins</w>",
+ "lu lu</w>",
+ "x o",
+ "c fo</w>",
+ "ee eee</w>",
+ "apprentice ship</w>",
+ "shef fiel",
+ "to i</w>",
+ "ho k",
+ "faken ews</w>",
+ "deplo y</w>",
+ "aid an</w>",
+ "husk ers</w>",
+ "ãĢ İ</w>",
+ "west brook</w>",
+ "mi ster",
+ "confi gur",
+ "car r",
+ "fic a</w>",
+ "proceed ings</w>",
+ "ha w</w>",
+ "ste ak",
+ "mur derer</w>",
+ "pay day</w>",
+ "a jo</w>",
+ "p vc</w>",
+ "don ates</w>",
+ "bi af",
+ "nom nom</w>",
+ "be it</w>",
+ "k ali</w>",
+ "x rp</w>",
+ "ahmed abad</w>",
+ "se mic",
+ "che y",
+ "x tra</w>",
+ "an twer",
+ "head lining</w>",
+ "squ ares</w>",
+ "roun ded</w>",
+ "flu ore",
+ "bol d",
+ "disa sters</w>",
+ "am oo</w>",
+ "gener ic</w>",
+ "cran es</w>",
+ "brief ly</w>",
+ "gi g",
+ "auster ity</w>",
+ "anticip ation</w>",
+ "for ti",
+ "treas urer</w>",
+ "cann y</w>",
+ "ce cil",
+ "dete cted</w>",
+ "check list</w>",
+ "ภ§",
+ "pam ela</w>",
+ "bar bados</w>",
+ "an field</w>",
+ "hear ty</w>",
+ "tx lege</w>",
+ "peren ni",
+ "arro g",
+ "ing ram</w>",
+ "âĹ ı</w>",
+ "ty ne",
+ "spo on",
+ "r ation",
+ "am ba</w>",
+ "m be</w>",
+ "cam el",
+ "h hs</w>",
+ "york shire",
+ "reflec tive</w>",
+ "fre aks</w>",
+ "to k</w>",
+ "ju do</w>",
+ "partic les</w>",
+ "du bs</w>",
+ "ban jo</w>",
+ "accred itation</w>",
+ "prover bs</w>",
+ "over dose</w>",
+ "inte gral</w>",
+ "gu ang",
+ "mc s</w>",
+ "super car</w>",
+ "af b</w>",
+ "al vin</w>",
+ "ail s</w>",
+ "x tre",
+ "st aging</w>",
+ "tw ent",
+ "rabb its</w>",
+ "mar o",
+ "inste m</w>",
+ "dol l",
+ "cr ay</w>",
+ "sant ana</w>",
+ "ble ach</w>",
+ "mini ons</w>",
+ "che ap",
+ "man t</w>",
+ "di vers</w>",
+ "catal onia</w>",
+ "lo is</w>",
+ "mat ri",
+ "cou gar</w>",
+ "kay ak</w>",
+ "e gre",
+ "p so",
+ "a ia</w>",
+ "å ®",
+ "char lton</w>",
+ "tr acked</w>",
+ "sc ari",
+ "pe tt",
+ "f wd</w>",
+ "x in",
+ "gra vel</w>",
+ "br ic",
+ "bigg boss</w>",
+ "ar den</w>",
+ "hu gging</w>",
+ "pal ms</w>",
+ "st v",
+ "li mb",
+ "the movie</w>",
+ "handic ap</w>",
+ "ri me</w>",
+ "z ai</w>",
+ "stu b",
+ "indi a",
+ "lithu ania</w>",
+ "rhy th",
+ "p ita</w>",
+ "maced onia</w>",
+ "high ered</w>",
+ "brid get</w>",
+ "schwar z",
+ "ske let",
+ "hi kes</w>",
+ "ant arctic</w>",
+ "c ps</w>",
+ "mash up</w>",
+ "Ð °</w>",
+ "n ell",
+ "chand ra",
+ "he ir",
+ "an us</w>",
+ "sher idan</w>",
+ "mi mi</w>",
+ "muse u",
+ "bec ca</w>",
+ "an ir",
+ "bar rie</w>",
+ "dioce se</w>",
+ "compar able</w>",
+ "ðŁı³ï¸ı âĢį",
+ "yuk on</w>",
+ "me p</w>",
+ "hor mon",
+ "mer ic</w>",
+ "al f</w>",
+ "con quered</w>",
+ "christ church</w>",
+ "ðŁĴĻ ðŁĴĻ</w>",
+ "hazard ous</w>",
+ "poo h</w>",
+ "cont ing",
+ "retro spective</w>",
+ "par ame",
+ "na ir</w>",
+ "con sor",
+ "ho tra</w>",
+ "astoni shing</w>",
+ "cater pillar</w>",
+ "u man</w>",
+ "ti sm</w>",
+ "t vs</w>",
+ "serv ic",
+ "croy don</w>",
+ "mor ales</w>",
+ "c g",
+ "cu m</w>",
+ "te ur</w>",
+ "scan ada</w>",
+ "s all",
+ "magno lia</w>",
+ "el ise</w>",
+ "th our</w>",
+ "à® ¿</w>",
+ "ag omez</w>",
+ "phel ps</w>",
+ "ë°©íĥĦìĨĮëħĦëĭ ¨</w>",
+ "wh os</w>",
+ "weav ing</w>",
+ "si sd</w>",
+ "pro poses</w>",
+ "cro ws</w>",
+ "pre sale</w>",
+ "econom ies</w>",
+ "bernar do",
+ "sha hid</w>",
+ "air show</w>",
+ "mc cann</w>",
+ "hor ticul",
+ "nr l",
+ "du el</w>",
+ "mongo lia</w>",
+ "tou lou",
+ "requi rement</w>",
+ "struc tured</w>",
+ "ed i</w>",
+ "o lives</w>",
+ "he a",
+ "cu ter</w>",
+ "Ð º",
+ "enthusi ast</w>",
+ "harri et</w>",
+ "domin ion</w>",
+ "sub mer",
+ "ðŁį ĥ",
+ "sa ab</w>",
+ "nes burg</w>",
+ "mo ff",
+ "def ended</w>",
+ "bur t</w>",
+ "rewar ded</w>",
+ "gold man</w>",
+ "op tics</w>",
+ "khali d</w>",
+ "house holds</w>",
+ "buc kets</w>",
+ "ce cil</w>",
+ "che ss",
+ "substan tial</w>",
+ "ef l</w>",
+ "oper ation",
+ "evalu ate</w>",
+ "st n</w>",
+ "rece ssion</w>",
+ "l ll</w>",
+ "tom as</w>",
+ "tru ths</w>",
+ "ak bar</w>",
+ "s words</w>",
+ "p act</w>",
+ "embarra ss",
+ "ha o</w>",
+ "ay urve",
+ "scrip ture</w>",
+ "ny cc</w>",
+ "op t</w>",
+ "di ameter</w>",
+ "sc ented</w>",
+ "organi zers</w>",
+ "re lat",
+ "ha e</w>",
+ "dream ers</w>",
+ "de se",
+ "ðŁĮ »",
+ "restric ted</w>",
+ "n ale</w>",
+ "r hp</w>",
+ "dol an</w>",
+ "mun ster</w>",
+ "ha ired</w>",
+ "consult ants</w>",
+ "jo ints</w>",
+ "hu mil",
+ "d ill</w>",
+ "relent less</w>",
+ "t é",
+ "af il",
+ "ut ilities</w>",
+ "japan ese",
+ "condem n</w>",
+ "pet ite</w>",
+ "colli de</w>",
+ "q f</w>",
+ "peach es</w>",
+ "cou rier</w>",
+ "l ore</w>",
+ "âĺİ ï¸ı</w>",
+ "reli ability</w>",
+ "ch uk</w>",
+ "ðŁĻ ĥ",
+ "stu res</w>",
+ "ge ther</w>",
+ "ho stel</w>",
+ "bi er",
+ "- _-</w>",
+ "â ĩ",
+ "e ze</w>",
+ "ta ilo",
+ "di ent</w>",
+ "blu ff</w>",
+ "chu ffed</w>",
+ "pil ip",
+ "mon arch",
+ "e em</w>",
+ "bu chan",
+ "b ick",
+ "op au",
+ "ku ps</w>",
+ "ภ¢",
+ "pist ons</w>",
+ "sp ins</w>",
+ "m and</w>",
+ "ce st</w>",
+ "bur ne</w>",
+ "v ile</w>",
+ "cher ries</w>",
+ "bec kett</w>",
+ "need les</w>",
+ "pan ch",
+ "ë Ĥ",
+ "haha h",
+ "trou bles</w>",
+ "insi sts</w>",
+ "do you",
+ "g mc</w>",
+ "mor tar</w>",
+ "deleg ate</w>",
+ "in n",
+ "g anda</w>",
+ "sin atra</w>",
+ "ठ¤</w>",
+ "spee ding</w>",
+ "pu pil</w>",
+ "pre mises</w>",
+ "ali gnment</w>",
+ "pi kach",
+ "as us</w>",
+ "j alan</w>",
+ "Ø µ",
+ "lime stone</w>",
+ "fol kl",
+ "parme san</w>",
+ "ce il",
+ "mo y",
+ "shawn mendes</w>",
+ "ac up</w>",
+ "hu st",
+ "ot es</w>",
+ "med ina</w>",
+ "ma di</w>",
+ "gta v</w>",
+ "censor ship</w>",
+ "ar g</w>",
+ "swe eney</w>",
+ "sy kes</w>",
+ "col o</w>",
+ "foot steps</w>",
+ "cann ed</w>",
+ "adv ance",
+ "gta online</w>",
+ "healthy living</w>",
+ "ðŁį ¾",
+ "a ig",
+ "p ality</w>",
+ "oc s</w>",
+ "he brew</w>",
+ "im minent</w>",
+ "berk shire</w>",
+ "jeremi ah</w>",
+ "out going</w>",
+ "bak er",
+ "entr ata</w>",
+ "ma ids</w>",
+ "gro ves</w>",
+ "bo c",
+ "a del</w>",
+ "m fw</w>",
+ "con science</w>",
+ "arm ys</w>",
+ "nut ella</w>",
+ "conte stalert</w>",
+ "novel ist</w>",
+ "la h",
+ "ban ker</w>",
+ "marque z</w>",
+ "ðŁı ¡</w>",
+ "to ff</w>",
+ "out age</w>",
+ "gr p</w>",
+ "ðŁĺŃðŁĺŃ ðŁĺŃðŁĺŃ</w>",
+ "musc le",
+ "du dley</w>",
+ "nvi dia</w>",
+ "mi di</w>",
+ "m uni",
+ "ess ays</w>",
+ "dat ac",
+ "car ter",
+ "ภ£</w>",
+ "t ans</w>",
+ "i ves</w>",
+ "public ations</w>",
+ "al er</w>",
+ "ok wx</w>",
+ "il u",
+ "cu tt",
+ "har p</w>",
+ "out law</w>",
+ "luther an</w>",
+ "br ill",
+ "bo lic</w>",
+ "do well</w>",
+ "green land</w>",
+ "be sties</w>",
+ "path i</w>",
+ "pay ton</w>",
+ "gue st",
+ "har den</w>",
+ "ðŁ¤ ©",
+ "ann ed</w>",
+ "evacu ation</w>",
+ "po ised</w>",
+ "mc der",
+ "b han",
+ "o i",
+ "envel ope</w>",
+ "ci d</w>",
+ "ca vi",
+ "ta pas</w>",
+ "book review</w>",
+ "grey hound</w>",
+ "âĻ ª",
+ "fe ud</w>",
+ "lun gs</w>",
+ "for te</w>",
+ "rai der",
+ "ff er",
+ "oni x</w>",
+ "dep end</w>",
+ "yn wa</w>",
+ "rel ating</w>",
+ "de vs</w>",
+ "ðŁĴ IJ",
+ "acqui res</w>",
+ "d ha</w>",
+ "j yo",
+ "priv ati",
+ "can ine</w>",
+ "k b",
+ "cra b",
+ "sar din",
+ "imag ining</w>",
+ "k j",
+ "em por",
+ "down hill</w>",
+ "ne z</w>",
+ "ta eyeon</w>",
+ "nick imin",
+ "gb p</w>",
+ "à µ",
+ "w ap",
+ "sec co</w>",
+ "ma shed</w>",
+ "ðŁĴ¥ ðŁĴ¥",
+ "augu stine</w>",
+ "diss ol",
+ "dic tator</w>",
+ "â ĵ",
+ "vi per</w>",
+ "ed fringe</w>",
+ "vau x",
+ "hard work</w>",
+ "book let</w>",
+ "no x</w>",
+ "chi ff",
+ "ðŁĴ ¨",
+ "observ ations</w>",
+ "xbox one</w>",
+ "u sher</w>",
+ "ke er",
+ "lu p</w>",
+ "dal las",
+ "cal gary",
+ "ma dra",
+ "di ous</w>",
+ "k bs</w>",
+ "wood ward</w>",
+ "hero ine</w>",
+ "lu mber",
+ "sea world</w>",
+ "o ws</w>",
+ "mc ke",
+ "maver ick</w>",
+ "gu la</w>",
+ "cross roads</w>",
+ "fan g</w>",
+ "s ade</w>",
+ "nik ol",
+ "chee tah</w>",
+ "me c</w>",
+ "pp g</w>",
+ "er ick",
+ "ðŁİ µ",
+ "tox ic",
+ "bj j</w>",
+ "viol a</w>",
+ "sp ire</w>",
+ "ch ino</w>",
+ "tra vis",
+ "institu tional</w>",
+ "ha as</w>",
+ "low ry</w>",
+ "w ac",
+ "ea e</w>",
+ "hu mid</w>",
+ "mp ton</w>",
+ "ru ck",
+ "je w</w>",
+ "c ine</w>",
+ "zim mer",
+ "se f</w>",
+ "bhar at",
+ "fre es",
+ "aam ir</w>",
+ "ðŁĴ ħ",
+ "z inc</w>",
+ "wan e</w>",
+ "multi player</w>",
+ "royal wedding</w>",
+ "e el</w>",
+ "preci pit",
+ "qu ery</w>",
+ "kimber ly</w>",
+ "isa bel</w>",
+ "ful fill</w>",
+ "ig an</w>",
+ "vau l",
+ "pan e</w>",
+ "sc y",
+ "dig it</w>",
+ "gun n</w>",
+ "u tah",
+ "dog day</w>",
+ "fi on",
+ "xia omi</w>",
+ "da c</w>",
+ "el ast",
+ "cha vez</w>",
+ "ro blo",
+ "g ine",
+ "ten th</w>",
+ "ab h",
+ "ke to",
+ "hur dle</w>",
+ "na dia</w>",
+ "memorab ilia</w>",
+ "ha bs</w>",
+ "qu an</w>",
+ "h w",
+ "hv ac</w>",
+ "pix ar</w>",
+ "ec cle",
+ "kram er</w>",
+ "accu ses</w>",
+ "ðŁĴļ ðŁĴļ",
+ "per se",
+ "mean time</w>",
+ "wa hl",
+ "atle tico</w>",
+ "âĢ¢âĢ¢ âĢ¢âĢ¢",
+ "ott oman</w>",
+ "no vo",
+ "k us</w>",
+ "conne cted</w>",
+ "tru sts</w>",
+ "d mv</w>",
+ "spen cer",
+ "rahu lg",
+ "do ve",
+ "sto kes</w>",
+ "bolog na</w>",
+ "enthusi asts</w>",
+ "Ã ª",
+ "rockstar games</w>",
+ "ted cruz</w>",
+ "du ras</w>",
+ "s acked</w>",
+ "late x</w>",
+ "immer sive</w>",
+ "cer t</w>",
+ "lu cin",
+ "princi pals</w>",
+ "fa res</w>",
+ "sa ils</w>",
+ "far n",
+ "am ent</w>",
+ "saf fron</w>",
+ "quent in</w>",
+ "check point</w>",
+ "fer ris</w>",
+ "ex cur",
+ "ðŁijī ðŁı¼</w>",
+ "bai ley",
+ "se h",
+ "ter re</w>",
+ "mad am</w>",
+ "s band</w>",
+ "wan derers</w>",
+ "cumber batch</w>",
+ "yy c",
+ "digit ally</w>",
+ "blackandwhite photography</w>",
+ "roll in</w>",
+ "moroc can</w>",
+ "ðŁĮ ħ</w>",
+ "din ner",
+ "d well",
+ "to om",
+ "m ye",
+ "ez ra</w>",
+ "cp fc</w>",
+ "war hol</w>",
+ "me er</w>",
+ "jon ah</w>",
+ "no aa</w>",
+ "s gate</w>",
+ "so on",
+ "secu lar</w>",
+ "g ating</w>",
+ "ti o</w>",
+ "dri ver",
+ "si ssy</w>",
+ "assan ge</w>",
+ "ta th",
+ "ed mund</w>",
+ "bobc ats</w>",
+ "ra ji",
+ "po stage</w>",
+ "stu ds</w>",
+ "m gm</w>",
+ "kat o</w>",
+ "edin burgh",
+ "meet the",
+ "shir t",
+ "fa a</w>",
+ "mens fashion</w>",
+ "sp reads</w>",
+ "wi m</w>",
+ "car ts</w>",
+ "phoe be</w>",
+ "j ars</w>",
+ "bot swana</w>",
+ "Ù Ĥ",
+ "ed war",
+ "sk ar",
+ "ri ve",
+ "gu sty</w>",
+ "c tv</w>",
+ "ferdin and</w>",
+ "su therland</w>",
+ "nickimin aj</w>",
+ "k v",
+ "si us</w>",
+ "bee ch</w>",
+ "re z",
+ "desi res</w>",
+ "on ial</w>",
+ "camp o</w>",
+ "quar ry</w>",
+ "lor raine</w>",
+ "gil more</w>",
+ "ig gy</w>",
+ "µ ï¸ı</w>",
+ "ho pping</w>",
+ "avi z</w>",
+ "ðŁĮ º",
+ "uni sex</w>",
+ "dedic ate</w>",
+ "att itudes</w>",
+ "ste er</w>",
+ "jun kie</w>",
+ "rail way",
+ "y b</w>",
+ "whi sper</w>",
+ "key an</w>",
+ "k us",
+ "ju g</w>",
+ "di x</w>",
+ "a ins</w>",
+ "sum mon",
+ "ov ich</w>",
+ "sy ed</w>",
+ "her ald",
+ "ma ison</w>",
+ "me ded</w>",
+ "wild flower",
+ "main land</w>",
+ "ri sky</w>",
+ "ru kh</w>",
+ "over looked</w>",
+ "ki c</w>",
+ "destro ys</w>",
+ "nam an</w>",
+ "ki p",
+ "z ano</w>",
+ "champion sleague</w>",
+ "ban dit</w>",
+ "quin cy</w>",
+ "smi le",
+ "cal vin",
+ "open ings</w>",
+ "ta pp",
+ "ol ulu</w>",
+ "spec tro",
+ "accred ited</w>",
+ "ap k</w>",
+ "pra ised</w>",
+ "bar nett</w>",
+ "pol len</w>",
+ "premi ered</w>",
+ "selen agomez</w>",
+ "tou red</w>",
+ "screen ings</w>",
+ "uu u</w>",
+ "mis o",
+ "en se</w>",
+ "adam lambert</w>",
+ "guel ph</w>",
+ "har yana</w>",
+ "hu tto",
+ "le ar</w>",
+ "l tc</w>",
+ "po ached</w>",
+ "brex it",
+ "æ Ŀ",
+ "tt c</w>",
+ "pa vement</w>",
+ "mon gers</w>",
+ "ro e",
+ "ad ers</w>",
+ "ling ton",
+ "particip ant</w>",
+ "ca red</w>",
+ "ga il</w>",
+ "y ates</w>",
+ "lan tic</w>",
+ "dash board</w>",
+ "jo o</w>",
+ "feli pe</w>",
+ "ssi onist</w>",
+ "bu m",
+ "s end",
+ "a eri",
+ "thu gs</w>",
+ "luci fer</w>",
+ "a he",
+ "dete ctor</w>",
+ "fil ly</w>",
+ "gas oline</w>",
+ "ham per</w>",
+ "hump day</w>",
+ "the ta</w>",
+ "the band</w>",
+ "fore casts</w>",
+ "o hhh</w>",
+ "lo bb",
+ "hol l",
+ "cp u</w>",
+ "az u",
+ "ad ar",
+ "hai ley</w>",
+ "bu b",
+ "car t",
+ "quo ted</w>",
+ "an archy</w>",
+ "pan cre",
+ "twit art</w>",
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+ "st ash</w>",
+ "the less</w>",
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+ "belie bers</w>",
+ "mor mon</w>",
+ "partic le</w>",
+ "avi ation",
+ "⬠Ĩ",
+ "webcam toy</w>",
+ "sad dened</w>",
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+ "ham let</w>",
+ "n ct",
+ "roll ins</w>",
+ "marque e</w>",
+ "saw yer</w>",
+ "reli ance</w>",
+ "a ura</w>",
+ "di ec",
+ "soo thing</w>",
+ "sig nings</w>",
+ "ak is</w>",
+ "Ã ³</w>",
+ "at kins</w>",
+ "aer op",
+ "ðŁĮ ¿",
+ "y ab",
+ "sh ari",
+ "con nol",
+ "du bbed</w>",
+ "manufac ture</w>",
+ "convin cing</w>",
+ "feelthe bern</w>",
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+ "pu lit",
+ "on ec",
+ "gem stone</w>",
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+ "bag u",
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+ "aci ds</w>",
+ "fi anc",
+ "zodi ac</w>",
+ "sn oop</w>",
+ "her rera</w>",
+ "initi ated</w>",
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+ "pro di",
+ "stron ger",
+ "e mission</w>",
+ "bb a</w>",
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+ "haw an</w>",
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+ "cold play</w>",
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+ "swim mers</w>",
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+ "pp c</w>",
+ "thri ft</w>",
+ "po c</w>",
+ "re places</w>",
+ "commu ter</w>",
+ "âģ¦ âģ¦@</w>",
+ "go ers</w>",
+ "lo gue</w>",
+ "para dig",
+ "bas kets</w>",
+ "sensiti vity</w>",
+ "joh an</w>",
+ "atl antis</w>",
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+ "suit case</w>",
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+ "gal loway</w>",
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+ "war den</w>",
+ "gr ounded</w>",
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+ "disgu ise</w>",
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+ "classical music</w>",
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+ "en field</w>",
+ "bi que</w>",
+ "oak ley</w>",
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+ "ner ves</w>",
+ "mul tit",
+ "calci um</w>",
+ "projec tor</w>",
+ "scott sdale</w>",
+ "ant ino</w>",
+ "gri ps</w>",
+ "kim mel</w>",
+ "des mond</w>",
+ "prote stors</w>",
+ "hi atus</w>",
+ "metaboli sm</w>",
+ "conclu ded</w>",
+ "press er</w>",
+ "ti pping</w>",
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+ "e to",
+ "hun ting",
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+ "pp ery</w>",
+ "innov ators</w>",
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+ "fun gi</w>",
+ "z ad</w>",
+ "proli fic</w>",
+ "rockn roll</w>",
+ "bl ames</w>",
+ "ct ar</w>",
+ "stam ford</w>",
+ "q ad",
+ "mozz arella</w>",
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+ "ph ouse</w>",
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+ "s ris",
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+ "hen ley</w>",
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+ "am trak</w>",
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+ "in cl",
+ "tu tor</w>",
+ "sco tia</w>",
+ "wo es</w>",
+ "sing apo",
+ "fun nel</w>",
+ "turn bull</w>",
+ "know ledge",
+ "gri mm</w>",
+ "real madrid</w>",
+ "we are</w>",
+ "missi les</w>",
+ "con sol",
+ "emo jis</w>",
+ "sne ak",
+ "smi ths</w>",
+ "ru iz</w>",
+ "br ou",
+ "i el",
+ "ha ver",
+ "ðŁĮ ļ</w>",
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+ "basil ica</w>",
+ "circul ation</w>",
+ "prin ters</w>",
+ "ta pping</w>",
+ "ri dley</w>",
+ "dra gged</w>",
+ "ha j",
+ "writ er",
+ "fundament als</w>",
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+ "me tre</w>",
+ "stereo types</w>",
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+ "best of",
+ "n ffc</w>",
+ "ha th",
+ "mini stries</w>",
+ "a ali",
+ "trac ing</w>",
+ "pav ed</w>",
+ "ł ï¸ı",
+ "g ic",
+ "insp ire",
+ "tu g</w>",
+ "ha re",
+ "repe ated</w>",
+ "ex pon",
+ "lol li",
+ "rho de</w>",
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+ "install ations</w>",
+ "instag ram",
+ "az ar</w>",
+ "i es",
+ "sole ly</w>",
+ "du kes</w>",
+ "mission ary</w>",
+ "van guard</w>",
+ "fursuit friday</w>",
+ "on d",
+ "pol ari",
+ "ma st</w>",
+ "har an</w>",
+ "jos é</w>",
+ "jack ed</w>",
+ "ec oun",
+ "al ities</w>",
+ "ne ph",
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+ "moder ated</w>",
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+ "uru guay</w>",
+ "as o</w>",
+ "ni g",
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+ "p ints</w>",
+ "lat ina</w>",
+ "ben z",
+ "m itting</w>",
+ "char ted</w>",
+ "mat ology</w>",
+ "cit ro",
+ "biop ic</w>",
+ "ðŁij Ń</w>",
+ "djo kovic</w>",
+ "fox y</w>",
+ "agu il",
+ "so to</w>",
+ "an ada</w>",
+ "sin king</w>",
+ "sc rap",
+ "hair s</w>",
+ "bethan y</w>",
+ "fact friday</w>",
+ "ðŁIJ IJ</w>",
+ "unlea shed</w>",
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+ "contra dic",
+ "ram on</w>",
+ "coast line</w>",
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+ "sn sd</w>",
+ "li gan</w>",
+ "p ome",
+ "mit age</w>",
+ "ge tt</w>",
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+ "so aring</w>",
+ "bru sh",
+ "f pl</w>",
+ "av an",
+ "å Ĩ",
+ "lar son</w>",
+ "sh ear",
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+ "blu r</w>",
+ "multi media</w>",
+ "chun ky</w>",
+ "par i</w>",
+ "n ani</w>",
+ "weir d",
+ "cholester ol</w>",
+ "char les",
+ "dream ed</w>",
+ "tan ning</w>",
+ "puzz les</w>",
+ "fr am",
+ "hand ball</w>",
+ "ch ag",
+ "beli ze</w>",
+ "al u</w>",
+ "bang s</w>",
+ "Ñ Ħ",
+ "detec tives</w>",
+ "mc g</w>",
+ "ish q",
+ "bo thered</w>",
+ "saf c</w>",
+ "mp ing</w>",
+ "ten eri",
+ "g ays</w>",
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+ "mul ticul",
+ "gue ssed</w>",
+ "ros é</w>",
+ "high ways</w>",
+ "bro om</w>",
+ "chatt anoo",
+ "- '</w>",
+ "see ker</w>",
+ "on ed",
+ "at f</w>",
+ "lu c</w>",
+ "> <</w>",
+ "bar i</w>",
+ "per cep",
+ "jewel ry",
+ "as ph",
+ "sor row</w>",
+ "sl ing",
+ "mam moth</w>",
+ "jac kie",
+ "ë §",
+ "wilt shire</w>",
+ "sa o</w>",
+ "can cell",
+ "im paired</w>",
+ "tor ial</w>",
+ "bre ed",
+ "guy en</w>",
+ "jud ice</w>",
+ "tit le",
+ "pro spective</w>",
+ "applic ants</w>",
+ "ðŁį Ĭ</w>",
+ "epis cop",
+ "e id",
+ "b yo",
+ "stock ings</w>",
+ "ðŁĴĥ ðŁĴĥ",
+ "ll p</w>",
+ "sna g</w>",
+ "keep it",
+ "l ough</w>",
+ "ol son</w>",
+ "matur ity</w>",
+ "!! !\"</w>",
+ "cop ter</w>",
+ "i sha</w>",
+ "bl i</w>",
+ "wil mington</w>",
+ "tr youts</w>",
+ "th ai",
+ "ðŁ¥ ³</w>",
+ "pe bble</w>",
+ "kra ft</w>",
+ "f p",
+ "Â º</w>",
+ "ssi vely</w>",
+ "li vin</w>",
+ "contest ants</w>",
+ "tex tures</w>",
+ "jo an",
+ "h dr</w>",
+ "film festival</w>",
+ "prov ence</w>",
+ "wi do",
+ "op end",
+ "c si</w>",
+ "sto wn",
+ "cro ati",
+ "ad just</w>",
+ "host ile</w>",
+ "analy sts</w>",
+ "il an</w>",
+ "cu ppa</w>",
+ "bru m</w>",
+ "newfound land</w>",
+ "good win</w>",
+ "me tt</w>",
+ "mall orca</w>",
+ "plu gs</w>",
+ "bu k",
+ "bb hutto",
+ "wrest le</w>",
+ "sa ire</w>",
+ "sho pped</w>",
+ "for za</w>",
+ "le head</w>",
+ "vi vo",
+ "ba st",
+ "ro xy</w>",
+ "reg is</w>",
+ "hard working</w>",
+ "hon olulu</w>",
+ "desp air</w>",
+ "young sters</w>",
+ "ni g</w>",
+ "impro mp",
+ "roll tide</w>",
+ "de emed</w>",
+ "tre ason</w>",
+ "ru shed</w>",
+ "for ged</w>",
+ "ff f</w>",
+ "pikach u</w>",
+ "bri ggs</w>",
+ "do it</w>",
+ "ac cent",
+ "la us</w>",
+ "gla ze</w>",
+ "compet ent</w>",
+ "a ho",
+ "photo g</w>",
+ "mid field</w>",
+ "le go",
+ "har vard",
+ "min orities</w>",
+ "re illy</w>",
+ "slic ed</w>",
+ "once upon",
+ "initi ally</w>",
+ "financi ally</w>",
+ "landscape photography</w>",
+ "har dro",
+ "qu o</w>",
+ "mm ers</w>",
+ "par kinson</w>",
+ "smu gg",
+ "read iness</w>",
+ "bru tally</w>",
+ "glou cester",
+ "mp ed</w>",
+ "bbhutto zardari</w>",
+ "mur der",
+ "ye d",
+ "dat aviz</w>",
+ "sr t</w>",
+ "dow ning</w>",
+ "bi ans</w>",
+ "m ü",
+ "fle ck</w>",
+ "fli pped</w>",
+ "s ly",
+ "brilli ance</w>",
+ "ri m",
+ "k um</w>",
+ "bubb a</w>",
+ "ko i</w>",
+ "knit ted</w>",
+ "sor g</w>",
+ "ma is</w>",
+ "ðŁĮ ²</w>",
+ "ti ss",
+ "su stain</w>",
+ "sen su",
+ "ak han</w>",
+ "zi est</w>",
+ "exam ines</w>",
+ "chardon nay</w>",
+ "user name</w>",
+ "short list</w>",
+ "re bs</w>",
+ "on o",
+ "dar ing</w>",
+ "hard wood</w>",
+ "che que</w>",
+ "righte ous</w>",
+ "light ening</w>",
+ "dir k</w>",
+ "shra dd",
+ "du ra",
+ "down stairs</w>",
+ "sh al</w>",
+ "ami gos</w>",
+ "ru ff",
+ "s law</w>",
+ "ri es",
+ "red nation",
+ "man us</w>",
+ "ðŁĩ§ ðŁĩ·</w>",
+ "distin ction</w>",
+ "u bun",
+ "dur an</w>",
+ "mi gra",
+ "thi ans</w>",
+ "la ver",
+ "domest ic",
+ "k x",
+ "jaz zy</w>",
+ "justi fy</w>",
+ "belong ing</w>",
+ "insul ation</w>",
+ "color stv</w>",
+ "drun ken</w>",
+ "chann eling</w>",
+ "qu and</w>",
+ "xi ii</w>",
+ "enligh ten",
+ "kan o</w>",
+ "fati ma</w>",
+ "teen choice</w>",
+ "terri fied</w>",
+ "p ba</w>",
+ "as ley</w>",
+ "met museum</w>",
+ "dun e</w>",
+ "pack er</w>",
+ "ki o",
+ "ðŁĴľ ðŁĴľ</w>",
+ "bo iler",
+ "fas cism</w>",
+ "ar mored</w>",
+ "back grounds</w>",
+ "in mates</w>",
+ "embarra ssed</w>",
+ "defin es</w>",
+ "th d</w>",
+ "we go</w>",
+ "silic one</w>",
+ "lo on</w>",
+ "el ding</w>",
+ "bor rowed</w>",
+ "he mp",
+ "ak sh",
+ "kaw asaki</w>",
+ "br y</w>",
+ "de af",
+ "kill er",
+ "dispo sal</w>",
+ "ðŁĩ °",
+ "glaston bury</w>",
+ "un covered</w>",
+ "o xide</w>",
+ "po ff</w>",
+ "d ant</w>",
+ "k j</w>",
+ "ku ro",
+ "dri zzle</w>",
+ "peop les",
+ "fe e",
+ "pro pri",
+ "dd lovato</w>",
+ "pi ggy</w>",
+ "ot is</w>",
+ "aller gies</w>",
+ "u bis",
+ "pengu in",
+ "ser a</w>",
+ "vi z",
+ "prosp erous</w>",
+ "ici des</w>",
+ "tornad oes</w>",
+ "sene gal</w>",
+ "web cast</w>",
+ "sto red</w>",
+ "enchan ted</w>",
+ "bb cone</w>",
+ "bay area</w>",
+ "entrepreneu rial</w>",
+ "rednation rising</w>",
+ "experim enting</w>",
+ "ang an</w>",
+ "lot to</w>",
+ "they re</w>",
+ "por e</w>",
+ "er p</w>",
+ "seren e</w>",
+ "east wood</w>",
+ "bro kers</w>",
+ "bar ge</w>",
+ "stal lion</w>",
+ "timber lake</w>",
+ "tailo red</w>",
+ "dy stop",
+ "b ate</w>",
+ "lat ors</w>",
+ "di xit</w>",
+ "bran son</w>",
+ "dynam o</w>",
+ "ky lie",
+ "shame ful</w>",
+ "bt wn</w>",
+ "spring time</w>",
+ "mix ture</w>",
+ "s ounded</w>",
+ "lu ton</w>",
+ "dad es</w>",
+ "mal a</w>",
+ "op ra</w>",
+ "en ic</w>",
+ "rahulg andhi</w>",
+ "se wer</w>",
+ "~~ ~~",
+ "ky u",
+ "nor theastern</w>",
+ "ca er",
+ "bc u</w>",
+ "nir vana</w>",
+ "kitch ens</w>",
+ "ous y</w>",
+ "al m</w>",
+ "river dale</w>",
+ "hid den",
+ "fl int",
+ "sp d</w>",
+ "pat rons</w>",
+ "katy perry</w>",
+ "au gh",
+ "exhib itions</w>",
+ "sm c</w>",
+ "shu ts</w>",
+ "at ore</w>",
+ "da in</w>",
+ "some thing",
+ "ber th</w>",
+ "bo g</w>",
+ "por ter",
+ "gen to</w>",
+ "con cussion</w>",
+ "ang lic",
+ "ro we</w>",
+ "gr illing</w>",
+ "scar lett</w>",
+ "master ing</w>",
+ "mor nin</w>",
+ "comm ented</w>",
+ "si me",
+ "si zing</w>",
+ "christ y</w>",
+ "ce os</w>",
+ "st m</w>",
+ "at ry</w>",
+ "tari ffs</w>",
+ "vac ation",
+ "pre judice</w>",
+ "p su</w>",
+ "paren tal</w>",
+ "far age</w>",
+ "can a</w>",
+ "cap com</w>",
+ "koso vo</w>",
+ "you re",
+ "men stru",
+ "stal in</w>",
+ "grape fruit</w>",
+ "br an</w>",
+ "che sa",
+ "dav en",
+ "exc el",
+ "!! )</w>",
+ "๠Į</w>",
+ "distribu tor</w>",
+ "ce a</w>",
+ "bride sma",
+ "millenni al</w>",
+ "wa in",
+ "ob serving</w>",
+ "mis ery</w>",
+ "plan etary</w>",
+ "expo sing</w>",
+ "bra ised</w>",
+ "comp ton</w>",
+ "don gha",
+ "q l</w>",
+ "spring steen</w>",
+ "th ul",
+ "syl ve",
+ "cab o</w>",
+ "pal ad",
+ "niel sen</w>",
+ "gaz ing</w>",
+ "ba ja</w>",
+ "r oud</w>",
+ "orchi ds</w>",
+ "johan nesburg</w>",
+ "se man</w>",
+ "d ji</w>",
+ "oper ative</w>",
+ "affe ction</w>",
+ "eclec tic</w>",
+ "at c</w>",
+ "mut ant</w>",
+ "aw x</w>",
+ "nic e",
+ "mel bourne",
+ "indu lg",
+ "tu lip</w>",
+ "dias pora</w>",
+ "wel p</w>",
+ "big gie</w>",
+ "mississ auga</w>",
+ "retri ever</w>",
+ "or an</w>",
+ "tam my</w>",
+ "c ta</w>",
+ "hipp o",
+ "seas oned</w>",
+ "ger mans</w>",
+ "eng v",
+ "marvell ous</w>",
+ "im f</w>",
+ "rela ys</w>",
+ "mon tan",
+ "maur iti",
+ "me ister</w>",
+ "as surance</w>",
+ "reig ning</w>",
+ "su fficient</w>",
+ "han e</w>",
+ "no thing",
+ "pos se</w>",
+ "nav y",
+ "in love</w>",
+ "brigh ton",
+ "en qu",
+ "ch ung</w>",
+ "sweat y</w>",
+ "es c</w>",
+ "cal ed",
+ "man s",
+ "nicar agua</w>",
+ "sl ices</w>",
+ "mo cha</w>",
+ "washington post</w>",
+ "bb n</w>",
+ "dam ned</w>",
+ "grow ing",
+ "en burg</w>",
+ "lo an",
+ "me s",
+ "wh oops</w>",
+ "believ ers</w>",
+ "spi el",
+ "vo daf",
+ "l at</w>",
+ "s led</w>",
+ "cricke ter</w>",
+ "brown e</w>",
+ "golf ers</w>",
+ "bar ra",
+ "wat chers</w>",
+ "lu igi</w>",
+ "sw amy</w>",
+ "mom s",
+ "pit ched</w>",
+ "san tor",
+ "cr s</w>",
+ "si re</w>",
+ "sc amp</w>",
+ "bo de",
+ "ste war",
+ "jon ny",
+ "ent ity</w>",
+ "pac qui",
+ "mind ful</w>",
+ "min india</w>",
+ "bear ded</w>",
+ "temp t</w>",
+ "scorpi on</w>",
+ "eat on</w>",
+ "authori zed</w>",
+ "ar to",
+ "s vp</w>",
+ "op athy</w>",
+ "cch ini</w>",
+ "house music</w>",
+ "disney world</w>",
+ "âĢĶ @</w>",
+ "pro pose</w>",
+ "di y",
+ "expen se</w>",
+ "ten g</w>",
+ "pupp ets</w>",
+ "sm el",
+ "d aca</w>",
+ "per ry",
+ "fin n",
+ "boo sting</w>",
+ "lefto vers</w>",
+ "cou gs</w>",
+ "satell ites</w>",
+ "man y",
+ "az e</w>",
+ "g ong</w>",
+ "fi e",
+ "metho do",
+ "fer ries</w>",
+ "ðŁ¤Ķ ðŁ¤Ķ</w>",
+ "explore rs</w>",
+ "load er</w>",
+ "attrac ted</w>",
+ "il ton</w>",
+ "godd amn</w>",
+ "pi azza</w>",
+ "doc tr",
+ "sav ing",
+ "paragra ph</w>",
+ "visu alization</w>",
+ "may ors</w>",
+ "work flow</w>",
+ "ack les</w>",
+ "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ",
+ "ठ¸</w>",
+ "twer k</w>",
+ "clu t",
+ "lo ver",
+ "te ases</w>",
+ "si an",
+ "o te",
+ "deter ior",
+ "accor d</w>",
+ "l fw</w>",
+ "swar ovski</w>",
+ "nat al</w>",
+ "tra ps</w>",
+ "k ina</w>",
+ "analy ze</w>",
+ "laye red</w>",
+ "bever ages</w>",
+ "un it",
+ "ran som",
+ "pe shaw",
+ "dest ined</w>",
+ "astro logy</w>",
+ "si pping</w>",
+ "miley cyrus</w>",
+ "cam ino</w>",
+ "marshmal low</w>",
+ "bli ss",
+ "out back</w>",
+ "fa q</w>",
+ "int oler",
+ "humil ity</w>",
+ "po ppin</w>",
+ "hallo ween",
+ "mon tene",
+ "op hy",
+ "nu n</w>",
+ "tattoo ed</w>",
+ "a as",
+ "ðŁĮ ³</w>",
+ "dale y</w>",
+ "qual ity",
+ "du sa</w>",
+ "fisher men</w>",
+ "swi f",
+ "ter rac",
+ "st au",
+ "le in</w>",
+ "trol ling</w>",
+ "ship ment</w>",
+ "garden er</w>",
+ "march madness</w>",
+ "head band</w>",
+ "gr t</w>",
+ "bur nett</w>",
+ "w and</w>",
+ "!!!! !!!!!</w>",
+ "gh e</w>",
+ "du x</w>",
+ "hu d</w>",
+ "war ner",
+ "ðŁĩ ¦</w>",
+ "ex ile</w>",
+ "rescu e",
+ "rat a</w>",
+ "d han</w>",
+ "duc ati</w>",
+ "dro wn</w>",
+ "bl ends</w>",
+ "spi e",
+ "alli gator</w>",
+ "simul taneously</w>",
+ "broo ke",
+ "u ke</w>",
+ "k har</w>",
+ "comm union</w>",
+ "ri ka</w>",
+ "ford fc</w>",
+ "chin atown</w>",
+ "you rown",
+ "me y",
+ "can al",
+ "syste matic</w>",
+ "de pri",
+ "ox ford",
+ "an il",
+ "w ut</w>",
+ "equ ation</w>",
+ "be z",
+ "fle ur</w>",
+ "the good",
+ "lang ley</w>",
+ "ad ity",
+ "ed ith</w>",
+ "al fie</w>",
+ "о ÑĤ",
+ "en cry",
+ "br ill</w>",
+ "ex emp",
+ "ce sar</w>",
+ "mb ling</w>",
+ "ab ri",
+ "sc icom",
+ "j ing</w>",
+ "school ing</w>",
+ "mi ka",
+ "mechan isms</w>",
+ "impromp tu</w>",
+ "rhe a</w>",
+ "moo re",
+ "crime a</w>",
+ "be sto",
+ "wri ght",
+ "el ders</w>",
+ "ro ds</w>",
+ "kam al</w>",
+ "folkl ore</w>",
+ "be et</w>",
+ "mini on</w>",
+ "reli eve</w>",
+ "thr o</w>",
+ "team usa</w>",
+ "pas cal</w>",
+ "made with",
+ "boli via</w>",
+ "itt i</w>",
+ "free bies</w>",
+ "desi red</w>",
+ "best selling</w>",
+ "l iness</w>",
+ "la den</w>",
+ "ke ane</w>",
+ "mi sts</w>",
+ "hipp ie</w>",
+ "atta chment</w>",
+ "@ /</w>",
+ "se w</w>",
+ "flan agan</w>",
+ "âĿĹ ï¸ı",
+ "supre mac",
+ "stl cards</w>",
+ "si as</w>",
+ "q u</w>",
+ "rh ys</w>",
+ "ste ep",
+ "val leys</w>",
+ "v w",
+ "pav ing</w>",
+ "disp at",
+ "al ison",
+ "por te</w>",
+ "id u</w>",
+ "new sc",
+ "soc ket</w>",
+ "mo s",
+ "co star",
+ "re vo",
+ "prote ins</w>",
+ "stanley cup</w>",
+ "m cal",
+ "ear ring</w>",
+ "se cs</w>",
+ "mc lean</w>",
+ "cap ric",
+ "nick elo",
+ "ad en",
+ "v c",
+ "shou se</w>",
+ "adap tive</w>",
+ "maxi mize</w>",
+ "entertain er</w>",
+ "pro se</w>",
+ "gri ffi",
+ "six teen</w>",
+ "lam ar",
+ "mi rage</w>",
+ "saudi arabia</w>",
+ "awe ather</w>",
+ "ru st",
+ "in filtr",
+ "fashion week</w>",
+ "ðŁĺĬðŁĺĬ ðŁĺĬ</w>",
+ "selec tive</w>",
+ "bubb le",
+ "a den</w>",
+ "fen nel</w>",
+ "deci sive</w>",
+ "m ta</w>",
+ "mock ing",
+ "mb les</w>",
+ "st amp",
+ "mu le</w>",
+ "bernar do</w>",
+ "gr in</w>",
+ "po tt",
+ "j ingle</w>",
+ "vet tel</w>",
+ "colom bian</w>",
+ "cam o",
+ "motivation monday</w>",
+ "ba han</w>",
+ "p ly</w>",
+ "dh ary</w>",
+ "k ami</w>",
+ "x men</w>",
+ "sleep er</w>",
+ "gar a</w>",
+ "my sti",
+ "confi dential</w>",
+ "conflic ts</w>",
+ "p neu",
+ "ce s",
+ "insur tech</w>",
+ "clean se</w>",
+ "me rely</w>",
+ "va is</w>",
+ "tu x",
+ "the great",
+ "shar on",
+ "ma j</w>",
+ "hol a</w>",
+ "eco systems</w>",
+ "aj ay</w>",
+ "aa j",
+ "hu sh</w>",
+ "har mon</w>",
+ "backto school</w>",
+ "wiki leaks</w>",
+ "reflec ted</w>",
+ "ðŁĺ ĵ</w>",
+ "commemor ating</w>",
+ "ac et",
+ "buck ingham</w>",
+ "messi ah</w>",
+ "tu ous</w>",
+ "hor net</w>",
+ "to be</w>",
+ "d q</w>",
+ "he ine",
+ "mi g</w>",
+ "pl ate",
+ "nichol son</w>",
+ "sp ie</w>",
+ "cumber land</w>",
+ "nor mal",
+ "pho bia</w>",
+ "happy halloween</w>",
+ "city fc</w>",
+ "mc el",
+ "gilli an</w>",
+ "ke to</w>",
+ "lu de</w>",
+ "de mise</w>",
+ "su ga</w>",
+ "str ate</w>",
+ "mcgr ath</w>",
+ "visit scotland</w>",
+ "foo led</w>",
+ "cb r</w>",
+ "gc se</w>",
+ "col ori",
+ "po td</w>",
+ "missuni verse</w>",
+ "fin ances</w>",
+ "ma poli</w>",
+ "for ks</w>",
+ "Ø ´",
+ "cann on",
+ "medic inal</w>",
+ "ðŁĹ ĵ</w>",
+ "kh o</w>",
+ "wre ck",
+ "pan to</w>",
+ "bag el</w>",
+ "gu ll</w>",
+ "syndic ate</w>",
+ "ic y",
+ "pr c</w>",
+ "ki en</w>",
+ "zi ka</w>",
+ "ti sh</w>",
+ "pe ta</w>",
+ "c co</w>",
+ "li za</w>",
+ "ch ut",
+ "ex traction</w>",
+ "el g",
+ "gl i</w>",
+ "fu eled</w>",
+ "pos it",
+ "respec tively</w>",
+ "leice ster",
+ "br ink</w>",
+ "vulner ability</w>",
+ "im ported</w>",
+ "e sha</w>",
+ "ðŁ¦ ħ</w>",
+ "r ural",
+ "re ll",
+ "gam ing",
+ "atlan tic",
+ "aband on</w>",
+ "no ah",
+ "re solved</w>",
+ "pro state</w>",
+ "aller gic</w>",
+ "ps d</w>",
+ "âĺ ¹",
+ "dun geon",
+ "fang irl</w>",
+ "illumin ated</w>",
+ "m hs</w>",
+ "white sox</w>",
+ "d ently</w>",
+ "ck o</w>",
+ "endor se</w>",
+ "over ly</w>",
+ "dazz ling</w>",
+ "prior iti",
+ "night life</w>",
+ "ut il",
+ "be have</w>",
+ "flam en",
+ "east bound</w>",
+ "ðŁĴ Ł</w>",
+ "ilove you</w>",
+ "gov uk</w>",
+ "mozam bique</w>",
+ "alle gi",
+ "dr i</w>",
+ "testim onial</w>",
+ "ath s</w>",
+ "ì§ Ģ",
+ "mm y",
+ "shab by</w>",
+ "pro secco</w>",
+ "friend ships</w>",
+ "cal am",
+ "dam ages</w>",
+ "off set</w>",
+ "jura ssic",
+ "jun o</w>",
+ "arre ll</w>",
+ "ðŁĴ ©</w>",
+ "interven tions</w>",
+ "dare devil</w>",
+ "car ver</w>",
+ "run away</w>",
+ "ran e</w>",
+ "truste es</w>",
+ "ha ute</w>",
+ "dep ths</w>",
+ "ðŁİ Ń</w>",
+ "me in",
+ "sacrific es</w>",
+ "con cier",
+ "ne sting</w>",
+ "i zzy</w>",
+ "me tam",
+ "ilove my",
+ "ur ine</w>",
+ "du lu",
+ "mal hotra</w>",
+ "ve ins</w>",
+ "night ly</w>",
+ "co at",
+ "an di",
+ "he witt</w>",
+ "lon el",
+ "ci ble</w>",
+ "wr ite",
+ "jen nie</w>",
+ "sant ac",
+ "ĸ ï¸ı</w>",
+ "str ato",
+ "singapo re",
+ "sop rano</w>",
+ "kri sten",
+ "cheer ful</w>",
+ "flee twood</w>",
+ "fa iri",
+ "m eli",
+ "wa st",
+ "tur nt</w>",
+ "sfor sale</w>",
+ "sc rolling</w>",
+ "angel ina</w>",
+ "ren dition</w>",
+ "jeric ho</w>",
+ "nick y",
+ "or b",
+ "fla vo",
+ "patri ot",
+ "ash eville</w>",
+ "sick ness</w>",
+ "re fund</w>",
+ "aggre ssion</w>",
+ "b pl</w>",
+ "ãĥ ĥ",
+ "elu sive</w>",
+ "thi story</w>",
+ "hang er</w>",
+ "bu ffs</w>",
+ "vil las</w>",
+ "at kinson</w>",
+ "sp h",
+ "ja it",
+ "decl ined</w>",
+ "wo k</w>",
+ "supre macy</w>",
+ "oo tball</w>",
+ "ey ang</w>",
+ "ðŁİ ĵ",
+ "s ford</w>",
+ "ath i</w>",
+ "consu me</w>",
+ "road ster</w>",
+ "e so</w>",
+ "u pro",
+ "reci pe",
+ "au f</w>",
+ "uc i</w>",
+ "ar on</w>",
+ "oo oh</w>",
+ "cs go</w>",
+ "re ich</w>",
+ "mc d</w>",
+ "min ute",
+ "ladi es",
+ "pun k",
+ "rut gers</w>",
+ "mee k</w>",
+ "ariz on",
+ "ta j",
+ "land lord</w>",
+ "de gra",
+ "autu mn",
+ "lyn x</w>",
+ "us f</w>",
+ "b hi",
+ "fairy tale</w>",
+ "dongha e</w>",
+ "bet sy</w>",
+ "explo ded</w>",
+ "chen nai",
+ "op a</w>",
+ "pro tag",
+ "br ant",
+ "ðŁĵ °:</w>",
+ "g f",
+ "pal li",
+ "ðŁı¼ âĢįâĻĢï¸ı</w>",
+ "su t</w>",
+ "ill ini</w>",
+ "colum nist</w>",
+ "shir tless</w>",
+ "de centr",
+ "sear ched</w>",
+ "ec or",
+ "bu ggy</w>",
+ "s ack",
+ "ðŁĺĤ ðŁĺŃ",
+ "de t",
+ "ther i",
+ "or naments</w>",
+ "bring back",
+ "to v</w>",
+ "quarter finals</w>",
+ "ic he",
+ "con stra",
+ "gi er</w>",
+ "buchan an</w>",
+ "vi x",
+ "kay aking</w>",
+ "mu stread</w>",
+ "swal low</w>",
+ "mel b</w>",
+ "sc af",
+ "op al</w>",
+ "may oral</w>",
+ "har at</w>",
+ "ðŁ¦ ĭ</w>",
+ "schedu les</w>",
+ "id f</w>",
+ "ha gue</w>",
+ "ro z",
+ "a ah</w>",
+ "d mc</w>",
+ "du plic",
+ "ca che</w>",
+ "orph an</w>",
+ "frac ture</w>",
+ "rec on</w>",
+ "ch av",
+ "bun nies</w>",
+ "al ain</w>",
+ "mustaf a</w>",
+ "ðŁİ Ļ",
+ "vac ations</w>",
+ "dynam ite</w>",
+ "tex ted</w>",
+ "broad caster</w>",
+ "ðŁĴ £</w>",
+ "ste amed</w>",
+ "rock er</w>",
+ "di etary</w>",
+ "luxury travel</w>",
+ "inaugur ated</w>",
+ "sa wards</w>",
+ "vaugh n</w>",
+ "lincoln shire</w>",
+ "click ed</w>",
+ "kra ja</w>",
+ "f anc",
+ "remo ves</w>",
+ "layo ffs</w>",
+ "mc far",
+ "bre eds</w>",
+ "win nie</w>",
+ "jon ghyun</w>",
+ "incen tive</w>",
+ "vari ations</w>",
+ "pat ton</w>",
+ "atur day</w>",
+ "persist ent</w>",
+ "pr un",
+ "pi ers</w>",
+ "dal es</w>",
+ "æ ĸ",
+ "breast feeding</w>",
+ "r ance</w>",
+ "ta wa</w>",
+ "Ĥ âĸ",
+ "mur doch</w>",
+ "cap tive</w>",
+ "thi stle</w>",
+ "nic a</w>",
+ "commod ity</w>",
+ "cou ldnt</w>",
+ "board walk</w>",
+ "graci ous</w>",
+ "practiti oners</w>",
+ "n gc</w>",
+ "scru m</w>",
+ "ner o</w>",
+ "camoufla ge</w>",
+ "col on</w>",
+ "he i</w>",
+ "phys icist</w>",
+ "saturday morning</w>",
+ "ten er</w>",
+ "si won</w>",
+ "colum ns</w>",
+ "bru ne",
+ "y vr</w>",
+ "ba ir",
+ "reti res</w>",
+ "hal am",
+ "cab er",
+ "shaz am</w>",
+ "min u",
+ "cas cade</w>",
+ "milk shake</w>",
+ "gri d",
+ "d ren",
+ "vin cent",
+ "so dium</w>",
+ "plat ter</w>",
+ "cheer leader</w>",
+ "chen ko</w>",
+ "y ak</w>",
+ "elimin ated</w>",
+ "ty po</w>",
+ "y man</w>",
+ "re think</w>",
+ "âĿ Ĺ</w>",
+ "ts ville</w>",
+ "bernardo kath</w>",
+ "ex tr",
+ "ðŁĺģ ðŁĺģðŁĺģ</w>",
+ "ta o",
+ "re per",
+ "mo ths</w>",
+ "em powered</w>",
+ "c iting</w>",
+ "transpor ted</w>",
+ "mon ks</w>",
+ "san at",
+ "cle ars</w>",
+ "bachelore tte</w>",
+ "camp bell",
+ "racha el</w>",
+ "har le",
+ "hand ler</w>",
+ "climb s</w>",
+ "inter ference</w>",
+ "rele ase",
+ "sh and",
+ "r bs</w>",
+ "hr h</w>",
+ "ãģ ª",
+ "val le</w>",
+ "r é",
+ "sli me</w>",
+ "w akes</w>",
+ "chu bby</w>",
+ "slo an</w>",
+ "el ves</w>",
+ "ath en",
+ "attor neys</w>",
+ "micro scope</w>",
+ "ston er</w>",
+ "sc aling</w>",
+ "o be</w>",
+ "c out",
+ "se man",
+ "mid week</w>",
+ "bal sam",
+ "ðŁĺį âĿ¤</w>",
+ "ti ful</w>",
+ "v ish</w>",
+ "lo tta</w>",
+ "ri pping</w>",
+ "re mn",
+ "ti re",
+ "le ap",
+ "ha vent</w>",
+ "la by",
+ "hi mach",
+ "whisp ers</w>",
+ "we in",
+ "ðŁİ ¸",
+ "wild flowers</w>",
+ "se le",
+ "u cc</w>",
+ "li ability</w>",
+ "az ine</w>",
+ "sw ings</w>",
+ "k ya</w>",
+ "ta ir",
+ "re main",
+ "e do",
+ "flo ps</w>",
+ "poc ket",
+ "grand ad</w>",
+ "exam iner</w>",
+ "gr is</w>",
+ "ffe ct</w>",
+ "ðŁijĬ ðŁı»</w>",
+ "stud ded</w>",
+ "heart beat</w>",
+ "de acon</w>",
+ "firm ly</w>",
+ "infec tious</w>",
+ "ste f",
+ "out lines</w>",
+ "le asing</w>",
+ "cla ws</w>",
+ "sen se",
+ "tab s</w>",
+ "hoo t</w>",
+ "mo sul</w>",
+ "spa wn</w>",
+ "co a</w>",
+ "hog warts</w>",
+ "ve in</w>",
+ "alban ia</w>",
+ "manu el",
+ "b ino",
+ "vaux hall</w>",
+ "scot land",
+ "go bucks</w>",
+ "mat ty</w>",
+ "phy sio</w>",
+ "tor ino</w>",
+ "const able</w>",
+ "investig ated</w>",
+ "s lower</w>",
+ "mistak en</w>",
+ "bay er</w>",
+ "wild fires</w>",
+ "vo ic",
+ "x on",
+ "time to",
+ "chas sis</w>",
+ "bar ric",
+ "pi on</w>",
+ "bald head</w>",
+ "woo k</w>",
+ "regi str",
+ "dra fts</w>",
+ "b hs</w>",
+ "li gue</w>",
+ "l ick",
+ "staf fordshire</w>",
+ "baf ta</w>",
+ "dar ry",
+ "je anne</w>",
+ "ven ding</w>",
+ "cor p",
+ "⼠³ï¸ı</w>",
+ "kid dos</w>",
+ "fen way</w>",
+ "ca o</w>",
+ "west bound</w>",
+ "ðŁĺ Ļ</w>",
+ "dv r</w>",
+ "quick er</w>",
+ "bla h</w>",
+ "goo die</w>",
+ "ðŁĴĭ ðŁĴĭ</w>",
+ "vo x",
+ "esp er",
+ "fac ade</w>",
+ "cor relation</w>",
+ "red bull</w>",
+ "rou p</w>",
+ "decl ining</w>",
+ "chi ve</w>",
+ "mc gee</w>",
+ "tur o</w>",
+ "in der</w>",
+ "f eller</w>",
+ "fu g",
+ "il ysm</w>",
+ "mar di</w>",
+ "peshaw ar</w>",
+ "ki eran</w>",
+ "ine ma</w>",
+ "meat balls</w>",
+ "pe ck</w>",
+ "depre ssing</w>",
+ "sen sing</w>",
+ "gi z",
+ "dd ington</w>",
+ "spring watch</w>",
+ "ro aming</w>",
+ "yellow stone</w>",
+ "horse shoe</w>",
+ "am man</w>",
+ "week day</w>",
+ "ol or</w>",
+ "ðŁ¥ °",
+ "boo sts</w>",
+ "spr int",
+ "scar ves</w>",
+ "je e",
+ "bee tro",
+ "cl an",
+ "all the",
+ "ìĦ ¸ë",
+ "enlighten ment</w>",
+ "ado be",
+ "re generation</w>",
+ "? @</w>",
+ "cont ag",
+ "yach ts</w>",
+ "to u</w>",
+ "mor a</w>",
+ "en voy</w>",
+ "r ani",
+ "go li",
+ "dhanush kraja</w>",
+ "wood working</w>",
+ "streng ths</w>",
+ "se di",
+ "disc s</w>",
+ "ar ina</w>",
+ "sc on</w>",
+ "lit e",
+ "ano ther",
+ "ðŁ¥ Ĭ</w>",
+ "ye men",
+ "gu ern",
+ "sav vy</w>",
+ "lo yed</w>",
+ "biom ed",
+ "heart break</w>",
+ "comra des</w>",
+ "milli e</w>",
+ "pat ch",
+ "un f",
+ "jar vis</w>",
+ "bl aming</w>",
+ "commemor ation</w>",
+ "ge y</w>",
+ "å ¥",
+ "cardio vascular</w>",
+ "alig ned</w>",
+ "docu ment",
+ ". ?</w>",
+ "aesthe tics</w>",
+ "em u</w>",
+ "the irs</w>",
+ "le h</w>",
+ "ps ic",
+ "si f</w>",
+ "pl ateau</w>",
+ "ex pend",
+ "domin ating</w>",
+ "rob es</w>",
+ "mauriti us</w>",
+ "excep tionally</w>",
+ "hom er",
+ "discover ies</w>",
+ "bra un</w>",
+ "ten nant</w>",
+ "insul in</w>",
+ "ðŁİ ®</w>",
+ "car bs</w>",
+ "te as</w>",
+ "? !\"</w>",
+ "zi e",
+ "franco is</w>",
+ "brow sing</w>",
+ "th ol",
+ "cla rence</w>",
+ "hel per</w>",
+ "ob tained</w>",
+ "cas sie</w>",
+ "le es",
+ "! ,</w>",
+ "pome gran",
+ "hu bs</w>",
+ "presti ge</w>",
+ "] [</w>",
+ "mach er</w>",
+ "bott led</w>",
+ "pun ch",
+ "pi pe",
+ "o ch",
+ "gall ons</w>",
+ "deliver ies</w>",
+ "u ra",
+ "un day</w>",
+ "mon de</w>",
+ "depic ts</w>",
+ "re gency</w>",
+ "outra geous</w>",
+ "khal ed</w>",
+ "car o</w>",
+ "he arti",
+ "za g</w>",
+ "develop mental</w>",
+ "over coming</w>",
+ "stati stical</w>",
+ "flavo red</w>",
+ "for ds</w>",
+ "cre atives</w>",
+ "lau rence</w>",
+ "di as</w>",
+ "sun screen</w>",
+ "in ked</w>",
+ "pre acher</w>",
+ "n ul",
+ "impac ting</w>",
+ "auti stic</w>",
+ "âļ Ķï¸ı</w>",
+ "o ss",
+ "pel icans</w>",
+ "cele ste</w>",
+ "v b",
+ "ru mp</w>",
+ "mc gra",
+ "fair fax</w>",
+ "hu mor",
+ "bbc news</w>",
+ "row ling</w>",
+ "cal der",
+ "seam less</w>",
+ "ag ne",
+ "p ti",
+ "mix ed",
+ "t shirts</w>",
+ "mer ci</w>",
+ "b tob</w>",
+ "women instem</w>",
+ "genealo gy</w>",
+ "pre ven",
+ "l our",
+ "cra dle</w>",
+ "gi use",
+ "Ð ¾</w>",
+ "chron o",
+ "fair ness</w>",
+ "chocol ate",
+ "tor y",
+ "as da</w>",
+ "pre scott</w>",
+ "stret ched</w>",
+ "al man",
+ "u il</w>",
+ "re charge</w>",
+ "in tre",
+ "ob st",
+ "hosp ital",
+ "hay ward</w>",
+ "teneri fe</w>",
+ "fried man</w>",
+ "vap ing</w>",
+ "confe ssions</w>",
+ "ye ah",
+ "bal li",
+ "luck now</w>",
+ "cor pse</w>",
+ "sculp tor</w>",
+ "amp ton",
+ "t pp</w>",
+ "indic ates</w>",
+ "sur plus</w>",
+ "tru man</w>",
+ "ðĿ Ļ",
+ "sin ha</w>",
+ "in vo",
+ "sovere ign",
+ "ke v</w>",
+ "establi shing</w>",
+ "engra ved</w>",
+ "assu ming</w>",
+ "ðŁı ģ",
+ "sou za</w>",
+ "fab i",
+ "ton ed</w>",
+ "oun ge</w>",
+ "del oit",
+ "dow ney</w>",
+ "no ble",
+ "om or",
+ "car tridge</w>",
+ "ðŁı IJ</w>",
+ "u hur",
+ "hol loway</w>",
+ "succe sses</w>",
+ "r sa</w>",
+ "âĦ ¢",
+ "ma zz",
+ "tw d",
+ "disc ourse</w>",
+ ". <</w>",
+ "y at",
+ "satis fy</w>",
+ "com pri",
+ "ठ¹</w>",
+ "graph ite</w>",
+ "disser tation</w>",
+ "ar ter",
+ "í Ķ",
+ "b ally</w>",
+ "zom bi",
+ "ly ons</w>",
+ "a ic",
+ "u bc</w>",
+ "pra da</w>",
+ "e il",
+ "da x</w>",
+ "cla i",
+ "grand daughter</w>",
+ "extravag anza</w>",
+ "chall enge",
+ "ðŁ¤ ŀ",
+ "po ver</w>",
+ "primar ily</w>",
+ "dad dy",
+ "man a",
+ "bi kers</w>",
+ "inqui ries</w>",
+ "da un",
+ "fel ine</w>",
+ "gener ative</w>",
+ "he f",
+ "benef iting</w>",
+ "lind sey",
+ "pol ka</w>",
+ "demonstr ated</w>",
+ "al le</w>",
+ "rand y",
+ "o su",
+ "low key</w>",
+ "weir dest</w>",
+ "red bull",
+ "our y</w>",
+ "n ous</w>",
+ "wood stock</w>",
+ "cre denti",
+ "nic er</w>",
+ "g ado</w>",
+ "aly ss",
+ "ap h</w>",
+ "prepa redness</w>",
+ "station ary</w>",
+ "incorpor ated</w>",
+ "dy er</w>",
+ "sarato ga</w>",
+ "cele sti",
+ ": \"",
+ "antibio tics</w>",
+ "or gs</w>",
+ "inde fin",
+ "ap ron</w>",
+ "и Ð",
+ "fif teen</w>",
+ "no f",
+ "ðŁĶ Ŀ</w>",
+ "ph x</w>",
+ "te ga</w>",
+ "m z",
+ "organiz ational</w>",
+ "on air</w>",
+ "band ung</w>",
+ "pleas ures</w>",
+ "mor i</w>",
+ "secre tari",
+ "rac coon</w>",
+ "ca shi",
+ "pil ates</w>",
+ "k on</w>",
+ "geof frey</w>",
+ "la o</w>",
+ "kam p</w>",
+ "depart ments</w>",
+ "back packing</w>",
+ "an am",
+ "Ã «",
+ "crack down</w>",
+ "aun ty</w>",
+ "on do</w>",
+ "li zzie</w>",
+ "ph ers</w>",
+ "cu n</w>",
+ "ðŁĩ ±",
+ "k pop",
+ "pu t",
+ "inten tional</w>",
+ "connol ly</w>",
+ "bar clays</w>",
+ "hs fb</w>",
+ "swin don</w>",
+ "u ku",
+ "s ally",
+ "a int",
+ "âľ ħ",
+ "pen ang</w>",
+ "up lifting</w>",
+ "epile psy</w>",
+ "inter ro",
+ "bun gal",
+ "go ku</w>",
+ "blue berries</w>",
+ "ठ¦</w>",
+ "u ssia</w>",
+ "sil ky</w>",
+ "mou red</w>",
+ "i stic</w>",
+ "bri efs</w>",
+ "me ats</w>",
+ "go b",
+ "ch aser</w>",
+ "state wide</w>",
+ "pra sad</w>",
+ "gl itch</w>",
+ "ar in",
+ "ban ff</w>",
+ "memb er",
+ "ðŁĺŃ âĿ¤ï¸ı</w>",
+ "lo ving",
+ "hall a</w>",
+ "ภ¡</w>",
+ "smo kers</w>",
+ "yak u",
+ "scicom m</w>",
+ "physi o",
+ "sw ol",
+ "lem ons</w>",
+ "gel ato</w>",
+ "ch ool</w>",
+ "capit als</w>",
+ "ki stan</w>",
+ "ti ghts</w>",
+ "spi kes</w>",
+ "trav ellers</w>",
+ "ik lan</w>",
+ "commissi oning</w>",
+ "ar ine</w>",
+ "emabiggest fans</w>",
+ "empha sis</w>",
+ "front line</w>",
+ "pad dock</w>",
+ "destruc tive</w>",
+ "ba ha",
+ "l inger</w>",
+ "je wish",
+ "shet land</w>",
+ "mc gin",
+ "mon key",
+ "ko z",
+ "s one</w>",
+ "raj ini",
+ "te h</w>",
+ "y en",
+ "c vs</w>",
+ "masqu er",
+ "gir ly</w>",
+ "we sle",
+ "was nt</w>",
+ "bro dy</w>",
+ "termin ator</w>",
+ "gil le",
+ "mag gi",
+ "bir die</w>",
+ "jeopar dy</w>",
+ "cu bic</w>",
+ "vm ware</w>",
+ "intric ate</w>",
+ "an up",
+ "to pia</w>",
+ "east on</w>",
+ "sab res</w>",
+ "investig ates</w>",
+ "bu sting</w>",
+ "bil ingual</w>",
+ "valent ino</w>",
+ "in format",
+ "fer re",
+ "advent ur",
+ "hydr ate</w>",
+ "for sy",
+ "az iz</w>",
+ "san to",
+ "e de",
+ "whist ler</w>",
+ "continu ously</w>",
+ "d ham",
+ "un used</w>",
+ "ji had</w>",
+ "addic tive</w>",
+ "vi dy",
+ "do b",
+ "i do</w>",
+ "fi ed",
+ "ni versary</w>",
+ "n one",
+ "fu er",
+ "ðŁĺį ðŁĺĺ",
+ "coven ant</w>",
+ "prin table</w>",
+ "immac ulate</w>",
+ "o em</w>",
+ "cl t",
+ "serv ants</w>",
+ "consu med</w>",
+ "un released</w>",
+ "sc um</w>",
+ "pack aged</w>",
+ "me re",
+ "ìĦ¸ë ¸",
+ "to by",
+ "ta f",
+ "spo ons</w>",
+ "me al",
+ "f ball</w>",
+ "fair field</w>",
+ "jan et",
+ "silver stone</w>",
+ "dart mouth</w>",
+ "follow me</w>",
+ "voy ager</w>",
+ "kom bat</w>",
+ "anni ver",
+ "ene w",
+ "mag dal",
+ "ho ve</w>",
+ "sa th",
+ "grizz ly</w>",
+ "car di</w>",
+ "gart ner</w>",
+ "sand y",
+ "kan ye",
+ "post ure</w>",
+ "po ign",
+ "im pulse</w>",
+ "radio logy</w>",
+ "horiz ons</w>",
+ "si am",
+ "aish war",
+ "= =></w>",
+ "no che</w>",
+ "tr is</w>",
+ "el yn",
+ "com me</w>",
+ "du i</w>",
+ "ce c",
+ "councill ors</w>",
+ "cudd ling</w>",
+ "creep ing</w>",
+ "loc ke</w>",
+ "manag es</w>",
+ "trans ferred</w>",
+ "ne cks</w>",
+ "di er",
+ "dan o</w>",
+ "v ick</w>",
+ "lun ches</w>",
+ "d he",
+ "en sures</w>",
+ "cri ss</w>",
+ "ul ster",
+ "bann on</w>",
+ "cont enders</w>",
+ "sp am",
+ "sweet ness</w>",
+ "med al",
+ "hon duras</w>",
+ "arc tic",
+ "ultra sound</w>",
+ "in fr",
+ "disco vers</w>",
+ "ei ffel</w>",
+ "ca sters</w>",
+ "ru ben</w>",
+ "du st",
+ "awe ed</w>",
+ "atri um</w>",
+ "lest we",
+ "se ared</w>",
+ "ðŁĵº :</w>",
+ "ty ne</w>",
+ "ex changes</w>",
+ "little mix</w>",
+ "l le</w>",
+ "astron auts</w>",
+ "hersh ey</w>",
+ "work day</w>",
+ "kno b</w>",
+ "so v</w>",
+ "re signs</w>",
+ "today show</w>",
+ "der man</w>",
+ "an th</w>",
+ "af c",
+ "ta ster</w>",
+ "sw oo",
+ "sa eed</w>",
+ "per ing</w>",
+ "narrow ly</w>",
+ "rn li</w>",
+ "best buy</w>",
+ "panas onic</w>",
+ "obst acle</w>",
+ "farmer s",
+ "ðŁİ Ļ</w>",
+ "pa wan",
+ "ki est</w>",
+ "ang ers</w>",
+ "absur d</w>",
+ "oh my",
+ "sin o</w>",
+ "pist achi",
+ "sp ice",
+ "giu li",
+ "prime time</w>",
+ "ko w",
+ "k ens</w>",
+ "ex agger",
+ "! ?!</w>",
+ "u ba</w>",
+ "midd les",
+ "ju dd</w>",
+ "e jec",
+ "slam med</w>",
+ "pen sions</w>",
+ "of a</w>",
+ "re create</w>",
+ "b hp</w>",
+ "xx l</w>",
+ "liver pool",
+ "thre sh",
+ "pur ity</w>",
+ "ni eu",
+ "hol ics</w>",
+ "wr ath</w>",
+ "ra do</w>",
+ "gli o</w>",
+ "am ma</w>",
+ "dile mma</w>",
+ "cr u</w>",
+ "lets go</w>",
+ ".... @</w>",
+ "âĿ ĵ</w>",
+ "sugge sting</w>",
+ "tru mps</w>",
+ "hor us</w>",
+ "f v",
+ "ic om</w>",
+ "refer ring</w>",
+ "predic tive</w>",
+ "tar ts</w>",
+ "ge tte</w>",
+ "so ck",
+ "glo ssy</w>",
+ "pin ky</w>",
+ "al ec",
+ "thy me</w>",
+ "ou ra",
+ "thero ad</w>",
+ "pe tr",
+ "cr am",
+ "p fi",
+ "dv n</w>",
+ "me ier</w>",
+ "incen tives</w>",
+ "tun nels</w>",
+ "mobi l</w>",
+ "rec ap",
+ "extra s</w>",
+ "upri ght</w>",
+ "rev amp</w>",
+ "per severance</w>",
+ ", -</w>",
+ "ot p</w>",
+ "mir ror",
+ "ar wx</w>",
+ "ger ry",
+ "ma her</w>",
+ "g or</w>",
+ "hom epage</w>",
+ "am is</w>",
+ "ag ra</w>",
+ "made le",
+ "best friend",
+ "sirius xm</w>",
+ "bun dles</w>",
+ "admir ing</w>",
+ "t dsb</w>",
+ "ðŁį ģ",
+ "ch as</w>",
+ "slow ing</w>",
+ "ro h</w>",
+ "wall papers</w>",
+ "âĢ¦ /</w>",
+ "tek ken</w>",
+ "gang s</w>",
+ "tal a</w>",
+ "lind say",
+ "shou l",
+ "line backer</w>",
+ "tool kit</w>",
+ "ur anium</w>",
+ "caly p",
+ "ab rams</w>",
+ "mat thi",
+ "ðŁı ¿",
+ "hon ourable</w>",
+ "da yo",
+ "ver sail",
+ "tan k",
+ "st c</w>",
+ "fr itz</w>",
+ "spl end",
+ "pat ag",
+ "anno yed</w>",
+ "on day</w>",
+ "devast ated</w>",
+ "chattanoo ga</w>",
+ "national ism</w>",
+ "mas sey</w>",
+ "jen n</w>",
+ "tail or</w>",
+ "dev gn</w>",
+ "org ans</w>",
+ "zu cchini</w>",
+ "on fox</w>",
+ "sat ire</w>",
+ "wex ford</w>",
+ "dis grace</w>",
+ "no to",
+ "vol ta",
+ "âĿ¤ï¸ıâĿ¤ï¸ı âĿ¤ï¸ıâĿ¤ï¸ı</w>",
+ "à ¶",
+ "home owners</w>",
+ "poin ter</w>",
+ "m cr",
+ "au sten</w>",
+ "day sto",
+ "mo ons</w>",
+ "pal ma</w>",
+ "gra zing</w>",
+ "e so",
+ "influen cers</w>",
+ "shahid kapoor</w>",
+ "compli ant</w>",
+ "measure ments</w>",
+ "develop s</w>",
+ "y d",
+ "par l</w>",
+ "p vt</w>",
+ "rand olph</w>",
+ "tor tured</w>",
+ "ger ald",
+ "eli as</w>",
+ "deepi kap",
+ "war mup</w>",
+ "hick ory</w>",
+ "g ap",
+ "co ffin</w>",
+ "am our</w>",
+ "re neg",
+ "moun ting</w>",
+ "seven s</w>",
+ "ig le",
+ "hi er</w>",
+ "dec ad",
+ "tri ght</w>",
+ "esc apes</w>",
+ "wer ner</w>",
+ "t fl</w>",
+ "ful filled</w>",
+ "ni ger</w>",
+ "sour dough</w>",
+ "re aper</w>",
+ "choo ses</w>",
+ "spin ner</w>",
+ "week nd</w>",
+ "fil tered</w>",
+ "sh uk",
+ "kat i</w>",
+ "old ham</w>",
+ "open source</w>",
+ "kh anna</w>",
+ "at elier</w>",
+ "conne c",
+ "opho bic</w>",
+ "gla s",
+ "complic ations</w>",
+ "ar son</w>",
+ "counc ils</w>",
+ "sm ol",
+ "as sy",
+ "lur king</w>",
+ "ling ui",
+ "han ks</w>",
+ "e in",
+ "Ù ħ</w>",
+ "ru gs</w>",
+ "n guyen</w>",
+ "nou veau</w>",
+ "men ace</w>",
+ "le v</w>",
+ "alad din</w>",
+ "ru ining</w>",
+ "round about</w>",
+ "k m",
+ "con or",
+ "shoo ps</w>",
+ "may day</w>",
+ "traum atic</w>",
+ "prab has</w>",
+ "ka iser</w>",
+ "k ita</w>",
+ "rou ter</w>",
+ "pe dro",
+ "re tar",
+ "stun ner</w>",
+ "spani sh",
+ "distur bed</w>",
+ "acade my",
+ "e learning</w>",
+ "wit ty</w>",
+ "sen g</w>",
+ "fer al</w>",
+ "av y</w>",
+ "sta b</w>",
+ "ke aton</w>",
+ "ur du</w>",
+ "ko to</w>",
+ "hu i</w>",
+ "coo ke</w>",
+ "ari an",
+ "the personal",
+ "u ma",
+ "se ap",
+ "a sting</w>",
+ "rhetor ic</w>",
+ "hand writing</w>",
+ "munici pality</w>",
+ "consor tium</w>",
+ "ðŁIJ Ł</w>",
+ "glasgo w",
+ "ra ya</w>",
+ "eli za</w>",
+ "polym er</w>",
+ "bro th</w>",
+ "prac ti",
+ "correspon dent</w>",
+ "addic ts</w>",
+ "gay le</w>",
+ "ail ing</w>",
+ "o fe",
+ "p li",
+ "hear tw",
+ "st itch",
+ "sight ings</w>",
+ "prie sts</w>",
+ "sam o",
+ "slo th</w>",
+ "good wood</w>",
+ "roc co</w>",
+ "sab c</w>",
+ "summ it",
+ "l ace",
+ "pres ley</w>",
+ "itt en",
+ "cin cy",
+ "thepersonal network</w>",
+ "s week</w>",
+ "pe gas",
+ "af con</w>",
+ "regi stry</w>",
+ "ci m</w>",
+ "le th",
+ "dic ap",
+ "cand ice</w>",
+ "flu ent</w>",
+ "sm ack</w>",
+ "pede stri",
+ "al oud</w>",
+ "car ac",
+ "priyan kach",
+ "p gh</w>",
+ "ir ons</w>",
+ "dol ce",
+ "lat via</w>",
+ "dece ased</w>",
+ "thero ck</w>",
+ "cla p",
+ "cen e</w>",
+ "fo am",
+ "morris sey</w>",
+ "gre t",
+ "essenti ally</w>",
+ "com cast</w>",
+ "be agle</w>",
+ "argu es</w>",
+ "ing ed</w>",
+ "- âĢ¦</w>",
+ "sa g</w>",
+ "ha san</w>",
+ "ðŁĻ Ĩ",
+ "ðŁį °</w>",
+ "nh ra</w>",
+ "kann ada</w>",
+ "indic ators</w>",
+ "on er",
+ "bri xton</w>",
+ "at as</w>",
+ "screen play</w>",
+ "sor ority</w>",
+ "sha heed</w>",
+ "he em</w>",
+ "class mates</w>",
+ "tain ment</w>",
+ "es i</w>",
+ "breast cancer</w>",
+ "zucker berg</w>",
+ "aur or",
+ "en cia</w>",
+ "ref ers</w>",
+ "kae per",
+ "vor tex</w>",
+ "com part",
+ "lym ph",
+ "photograph ing</w>",
+ "ste ff",
+ "rest ling</w>",
+ "par sley</w>",
+ "mom ento</w>",
+ "th man</w>",
+ "lac king</w>",
+ "du tt</w>",
+ "ocu lus</w>",
+ "fin o</w>",
+ "fren zy</w>",
+ "ra sc",
+ "der n</w>",
+ "dis missed</w>",
+ "noo k</w>",
+ "met gala</w>",
+ "sh ill</w>",
+ "rapha el</w>",
+ "maver icks</w>",
+ "exhib its</w>",
+ "eag erly</w>",
+ "c pa</w>",
+ "amen ities</w>",
+ ". âłĢ</w>",
+ "exo dus</w>",
+ "ern st</w>",
+ "lit a</w>",
+ "deal t</w>",
+ "womens march</w>",
+ "i ain</w>",
+ "score board</w>",
+ "campe ones</w>",
+ "c en</w>",
+ "ti ki</w>",
+ "garri son</w>",
+ "fidel ity</w>",
+ "bra g</w>",
+ "road map</w>",
+ "psy chop",
+ "lo e",
+ "ble u</w>",
+ "ðŁijĬ ðŁı¼</w>",
+ "sau vi",
+ "spr inger</w>",
+ "temp tation</w>",
+ "ru dolph</w>",
+ "ac ura</w>",
+ "wic z</w>",
+ "parach ute</w>",
+ "stro l",
+ "len ny</w>",
+ "zi k</w>",
+ "dom s</w>",
+ "nb af",
+ "al pac",
+ "vivi an</w>",
+ "ro ve</w>",
+ "pre et</w>",
+ "perpe tu",
+ "sna ke",
+ "air soft</w>",
+ "infl atable</w>",
+ "prin ces</w>",
+ "ati e</w>",
+ "ffe y</w>",
+ "pati ent",
+ "m ire</w>",
+ "chel le</w>",
+ "sl ack</w>",
+ "groo vy</w>",
+ "# :</w>",
+ "up loading</w>",
+ "!!!!!!!! !!!!!!!!",
+ "siem ens</w>",
+ "provi sion</w>",
+ "v fx</w>",
+ "need y</w>",
+ "f ats</w>",
+ "to poli</w>",
+ "bhu tto</w>",
+ "sa thletics</w>",
+ "alu ms</w>",
+ "t winning</w>",
+ "south western</w>",
+ "adop ting</w>",
+ "last night</w>",
+ "man ne",
+ "la ga</w>",
+ "tw ell</w>",
+ "ac ia</w>",
+ "-- --</w>",
+ "eye wear</w>",
+ "hur ley</w>",
+ "fle e</w>",
+ "sa ch",
+ "pe cker</w>",
+ "cost ly</w>",
+ "is k</w>",
+ "cr ates</w>",
+ "polic y",
+ "ero sion</w>",
+ "in go",
+ "wer k</w>",
+ "ðŁIJ į</w>",
+ "torto ise</w>",
+ "therap ies</w>",
+ "inter net",
+ "chihuahu a</w>",
+ "ri ps</w>",
+ "fre i",
+ "ed or",
+ "tai ji</w>",
+ "t fc</w>",
+ "do d</w>",
+ "demp sey</w>",
+ "christ in",
+ "chen g</w>",
+ "hi ps</w>",
+ "gra eme</w>",
+ "com passionate</w>",
+ "cavali ers</w>",
+ "histor ic",
+ "soul ful</w>",
+ "crimin al",
+ "ja c</w>",
+ "vin ci</w>",
+ "expi red</w>",
+ "sur at</w>",
+ "turi smo</w>",
+ "k ona</w>",
+ "se aweed</w>",
+ "ber ts</w>",
+ "le ica</w>",
+ "expre ssing</w>",
+ "a al</w>",
+ "wor t</w>",
+ "break fast",
+ "her ring</w>",
+ "am used</w>",
+ "rhu barb</w>",
+ "mar tian</w>",
+ "cospla yer</w>",
+ "y ash",
+ "stri al</w>",
+ "ra ul</w>",
+ "refer ral</w>",
+ "dw ts</w>",
+ "j w",
+ "ad ler</w>",
+ "cur tains</w>",
+ "gu r</w>",
+ "val ence</w>",
+ "tyr one</w>",
+ "sw fc</w>",
+ "coach ed</w>",
+ "re born</w>",
+ "diabe tic</w>",
+ "cho ke</w>",
+ "nor folk",
+ "investig ative</w>",
+ "ðŁĴ¯ ðŁĴ¯",
+ "z id",
+ "v mas</w>",
+ "phi e</w>",
+ "objec tives</w>",
+ "âľ ĭ</w>",
+ "over due</w>",
+ "di vers",
+ "mat su",
+ "ðŁİŁ ï¸ı</w>",
+ "casu alties</w>",
+ "ภ§</w>",
+ "al k",
+ "stand ardi",
+ "re alist</w>",
+ "arti facts</w>",
+ "pand or",
+ "ke x",
+ "in vin",
+ "( !)</w>",
+ "ine y</w>",
+ "par aly",
+ "mr t</w>",
+ "fay e</w>",
+ "the voice</w>",
+ "on ga</w>",
+ "de ed</w>",
+ "skin ner</w>",
+ "az wx</w>",
+ "speci men</w>",
+ "priyankach opra</w>",
+ "nu evo</w>",
+ "bar kley</w>",
+ "toulou se</w>",
+ "resu mes</w>",
+ "football ers</w>",
+ "cit i</w>",
+ "fe tch</w>",
+ "è re</w>",
+ "lestwe forget</w>",
+ "ðŁĻ ĭ</w>",
+ "ch unk</w>",
+ "dri fting</w>",
+ "manipul ation</w>",
+ "equ als</w>",
+ "pu tt</w>",
+ "ky ungsoo</w>",
+ "âĿ¤ï¸ı #</w>",
+ "ela stic</w>",
+ "par ano",
+ "fo y</w>",
+ "do ping</w>",
+ "cin cy</w>",
+ "ss ler</w>",
+ "interrup ted</w>",
+ "al ay",
+ "ado res</w>",
+ "ame thy",
+ "con voy</w>",
+ "ãĢ ı</w>",
+ "Ĭ ãģ",
+ "black list</w>",
+ "gener als</w>",
+ "sa chin</w>",
+ "bru shed</w>",
+ "oun ces</w>",
+ "non stop</w>",
+ "illi ams</w>",
+ "bt sarmy</w>",
+ "u av</w>",
+ "ru ff</w>",
+ "bur ma</w>",
+ "bi k",
+ "defen ce",
+ "schul tz</w>",
+ "bo asts</w>",
+ "lonel iness</w>",
+ "go re",
+ "trans forms</w>",
+ "alum na</w>",
+ "@ @</w>",
+ "ra ppers</w>",
+ "ne hru</w>",
+ "car o",
+ "himalay an</w>",
+ "wearab les</w>",
+ "ge h",
+ "pepper mint</w>",
+ "re development</w>",
+ "flam ingo</w>",
+ "cos by</w>",
+ "big baldhead</w>",
+ "ag ri</w>",
+ "bare foot</w>",
+ "sco pes</w>",
+ "re gram</w>",
+ "gh ana",
+ "ðŁİ «</w>",
+ "i heart",
+ "sa die</w>",
+ "carri e",
+ "microbi al</w>",
+ "ku ala</w>",
+ "sk ater</w>",
+ "quer que</w>",
+ "âĻ ©",
+ "gen res</w>",
+ "reas oning</w>",
+ "ch ased</w>",
+ "as o",
+ "sli pped</w>",
+ "en can",
+ "vam os</w>",
+ "ker s",
+ "ad verse</w>",
+ "mo il</w>",
+ "commod ities</w>",
+ "with you</w>",
+ "sil ent",
+ "hy pe",
+ "an de</w>",
+ "am ination</w>",
+ "whi spe",
+ "lit z</w>",
+ "âļ½ï¸ı âļ½ï¸ı",
+ "ri ff</w>",
+ "pp y",
+ "lam bs</w>",
+ "gan esh</w>",
+ "ab sent</w>",
+ "regu lator</w>",
+ "marse ille</w>",
+ "en roll</w>",
+ "par cel</w>",
+ "wa p</w>",
+ "by rd</w>",
+ "ðŁĩ Ń",
+ "tu ber",
+ "country music</w>",
+ "par l",
+ "contro llers</w>",
+ "responsi bilities</w>",
+ "we y",
+ "ch ate",
+ "montene gro</w>",
+ "chic o</w>",
+ "mil an",
+ "l ms</w>",
+ "tra inees</w>",
+ "appropri ately</w>",
+ "un certain</w>",
+ "popp ies</w>",
+ "ed sheeran</w>",
+ "nutr itious</w>",
+ "gar o</w>",
+ "deut sch",
+ "awe some",
+ "ãĥ ¼</w>",
+ "comfor tably</w>",
+ "land marks</w>",
+ "et i</w>",
+ "re usable</w>",
+ "daniel le",
+ "ro sal",
+ "co les</w>",
+ "just ic",
+ "c cs</w>",
+ "f anny</w>",
+ "ni m",
+ "mc u</w>",
+ "clin ch</w>",
+ "at ene",
+ "mer ge</w>",
+ "im db</w>",
+ "ang lo</w>",
+ "uc cino</w>",
+ "pan ini</w>",
+ "an not",
+ "bur berry</w>",
+ "feat ure",
+ "predic ting</w>",
+ "fashioni sta</w>",
+ "s ask</w>",
+ "imag inary</w>",
+ "mm o</w>",
+ "south sudan</w>",
+ "spe ar</w>",
+ "hu bble</w>",
+ "jo inthe",
+ "coyo tes</w>",
+ "sli go</w>",
+ "ko dak</w>",
+ "sit com</w>",
+ "polaro id</w>",
+ "roo ted</w>",
+ "corru p",
+ "ðŁĻĮ ðŁĻĮ</w>",
+ "bris ban",
+ "at z</w>",
+ "ah l</w>",
+ "re my</w>",
+ "tal ent",
+ "aval on</w>",
+ "ra da</w>",
+ "pau line</w>",
+ "locom otive</w>",
+ "go ons</w>",
+ "ne mo</w>",
+ "maser ati</w>",
+ "ic u</w>",
+ "stu tt",
+ "histor ically</w>",
+ "sm b</w>",
+ "pres by",
+ "avo id",
+ "so oners</w>",
+ "rhine stone</w>",
+ "w ad</w>",
+ "ri sing",
+ "tro t</w>",
+ "mo des</w>",
+ "reg ent</w>",
+ "optimi ze</w>",
+ "re ece</w>",
+ "sm u</w>",
+ "ver ti",
+ "newyork city</w>",
+ "cor tez</w>",
+ "ra c</w>",
+ "in case</w>",
+ "sin c</w>",
+ "fiel ding</w>",
+ "e tta</w>",
+ "tiff any",
+ "al monds</w>",
+ "sad dle",
+ "k rat",
+ "mat ter",
+ "g low",
+ "star ving</w>",
+ "gl o</w>",
+ "cra ppy</w>",
+ "sl ur",
+ "st d</w>",
+ "monit ors</w>",
+ "recei pt</w>",
+ "maymay entrata</w>",
+ "mc il",
+ "un is",
+ "rain bows</w>",
+ "cal dwell</w>",
+ "pacqui ao</w>",
+ "j op",
+ "a fe",
+ "hoo k",
+ "es sen</w>",
+ "wiz ard",
+ "medi an</w>",
+ "fla ws</w>",
+ "com s</w>",
+ "âĿ Ħ</w>",
+ "ing h</w>",
+ "ha ynes</w>",
+ "anton io",
+ "tem plates</w>",
+ "ou ter",
+ "na w</w>",
+ "cardi gan</w>",
+ "bel grade</w>",
+ "ðŁĴ ī</w>",
+ "hom o</w>",
+ "a ise</w>",
+ "ro pes</w>",
+ "no ve",
+ "what you",
+ "tri gge",
+ "concep tion</w>",
+ "ad ukone</w>",
+ "na di",
+ "fri ars</w>",
+ "sw er",
+ "adju sted</w>",
+ "hot line</w>",
+ "san ity</w>",
+ "kau r</w>",
+ "down loading</w>",
+ "c gi</w>",
+ "ten or</w>",
+ "eth nic",
+ "app alach",
+ "ภ¸</w>",
+ "pa g</w>",
+ "gol ds",
+ "on set</w>",
+ "investig ator</w>",
+ "car tel</w>",
+ "peace fully</w>",
+ "jarre tt</w>",
+ "cat alan</w>",
+ "poli o</w>",
+ "n um</w>",
+ "fru stration</w>",
+ "dhar ma</w>",
+ "my life</w>",
+ "âľĮ ðŁı»</w>",
+ "aber deen",
+ "mu sa</w>",
+ "bin der</w>",
+ "spark ly</w>",
+ "fle eing</w>",
+ "instin ct</w>",
+ "co ping</w>",
+ "domin ance</w>",
+ "ill ers</w>",
+ "er a",
+ "u conn</w>",
+ "lo oms</w>",
+ "living ston</w>",
+ "gal i</w>",
+ "he s",
+ "c ma",
+ "bel a</w>",
+ "se ley</w>",
+ "mon k",
+ "la ch",
+ "mar x",
+ "Â ´",
+ "m erica</w>",
+ "woman in",
+ "es sex",
+ "ra ina</w>",
+ "jim i</w>",
+ "nep tune</w>",
+ "z ack",
+ "chine se",
+ "mart ins</w>",
+ "chand elier</w>",
+ "her n",
+ "with us</w>",
+ "ear l",
+ "asph alt</w>",
+ "modu les</w>",
+ "st p</w>",
+ "ul la</w>",
+ "psychi atric</w>",
+ "mile age</w>",
+ "captiv ating</w>",
+ "si der</w>",
+ "men to</w>",
+ "mor t</w>",
+ "tran ce",
+ "tal bot</w>",
+ "ab by",
+ "ì ĥ",
+ "âľĮ ðŁı¼</w>",
+ "j ak</w>",
+ "daw n",
+ "turn up</w>",
+ "scre wed</w>",
+ "fe ds</w>",
+ "blue print</w>",
+ "ðŁĴĸ ðŁĴĸ</w>",
+ "har sh",
+ "er os</w>",
+ "insom nia</w>",
+ "ban kers</w>",
+ "ta emin</w>",
+ "mis conduct</w>",
+ "hu mber",
+ "gi di</w>",
+ "edu ardo</w>",
+ "con a</w>",
+ "musc ular</w>",
+ "consu ming</w>",
+ "ra sh</w>",
+ "don nie</w>",
+ "di pped</w>",
+ "col lie</w>",
+ "samu el",
+ "melt down</w>",
+ "ðŁĺįðŁĺį ðŁĺį",
+ "me z",
+ "exam ining</w>",
+ "schwar tz</w>",
+ "pri stine</w>",
+ "ðŁIJ Ŀ",
+ "ve it</w>",
+ "ful filling</w>",
+ "an esthe",
+ "gue sses</w>",
+ "dra ft",
+ "som me</w>",
+ "soli d",
+ "pati onal</w>",
+ "ho ped</w>",
+ "evolu tionary</w>",
+ "all er</w>",
+ "enter tained</w>",
+ "sli ps</w>",
+ "lud wig</w>",
+ "conclu des</w>",
+ "sen sible</w>",
+ "bon net</w>",
+ "cra ze</w>",
+ "tra s</w>",
+ "haz ards</w>",
+ "const antine</w>",
+ "ed ics</w>",
+ "star trek",
+ "to c</w>",
+ "occu pational</w>",
+ "in cheon</w>",
+ "deepikap adukone</w>",
+ "pizz as</w>",
+ "new comer</w>",
+ "de part</w>",
+ "oppre ssion</w>",
+ "ebon y</w>",
+ "foss ils</w>",
+ "tro jan</w>",
+ "el en",
+ "ste aks</w>",
+ "k hou</w>",
+ "positi oning</w>",
+ "ug by</w>",
+ "red cross</w>",
+ "ak h</w>",
+ "dol ce</w>",
+ "us mnt</w>",
+ "pp en</w>",
+ "dil ig",
+ "ma vs</w>",
+ "call er</w>",
+ "cost ello</w>",
+ "⼠Ħ",
+ "dy n</w>",
+ "thing s",
+ "rhin os</w>",
+ "a xi",
+ "sar kar</w>",
+ "con vocation</w>",
+ "att ers</w>",
+ "ss ss",
+ "fun gus</w>",
+ "eu gen",
+ "russ o</w>",
+ "squ at</w>",
+ "w sb",
+ "eli on</w>",
+ "william sburg</w>",
+ "s off</w>",
+ "defici ency</w>",
+ "be arer</w>",
+ "o kin",
+ "key stone</w>",
+ "t wain</w>",
+ "cal ming</w>",
+ "break able</w>",
+ "wa res</w>",
+ "horser acing</w>",
+ "com bs</w>",
+ "bun ting</w>",
+ "u it",
+ "t land</w>",
+ "ðŁĴĻðŁĴĻ ðŁĴĻ</w>",
+ "ga stron",
+ "sab ot",
+ "ick ers</w>",
+ "commissi oners</w>",
+ "sen ate",
+ "ii ot</w>",
+ "ath ena</w>",
+ "nit rogen</w>",
+ "an tony</w>",
+ "ero tic</w>",
+ "di alo",
+ "mis sou",
+ "hypo cr",
+ "âľ Ī</w>",
+ "kaeper nick</w>",
+ "can v",
+ "d roo",
+ "clevel and",
+ "o sh",
+ "mon sta</w>",
+ "stefan o</w>",
+ "^ )</w>",
+ "sh ul",
+ "po ison",
+ "ha e",
+ "commerci als</w>",
+ "ma ul",
+ "nit ro</w>",
+ "co worker</w>",
+ "alo e</w>",
+ "vap or</w>",
+ "t ents</w>",
+ "russi an",
+ "qu id</w>",
+ "question able</w>",
+ "mid get</w>",
+ "po ker",
+ "girl friends</w>",
+ "sin the",
+ "erit rea</w>",
+ "ten ure</w>",
+ "depos its</w>",
+ "buc keyes</w>",
+ "spot ter</w>",
+ "theod ore</w>",
+ "trin ity",
+ "joaqu in</w>",
+ "u cci</w>",
+ "follow the",
+ "caf c</w>",
+ "mp a</w>",
+ "ðŁIJ »",
+ "plo tting</w>",
+ "dom ino</w>",
+ "ta ek",
+ "sion ally</w>",
+ "dicap rio</w>",
+ "pa p</w>",
+ "car mel",
+ "ig er",
+ "bt cc</w>",
+ "beth le",
+ "www bigbaldhead</w>",
+ "foo die",
+ "bagh dad</w>",
+ "mason ry</w>",
+ "off ended</w>",
+ "à ·",
+ "ภģ</w>",
+ "sc ro",
+ "vers es</w>",
+ "ori ent</w>",
+ "ar ches</w>",
+ "pi yu",
+ "know your",
+ "gre e</w>",
+ "ta kers</w>",
+ "gu ard",
+ "dish on",
+ "bucket list</w>",
+ "bha fc</w>",
+ "war dly</w>",
+ "ðŁİīðŁİ Ĭ</w>",
+ "leigh ton</w>",
+ "pe w</w>",
+ "stra y",
+ "assaul ted</w>",
+ "in hal",
+ "ly fe</w>",
+ "amar keting</w>",
+ "l x</w>",
+ "kat z</w>",
+ "ubun tu</w>",
+ "me o</w>",
+ "carto onist</w>",
+ "turno ver</w>",
+ "mi z</w>",
+ "dis like</w>",
+ "mul len</w>",
+ "mo f",
+ "bl and</w>",
+ "hi des</w>",
+ "emer ges</w>",
+ "chori zo</w>",
+ "truste e</w>",
+ "ma hog",
+ "lan sing</w>",
+ "paralym pic</w>",
+ "fa int</w>",
+ "fa una</w>",
+ "ch al</w>",
+ "sn ar",
+ "cat h</w>",
+ "bent on</w>",
+ "cast illo</w>",
+ "sli ppery</w>",
+ "apric ot</w>",
+ "oec d</w>",
+ "bar o</w>",
+ "l z</w>",
+ "he ming",
+ "clow ns</w>",
+ "co workers</w>",
+ "peru vian</w>",
+ "commu ters</w>",
+ "y ell</w>",
+ "ðŁļ ´",
+ "under ing</w>",
+ "v j</w>",
+ "tt p</w>",
+ "fli pk",
+ "w ana</w>",
+ "soc ent</w>",
+ "Ĥâĸ Ĥâĸ",
+ "ठĤ</w>",
+ "oo sa</w>",
+ "jag ger</w>",
+ "di sm",
+ "e less</w>",
+ "d ham</w>",
+ "cali f</w>",
+ "a official</w>",
+ "ec lip",
+ "harro gate</w>",
+ "gra pp",
+ "com rade</w>",
+ "n tr</w>",
+ "concentr ate</w>",
+ "thi ghs</w>",
+ "bit coin",
+ "bel arus</w>",
+ "ë ĵ",
+ "end uring</w>",
+ "now watching</w>",
+ "industri al",
+ "pi p</w>",
+ "ar on",
+ "ar at</w>",
+ "Â ®",
+ "whit by</w>",
+ "oooo ooo</w>",
+ "sa ree</w>",
+ "tic als</w>",
+ "mis leading</w>",
+ "yo on",
+ "year s",
+ "sle igh</w>",
+ "roman ian</w>",
+ "sciss ors</w>",
+ "vam pires</w>",
+ "ac up",
+ "ab ba</w>",
+ "th weeksary</w>",
+ "cent ri",
+ "fl ye",
+ "u o",
+ "c bi</w>",
+ "bu ena</w>",
+ "sin d</w>",
+ "mar ino</w>",
+ "bur r</w>",
+ "re building</w>",
+ "ठ²</w>",
+ "anniver saire</w>",
+ "ac ca</w>",
+ "ðŁĴĢ ðŁĴĢ",
+ "gett ing",
+ "tu lips</w>",
+ "wolf pack</w>",
+ "âľį ï¸ı</w>",
+ "more than",
+ "ta kin</w>",
+ "ðŁ¤ĺ ðŁı»</w>",
+ "u be</w>",
+ "mon ic",
+ "dou bts</w>",
+ "mo wer</w>",
+ "co balt</w>",
+ "don ne",
+ "specul ation</w>",
+ "argu ably</w>",
+ "kak u</w>",
+ "htt ps</w>",
+ "prosecu tion</w>",
+ "din ah</w>",
+ "stam atic</w>",
+ "disclo sed</w>",
+ "bever ly",
+ "fl wx</w>",
+ "cra bs</w>",
+ "extraordin aire</w>",
+ "war mest</w>",
+ "imper i",
+ "o logists</w>",
+ "trac es</w>",
+ "par c</w>",
+ "lake side</w>",
+ "am r</w>",
+ "ter i</w>",
+ "hour ly</w>",
+ "domin ation</w>",
+ "ar row",
+ "shrews bury</w>",
+ "ance stry</w>",
+ "wr angler</w>",
+ "trigge red</w>",
+ "pen sac",
+ "roo ster</w>",
+ "survi ves</w>",
+ "a on",
+ "bo ko</w>",
+ "val or</w>",
+ "love is",
+ "la g",
+ "pe y</w>",
+ "fo cal</w>",
+ "out laws</w>",
+ "bl anc",
+ "artic ho",
+ "wit s</w>",
+ "marsh all",
+ "die go",
+ "support small",
+ "u ca</w>",
+ "sa h",
+ "je et</w>",
+ "syn ago",
+ "gover ning</w>",
+ "ðŁĴ ¬</w>",
+ "sal ads</w>",
+ "cre ate",
+ "miri am</w>",
+ "cen sored</w>",
+ "ami de</w>",
+ "no u</w>",
+ "z eta</w>",
+ "allegi ance</w>",
+ "* )</w>",
+ "bl m</w>",
+ "ric an</w>",
+ "pa stors</w>",
+ "oly mpus</w>",
+ "blo c</w>",
+ "whir l",
+ "star ry</w>",
+ "pr one</w>",
+ "y k</w>",
+ "p ne",
+ "congratul ating</w>",
+ "be v</w>",
+ "so ber",
+ "love island</w>",
+ "sa ir</w>",
+ "an ing</w>",
+ "tutor ials</w>",
+ "q e</w>",
+ "lun d",
+ "in ist</w>",
+ "cle ver",
+ "taxpay er</w>",
+ "ali z",
+ "wren ch</w>",
+ "dd ling</w>",
+ "cap ri</w>",
+ "h pa</w>",
+ "ðŁı» âĢįâĻĤï¸ı</w>",
+ "na j",
+ "o j",
+ "futuri stic</w>",
+ "jelly fish</w>",
+ "ðŁĶ¥ðŁĶ¥ ðŁĶ¥ðŁĶ¥</w>",
+ "cel ery</w>",
+ "plan k</w>",
+ "fil a</w>",
+ "ne me",
+ "un healthy</w>",
+ "lec tions</w>",
+ "ðŁ§ ¡",
+ "rit chie</w>",
+ "n ws</w>",
+ "mi kha",
+ "wonder woman</w>",
+ "âĢ İ</w>",
+ "hip stamatic</w>",
+ "ka g</w>",
+ "ðŁĴľðŁĴľ ðŁĴľ</w>",
+ "poul try</w>",
+ "mo w",
+ "wor ds",
+ "lo ff</w>",
+ "ðŁ¤£ ðŁ¤£</w>",
+ "relat able</w>",
+ "re mixes</w>",
+ "keny atta</w>",
+ "ke m",
+ "re signed</w>",
+ "fo d",
+ "stra igh",
+ "j lo</w>",
+ "hu tch",
+ "box ers</w>",
+ "colle en</w>",
+ "mag s</w>",
+ "instruc tional</w>",
+ "ko l</w>",
+ "attrac ts</w>",
+ "pra g",
+ "account ant</w>",
+ "go ggles</w>",
+ "br u</w>",
+ "th ole</w>",
+ "mar row</w>",
+ "leu ke",
+ "oc to",
+ "pon ds</w>",
+ "bubb ly</w>",
+ "he ist</w>",
+ "ìĹ ij",
+ "im p</w>",
+ "a har",
+ "ha unt</w>",
+ "hall mark",
+ "psy ch",
+ "kkkk kkkk",
+ "col umb",
+ "jump suit</w>",
+ "cost co</w>",
+ "si delines</w>",
+ "ag gies</w>",
+ "over turned</w>",
+ "ni b</w>",
+ "key chain</w>",
+ "fu k</w>",
+ "f af",
+ "mi am",
+ "assist ants</w>",
+ "cy cled</w>",
+ "ri der",
+ "dam mit</w>",
+ "red wings</w>",
+ "mag es</w>",
+ "kin s",
+ "ì Ĥ",
+ "ho d",
+ "son t</w>",
+ "carol ine",
+ "\" '</w>",
+ "cu le</w>",
+ "bra id</w>",
+ "fel ony</w>",
+ "ar ities</w>",
+ "ruther ford</w>",
+ "depic tion</w>",
+ "isab elle</w>",
+ "ro ach</w>",
+ "k day</w>",
+ "fifth harmony</w>",
+ "em y",
+ "li gam",
+ "bari sta</w>",
+ "albu querque</w>",
+ "gro ss",
+ "ðŁį º",
+ "oo ks</w>",
+ "ðŁij ¼</w>",
+ "dun can",
+ "try in</w>",
+ "jag s</w>",
+ "g ould</w>",
+ "li tho",
+ "âģ £",
+ "а Ð",
+ "sam my",
+ "tun g</w>",
+ "cas ser",
+ "apo lo",
+ "aaaa a</w>",
+ "man g</w>",
+ "as ics</w>",
+ "sh en</w>",
+ "p ye",
+ "tur bul",
+ "ss p</w>",
+ "saint sfc</w>",
+ "on lin",
+ "n anny</w>",
+ "he ster</w>",
+ "do z</w>",
+ "ภĶ",
+ "th read",
+ "ren ts</w>",
+ "kh and</w>",
+ "ðŁĴª ðŁı½</w>",
+ "un conditional</w>",
+ "rob son</w>",
+ "car re",
+ "ph on</w>",
+ "sacrific ed</w>",
+ "Â £",
+ "auto s</w>",
+ "par ker",
+ "oc a</w>",
+ "log in</w>",
+ "kee gan</w>",
+ "hard cover</w>",
+ "dough nuts</w>",
+ "ðŁĮ İ",
+ "spit fire</w>",
+ "refresh ments</w>",
+ "saskat oon</w>",
+ "commod ore</w>",
+ "j f",
+ "rub ber",
+ "halam adrid</w>",
+ "child care</w>",
+ "stra da</w>",
+ "io m</w>",
+ "ri k",
+ "dak ar</w>",
+ "ther mom",
+ "cro pped</w>",
+ "gar u</w>",
+ "ali k</w>",
+ "ven i</w>",
+ "i ft",
+ "si ka</w>",
+ "ritu als</w>",
+ "z ul",
+ "e ch</w>",
+ "Â ©",
+ "su dan",
+ "l land",
+ "i me</w>",
+ "do cker</w>",
+ "ì ¤",
+ "fe ared</w>",
+ "fa o</w>",
+ "wal ter",
+ "no g</w>",
+ "mutu als</w>",
+ "l h</w>",
+ "ali gn</w>",
+ "mon ia</w>",
+ "concep tart</w>",
+ "ðŁĻı ðŁı¼",
+ "sco e</w>",
+ "compet ence</w>",
+ "sw ine</w>",
+ "ly me</w>",
+ "laun ch",
+ "green er</w>",
+ "abstract art</w>",
+ "inqu is",
+ "gran ada</w>",
+ "ga elic</w>",
+ "flu ff</w>",
+ "d backs</w>",
+ "grave yard</w>",
+ "ba be",
+ "acade mic",
+ "adventur ous</w>",
+ "joh ann</w>",
+ "~ !</w>",
+ "bi bi</w>",
+ "| #</w>",
+ "pl ings</w>",
+ "gett y",
+ "as b</w>",
+ "âĿ¤ï¸ı @</w>",
+ "staf f",
+ "religi ons</w>",
+ "bang or</w>",
+ "world bookday</w>",
+ "me gh",
+ "de vin",
+ "ash ore</w>",
+ "meri dian</w>",
+ "gi thub</w>",
+ "qui z",
+ "all stars</w>",
+ "be stest</w>",
+ "ir resi",
+ "ack er",
+ "do te</w>",
+ "war rington</w>",
+ "pol ly</w>",
+ "newor leans</w>",
+ "cr ou",
+ "wi gs</w>",
+ "che y</w>",
+ "smithson ian</w>",
+ "la sag",
+ "de tour</w>",
+ "bor is",
+ "stra ps</w>",
+ "mari ah",
+ "inten tionally</w>",
+ "ko h</w>",
+ "ðŁį ¸</w>",
+ "ssi an</w>",
+ "mar issa</w>",
+ "cor al",
+ "episcop al</w>",
+ "casu alty</w>",
+ "tom o",
+ "supply chain</w>",
+ "sam p",
+ "on go</w>",
+ "ro o</w>",
+ "cavi ar</w>",
+ "p fw</w>",
+ "clau dio</w>",
+ "buff alo",
+ "s ations</w>",
+ "mat ty",
+ "snap back</w>",
+ "l ds</w>",
+ "al arms</w>",
+ "mat te",
+ "âĺ Ķï¸ı</w>",
+ "conditi oner</w>",
+ "d ors</w>",
+ "he x</w>",
+ "fi zz</w>",
+ "a stri",
+ "sus sex",
+ "secur ity",
+ "qa eda</w>",
+ "all star",
+ "cocac ola</w>",
+ "as one</w>",
+ "cl icks</w>",
+ "sc ans</w>",
+ "mu te</w>",
+ "he avier</w>",
+ "ðŁİ §",
+ "âĺ ŀ</w>",
+ "lv l</w>",
+ "book boost</w>",
+ "youtu be",
+ "fla shes</w>",
+ "f jor",
+ "c su</w>",
+ "explo de</w>",
+ "do dge",
+ "cair n",
+ "gonz ales</w>",
+ "th ill</w>",
+ "pel le",
+ "hart ley</w>",
+ "renew able",
+ "re tin",
+ "e stre",
+ "costar ica</w>",
+ "shipy ard</w>",
+ "nc fc</w>",
+ "pri ya</w>",
+ "a ghan</w>",
+ "an ath</w>",
+ "plu gin</w>",
+ "co rey",
+ "re bound</w>",
+ "or u</w>",
+ "kat rin",
+ "hor mone</w>",
+ "gi m",
+ "mahin dra</w>",
+ "s sus</w>",
+ "park land</w>",
+ "har per",
+ "fanta stic",
+ "infer no</w>",
+ "ep ilo",
+ "wrest ling",
+ "fe ct</w>",
+ "c it</w>",
+ "ac oun",
+ "to ssed</w>",
+ "monu mental</w>",
+ "char tered</w>",
+ "bu st",
+ "pe tra</w>",
+ "âĮ ļ",
+ "wildflower hour</w>",
+ "sweat ers</w>",
+ "* .</w>",
+ "bl er",
+ "ate ch</w>",
+ "go wan</w>",
+ "demo graphic</w>",
+ "bra l</w>",
+ "suici de",
+ "renov ations</w>",
+ "vu el",
+ "sin ister</w>",
+ "ar mani</w>",
+ "miso gy",
+ "ph arrell</w>",
+ "nap s</w>",
+ "un iting</w>",
+ "crusad ers</w>",
+ "cor gi</w>",
+ "insu red</w>",
+ "than i</w>",
+ "no or</w>",
+ "g q</w>",
+ "d ada</w>",
+ "bicy cles</w>",
+ "snu ggle</w>",
+ "sch an",
+ "ten berg</w>",
+ "ss al",
+ "fe mme</w>",
+ "bo il</w>",
+ "½ ï¸ı</w>",
+ "re ap</w>",
+ "occur ring</w>",
+ "hus sein</w>",
+ "divi d",
+ "sto ke",
+ "sh alom</w>",
+ "na ia</w>",
+ "o lic</w>",
+ "frustr ating</w>",
+ "Ù ĩ</w>",
+ "ig s</w>",
+ "gro ver</w>",
+ "scen arios</w>",
+ "n ds</w>",
+ "bru tality</w>",
+ "med alli",
+ "bu on",
+ "sas s</w>",
+ "skate boarding</w>",
+ "ony x</w>",
+ "lor ry</w>",
+ "ny u</w>",
+ "gau tam</w>",
+ "mm ings</w>",
+ "gu g",
+ "end i</w>",
+ "lo thian</w>",
+ "comm ando</w>",
+ "chal k",
+ "ph ora</w>",
+ "asse ssing</w>",
+ "ti gh",
+ "crun chy</w>",
+ "ad ay",
+ "is l</w>",
+ "ci ara</w>",
+ "pilgri ms</w>",
+ "kam al",
+ "p to",
+ "brit anni",
+ "t ani",
+ "sm c",
+ "l ure</w>",
+ "app store</w>",
+ "ab y</w>",
+ "golf ing</w>",
+ "cl c</w>",
+ "fa u</w>",
+ "an as",
+ "shu tting</w>",
+ "regul ated</w>",
+ "carn age</w>",
+ "scow boys</w>",
+ "all enge</w>",
+ "c ma</w>",
+ "humbold t</w>",
+ "rel le</w>",
+ "ku mb",
+ "her i</w>",
+ "refin ery</w>",
+ "sound check</w>",
+ "d wayne</w>",
+ "bos nia</w>",
+ "i sp",
+ "the alth</w>",
+ "anni v</w>",
+ "relev ance</w>",
+ "my a</w>",
+ "bag gage</w>",
+ "dre ad</w>",
+ "s bc</w>",
+ "th ed</w>",
+ "bu h</w>",
+ "hi jab</w>",
+ "lo id</w>",
+ "ke w</w>",
+ "c te</w>",
+ "respec t",
+ "lovel ies</w>",
+ "cu bes</w>",
+ "celebr ate",
+ "dir t",
+ "sav ers</w>",
+ "_ ,</w>",
+ "gar ment</w>",
+ "pulit zer</w>",
+ "mas jid</w>",
+ "beat port</w>",
+ "al arts</w>",
+ "encry ption</w>",
+ "s ner</w>",
+ "ple ads</w>",
+ "found ry</w>",
+ "sym metry</w>",
+ "ru mi</w>",
+ "birth place</w>",
+ "scallo ps</w>",
+ "supp le",
+ "pivo tal</w>",
+ "t ati",
+ "no de",
+ "so d</w>",
+ "pro xim",
+ "tr ics</w>",
+ "col dest</w>",
+ "bren t",
+ "mand u</w>",
+ "cla ir",
+ "e ach",
+ "and alu",
+ "hi ddleston</w>",
+ "ðŁIJ º</w>",
+ "mel ts</w>",
+ "v ance</w>",
+ "pin n",
+ "se ments</w>",
+ "scre ened</w>",
+ "sa chs</w>",
+ "o bl",
+ "ic ha",
+ "âĺĺ ï¸ı</w>",
+ "school ers</w>",
+ "heal ed</w>",
+ "lo gged</w>",
+ "ðŁ¤ĺ ðŁı¼</w>",
+ "ic us</w>",
+ "bore dom</w>",
+ "b ish</w>",
+ "b ffs</w>",
+ "tal king",
+ "sure sh</w>",
+ "hoo kem</w>",
+ "de on",
+ "de fl",
+ "ei leen</w>",
+ "ðŁį ķ",
+ "women intech</w>",
+ "ri sotto</w>",
+ "rang er",
+ "adverti se</w>",
+ "ภģà¸",
+ "tel ly</w>",
+ "la go</w>",
+ "dart moor</w>",
+ "d ong</w>",
+ "sk ates</w>",
+ "lo go",
+ "un ner</w>",
+ "mail box</w>",
+ "ma sala</w>",
+ "lo oooo",
+ "amethy st</w>",
+ "che wing</w>",
+ "c bb</w>",
+ "australi ans</w>",
+ "rc mp</w>",
+ "game art</w>",
+ "# ...</w>",
+ "kor n</w>",
+ "extre mism</w>",
+ "fruit ful</w>",
+ "anci ent",
+ "pu bg</w>",
+ "pol ite</w>",
+ "wh it</w>",
+ "mur als</w>",
+ "m gr</w>",
+ "line man</w>",
+ "dav ao</w>",
+ "ste ms</w>",
+ "ten nis",
+ "av age</w>",
+ "tu pac</w>",
+ "gigan tic</w>",
+ "hs bc</w>",
+ "auto biography</w>",
+ "up the",
+ "ี à¹Ī</w>",
+ "re gal",
+ "fig uring</w>",
+ "ku l</w>",
+ "mis sy</w>",
+ "hoo p",
+ "gra s",
+ "for ums</w>",
+ "back lash</w>",
+ "abduc ted</w>",
+ "p nw</w>",
+ "min ic",
+ "bu tt</w>",
+ "bott oms</w>",
+ "at on",
+ "ven g</w>",
+ "ðŁĮ ı</w>",
+ "del aney</w>",
+ "prab hu</w>",
+ "fan club</w>",
+ "over haul</w>",
+ "health ye",
+ "sy no",
+ "aa f</w>",
+ "ren amed</w>",
+ "kim i</w>",
+ "un cle",
+ "man city</w>",
+ "se u</w>",
+ "qu anti",
+ "este em</w>",
+ "um in</w>",
+ "en zo</w>",
+ "mel vin</w>",
+ "under go</w>",
+ "j har",
+ "far ah</w>",
+ "coast ers</w>",
+ "humph rey</w>",
+ "mh z</w>",
+ "children s",
+ "^ .",
+ "d hi",
+ "disrup tive</w>",
+ "integr ating</w>",
+ "r nb</w>",
+ "over sized</w>",
+ "a ide",
+ "ne au</w>",
+ "docu mentation</w>",
+ "ðŁijĢ ðŁijĢ</w>",
+ "pal o</w>",
+ "hear th",
+ "ri yad",
+ "pun ctu",
+ "abc news</w>",
+ "secu res</w>",
+ "boy band</w>",
+ "bir ch",
+ "ju co</w>",
+ "tra ff",
+ "legislat ors</w>",
+ "bay a</w>",
+ "ãĤ ¯",
+ "no ises</w>",
+ "collec ts</w>",
+ "s warm</w>",
+ "k ner</w>",
+ "bi shops</w>",
+ "stur geon</w>",
+ "snapp ing</w>",
+ "mo l</w>",
+ "fre aky</w>",
+ "chair person</w>",
+ "tro p</w>",
+ "lyn ch",
+ "car cin",
+ "art sy</w>",
+ "e sto",
+ "cha i",
+ "fl ur",
+ "inv ali",
+ "sau sages</w>",
+ "im el",
+ "j or</w>",
+ "fun fact</w>",
+ "wit ter</w>",
+ "puni shed</w>",
+ "ac ons</w>",
+ "h ya</w>",
+ "re versi",
+ "em c</w>",
+ "dif fu",
+ "z x</w>",
+ "sp aw",
+ "cla d</w>",
+ "d mit",
+ "hol land",
+ "fre sco</w>",
+ "pay roll</w>",
+ "ab undant</w>",
+ "stu ffing</w>",
+ "mor o</w>",
+ "c ny</w>",
+ "boy cott",
+ "wend y",
+ "ele ven",
+ "pro voc",
+ "pil ot",
+ "tr x</w>",
+ "be ad",
+ "climate action</w>",
+ "ri on",
+ "assi e</w>",
+ "ì ĸ",
+ "o sm",
+ "islam ic",
+ "ho ar",
+ "good reads</w>",
+ "al ici",
+ "afterno ons</w>",
+ "spoke sman</w>",
+ "jo lie</w>",
+ "it as",
+ "masc ara</w>",
+ "âĻ© âĻ«</w>",
+ "pre vail</w>",
+ "beetro ot</w>",
+ "lu jah</w>",
+ "k li",
+ "dod ger</w>",
+ "Â »",
+ "ru le",
+ "l n",
+ "scre am",
+ "ho bart</w>",
+ "col bert</w>",
+ "r tc</w>",
+ "er m</w>",
+ "pat ro",
+ "quo ting</w>",
+ "s live</w>",
+ "que st",
+ "non fiction</w>",
+ "semin ary</w>",
+ "prosecu tors</w>",
+ "ve st",
+ "express way</w>",
+ "g ge</w>",
+ "nau tical</w>",
+ "et f</w>",
+ "ðŁİīðŁİ Ĭ",
+ "dur ation</w>",
+ "cha ired</w>",
+ "the film</w>",
+ "fab io</w>",
+ "she h",
+ "can o",
+ "ðŁĴª ðŁı»",
+ "with draw</w>",
+ "! :)</w>",
+ "cor pus</w>",
+ "phen om",
+ "yel p</w>",
+ "la wn",
+ "ent om",
+ "snapp er</w>",
+ "but te</w>",
+ "pin ball</w>",
+ "pro xy</w>",
+ "libr e</w>",
+ "alle vi",
+ "n ada</w>",
+ "gabri el",
+ "fo wl</w>",
+ "eure ka</w>",
+ "daph ne</w>",
+ "tu nes",
+ "pun ched</w>",
+ "wh ore</w>",
+ "jo g</w>",
+ "ren tial</w>",
+ "man ners</w>",
+ "o pe",
+ "wh ufc</w>",
+ "gu th",
+ "revol t</w>",
+ "sne aker",
+ "philharmon ic</w>",
+ "ho ste",
+ "sovereign ty</w>",
+ "ðŁĻıðŁĻı ðŁĻı</w>",
+ "fish ing",
+ "sci art</w>",
+ "fe ta</w>",
+ "i pp",
+ "dump ing</w>",
+ "kel own",
+ "gir i</w>",
+ "dig its</w>",
+ "sal u",
+ "san jay",
+ "twee ters</w>",
+ "sp as",
+ "col chester</w>",
+ "sc ab",
+ "ma dd",
+ "๠Ħà¸",
+ "Ä ĩ</w>",
+ "ged don</w>",
+ "march for",
+ "do p</w>",
+ "maure en</w>",
+ "un plugged</w>",
+ "di do</w>",
+ "fashion blogger</w>",
+ "up a</w>",
+ "mex ic",
+ "tar y",
+ "pol ye",
+ "jame son</w>",
+ "v t",
+ "grin der</w>",
+ "mad dy</w>",
+ "consult ancy</w>",
+ "¬ ë",
+ "leagueof legends</w>",
+ "ac cents</w>",
+ "um ni</w>",
+ "jane iro</w>",
+ "tu ss",
+ "h ens</w>",
+ "ampli fier</w>",
+ "to shi",
+ "pret tier</w>",
+ "pre vents</w>",
+ "new town</w>",
+ "red wood</w>",
+ "vant age</w>",
+ "ball ard</w>",
+ "ar tof",
+ "a she</w>",
+ "a sion</w>",
+ "lac ey</w>",
+ "ap at",
+ "gro ve",
+ "ภĦ</w>",
+ "rw and",
+ "real tors</w>",
+ "tra itor</w>",
+ "bed ding</w>",
+ "ö r",
+ "zi on",
+ "fla shing</w>",
+ "cam pan",
+ "boom er</w>",
+ "secretari at</w>",
+ "ab ol",
+ "liti gation</w>",
+ "cont amination</w>",
+ "se dly</w>",
+ "shred ded</w>",
+ "in for",
+ "do herty</w>",
+ "bench mark</w>",
+ "ro che</w>",
+ "skate board</w>",
+ "sho vel</w>",
+ "i zz",
+ "to pper</w>",
+ "o ster",
+ "laby rin",
+ "autu m",
+ "k ong",
+ "hum mus</w>",
+ "vi z</w>",
+ "tech news</w>",
+ "kla us</w>",
+ "am using</w>",
+ "socialmedi amarketing</w>",
+ "i des</w>",
+ "cast ell",
+ "ste e",
+ "underestim ate</w>",
+ "cal ab",
+ "pa ign</w>",
+ "b illing</w>",
+ "unanim ously</w>",
+ "g mb</w>",
+ "fly fishing</w>",
+ "hath away</w>",
+ "commerci al",
+ "colour ing</w>",
+ "skul ls</w>",
+ "pivo t</w>",
+ "te p</w>",
+ "tb c</w>",
+ "motor way</w>",
+ "x press</w>",
+ "construc tive</w>",
+ "pu k</w>",
+ "under lying</w>",
+ "kir sten</w>",
+ "mani ac</w>",
+ "cha o</w>",
+ "se ma</w>",
+ "chiff on</w>",
+ "ðŁijĮ ðŁı»",
+ "ver ona</w>",
+ "kom o</w>",
+ "stan doff</w>",
+ "wi ped</w>",
+ "c ated</w>",
+ "bla ir",
+ "wor kin",
+ "m sc",
+ "bethle hem</w>",
+ "swi pe</w>",
+ "unexpe c",
+ "pe es</w>",
+ "pe tri",
+ "orig ami</w>",
+ "ðŁij ħ",
+ "mex ico",
+ "flav or",
+ "ru dd</w>",
+ "cannab is",
+ "mar u</w>",
+ "ri ddle</w>",
+ "wor shi",
+ "sil on</w>",
+ "sch at</w>",
+ "ap se</w>",
+ "tang er",
+ "bi ous</w>",
+ "e er</w>",
+ "questi oned</w>",
+ "o zar",
+ "dan k</w>",
+ "angle sey</w>",
+ "char an</w>",
+ "bak u</w>",
+ "compe ten",
+ "re pri",
+ "bat ter</w>",
+ "sa xon</w>",
+ "cal ves</w>",
+ "leng ths</w>",
+ "$ $$</w>",
+ "âŀ ¡ï¸ı",
+ "immer sion</w>",
+ "ga unt",
+ "car ry",
+ "cy to",
+ "b anda</w>",
+ "shu tt",
+ "experi ence",
+ "el gin</w>",
+ "mous se</w>",
+ "ta z</w>",
+ "ê µ",
+ "in correct</w>",
+ "en z</w>",
+ "b ham",
+ "mor on</w>",
+ "so ver</w>",
+ "ar un</w>",
+ "ti pped</w>",
+ "la ble</w>",
+ "de arly</w>",
+ "bau tista</w>",
+ "í Ļ",
+ "mor tal",
+ "woo p</w>",
+ "dt la</w>",
+ "sho cks</w>",
+ "dav os</w>",
+ "ðŁĵ Ŀ",
+ "swim wear</w>",
+ "her man",
+ "ðŁijĩ ðŁijĩ</w>",
+ "z ir",
+ "neglec ted</w>",
+ "grac ed</w>",
+ "campu ses</w>",
+ "av s</w>",
+ "ar ora</w>",
+ "swach hb",
+ "live pd</w>",
+ "ac cra</w>",
+ "enqui ries</w>",
+ "shoo ters</w>",
+ "kur t",
+ "vancou ver",
+ "brad ley",
+ "gar da</w>",
+ "g ü",
+ "ol la</w>",
+ "attrac ting</w>",
+ "up ton</w>",
+ "ne win",
+ "lu mia</w>",
+ "furn ace</w>",
+ "ev ers</w>",
+ "e on</w>",
+ "sw a</w>",
+ "roo kies</w>",
+ "a oc</w>",
+ "v ss</w>",
+ "bris ket</w>",
+ "tor ch",
+ "yo da</w>",
+ "heart land</w>",
+ "tac o",
+ "ph ony</w>",
+ "food bank</w>",
+ "ab bey",
+ "bab ylon</w>",
+ "u y",
+ "gre ate",
+ "expre sses</w>",
+ "d andy</w>",
+ "sc apes</w>",
+ "survi vor",
+ "ron d",
+ "e ci",
+ "ha vin</w>",
+ "ab el",
+ "chil dish</w>",
+ "tor que</w>",
+ "wav y</w>",
+ "ur self</w>",
+ "kanye west</w>",
+ "year of",
+ "ale stine</w>",
+ "o brien</w>",
+ "al fon",
+ "sk ag",
+ "kore an",
+ "anchor age</w>",
+ "val eri",
+ "de w",
+ "ðŁİ ¨",
+ "land slide</w>",
+ "car ole</w>",
+ "christ en",
+ "go phers</w>",
+ "af i</w>",
+ "priyan ka</w>",
+ "q q",
+ "power of",
+ "it te</w>",
+ "pc so</w>",
+ "tw ol",
+ "pr y",
+ "intellec tu",
+ "guer rero</w>",
+ "pi les</w>",
+ "wish list</w>",
+ "w ren</w>",
+ "time table</w>",
+ "ë ı",
+ "prodi gy</w>",
+ "gibb ons</w>",
+ ". /</w>",
+ "ne ur</w>",
+ "anz ac</w>",
+ "mur ray",
+ "vie st</w>",
+ "pla ster</w>",
+ "la ir</w>",
+ "art gallery</w>",
+ "inter continental</w>",
+ "g br</w>",
+ "bell ator</w>",
+ "nam joon</w>",
+ "mam mals</w>",
+ "am el",
+ "y aw",
+ "saras ota</w>",
+ "cam ar",
+ "bud ding</w>",
+ "sum mari",
+ "aco sta</w>",
+ "la sh",
+ "ey ou",
+ "post graduate</w>",
+ "instruc tors</w>",
+ "ti g</w>",
+ "const ant",
+ "were wolf</w>",
+ "ic os</w>",
+ "cla s",
+ "glen n",
+ "bud ge",
+ "ðŁĻ Ĥ",
+ "er ta</w>",
+ "sta ins</w>",
+ "persecu tion</w>",
+ "cumb ri",
+ "o ch</w>",
+ "syner gy</w>",
+ "hu ang</w>",
+ "scand in",
+ "mid terms</w>",
+ "comment ator</w>",
+ "regar ded</w>",
+ "perpe tual</w>",
+ "bo iling</w>",
+ "al p",
+ "lan ge</w>",
+ "sch le",
+ "fac eli",
+ "twee ta",
+ "ri dden</w>",
+ "ok toberfest</w>",
+ "charlotte sville</w>",
+ "ik lan",
+ "jo u</w>",
+ "ch atham</w>",
+ "b sc</w>",
+ "ðŁį ¦</w>",
+ "stra uss</w>",
+ "mel low</w>",
+ "xx xx",
+ "happy hour</w>",
+ "re actor</w>",
+ "ww er",
+ "distr action</w>",
+ "at orial</w>",
+ "ðŁĴª ðŁı¼",
+ "twin peaks</w>",
+ "fay ette",
+ "a or",
+ "ko k",
+ "bro om",
+ "sy fy</w>",
+ "ou se",
+ "am ag",
+ "Ø ·",
+ "ubis oft</w>",
+ "lu lu",
+ "hall mark</w>",
+ "stu art",
+ "it ya</w>",
+ "si deline</w>",
+ "venge ance</w>",
+ "re lu",
+ "sex ism</w>",
+ "boun cing</w>",
+ "un ites</w>",
+ "gu stav",
+ "te ssa</w>",
+ "stu mp</w>",
+ "pro clamation</w>",
+ "ima x</w>",
+ "divid end</w>",
+ "col by</w>",
+ "ðŁį İ</w>",
+ "play wright</w>",
+ "un safe</w>",
+ "co smo</w>",
+ "ðŁĩ²ðŁĩ ½</w>",
+ "cup board</w>",
+ "constitu ents</w>",
+ "ang lia</w>",
+ "ram page</w>",
+ "ðŁĺįðŁĺį ðŁĺįðŁĺįðŁĺį</w>",
+ "than ked</w>",
+ "take aways</w>",
+ "shro ff</w>",
+ "de bat",
+ "kh ur",
+ "conduc ts</w>",
+ "format s</w>",
+ "à ©",
+ "port age</w>",
+ "graph ers</w>",
+ "u ten",
+ "pre m",
+ "mo ines</w>",
+ "condem ns</w>",
+ "s ous</w>",
+ "l ps</w>",
+ "f cs</w>",
+ "deal ership</w>",
+ "leuke mia</w>",
+ "bure au",
+ "ski d</w>",
+ "guardi ola</w>",
+ "ca ster",
+ "thir d",
+ "avoi ded</w>",
+ "en cyclo",
+ "c sr",
+ "vi xx</w>",
+ "analy zing</w>",
+ "she ar</w>",
+ "dulu th</w>",
+ "shap iro</w>",
+ "chan ting</w>",
+ "stre sses</w>",
+ "as be",
+ "mil itia</w>",
+ "ãĥ ª",
+ "col lin</w>",
+ "arsen e</w>",
+ "sure sh",
+ "teach ings</w>",
+ "yi xing</w>",
+ "sh ill",
+ "nu des</w>",
+ "sv u</w>",
+ "clear water</w>",
+ "war ped</w>",
+ "pro life</w>",
+ "artist son",
+ "it u</w>",
+ "versail les</w>",
+ "galax y",
+ "ax el</w>",
+ "spring st</w>",
+ "cal a</w>",
+ "hu hu</w>",
+ "sc u</w>",
+ "commit ments</w>",
+ "exe ter",
+ "poign ant</w>",
+ "mo tion",
+ "conserv atory</w>",
+ "row dy</w>",
+ "rec alled</w>",
+ "mu sk",
+ "emb elli",
+ "so the",
+ "âĺ Ģ",
+ "sto pper</w>",
+ "sch ild</w>",
+ "to pe",
+ "el mo</w>",
+ "zi el</w>",
+ "j om",
+ "barn sley</w>",
+ "snow den</w>",
+ "on tour</w>",
+ "jour ney",
+ "hills borough</w>",
+ "par ole</w>",
+ "w ts</w>",
+ "mo ving",
+ "ag ility</w>",
+ "tiv o</w>",
+ "ff ers</w>",
+ "kindle unlimited</w>",
+ "g wen",
+ "ann an</w>",
+ "ah mad",
+ "tex tured</w>",
+ "hepat itis</w>",
+ "dra m</w>",
+ "insi ders</w>",
+ "tis sues</w>",
+ "ãĥ Ħ</w>",
+ "fc barcelona</w>",
+ "cr atic</w>",
+ "na acp</w>",
+ "pe can</w>",
+ "f gm</w>",
+ "custom ize</w>",
+ "concer t",
+ "g sm</w>",
+ "pe g",
+ "p one</w>",
+ "justin trudeau</w>",
+ "super cars</w>",
+ "happy holidays</w>",
+ "bu lar</w>",
+ "ado x</w>",
+ "lap tops</w>",
+ "digital health</w>",
+ "destin ation",
+ "gradu ally</w>",
+ "áĥ ¦</w>",
+ "popp y",
+ "ss l</w>",
+ "inhi bit",
+ "star light</w>",
+ "of fro",
+ "glo omy</w>",
+ "x per",
+ "hal der</w>",
+ "im plants</w>",
+ "le to</w>",
+ "hass el",
+ "a as</w>",
+ "un told</w>",
+ "en ci",
+ "liber ia</w>",
+ "or an",
+ "con tests</w>",
+ "il ah</w>",
+ "sma g</w>",
+ "sc out",
+ "mari anne</w>",
+ "cr yo",
+ "schedu ling</w>",
+ "lo s",
+ "kan e",
+ "stutt gart</w>",
+ "ne se</w>",
+ "law rence",
+ "da in",
+ "pho tom",
+ "car ou",
+ "ภ£",
+ "g wy",
+ "national dogday</w>",
+ "roa sting</w>",
+ "band camp</w>",
+ "kentu cky",
+ "stret ches</w>",
+ "ke rel</w>",
+ "ca she",
+ "ãĤ ¸",
+ "sta x</w>",
+ "tran si",
+ "dog gie</w>",
+ "at ric",
+ "hal le</w>",
+ "ci vic",
+ "brow ning</w>",
+ "lein ster</w>",
+ "cat day</w>",
+ "high land",
+ "joy ous</w>",
+ "in cumb",
+ "or lando",
+ "ro mo</w>",
+ "col ton</w>",
+ "del ta",
+ "car ab",
+ "ro tc</w>",
+ "aster oid</w>",
+ "goose bumps</w>",
+ "mo logy</w>",
+ "yo ko</w>",
+ "an ds</w>",
+ "tomor rows</w>",
+ "red carpet</w>",
+ "sm p</w>",
+ "ca sio</w>",
+ "ðŁ¤£ðŁ¤£ ðŁ¤£</w>",
+ "se au</w>",
+ "rejec tion</w>",
+ "rot ating</w>",
+ "bi partisan</w>",
+ "th un",
+ "mat i</w>",
+ "bon i",
+ "ol l",
+ "ener gye",
+ "do it",
+ "l j</w>",
+ "mother hood</w>",
+ "lou ise",
+ "neck laces</w>",
+ "el ite",
+ "ni x</w>",
+ "l cs</w>",
+ "en v",
+ "gl u</w>",
+ "le sh</w>",
+ "cran k</w>",
+ "su sie</w>",
+ "m clau",
+ "so tu</w>",
+ "crow ley</w>",
+ "rat ri</w>",
+ "use d",
+ "bre ton</w>",
+ "alfre do</w>",
+ "ye o",
+ "travel pics</w>",
+ "ti pp",
+ "elli son</w>",
+ "sax ophone</w>",
+ "me red</w>",
+ "heu ghan</w>",
+ "ta ine</w>",
+ "f es</w>",
+ "vi ro",
+ "suppo sedly</w>",
+ "i as",
+ "dige stive</w>",
+ "y le",
+ "li zzy</w>",
+ "wildlife photography</w>",
+ "bri anna</w>",
+ "west field</w>",
+ "ra ined</w>",
+ "am her",
+ "ðŁĺĦ ðŁĺĦ</w>",
+ "distribu te</w>",
+ "bott om",
+ "pre serving</w>",
+ "oil and",
+ "craf ty</w>",
+ "de scen",
+ "col ling",
+ "shakespeare sunday</w>",
+ "r wc</w>",
+ "ang led</w>",
+ "ci an</w>",
+ "t ations</w>",
+ "mon tage</w>",
+ "me yers</w>",
+ "france sca</w>",
+ "ðŁĮ ·",
+ "wi ggins</w>",
+ "san ford</w>",
+ "volunte er",
+ "car ra",
+ "bar k",
+ "vari ed</w>",
+ "pl in</w>",
+ "am u</w>",
+ "kap il",
+ "rock ers</w>",
+ "qu ind",
+ "br ane</w>",
+ "in mate</w>",
+ "ent al",
+ "impro vis",
+ "michi gan",
+ "re tweeting</w>",
+ "progre ssing</w>",
+ "mercedes benz</w>",
+ "smo ker</w>",
+ "physi ology</w>",
+ "dor ado</w>",
+ "watt pad</w>",
+ "h wa</w>",
+ "sr bachchan</w>",
+ "w ga</w>",
+ "vol atility</w>",
+ "hi re",
+ "ac ap",
+ "wn ba</w>",
+ "hein z</w>",
+ "stit ches</w>",
+ "kidnapp ing</w>",
+ "bur ys</w>",
+ "lim b</w>",
+ "f itters</w>",
+ "thumb nail</w>",
+ "ton e",
+ "mir and",
+ "desi rable</w>",
+ "ad dison</w>",
+ "tar an",
+ "tamil nadu</w>",
+ "spec tator</w>",
+ "soci ology</w>",
+ "amit shah</w>",
+ "remo tely</w>",
+ "âĻ ¦",
+ "ham id</w>",
+ "r ds</w>",
+ "g lee",
+ "smooth ly</w>",
+ "sch ro",
+ "er c</w>",
+ "lali ga</w>",
+ "he als</w>",
+ "us f",
+ "ni shi",
+ "d hu",
+ "un il",
+ "h le</w>",
+ "tro mb",
+ "bhu tan</w>",
+ "pilip inas</w>",
+ "se ung",
+ "whit man</w>",
+ "te y</w>",
+ "min ce</w>",
+ "snow boarding</w>",
+ "re au</w>",
+ "k ker</w>",
+ "av o</w>",
+ "zach ary</w>",
+ "ran veer",
+ "ti k</w>",
+ "gover n</w>",
+ "qu al</w>",
+ "beck y",
+ "anthropo logy</w>",
+ "att en</w>",
+ "grocer ies</w>",
+ "de bit</w>",
+ "war p</w>",
+ "sil icon",
+ "hawa ii",
+ "ðŁĴ ħ</w>",
+ "pomegran ate</w>",
+ "pe er",
+ "orang es</w>",
+ "people schoice</w>",
+ "end ure</w>",
+ "ðŁĴĽ ðŁĴĽ",
+ "ãĤ¹ ãĥ",
+ "ac ial</w>",
+ "a haha</w>",
+ "stu k</w>",
+ "imper ial",
+ "bl ond</w>",
+ "pow der",
+ "kno ts</w>",
+ "vin ce",
+ "wood lands</w>",
+ "den a</w>",
+ "watch in</w>",
+ "mat cha</w>",
+ "ma hat",
+ "galax ies</w>",
+ "middles brough</w>",
+ "k ö",
+ "stre e</w>",
+ "resc ues</w>",
+ "wal do</w>",
+ "lero y</w>",
+ "desp ic",
+ "real ities</w>",
+ "tm nt</w>",
+ "ha q</w>",
+ "un o",
+ "pe c",
+ "bolly wood",
+ "blin ds</w>",
+ "design thinking</w>",
+ "he ms",
+ "and hra</w>",
+ "ab sen",
+ "fan s",
+ "ste ch</w>",
+ "shire hour</w>",
+ "bla ine</w>",
+ "shak ti</w>",
+ "pu rely</w>",
+ "ðŁı ı</w>",
+ "tra fal",
+ "ke ynes</w>",
+ "gr ate",
+ "to bias</w>",
+ "spon taneous</w>",
+ "satur ated</w>",
+ "caval ry</w>",
+ "pri sc",
+ "ðŁĺ ij",
+ "wh t</w>",
+ "pas si",
+ "~~ ~</w>",
+ "vir at</w>",
+ "patt inson</w>",
+ "la o",
+ "weir do</w>",
+ "sym pathy</w>",
+ "ju da",
+ "occa sionally</w>",
+ "cred ited</w>",
+ "stat u",
+ "es co",
+ "hil ly</w>",
+ "esc ape",
+ "dischar ge</w>",
+ "se er</w>",
+ "may nard</w>",
+ "sud bury</w>",
+ "z lat",
+ "or al",
+ "we er</w>",
+ "encoun tered</w>",
+ "sm elling</w>",
+ "over sight</w>",
+ "ê ¸",
+ "that cher</w>",
+ "mack ay</w>",
+ "you can",
+ "fre ep",
+ "freed oms</w>",
+ "prophe cy</w>",
+ "ho e",
+ "ishq ba",
+ "dra ke",
+ "qu its</w>",
+ "pel led</w>",
+ "tur k</w>",
+ "o vi",
+ "wesle yan</w>",
+ "new music",
+ "leg g</w>",
+ "ch eng",
+ "h illi",
+ "ay y</w>",
+ "pan ties</w>",
+ "ad versity</w>",
+ "ad jac",
+ "vaccin ation</w>",
+ "ju ke",
+ "ga c</w>",
+ "exce ed</w>",
+ "time sof",
+ "sta ining</w>",
+ "ep cot</w>",
+ "v ital",
+ "up ward</w>",
+ "bethe sda</w>",
+ "apar k</w>",
+ "ma hi",
+ "camp fire</w>",
+ "enchan ting</w>",
+ "rha pso",
+ "h z</w>",
+ "na ver</w>",
+ "fa x",
+ "vali dation</w>",
+ "ac ad</w>",
+ "ny r</w>",
+ "as ym",
+ "coordin ated</w>",
+ "depar ted</w>",
+ "all ery</w>",
+ "var ies</w>",
+ "spr ite</w>",
+ "chap lin</w>",
+ "ss occer</w>",
+ "s wat",
+ "bre t</w>",
+ "relu ct",
+ "tunes app</w>",
+ "super star",
+ "reminis cing</w>",
+ "o co</w>",
+ "home grown</w>",
+ "dough nut</w>",
+ "un canny</w>",
+ "la pd</w>",
+ "thyro id</w>",
+ "! âĿ¤ï¸ı</w>",
+ "botan ic</w>",
+ "bre s</w>",
+ "sp ade</w>",
+ "i ste</w>",
+ "echo es</w>",
+ "du lil",
+ "bur sting</w>",
+ "qui ero</w>",
+ "ðŁij İ</w>",
+ "loy ola</w>",
+ "amuse ment</w>",
+ "ha ils</w>",
+ "sleep y",
+ "burgl ary</w>",
+ "âľ ı",
+ "ro gue",
+ "cot land</w>",
+ "mo ors</w>",
+ "low er",
+ "wic ked",
+ "ðŁĶ Ĭ",
+ "compet iti",
+ "argent ine</w>",
+ "yvon ne</w>",
+ "karti keyan</w>",
+ "ili ary</w>",
+ "gat sby</w>",
+ "precin ct</w>",
+ "six ty</w>",
+ "na ji",
+ "cam s</w>",
+ "practiti oner</w>",
+ "ðŁĺ³ ðŁĺ³",
+ "pu ne",
+ "neg li",
+ "juli en</w>",
+ "inv aded</w>",
+ "cali br",
+ "cla m</w>",
+ "duba i",
+ "mu k</w>",
+ "lan tic",
+ "produc t",
+ "fe dex</w>",
+ "ï¸ı :</w>",
+ "eu ra",
+ "dari us</w>",
+ "s ling</w>",
+ "virtual reality</w>",
+ "home stead</w>",
+ "ðŁı³ï¸ıâĢį ðŁĮĪ</w>",
+ "pac ed</w>",
+ "in ha</w>",
+ "pul mon",
+ "la zy",
+ "premi ering</w>",
+ "ma stered</w>",
+ "in he",
+ "con gregation</w>",
+ "ba jo</w>",
+ "sport ing",
+ "new jersey</w>",
+ "hor ny</w>",
+ "lma oo</w>",
+ "leng thy</w>",
+ "du t",
+ "yo gh",
+ "swe aring</w>",
+ "philosoph ical</w>",
+ "pap ua</w>",
+ "in ski</w>",
+ "know les</w>",
+ "dy ke</w>",
+ "âĢ ²</w>",
+ "to ken",
+ "mc guire</w>",
+ "ri ot",
+ "probab ility</w>",
+ "mc con",
+ "gro s</w>",
+ "su mat",
+ "c ite</w>",
+ "da a</w>",
+ "on da</w>",
+ "mad dow</w>",
+ "che w",
+ "board games</w>",
+ "spar ked</w>",
+ "re claimed</w>",
+ "ad hd</w>",
+ "ny se</w>",
+ "imwith her</w>",
+ "equ inox</w>",
+ "boo ths</w>",
+ "balsam ic</w>",
+ "ha zy</w>",
+ "dor chester</w>",
+ "ag os</w>",
+ "se aw",
+ "moder ator</w>",
+ "seri ea</w>",
+ "ander sen</w>",
+ "pilgri m</w>",
+ "âŃIJ âŃIJ",
+ "itch en</w>",
+ "hal li",
+ "x ton",
+ "nathan iel</w>",
+ "mun ition</w>",
+ "celesti al</w>",
+ "ga f</w>",
+ "zo om",
+ "mark le</w>",
+ "pen thouse</w>",
+ "cal e</w>",
+ "s fa</w>",
+ "bar king</w>",
+ "tu cket</w>",
+ "em ery</w>",
+ "cal orie</w>",
+ "li que",
+ "ad ar</w>",
+ "mc nam",
+ "tor tilla</w>",
+ "wood pecker</w>",
+ "mo town</w>",
+ "bad ger",
+ "ayr shire</w>",
+ "scram ble</w>",
+ "dd ay",
+ "cra ziest</w>",
+ "per rie</w>",
+ "cho co</w>",
+ "cast e</w>",
+ "i ot",
+ "wre cked</w>",
+ "selec ting</w>",
+ "uss r</w>",
+ "gra ft</w>",
+ "pun t</w>",
+ "lab ou",
+ "ir st</w>",
+ "ba ek</w>",
+ "Û Į</w>",
+ "su ki</w>",
+ "que u",
+ "ach at</w>",
+ "te ster</w>",
+ "aug mented</w>",
+ "wc vb</w>",
+ "sin ks</w>",
+ "ðŁĵ »",
+ "ra ke</w>",
+ "inter ne",
+ "be cause",
+ "belle vue</w>",
+ "une arth",
+ "light en</w>",
+ "ðŁĺ £</w>",
+ "turn around</w>",
+ "labe led</w>",
+ "unemp loyed</w>",
+ "twitter kurds</w>",
+ "le ia</w>",
+ "h ye",
+ "great er",
+ "ðŁIJ İ</w>",
+ "tim ed</w>",
+ "i red",
+ "e tt",
+ "limit ations</w>",
+ "cab e</w>",
+ "s out</w>",
+ "bee ch",
+ "anni hil",
+ "re trac",
+ "yo ona</w>",
+ "ang er",
+ "den nis",
+ "supp lying</w>",
+ "di z</w>",
+ "\" (</w>",
+ "sc ur",
+ "gun man</w>",
+ "su ho</w>",
+ "sauvi gnon</w>",
+ "ภ¥</w>",
+ "wi ley</w>",
+ "land on</w>",
+ "choreo graphy</w>",
+ "pre historic</w>",
+ "ðŁı ĥ</w>",
+ "var gas</w>",
+ "assess ments</w>",
+ "pinn acle</w>",
+ "di i</w>",
+ "chamber lain</w>",
+ "ì Ī",
+ "v p",
+ "present ers</w>",
+ "deut sche</w>",
+ "sun shine",
+ "sal utes</w>",
+ "r one</w>",
+ "bu siest</w>",
+ "- .-</w>",
+ "motor ists</w>",
+ "hemi sphere</w>",
+ "al wx</w>",
+ "ps p</w>",
+ "ow a</w>",
+ "den ying</w>",
+ "cho c",
+ "gu tier",
+ "han uk",
+ "mus kete",
+ "jait ley</w>",
+ "se wage</w>",
+ "t ame</w>",
+ "thin kers</w>",
+ "shi m</w>",
+ "se quo",
+ "pap ar",
+ "middle east</w>",
+ "k wa",
+ "ke g</w>",
+ "patag onia</w>",
+ "no y</w>",
+ "bar ça</w>",
+ "take off</w>",
+ "he a</w>",
+ "à ¬",
+ "n sc",
+ "g dc</w>",
+ "ðŁij Ī",
+ "mou stache</w>",
+ "mel ania</w>",
+ "thr a</w>",
+ "â¬Ĩ ï¸ı</w>",
+ "pier ced</w>",
+ "ze us</w>",
+ "fon ts</w>",
+ "ber a</w>",
+ "it iner",
+ "q atar",
+ "contr ary</w>",
+ "ire land",
+ "i fy</w>",
+ "ou los</w>",
+ "commun al</w>",
+ "fin s</w>",
+ "un paid</w>",
+ "pa a</w>",
+ "ðŁijĩ ðŁı»</w>",
+ "ri os</w>",
+ "ou p</w>",
+ "f iller</w>",
+ "cafe teria</w>",
+ "ภŃ</w>",
+ "kas i</w>",
+ "cali ber</w>",
+ "z ulu</w>",
+ "v sco</w>",
+ "ts ford</w>",
+ "dragon fly</w>",
+ "smo kin</w>",
+ "pi st</w>",
+ "psycho logist</w>",
+ "diplom at</w>",
+ "we bs</w>",
+ "buc cane",
+ "à® ¾</w>",
+ "motiv ational",
+ "du ne",
+ "ba e",
+ "c fs</w>",
+ "with out",
+ "er on</w>",
+ "i ac",
+ "ate e</w>",
+ "pen sion",
+ "fra zier</w>",
+ "en sis</w>",
+ "sk is</w>",
+ "par ting</w>",
+ "ger y</w>",
+ "territ ories</w>",
+ "nach os</w>",
+ "eni ght",
+ "ever lasting</w>",
+ "msd honi</w>",
+ "tel e</w>",
+ "sp un</w>",
+ "po di",
+ "sab ah</w>",
+ "environ mentally</w>",
+ "ce ase",
+ "beau mont</w>",
+ "mar ta</w>",
+ "kel vin</w>",
+ "ho ff",
+ "sun il</w>",
+ "n da</w>",
+ "co b</w>",
+ "sh ale</w>",
+ "ree dus</w>",
+ "un boxing</w>",
+ "u bio</w>",
+ "re opened</w>",
+ "n all</w>",
+ "capsu les</w>",
+ "mar r</w>",
+ "himalay as</w>",
+ "swee ter</w>",
+ "ja z</w>",
+ "f mr</w>",
+ "twee ter</w>",
+ "dha ka</w>",
+ "na u</w>",
+ "de mi",
+ "d fs</w>",
+ "ta urus</w>",
+ "fad ing</w>",
+ "it utes</w>",
+ "ci p",
+ "over flow</w>",
+ "jef frey",
+ "don ny</w>",
+ "car tunesapp</w>",
+ "ðŁį ij</w>",
+ "prefe cture</w>",
+ "danc ed</w>",
+ "c pt</w>",
+ "ple asing</w>",
+ "ital k</w>",
+ "earth quakes</w>",
+ "ul ation</w>",
+ "hi o</w>",
+ "ãĢ ĭ</w>",
+ "ant an",
+ "nutri ent</w>",
+ "de ere</w>",
+ "selec ts</w>",
+ "enrich ment</w>",
+ "r iti",
+ "tram pol",
+ "bl amed</w>",
+ "j ia</w>",
+ "contribu tors</w>",
+ "chesa peake</w>",
+ "pi geons</w>",
+ "tribun al</w>",
+ "mad uro</w>",
+ "w su</w>",
+ "ilo ve</w>",
+ "effici ently</w>",
+ "dar cy</w>",
+ "war ms</w>",
+ "ar ra",
+ "ec u</w>",
+ "ho wer</w>",
+ "strugg led</w>",
+ "rajini kanth</w>",
+ "ðŁĺ¢ ðŁĺ¢",
+ "hou sing",
+ "str at</w>",
+ "eli x",
+ "disp ro",
+ "raf fic</w>",
+ "thi erry</w>",
+ "na sty",
+ "c fb</w>",
+ "staf fing</w>",
+ "al ma",
+ "back ers</w>",
+ "hen son</w>",
+ "sky walker</w>",
+ "reale state",
+ "roo s</w>",
+ "ness y</w>",
+ "chan ce",
+ "cair ns</w>",
+ "c ci",
+ "pe dal",
+ "ly ft</w>",
+ "cross word</w>",
+ "wait er</w>",
+ "only in",
+ "kru ger</w>",
+ "k ir</w>",
+ "alej andro</w>",
+ "car tier</w>",
+ "car rera</w>",
+ "re paired</w>",
+ "ou at</w>",
+ "un clear</w>",
+ "un breakable</w>",
+ "today in",
+ "qu eries</w>",
+ "jo dy</w>",
+ "gen ital</w>",
+ "win ner",
+ "to l</w>",
+ "kelown a</w>",
+ "fascin ated</w>",
+ "ãĥ ¬",
+ "sris ri</w>",
+ "squ ared</w>",
+ "spr ung</w>",
+ "negoti ate</w>",
+ "priv ately</w>",
+ "av en</w>",
+ ">> >>></w>",
+ "g ical</w>",
+ "gav in",
+ "chester field</w>",
+ "zu mba</w>",
+ "or r</w>",
+ "nat alia</w>",
+ "impeach ment</w>",
+ "mn l</w>",
+ "car at</w>",
+ "criti que</w>",
+ "credi ble</w>",
+ "trac y",
+ "tan i</w>",
+ "musi k</w>",
+ "jig saw</w>",
+ "gam bia</w>",
+ "tol kien</w>",
+ "fe u</w>",
+ "as per",
+ "sav ory</w>",
+ "fo xx</w>",
+ "f itt",
+ "mar lon</w>",
+ "l rt</w>",
+ "v ell</w>",
+ "p br</w>",
+ "imprison ed</w>",
+ "i om",
+ "chu l</w>",
+ "wind shield</w>",
+ "kay e</w>",
+ "ba a</w>",
+ "chor d</w>",
+ "s art</w>",
+ "al gon",
+ "minister ial</w>",
+ "nat geo",
+ "la zio</w>",
+ "nor ms</w>",
+ "ðŁijį ðŁijį",
+ "lic king</w>",
+ "fut bol</w>",
+ "un sung</w>",
+ "dalla scowboys</w>",
+ "sh red</w>",
+ "distur b",
+ "dev ine</w>",
+ "be ards</w>",
+ "ch f</w>",
+ "b day",
+ "ro sso</w>",
+ "ig or</w>",
+ "ay i</w>",
+ "si ren</w>",
+ "k air",
+ "sti les</w>",
+ "ro f",
+ "mag nets</w>",
+ "un cover</w>",
+ "mou se",
+ "bang ing</w>",
+ "si ghted</w>",
+ "spe ople</w>",
+ "impac t",
+ "row land</w>",
+ "kir a</w>",
+ "environ ment",
+ "love the",
+ "p sis</w>",
+ "mish ra</w>",
+ "gl endale</w>",
+ "ca jun</w>",
+ "o che</w>",
+ "de ception</w>",
+ "sex ist</w>",
+ "stra ws</w>",
+ "s ga</w>",
+ "buff er</w>",
+ "apost le</w>",
+ "sp l</w>",
+ "pop up</w>",
+ "ðŁļ Ĺ",
+ "r g",
+ "up er</w>",
+ "ball in</w>",
+ "i dy",
+ "occa sional</w>",
+ "national park</w>",
+ "ðŁı Ĭ",
+ "u an</w>",
+ "innov ation",
+ "ภ«",
+ "te aparty</w>",
+ "re tte</w>",
+ "counter fe",
+ "b ha</w>",
+ "rec s</w>",
+ "ig en</w>",
+ "ðŁĮ IJ</w>",
+ "humming bird</w>",
+ "cu r</w>",
+ "ha ven",
+ "la zar",
+ "pue blo</w>",
+ ": :",
+ "zi onist</w>",
+ "op ath",
+ "inver ness</w>",
+ "promo ter</w>",
+ "carto on",
+ "cabine ts</w>",
+ "mahog any</w>",
+ "surve ying</w>",
+ "r ational</w>",
+ "feel ing",
+ "testi fy</w>",
+ "so w</w>",
+ "oc on</w>",
+ "ภ¢</w>",
+ "ne el",
+ "mar is</w>",
+ "sol itary</w>",
+ "che mo",
+ "rad cliffe</w>",
+ "sim ons</w>",
+ "ros ary</w>",
+ "new er</w>",
+ "jo die</w>",
+ "re tali",
+ "pra wn</w>",
+ "pad dy",
+ "hen ge</w>",
+ "k ala</w>",
+ "im plant</w>",
+ "at y</w>",
+ "bren twood</w>",
+ "par adox</w>",
+ "ene z</w>",
+ "re designed</w>",
+ "p our",
+ "wy d</w>",
+ "al de",
+ "௠ģ</w>",
+ "sol d",
+ "biomed ical</w>",
+ "๠Ĥ",
+ "tt tt</w>",
+ "mat teo</w>",
+ "ys er</w>",
+ "new ton",
+ "de bun",
+ "ner dy</w>",
+ "loo l</w>",
+ "wo on</w>",
+ "elisa beth</w>",
+ "ec c</w>",
+ "wh i</w>",
+ "ach o</w>",
+ "salv age</w>",
+ "sal aries</w>",
+ "qu ity</w>",
+ "navig ating</w>",
+ "oph thal",
+ "con soles</w>",
+ "re built</w>",
+ "o pec</w>",
+ "ast ers</w>",
+ "sho red",
+ "set list</w>",
+ "kathr yn",
+ "rhy mes</w>",
+ "re visiting</w>",
+ "ash ish</w>",
+ "li ft",
+ "re post",
+ "sole il</w>",
+ "âı ±</w>",
+ "weal th",
+ "sa at",
+ "we c</w>",
+ "king james</w>",
+ "flipk art</w>",
+ "field work</w>",
+ "se gu",
+ "mo dal</w>",
+ "bu b</w>",
+ "are rs</w>",
+ "ðŁį Ĵ</w>",
+ "clo oney</w>",
+ "pad dington</w>",
+ "necess ity</w>",
+ "guth rie</w>",
+ "pen te",
+ "li mo</w>",
+ "jo sie</w>",
+ "ar tin",
+ "en c</w>",
+ "l hs</w>",
+ "betra yal</w>",
+ "info graphics</w>",
+ "i er",
+ "mo a</w>",
+ "hear ings</w>",
+ "bon jour</w>",
+ "sym bolic</w>",
+ "ag ro",
+ "wed ges</w>",
+ "krist ina</w>",
+ "wild flower</w>",
+ "athle tic",
+ "photograph y",
+ "pe sh",
+ "ca hill</w>",
+ "chi lean</w>",
+ "gou l",
+ "fi oren",
+ "ðŁij ¶</w>",
+ "z il</w>",
+ "sk im",
+ "bad oo</w>",
+ "deli a</w>",
+ "tre ble</w>",
+ "n cc",
+ "ðŁĩ¦ ðŁĩ",
+ "a house</w>",
+ "bul lock</w>",
+ "sol itude</w>",
+ "ا٠Ĩ</w>",
+ "can cers</w>",
+ "futureof work</w>",
+ "hu tch</w>",
+ "water shed</w>",
+ "war mongers</w>",
+ "sp illed</w>",
+ "colom bo</w>",
+ "mo th",
+ "associ ations</w>",
+ "weigh ed</w>",
+ "global goals</w>",
+ "not just",
+ "christ i</w>",
+ "tor g</w>",
+ "swe ating</w>",
+ "man eu",
+ "clu sters</w>",
+ "âĢ¼ï¸ı âĢ¼ï¸ı</w>",
+ "ta ped</w>",
+ "ul y",
+ "tru sting</w>",
+ "yu suf</w>",
+ "te in</w>",
+ "ra b</w>",
+ ", ,,,</w>",
+ "sin ai</w>",
+ "audi ble</w>",
+ "explic it</w>",
+ "cro wns</w>",
+ "sch iz",
+ "at least</w>",
+ "ðŁĹ £",
+ "de bra</w>",
+ "je suit</w>",
+ "ene gger</w>",
+ "z hen</w>",
+ "one sie</w>",
+ "i it</w>",
+ "ss f</w>",
+ "gur gaon</w>",
+ "chak ra</w>",
+ "bear cats</w>",
+ "k ran",
+ "k awa</w>",
+ "reque sting</w>",
+ "han over</w>",
+ "g end",
+ "sor os</w>",
+ "mer cy",
+ "lovel y",
+ "do omed</w>",
+ "tim my</w>",
+ "ku z",
+ "ul l",
+ "ab ram",
+ "sa ison</w>",
+ "ãĥ «",
+ "clean ers</w>",
+ "re mo</w>",
+ "circu its</w>",
+ "bar red</w>",
+ "o th",
+ "mo ist</w>",
+ "madele ine</w>",
+ "gall o</w>",
+ "u j",
+ "per mits</w>",
+ "hea viest</w>",
+ "car ols</w>",
+ "az te",
+ "gior gio</w>",
+ "flo ats</w>",
+ "decl aring</w>",
+ "us rc</w>",
+ "min at</w>",
+ "craf ts",
+ "pri ma</w>",
+ "conven i",
+ "nickelo deon</w>",
+ "danc ing",
+ "ceremon ial</w>",
+ "blo gg",
+ "tw p</w>",
+ "anglic an</w>",
+ "she k</w>",
+ "k nick",
+ "( ((</w>",
+ "hubb ard</w>",
+ "harve y",
+ "hit man</w>",
+ "fen g</w>",
+ "we some</w>",
+ "for za",
+ "s word",
+ "op us</w>",
+ "bro m</w>",
+ "gi bility</w>",
+ "z al</w>",
+ "m unch</w>",
+ "dance hall</w>",
+ "gre edy</w>",
+ "hd mi</w>",
+ "re birth</w>",
+ "ðŁĺĭ ðŁĺĭ</w>",
+ "s world</w>",
+ "figur ine</w>",
+ "com post</w>",
+ "k f",
+ "engra ving</w>",
+ "gior no</w>",
+ "st ana</w>",
+ "k man</w>",
+ "ham ster</w>",
+ "compos ers</w>",
+ "aj e</w>",
+ "func tionality</w>",
+ "pol k</w>",
+ "is ons</w>",
+ "air planes</w>",
+ "te se</w>",
+ "hor rors</w>",
+ "musc at</w>",
+ "gi ven",
+ "sp ence</w>",
+ "ðŁĩ¸ ðŁĩ",
+ "eli ot</w>",
+ "ach illes</w>",
+ "fre ck",
+ "crypto currencies</w>",
+ "sou ther",
+ "hal o",
+ "bor neo</w>",
+ "polit ic",
+ "hahahaha h</w>",
+ "up state</w>",
+ "si ena</w>",
+ "obsc ure</w>",
+ "hau sen</w>",
+ "lloy d",
+ "happy friday</w>",
+ "motor bike</w>",
+ "bon a</w>",
+ "americ as",
+ "hol s</w>",
+ "- (</w>",
+ "spor ty</w>",
+ "un aware</w>",
+ "reven ues</w>",
+ "christop her",
+ "bank sy</w>",
+ "av an</w>",
+ "ev apor",
+ "com press",
+ "eyel iner</w>",
+ "to dos</w>",
+ "buff y</w>",
+ "renewable energy</w>",
+ "ly rical</w>",
+ "ar chan",
+ "rapi st</w>",
+ "fair trade</w>",
+ "lma ooo</w>",
+ "beat z</w>",
+ "pro active</w>",
+ "la pse</w>",
+ "ir ical</w>",
+ "revers al</w>",
+ "po de",
+ "mcin tyre</w>",
+ "mac au</w>",
+ "ãĥ ķãĤ",
+ "nash grier</w>",
+ "f sa</w>",
+ "g all</w>",
+ "çĶ Ł",
+ "perpe tr",
+ "il ya</w>",
+ "configur ation</w>",
+ "% ;</w>",
+ "str ange",
+ "rac i",
+ "ภĩ</w>",
+ "pic kups</w>",
+ "kov sky</w>",
+ "mam mal</w>",
+ "w ps</w>",
+ "g able</w>",
+ "compar ative</w>",
+ "z h",
+ "save our",
+ "da vey</w>",
+ "on etsy</w>",
+ "mu ssels</w>",
+ "mis er",
+ "cri stina</w>",
+ "electr on</w>",
+ "cra ve</w>",
+ "lo ren</w>",
+ "precipit ation</w>",
+ "m z</w>",
+ "ðŁį «</w>",
+ "vin cen",
+ "snow board</w>",
+ "no ida</w>",
+ "ah n</w>",
+ "marin ated</w>",
+ "g tr</w>",
+ "town hall</w>",
+ "min is",
+ "bethe l</w>",
+ "adv an",
+ "su ra",
+ "shi el",
+ "fur ry",
+ "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤ</w>",
+ "lyn d",
+ "so il",
+ "sc ence</w>",
+ "sen eca</w>",
+ "shar jah</w>",
+ "dick ens</w>",
+ "credenti als</w>",
+ "av ar",
+ "per k</w>",
+ "requ iring</w>",
+ "pre fer",
+ "j ian</w>",
+ "de ca</w>",
+ "r ach</w>",
+ "ing for",
+ "del e</w>",
+ "be ep</w>",
+ "ðŁĴ »",
+ "cis ely</w>",
+ "hu ddle</w>",
+ "green sboro</w>",
+ "haw king</w>",
+ "ho ax</w>",
+ "hang ar</w>",
+ "ç ľ",
+ "mis o</w>",
+ "lo vin",
+ "gre ta</w>",
+ "ab ad",
+ "logi e</w>",
+ "at an</w>",
+ "snow flake</w>",
+ "mahe sh",
+ "fear the",
+ "al kal",
+ "bobb lehead</w>",
+ "ba hn</w>",
+ "ju dged</w>",
+ "fu tu",
+ "feli x",
+ "ðŁį ĵ</w>",
+ "pi ke",
+ "der iv",
+ "notic es</w>",
+ "au er</w>",
+ "dis super</w>",
+ "or da",
+ "wi pes</w>",
+ "am ino</w>",
+ "stri kers</w>",
+ "foo tb",
+ "dram as</w>",
+ "pun ching</w>",
+ "score less</w>",
+ "heming way</w>",
+ "bi h</w>",
+ "bal lad</w>",
+ "chat ter",
+ "am mo</w>",
+ "kle in",
+ "fabric ation</w>",
+ "kari m</w>",
+ "z end",
+ "hi sto",
+ "vol ta</w>",
+ "rock y",
+ "marke ter</w>",
+ "xtre me</w>",
+ "sequ encing</w>",
+ "paradig m</w>",
+ "cle ats</w>",
+ "boom ing</w>",
+ "âģł âģł</w>",
+ "block ade</w>",
+ "promp ts</w>",
+ "yogh urt</w>",
+ "pur pose",
+ "nu r</w>",
+ "regu late</w>",
+ "nois y</w>",
+ "ing rid</w>",
+ "bird watching</w>",
+ "bar tender</w>",
+ "Ù ĥ",
+ "wor dof",
+ "cha otic</w>",
+ "shor ty</w>",
+ "el dest</w>",
+ "z app",
+ "onceupon atime</w>",
+ "fl yo",
+ "rit os</w>",
+ "mike quind",
+ "ðŁIJ ´</w>",
+ "regi stering</w>",
+ ". ]</w>",
+ "ad ol",
+ "gg gg</w>",
+ "pur ge</w>",
+ "kid lit</w>",
+ "ar bor",
+ "val ves</w>",
+ "synago gue</w>",
+ "o th</w>",
+ "unanim ous</w>",
+ "veri fication</w>",
+ "dar rell</w>",
+ "ãģ Ħ",
+ "vander bilt</w>",
+ "tape stry</w>",
+ "pro sper</w>",
+ "did dy</w>",
+ "dra fting</w>",
+ "de cep",
+ "marqu is</w>",
+ "st int</w>",
+ "michael jackson</w>",
+ "pee led</w>",
+ "men us</w>",
+ "bb b</w>",
+ "sc are",
+ "ema il",
+ "wri gley</w>",
+ "it is",
+ "f ell",
+ "some thin</w>",
+ "bar ra</w>",
+ "ed gar",
+ "di pping</w>",
+ "pu ddle</w>",
+ "sla de</w>",
+ "lear ner</w>",
+ "jal en</w>",
+ "ðŁ§ IJ</w>",
+ "the daily",
+ "mikequind azzi</w>",
+ "ju x",
+ "iq bal</w>",
+ "mckin ney</w>",
+ "ra iser</w>",
+ "ef an",
+ "dr one",
+ "cat o</w>",
+ "pic ket</w>",
+ "cro we</w>",
+ "l att",
+ "uk o</w>",
+ "giuse ppe</w>",
+ "hin i</w>",
+ "synthe si",
+ "ponti fex</w>",
+ "song writing</w>",
+ "to d</w>",
+ "swit ches</w>",
+ "din ners</w>",
+ "h q",
+ "gabri elle</w>",
+ "pensac ola</w>",
+ "cir cle",
+ "expo ses</w>",
+ "ev s</w>",
+ "riyad h</w>",
+ "pro men",
+ "o ck",
+ "sa j",
+ "cit ation</w>",
+ "brew co</w>",
+ "jo si",
+ "ep aper</w>",
+ "dri f",
+ "point less</w>",
+ "tang led</w>",
+ "cri pp",
+ "line ups</w>",
+ "fairi es</w>",
+ "daz e</w>",
+ "mour n</w>",
+ "bla dder</w>",
+ "sal z",
+ "bur undi</w>",
+ "book mark</w>",
+ "the people</w>",
+ "sub sequ",
+ "princi pal",
+ "sk er</w>",
+ "court ney",
+ "a oki</w>",
+ "rac ers</w>",
+ "ad m</w>",
+ "mom a</w>",
+ "critical role",
+ "hou n</w>",
+ "shed ding</w>",
+ "sa ka</w>",
+ "ace ous</w>",
+ "mck ay</w>",
+ "hus bands</w>",
+ "Â ½</w>",
+ "me da</w>",
+ "accu sations</w>",
+ "ro sel",
+ "nc is</w>",
+ "witne ssing</w>",
+ "or ama</w>",
+ "go ds",
+ "hil ton",
+ "el man</w>",
+ "ÃŃ n</w>",
+ "meg ap",
+ "cra ven</w>",
+ "announ cer</w>",
+ "crit eri",
+ "sheffiel dissuper</w>",
+ "milit ant</w>",
+ "consu l</w>",
+ "hoo ded</w>",
+ "aby ss</w>",
+ "b x</w>",
+ "ma dam",
+ "lo cu",
+ "mary am",
+ "manic ure</w>",
+ "grat is</w>",
+ "ac tresses</w>",
+ "ros ario</w>",
+ "this dayin",
+ "king ly</w>",
+ "gn ome</w>",
+ "cel ine</w>",
+ "r ous",
+ "he el",
+ "lil ac</w>",
+ "vish al</w>",
+ "ab h</w>",
+ "thor ns</w>",
+ "s ls</w>",
+ "ne al",
+ "construc ting</w>",
+ "be ren",
+ "s lang</w>",
+ "ma ins</w>",
+ "far ra",
+ "sar ko",
+ "pai ge",
+ "gu iller",
+ "l ala</w>",
+ "ice berg</w>",
+ "nou n</w>",
+ "plann ers</w>",
+ "u mmm</w>",
+ "ou ses</w>",
+ "ill ary</w>",
+ "ma an</w>",
+ "box ing",
+ "zi pper</w>",
+ "srin agar</w>",
+ "migu el",
+ "o str",
+ "mp o</w>",
+ "responsi bly</w>",
+ "lan terns</w>",
+ "appli ance</w>",
+ "x b</w>",
+ "gren ade</w>",
+ "neglec t</w>",
+ "dy sle",
+ "ham mock</w>",
+ "ne ctar</w>",
+ "wit cher</w>",
+ "r gv</w>",
+ "di ence</w>",
+ "ser bian</w>",
+ "seed ed</w>",
+ "cru z",
+ "bi sh",
+ "sp he",
+ "e q</w>",
+ "sky rim</w>",
+ "alge bra</w>",
+ "phil ately</w>",
+ "bungal ow</w>",
+ "ge off",
+ "y ves</w>",
+ "demand ed</w>",
+ "consider ations</w>",
+ "the vamp",
+ "pawan kalyan</w>",
+ "co ded</w>",
+ "grit ty</w>",
+ "erup tion</w>",
+ "se infeld</w>",
+ "uni denti",
+ "ëĭ Ī",
+ "wor m",
+ "ac us</w>",
+ "se ung</w>",
+ "dun g</w>",
+ "ro land",
+ "su d</w>",
+ "di visions</w>",
+ "ab lanc",
+ "shor test</w>",
+ "j f</w>",
+ "p oun",
+ "plant based</w>",
+ "be to</w>",
+ "tough er</w>",
+ "mc o</w>",
+ "don et",
+ "mark us</w>",
+ "v fl</w>",
+ "ðŁı ł</w>",
+ "open ing",
+ "co ward</w>",
+ "caber net</w>",
+ "o xi",
+ "burle sque</w>",
+ "sand ra",
+ "su mo</w>",
+ "consi st</w>",
+ "tho t</w>",
+ "cay man</w>",
+ "motor ola</w>",
+ "gutier rez</w>",
+ "d slr</w>",
+ "y w",
+ "no bel",
+ "nov ice</w>",
+ "moms demand</w>",
+ "grun ge</w>",
+ "sp or</w>",
+ "d cc</w>",
+ "pre sses</w>",
+ "sli st</w>",
+ "allot ment</w>",
+ "voc ational</w>",
+ "ft c</w>",
+ "pu ja</w>",
+ "lo ven",
+ "utt arak",
+ "tan dem</w>",
+ "sh ep",
+ "come dians</w>",
+ "anat om",
+ "cant wait</w>",
+ "healthye ating</w>",
+ "west side</w>",
+ "mar gins</w>",
+ "chi ang</w>",
+ "asbe stos</w>",
+ "stupi dity</w>",
+ "proble matic</w>",
+ "fit bit</w>",
+ ": $</w>",
+ "ceil ings</w>",
+ "shu a</w>",
+ "protec tions</w>",
+ "bio tic</w>",
+ "beng ali</w>",
+ "re sts</w>",
+ "bien nale</w>",
+ "tim o</w>",
+ "cul min",
+ "e minent</w>",
+ "affe ction",
+ "unbeliev ably</w>",
+ "individu ally</w>",
+ "canvas sing</w>",
+ "wh itt",
+ "nov asco",
+ "chin son</w>",
+ "h pe</w>",
+ "go w</w>",
+ "gloucester shire</w>",
+ "pa o</w>",
+ "thresh old</w>",
+ "chev ron</w>",
+ "s ine</w>",
+ "we ther",
+ "pp ie</w>",
+ "aqu ino</w>",
+ "antwer p</w>",
+ "âĸ ¬",
+ "po on",
+ "inst af",
+ "equ ine</w>",
+ "cinemato graphy</w>",
+ "nbaf inals</w>",
+ "vali ant</w>",
+ "kil kenny</w>",
+ "te rence</w>",
+ "syste mic</w>",
+ "sr l</w>",
+ "p ound",
+ "made ira</w>",
+ "pl ough",
+ "tre cht</w>",
+ "mat ed</w>",
+ "mp d</w>",
+ "ransom ware</w>",
+ "ph in</w>",
+ "li qui",
+ "bb ce",
+ "boom er",
+ "i standwith",
+ "con ju",
+ "r te",
+ "nar a</w>",
+ "foo lish</w>",
+ "da shing</w>",
+ "vier nes</w>",
+ "br ite</w>",
+ "da u</w>",
+ "juni per</w>",
+ "ai da</w>",
+ "you now</w>",
+ "ra zer</w>",
+ "de i",
+ "repe ating</w>",
+ "comfor ting</w>",
+ "adjac ent</w>",
+ "e to</w>",
+ "ca sted</w>",
+ "chat ur",
+ "mu er",
+ "syn th",
+ "san itary</w>",
+ "mac le",
+ "independ ent",
+ "law ful</w>",
+ "e erie</w>",
+ "h or</w>",
+ "ðŁĴ Ń</w>",
+ "am rit",
+ "vel o</w>",
+ "station ery</w>",
+ "mu f",
+ "may may</w>",
+ "contempl ating</w>",
+ "elabor ate</w>",
+ "gre gor",
+ "dri es</w>",
+ "ac col",
+ "ภļ",
+ "schwarz enegger</w>",
+ "ill nesses</w>",
+ "day break</w>",
+ "follow back</w>",
+ "collu sion</w>",
+ "electr onic",
+ "jo vi</w>",
+ "hiro shima</w>",
+ "ta w",
+ "hom ec",
+ "mic ah</w>",
+ "qu itting</w>",
+ "fro sting</w>",
+ "ben fica</w>",
+ "hel i",
+ "s ical</w>",
+ "pic cad",
+ "corpor ate",
+ "ment orship</w>",
+ "you are",
+ "sing er",
+ "shi va",
+ "ru ne",
+ "ing er",
+ "ri um</w>",
+ "play able</w>",
+ "doo p</w>",
+ "wil low",
+ "ter re",
+ "ni p",
+ "at d</w>",
+ "war bler</w>",
+ "profession ally</w>",
+ "er ase</w>",
+ "proce ed</w>",
+ "pedestri ans</w>",
+ "mis chief</w>",
+ "ben ding</w>",
+ "alas kan</w>",
+ "c kett</w>",
+ "mo p</w>",
+ "dd les</w>",
+ "shut ter</w>",
+ "ge ared</w>",
+ "atene o</w>",
+ "ma deline</w>",
+ "g ations</w>",
+ "o sha</w>",
+ "der ick</w>",
+ "sw ild",
+ "an gry",
+ "pat ents</w>",
+ "hun k</w>",
+ "decre ased</w>",
+ "fr y",
+ "ðŁĴĸðŁĴĸ ðŁĴĸ</w>",
+ "sal on",
+ "quant ities</w>",
+ "d ario</w>",
+ "ni gel",
+ "ku ma</w>",
+ "jen n",
+ "happ ye",
+ "xx x",
+ "rex perience</w>",
+ "pro s",
+ "au sch",
+ "rele ssly</w>",
+ "ham burger</w>",
+ "fuku shima</w>",
+ "er ne",
+ "stat ec",
+ "ren d",
+ "may field</w>",
+ "j one",
+ "lef ty</w>",
+ "bern stein</w>",
+ "sm il",
+ "gener ates</w>",
+ "fore station</w>",
+ "band its</w>",
+ "ta yo</w>",
+ "r ca</w>",
+ "ac ci</w>",
+ "rodri go</w>",
+ "kn app</w>",
+ "elo vers</w>",
+ "vege tation</w>",
+ "u ral</w>",
+ "le ft",
+ "ħ ï¸ı</w>",
+ "worl dre",
+ "sur i</w>",
+ "embar k</w>",
+ "w son</w>",
+ "ba you</w>",
+ "mu ller</w>",
+ "mo vers</w>",
+ "ðŁķ º",
+ "presby ter",
+ "l f",
+ "cre e",
+ "bat b</w>",
+ "sal am</w>",
+ "demonstr ations</w>",
+ "an ec",
+ "n pc</w>",
+ "it ics</w>",
+ "to graphy</w>",
+ "re inst",
+ "thur st</w>",
+ "tal e",
+ "off ences</w>",
+ "smart city</w>",
+ "bro tha</w>",
+ "ofthe year</w>",
+ "in valuable</w>",
+ "ear n",
+ "ðŁijı ðŁı½</w>",
+ "kre mlin</w>",
+ "gra dy</w>",
+ "town fc</w>",
+ "guern sey</w>",
+ "ma ha</w>",
+ "contag ious</w>",
+ "dre x",
+ "be en",
+ "( £</w>",
+ "nati vity</w>",
+ "k tm</w>",
+ "somer halder</w>",
+ "comp ounds</w>",
+ "íķ ĺ",
+ "\" âĢ¦</w>",
+ "af g</w>",
+ "ott news</w>",
+ "h ound",
+ "fire fly</w>",
+ "cil an",
+ "donet sk</w>",
+ "volunte ered</w>",
+ "ak ira</w>",
+ "è ª",
+ "sing ul",
+ "st h</w>",
+ "dro wned</w>",
+ "mand o</w>",
+ "he ir</w>",
+ "ðŁİīðŁİ Ī</w>",
+ "tax is</w>",
+ "y uki</w>",
+ "vel d</w>",
+ "k ans</w>",
+ "el k",
+ "ran ts</w>",
+ "hash tag",
+ "t eng",
+ "ro g</w>",
+ "a at",
+ "gru b</w>",
+ "e ber",
+ "in india</w>",
+ "colo ssus</w>",
+ "sig ni",
+ "so ever</w>",
+ "mile stones</w>",
+ "der o</w>",
+ "differen tial</w>",
+ "phu ket</w>",
+ "master mind</w>",
+ "an gh",
+ "mel ani",
+ "bro ker",
+ "actor vijay</w>",
+ "stun ned</w>",
+ "continu ity</w>",
+ "af fl",
+ "vo cal",
+ "perenni al</w>",
+ "fianc é</w>",
+ "in complete</w>",
+ "hun ts</w>",
+ "re issue</w>",
+ "domin ates</w>",
+ "tur meric</w>",
+ "ro am</w>",
+ "ri on</w>",
+ "bag ged</w>",
+ "nas sau</w>",
+ "fu t</w>",
+ "x ox</w>",
+ "national trust</w>",
+ "jo ye",
+ "san o</w>",
+ "hearth stone</w>",
+ "dis respect</w>",
+ "le es</w>",
+ "h se</w>",
+ "siber ian</w>",
+ "offe e</w>",
+ "re stock</w>",
+ "wolf gang</w>",
+ "re gan</w>",
+ "plan o</w>",
+ "un wind</w>",
+ "re par",
+ "mil le</w>",
+ "] ,</w>",
+ "skul l",
+ "fat ally</w>",
+ "concep tual</w>",
+ "ðŁĮ ²",
+ "f é",
+ "ber to</w>",
+ "b ms</w>",
+ "u a",
+ "mag na</w>",
+ "notre dame</w>",
+ "le te</w>",
+ "la undering</w>",
+ "heartw arming</w>",
+ "buffe tt</w>",
+ "go at",
+ "pe abo",
+ "wind mill</w>",
+ "v ac</w>",
+ "continu ally</w>",
+ "az alea</w>",
+ "mem brane</w>",
+ "can cels</w>",
+ "make yourown",
+ "athe red</w>",
+ "p to</w>",
+ "tor pe",
+ "ðŁĺ ł</w>",
+ "ðŁĴ §</w>",
+ "sc ares</w>",
+ "le aking</w>",
+ "z et",
+ "pix els</w>",
+ "ac i</w>",
+ "kh il",
+ "marath i</w>",
+ "ðŁĻı ðŁı½",
+ "u la",
+ "tam u</w>",
+ "chandi garh</w>",
+ "z agre",
+ "aa b</w>",
+ "pronoun ced</w>",
+ "aubre y</w>",
+ "sand er</w>",
+ "pun ta</w>",
+ "har low</w>",
+ "ic elan",
+ "celebr atory</w>",
+ "so t</w>",
+ "unci ation</w>",
+ "stru ly",
+ "mc dowell</w>",
+ "deepi ka</w>",
+ "remin ders</w>",
+ "my stical</w>",
+ "ct c</w>",
+ "chat ted</w>",
+ "s ica</w>",
+ "bar gains</w>",
+ "ch hat",
+ "ru bin</w>",
+ "m net</w>",
+ "oiland gas</w>",
+ "pel ican</w>",
+ "o at</w>",
+ "mor ality</w>",
+ "k our",
+ "i h</w>",
+ "nu clear",
+ "gc u</w>",
+ "ric her</w>",
+ "vene zia</w>",
+ "m ma",
+ "le ith</w>",
+ "ac company</w>",
+ "rich mond",
+ "sports net</w>",
+ "ba ahu",
+ "smu ggling</w>",
+ "mm i</w>",
+ "ðŁĩ®ðŁĩ ª</w>",
+ "twi sts</w>",
+ "sahi b</w>",
+ ".... .",
+ "amb itions</w>",
+ "il lo",
+ "histor ical",
+ "fo rec",
+ "show biz</w>",
+ "pon ies</w>",
+ "chas ers</w>",
+ "remo del",
+ "will ing",
+ "prince sses</w>",
+ "am ple</w>",
+ "cushi ons</w>",
+ "ac les</w>",
+ "lot r</w>",
+ "da ch",
+ "an the",
+ "in corporate</w>",
+ "new bury</w>",
+ "ki ri",
+ "fried rich</w>",
+ "ab v</w>",
+ "ball ers</w>",
+ "alber t",
+ "ðŁij Ń",
+ "let i</w>",
+ "nan op",
+ "ci de</w>",
+ "anal o",
+ "n sf</w>",
+ ")) ))</w>",
+ "griffi ths</w>",
+ "valen ci",
+ "ro ano",
+ "fun run</w>",
+ "babys itting</w>",
+ "ca day</w>",
+ "ent re",
+ "u ck</w>",
+ "slu g</w>",
+ "tic al",
+ "the sims</w>",
+ "ro ar",
+ "car ney</w>",
+ "g am</w>",
+ "sto we</w>",
+ "fi d",
+ "bun ny",
+ "sham rock</w>",
+ "pe cu",
+ "mol ina</w>",
+ "go cougs</w>",
+ "con tributes</w>",
+ "transform ation",
+ "mo y</w>",
+ "v aj",
+ "sever y",
+ "antioxid ants</w>",
+ "thir teen</w>",
+ "sight seeing</w>",
+ "l j",
+ "reversi ble</w>",
+ "odd ly</w>",
+ "hoo kah</w>",
+ "nou vel",
+ "hal al</w>",
+ "fe i</w>",
+ "stab les</w>",
+ "mul t",
+ "ho pped</w>",
+ "bra ids</w>",
+ "inter change</w>",
+ "ghana ian</w>",
+ "ww ww",
+ "eth no",
+ "con junction</w>",
+ "ago v</w>",
+ "ye ti</w>",
+ "earth and",
+ "ts p</w>",
+ "con serve</w>",
+ "heir loom</w>",
+ "metaph or</w>",
+ "woo f",
+ "tor io</w>",
+ "self less</w>",
+ "n wa</w>",
+ "em ilia</w>",
+ "yl ene</w>",
+ "y xe</w>",
+ "gi ar",
+ "moder ating</w>",
+ "pro bz</w>",
+ "b fi</w>",
+ "ne er",
+ "du mmy</w>",
+ "hanuk kah</w>",
+ "we bber</w>",
+ "k v</w>",
+ "eye brow</w>",
+ "dag ger</w>",
+ "su mp",
+ "ra ges</w>",
+ "ork ney</w>",
+ "tb o</w>",
+ "hal sey</w>",
+ "assign ments</w>",
+ "tr onic</w>",
+ "scri b",
+ "co on",
+ "an war</w>",
+ "# âĢİ</w>",
+ "jal ape",
+ "flori da",
+ "qu aid</w>",
+ "haw keyes</w>",
+ "âĻ¡ âĻ¡</w>",
+ "street car</w>",
+ "ro g",
+ "dat lantic",
+ "gran ola</w>",
+ "un changed</w>",
+ "expect ation</w>",
+ "Ù ĩ",
+ "mar lin</w>",
+ "gu mmy</w>",
+ "ðŁĻı ðŁı¾",
+ "awareness month</w>",
+ "oil painting</w>",
+ "mu th</w>",
+ "per ch</w>",
+ "jun to</w>",
+ "villa gers</w>",
+ "mor g",
+ "che ated</w>",
+ "web comic</w>",
+ "the future</w>",
+ "d ps</w>",
+ "la kings</w>",
+ "men tioning</w>",
+ "vo or",
+ "ident ities</w>",
+ "accor d",
+ "mc gu",
+ "l pga</w>",
+ "rum our</w>",
+ "massi vely</w>",
+ "m pls</w>",
+ "heal y</w>",
+ "d ate",
+ "sp oli</w>",
+ "re visited</w>",
+ "on t",
+ "al and",
+ "scru tiny</w>",
+ "lakel and</w>",
+ "bl ending</w>",
+ "< /</w>",
+ "an kara</w>",
+ "jami edor",
+ "metab olic</w>",
+ "f ences</w>",
+ "ann y",
+ "å ħ",
+ "semic on",
+ "oo tt</w>",
+ "space ship</w>",
+ "wack y</w>",
+ "le ta</w>",
+ "ap ac</w>",
+ "she e</w>",
+ "in herit",
+ "do res</w>",
+ "ðŁĩ¨ðŁĩ ¦",
+ "gent e</w>",
+ "tw ick",
+ "ri ms</w>",
+ "gal ve",
+ "de ville</w>",
+ "king fisher</w>",
+ "scorpi o</w>",
+ "ow l",
+ "al ar",
+ "vari an</w>",
+ "ðŁĹ ĵ",
+ "vene tian</w>",
+ "star dust</w>",
+ "then orth</w>",
+ "q ing</w>",
+ "har rington</w>",
+ "consul ate</w>",
+ "spectac le</w>",
+ "ho bbs</w>",
+ "tur ks</w>",
+ "gre er</w>",
+ "mat ing</w>",
+ "ðŁİ Ģ",
+ "ðŁĮ Ģ</w>",
+ "direc ts</w>",
+ "í ĭ",
+ "pompe o</w>",
+ "vo iced</w>",
+ "la os</w>",
+ "tz u</w>",
+ "pro me",
+ "pri sm</w>",
+ "mer c",
+ "fortun ately</w>",
+ "bc fc</w>",
+ "mcdon nell</w>",
+ "not sorry</w>",
+ "smi led</w>",
+ "t ba</w>",
+ "for war",
+ "mid term</w>",
+ "dar by</w>",
+ "we instein</w>",
+ "up grading</w>",
+ "wol ff</w>",
+ "bron co</w>",
+ "cab ello</w>",
+ "ðŁ¥ ĩ",
+ "fi able</w>",
+ "shar pe</w>",
+ "bat tered</w>",
+ "sat o</w>",
+ "myth ical</w>",
+ "instap ic</w>",
+ "pre pped</w>",
+ "eni um</w>",
+ "e spo",
+ "di aper</w>",
+ "explan ations</w>",
+ "who pping</w>",
+ "ragn ar",
+ "pe el",
+ "antibio tic</w>",
+ "l acks</w>",
+ "harri son",
+ "li sm</w>",
+ "au l</w>",
+ "qu ail</w>",
+ "martin a</w>",
+ "sent encing</w>",
+ "sc ams</w>",
+ "di di</w>",
+ "tr onics</w>",
+ "ãħł ãħł</w>",
+ "go ff</w>",
+ "za in",
+ "param ore</w>",
+ "cha ined</w>",
+ "clin ton",
+ "li ff</w>",
+ "cott ages</w>",
+ "em on</w>",
+ "reve rend</w>",
+ "consu mer",
+ "ce an",
+ "t any",
+ "lum pur</w>",
+ "e bay",
+ "sto ol",
+ "ðŁĺ» ðŁĺ»",
+ "ta pro",
+ "h ath</w>",
+ "modern art</w>",
+ "just ine</w>",
+ "prover b</w>",
+ "app y</w>",
+ "tra x</w>",
+ "mani fest</w>",
+ "am bu",
+ "nai k</w>",
+ "pe pp",
+ "r sd</w>",
+ "mer chants</w>",
+ "kitch ener</w>",
+ "shi fted</w>",
+ "li zz",
+ "âĺħâĺħ âĺħâĺħ",
+ "âĢĶâĢĶâĢĶâĢĶ âĢĶâĢĶâĢĶâĢĶ",
+ "uto pia</w>",
+ "tom o</w>",
+ "ou ted</w>",
+ "com ers</w>",
+ "chiroprac tic</w>",
+ "book club</w>",
+ "cin dy",
+ "pro hibition</w>",
+ "se uss</w>",
+ "ë¯ ¼",
+ "thin kin</w>",
+ "rr rr</w>",
+ "go fund",
+ "t ack</w>",
+ "om b</w>",
+ "catastro phic</w>",
+ "ling u",
+ "guild ford</w>",
+ "bo td</w>",
+ "ॠĭ</w>",
+ "plan ter</w>",
+ "^ ^",
+ "win k",
+ "kath mandu</w>",
+ "sto ppers</w>",
+ "smooth ies</w>",
+ "re efs</w>",
+ "hin d",
+ "bell amy</w>",
+ "Ħ ë",
+ "waste water</w>",
+ "vo or</w>",
+ "nat l</w>",
+ "! ]</w>",
+ "re el",
+ "y ap</w>",
+ "scoo by</w>",
+ "work space</w>",
+ "corin thians</w>",
+ "bl un",
+ "obli gation</w>",
+ "g bbo</w>",
+ "dy son</w>",
+ "cra vings</w>",
+ "ell ington</w>",
+ "dap l</w>",
+ "wre xham</w>",
+ "earthand clouds</w>",
+ "uk runchat</w>",
+ "positi oned</w>",
+ "kal b</w>",
+ "four square</w>",
+ "jo ck</w>",
+ "im pending</w>",
+ "even ing",
+ "ath y",
+ "pro claimed</w>",
+ "c ites</w>",
+ "ann apolis</w>",
+ "san i</w>",
+ "mar th",
+ "ir l",
+ "accom mo",
+ "ka a</w>",
+ "fin a</w>",
+ "y aa</w>",
+ "di sper",
+ "ec ar",
+ "bha k",
+ "will y",
+ "ðŁĺĢ ðŁĺĢ</w>",
+ "mcder mott</w>",
+ "mo j",
+ "gener ational</w>",
+ "u said</w>",
+ "train ing",
+ "lon ely",
+ "lo res</w>",
+ "impe cc",
+ "âĢ IJ</w>",
+ "beav ers</w>",
+ "ma ki</w>",
+ "he b</w>",
+ "aap l</w>",
+ "å ı",
+ "wolver hampton</w>",
+ "leader board</w>",
+ "me u</w>",
+ "c fa</w>",
+ "easter n",
+ "hu r</w>",
+ "civil war</w>",
+ "ou rage</w>",
+ "hor ned</w>",
+ "le high</w>",
+ "awar ds",
+ "evi dent</w>",
+ "gi gab",
+ "r ous</w>",
+ "ma del",
+ "ro byn</w>",
+ "ur gently</w>",
+ "k ors</w>",
+ "en as</w>",
+ "heis man</w>",
+ "bam bam</w>",
+ "fab ian</w>",
+ "f om",
+ "evalu ating</w>",
+ "assemb ly",
+ "out sourcing</w>",
+ "hun tsville</w>",
+ "ðŁĶ ª</w>",
+ "justi fied</w>",
+ "cashi er</w>",
+ "sp aper",
+ "buc keye</w>",
+ "analy tical</w>",
+ "illumin ati</w>",
+ "au tho",
+ "o j</w>",
+ "sha de",
+ "geel ong</w>",
+ "wh ey</w>",
+ "he aton</w>",
+ "terri bly</w>",
+ "ele k",
+ "un charted</w>",
+ "sd live</w>",
+ "moto cross</w>",
+ "her mes</w>",
+ "dar shan</w>",
+ "dar lington</w>",
+ "cash mere</w>",
+ "gri pping</w>",
+ "cilan tro</w>",
+ "pun ish</w>",
+ "... :</w>",
+ "ðŁĴ Ħ</w>",
+ "inst ance</w>",
+ "der i",
+ "lo bal</w>",
+ "muk her",
+ "sp ar</w>",
+ "thin ker</w>",
+ "fre mont</w>",
+ "com piled</w>",
+ "color ado",
+ "vig ne</w>",
+ "sm d</w>",
+ "whe ad</w>",
+ "villa ge",
+ "le ek</w>",
+ "formula e</w>",
+ "ta res</w>",
+ "persist ence</w>",
+ "?? ????</w>",
+ "ped ago",
+ "he z",
+ "alzheim ers</w>",
+ "vul ture</w>",
+ "off ence</w>",
+ "is great</w>",
+ "suff ra",
+ "kick in</w>",
+ "h mmmm</w>",
+ "broad way",
+ "ï¸ı @</w>",
+ "art i</w>",
+ "alli son",
+ "endor ses</w>",
+ "ry u</w>",
+ "lolli pop</w>",
+ "soy bean</w>",
+ "kend all",
+ "cer a</w>",
+ "inv ade</w>",
+ "( ðŁĵ·:</w>",
+ "conver ter</w>",
+ "car pets</w>",
+ "ho bo",
+ "fr it",
+ "pe ac",
+ "es qu",
+ "ern an</w>",
+ "ou f</w>",
+ "an il</w>",
+ "di ffer</w>",
+ "ch ing",
+ "bre cht</w>",
+ "sp g</w>",
+ "daven port</w>",
+ "stra va</w>",
+ "sever n</w>",
+ "n gos</w>",
+ "stor ians</w>",
+ "fe te</w>",
+ "parame dic</w>",
+ "j hb</w>",
+ "al amo</w>",
+ "sne aking</w>",
+ "gold coast</w>",
+ "roof s</w>",
+ "isi l</w>",
+ "depic ted</w>",
+ "projec tions</w>",
+ "nu mb",
+ "o ss</w>",
+ "ep i</w>",
+ "glu cose</w>",
+ "zid ane</w>",
+ "infin iti</w>",
+ "íĺ Ħ</w>",
+ "ran som</w>",
+ "ton ics</w>",
+ "fal k",
+ "g ler</w>",
+ "ou tw",
+ "re ss",
+ "week ly",
+ "the on</w>",
+ "n ole</w>",
+ "ðŁĩªðŁĩ º</w>",
+ "vol ley</w>",
+ "sum mar",
+ "neg ativity</w>",
+ "sam son</w>",
+ "ye w</w>",
+ "aus votes</w>",
+ "ju l",
+ "ju dy",
+ "f art</w>",
+ "pra yed</w>",
+ "pal ate</w>",
+ "multicul tural</w>",
+ "double header</w>",
+ "cycl ones</w>",
+ "pier re",
+ "ãģ ¨",
+ "âĺ łï¸ı</w>",
+ "rt w</w>",
+ "conver ting</w>",
+ "wir ral</w>",
+ "l ari",
+ "ir relevant</w>",
+ "austin mahone</w>",
+ "an che</w>",
+ "ya an</w>",
+ "sd f</w>",
+ "$ .</w>",
+ "explo ding</w>",
+ "ulti mate",
+ "prof ici",
+ "gofund me</w>",
+ "cell ence</w>",
+ "ep stein</w>",
+ "bul lied</w>",
+ "sep tic</w>",
+ "à® ¤</w>",
+ "lu mber</w>",
+ "cu ff",
+ "vsco cam</w>",
+ "pl or",
+ "ภ¥",
+ "se ok",
+ "ro to",
+ "venezu elan</w>",
+ "sor ta</w>",
+ "spir ited</w>",
+ "daniel padilla</w>",
+ "team sisd</w>",
+ "radio active</w>",
+ "icelan dic</w>",
+ "ðŁĴ ¤",
+ "ver e</w>",
+ "accommo date</w>",
+ "shi pp",
+ "ot ter",
+ "ol ina</w>",
+ "e go",
+ "su la",
+ "san antonio</w>",
+ "de as</w>",
+ "simil arities</w>",
+ "âļ ¾</w>",
+ "y om",
+ "bro ward</w>",
+ "å °",
+ "can cun</w>",
+ "veri fy</w>",
+ "on te</w>",
+ "candle light</w>",
+ "ìł ķ",
+ "inf ants</w>",
+ "az am</w>",
+ "ðŁĺ °</w>",
+ "le ven</w>",
+ "un stable</w>",
+ "bloom ington</w>",
+ "x ford</w>",
+ "con tour</w>",
+ "y p</w>",
+ "innov ator</w>",
+ "histor ies</w>",
+ "po y</w>",
+ "lolo lol</w>",
+ "ex pires</w>",
+ "cat alo",
+ "bill boards</w>",
+ "an ab",
+ "el ic",
+ "novasco tia</w>",
+ "fa ire",
+ "ìĿ ´</w>",
+ "rock well</w>",
+ "gr ille</w>",
+ "az tec</w>",
+ "joh or</w>",
+ "ur struly",
+ "fi ren",
+ "dun lop</w>",
+ "id le</w>",
+ "port man</w>",
+ "jo es</w>",
+ "tx hsfb</w>",
+ "hol m",
+ "cham ele",
+ "under world</w>",
+ "lo ss",
+ "ti em",
+ "therap ists</w>",
+ "past ure</w>",
+ "pa ste",
+ "ing now</w>",
+ "vul can</w>",
+ "ra gon</w>",
+ "lar kin</w>",
+ "o shi</w>",
+ "ho co</w>",
+ "child hood",
+ "umb rel",
+ "success or</w>",
+ "kath y",
+ "iz en</w>",
+ "° ï¸ı</w>",
+ "share holders</w>",
+ "ol ga</w>",
+ "ai b</w>",
+ "he ap</w>",
+ "fl aming</w>",
+ "ro u</w>",
+ "air tel</w>",
+ "rat t</w>",
+ "z ane</w>",
+ "vo w</w>",
+ "thor ough</w>",
+ "sn ag",
+ "par th</w>",
+ "un conscious</w>",
+ "ve y",
+ "new release</w>",
+ "gh ee</w>",
+ "croati an</w>",
+ "facilit ating</w>",
+ "swan son</w>",
+ "astor ia</w>",
+ "to logy</w>",
+ "master y</w>",
+ "ðŁ¤ ij</w>",
+ "bil bao</w>",
+ "trou pe</w>",
+ "the ori",
+ "chey enne</w>",
+ "ro tt",
+ "shore line</w>",
+ "gra sso</w>",
+ "master chef</w>",
+ "+ )</w>",
+ "vi x</w>",
+ "ellen show</w>",
+ "as g</w>",
+ "an ak",
+ "ku ya</w>",
+ "safar ilive</w>",
+ "debu ting</w>",
+ "blu m</w>",
+ "list ener</w>",
+ "v ins</w>",
+ "book shelf</w>",
+ "smart cities</w>",
+ "makeyourown lane</w>",
+ "; ;",
+ "ðŁIJ ¯",
+ "ri zz",
+ "on ward</w>",
+ "bull dog",
+ "bear ish</w>",
+ "vir uses</w>",
+ "fri gh",
+ "lin den</w>",
+ "we iser</w>",
+ "sn t</w>",
+ "gon a</w>",
+ "dre sden</w>",
+ "fl anders</w>",
+ "cu k</w>",
+ "wheel ing</w>",
+ "ba u</w>",
+ "atu esday</w>",
+ "surf ers</w>",
+ "swi ft",
+ "mc call</w>",
+ "arbitr ation</w>",
+ "aw d</w>",
+ "mon c",
+ "b ine</w>",
+ "at x",
+ "re fr",
+ "mi ro",
+ "po sey</w>",
+ "n are",
+ "rit ter</w>",
+ "âģ ¦</w>",
+ "play book</w>",
+ "blow out</w>",
+ "sports manship</w>",
+ "s oooooo</w>",
+ "malay alam</w>",
+ "gri ms",
+ "bur bank</w>",
+ "infin ity",
+ "sar gent</w>",
+ "oit nb</w>",
+ "joseph ine</w>",
+ "ski pping</w>",
+ "par kin",
+ "excur sion</w>",
+ "semin ars</w>",
+ "jo har</w>",
+ "par tridge</w>",
+ "post game</w>",
+ "ll ll",
+ "blan che</w>",
+ "temp ting</w>",
+ "m na</w>",
+ "lu ka</w>",
+ "is ers</w>",
+ "to ffee</w>",
+ "bar ron</w>",
+ "he mmings</w>",
+ "sa e</w>",
+ "go hawks</w>",
+ "cu pid</w>",
+ "li mbs</w>",
+ "con se",
+ "un common</w>",
+ "z ada</w>",
+ "head shot</w>",
+ "so ils</w>",
+ "pione er",
+ "mam ma</w>",
+ "sem itic</w>",
+ "pan dey</w>",
+ "jamiedor nan</w>",
+ "spl its</w>",
+ "vel a</w>",
+ "son i",
+ "ra ff",
+ "t mobile</w>",
+ "âŀ ĸ</w>",
+ "pra wns</w>",
+ "lit er</w>",
+ "enjo yment</w>",
+ "egg plant</w>",
+ "tu b",
+ "cultur al",
+ "us ic",
+ "suspici on</w>",
+ "sy cam",
+ "summ ed</w>",
+ "ma du",
+ "ho ck",
+ "up wards</w>",
+ "eye ing</w>",
+ "ri ve</w>",
+ "assas sins</w>",
+ "âĤ ¬",
+ "out fy</w>",
+ "chi ves</w>",
+ "t ner</w>",
+ "la is</w>",
+ "por ridge</w>",
+ "sad dest</w>",
+ "w cc</w>",
+ "vick i</w>",
+ "sna ils</w>",
+ "biz italk</w>",
+ "mill an",
+ "ðŁĮ į",
+ "sam oa</w>",
+ "j ing",
+ "mi key",
+ "gu j",
+ "chel ms",
+ "eli gibility</w>",
+ "arma da</w>",
+ "thro p</w>",
+ "surger ies</w>",
+ "ãĤ ¿",
+ "mo hawk</w>",
+ "ex its</w>",
+ "me m</w>",
+ "is lington</w>",
+ "c me</w>",
+ "land fill</w>",
+ "kait lyn</w>",
+ "ðŁİ ¼",
+ "combin ations</w>",
+ "tomorrow land</w>",
+ "ver b</w>",
+ "cor a</w>",
+ "pre cisely</w>",
+ "na om",
+ "ðŁĨ ķ</w>",
+ "shr ink</w>",
+ "sof tly</w>",
+ "merce de",
+ "mand el",
+ "poo dle</w>",
+ "ball erina</w>",
+ "sop h</w>",
+ "jux ta",
+ "y at</w>",
+ "ary an</w>",
+ "hesit ate</w>",
+ "lo wered</w>",
+ "gu lar</w>",
+ "dungeon sand",
+ "ron an</w>",
+ "my ri",
+ "sp f</w>",
+ "men opau",
+ "gra sp</w>",
+ "pa thi",
+ "fe asi",
+ "fla w</w>",
+ "shi story</w>",
+ "ste ward",
+ "gg le",
+ "fay re</w>",
+ "cli que</w>",
+ "credi bility</w>",
+ "yo g",
+ "sec tion",
+ "mu sko",
+ "se ville</w>",
+ "no tt</w>",
+ "cal m",
+ "mate o</w>",
+ "indic ted</w>",
+ "fi ba</w>",
+ "by l</w>",
+ "lin o</w>",
+ "u kin",
+ "!! #</w>",
+ "enig ma</w>",
+ "siri us</w>",
+ "bu sc",
+ "ðŁį Ĭ",
+ "mac kerel</w>",
+ "psal ms</w>",
+ "a at</w>",
+ "tomorrow spaper",
+ "ðŁĺ ĸ</w>",
+ "p fc</w>",
+ "........ ...</w>",
+ "shre k</w>",
+ "mul let</w>",
+ "o sh</w>",
+ "danger ously</w>",
+ "immen sely</w>",
+ "am ur",
+ "ðŁį Ĥ",
+ "pro por",
+ "sy a</w>",
+ "london marathon</w>",
+ "abo ve",
+ "obli gatory</w>",
+ "pro v</w>",
+ "ra cha</w>",
+ "alex is",
+ "pri mary",
+ "sh h</w>",
+ "ether net</w>",
+ "d stv</w>",
+ "cou gar",
+ "un lucky</w>",
+ "ni l</w>",
+ "steak house</w>",
+ "mel a</w>",
+ "fc bayern</w>",
+ "cause way</w>",
+ "ca therine",
+ "fluore scent</w>",
+ "nx t",
+ "to kyo",
+ "au sp",
+ "releg ation</w>",
+ "qui zz",
+ "shored itch</w>",
+ "proud tobe",
+ "promo s</w>",
+ "inter acting</w>",
+ "home brew</w>",
+ "da esh</w>",
+ "w pg</w>",
+ "stead ily</w>",
+ "provin ces</w>",
+ "bal lots</w>",
+ "i ah</w>",
+ "al to",
+ "< <<</w>",
+ "you u</w>",
+ "ri ley",
+ "prefe rence</w>",
+ "tra verse</w>",
+ "incen se</w>",
+ "am munition</w>",
+ "ho dges</w>",
+ "# @</w>",
+ "hail state</w>",
+ "tart an</w>",
+ "witch craft</w>",
+ "vent ilation</w>",
+ "liber tarian</w>",
+ "! âĢ¦</w>",
+ "ow es</w>",
+ "% !</w>",
+ "ong chang</w>",
+ "bru shing</w>",
+ "le ic",
+ "fi ber",
+ "under attack</w>",
+ "down load",
+ "ex pir",
+ "hy o</w>",
+ "pompe y</w>",
+ "mc bride</w>",
+ "y ag",
+ "stre e",
+ "com bat",
+ "ten ding</w>",
+ "ai ra",
+ "gug gen",
+ "ab ra</w>",
+ "in na</w>",
+ "fli ps</w>",
+ "aw al</w>",
+ "m ach</w>",
+ "dol lar",
+ "inspir ations</w>",
+ "z um</w>",
+ "o du",
+ "it ty</w>",
+ "video game</w>",
+ "aqu aman</w>",
+ "har u</w>",
+ "bel fast",
+ "je b</w>",
+ "but ch</w>",
+ "us gs</w>",
+ "calcu lus</w>",
+ "go yal</w>",
+ "mor gen</w>",
+ "x finity</w>",
+ "stand up",
+ "contrac ep",
+ "sab re</w>",
+ "na be",
+ "in secure</w>",
+ "gener ously</w>",
+ "epit ome</w>",
+ "l w</w>",
+ "t ca</w>",
+ "narr atives</w>",
+ "don nell</w>",
+ "pand as</w>",
+ "ber gh</w>",
+ "tu t</w>",
+ "ker al",
+ "fel icity</w>",
+ "br ampton</w>",
+ "quinte t</w>",
+ "nom ore",
+ "ðŁĶ ij</w>",
+ "lo i</w>",
+ "alham dulil",
+ "ðŁĶ¥ ðŁĶĹ</w>",
+ "ston er",
+ "shaw l</w>",
+ "clin ical",
+ "bren dan",
+ "gon e",
+ "fla wed</w>",
+ "tri ppy</w>",
+ "j g</w>",
+ "al location</w>",
+ "po aching</w>",
+ "ve vo</w>",
+ "mo cks</w>",
+ "lef tist</w>",
+ "bon uses</w>",
+ "condem ned</w>",
+ "abil ity",
+ "st ating</w>",
+ "microbi ome</w>",
+ "bio logist</w>",
+ "for you</w>",
+ "wahl berg</w>",
+ "ss or</w>",
+ "ift ar</w>",
+ "w ul",
+ "ÑĦ оÑĤ",
+ "pom er",
+ "me me",
+ "ver te",
+ "tre ll</w>",
+ "tra it</w>",
+ "in let</w>",
+ "hormon es</w>",
+ "deliber ately</w>",
+ "vill ar",
+ "battle ship</w>",
+ "p bl</w>",
+ "tw enti",
+ "ho kies</w>",
+ "dal ail",
+ "say a</w>",
+ "may fair</w>",
+ "han s",
+ "die ts</w>",
+ "⾨ ⾨",
+ "od in</w>",
+ "hot spur</w>",
+ "pap i</w>",
+ "k ana</w>",
+ "k amp",
+ "fin na</w>",
+ "flo tus</w>",
+ "ti ans</w>",
+ "unic orns</w>",
+ "tribe ca</w>",
+ "chang ers</w>",
+ "fore ground</w>",
+ "out a</w>",
+ "inv aders</w>",
+ "gett ys",
+ "tomorrowspaper stoday</w>",
+ "mac millan</w>",
+ "hand written</w>",
+ "w fp</w>",
+ "u de</w>",
+ "state of",
+ "base d",
+ "âĺģ ï¸ı</w>",
+ "cas m</w>",
+ "psy ched</w>",
+ "histor ians</w>",
+ "fol d",
+ "d da</w>",
+ "ag grav",
+ "p ans</w>",
+ "green way</w>",
+ "au sv",
+ "ðŁĺ ¶</w>",
+ "shradd ha",
+ "inde x",
+ "be sti",
+ "zim mer</w>",
+ "t ness</w>",
+ "eye shadow</w>",
+ "ot te</w>",
+ "go ts</w>",
+ "distribu ting</w>",
+ "pro min",
+ "yo l</w>",
+ "ace a</w>",
+ "tram rahim</w>",
+ "hoo per</w>",
+ "supre me",
+ "jam min</w>",
+ "intu itive</w>",
+ "quali fications</w>",
+ "sli m",
+ "sid di",
+ "jay ne</w>",
+ "tri pping</w>",
+ "g tx</w>",
+ "pun s</w>",
+ "e manuel</w>",
+ "om g",
+ "mid summer</w>",
+ "in to",
+ "succul ent</w>",
+ "ri en</w>",
+ "new mexico</w>",
+ "o or</w>",
+ "hoo king</w>",
+ "in f</w>",
+ "ðŁ¤ Ŀ</w>",
+ "flir ting</w>",
+ "na hi</w>",
+ "g friend</w>",
+ "t ps</w>",
+ "hel ix</w>",
+ "z s</w>",
+ "on ie</w>",
+ "ct f</w>",
+ "kri s",
+ "irresi stible</w>",
+ "fla p</w>",
+ "ðŁijıðŁı» ðŁijıðŁı»",
+ "us wnt</w>",
+ "ru d",
+ "ram ps</w>",
+ "pin oy</w>",
+ "ot w</w>",
+ "lol z</w>",
+ "low ering</w>",
+ "favor ite",
+ "t mc</w>",
+ "phra ses</w>",
+ "her mi",
+ "aver aging</w>",
+ "em br",
+ "ben o",
+ "estu ary</w>",
+ "sle eve",
+ "ribb ons</w>",
+ "ta sh",
+ "ภ¹</w>",
+ "x f</w>",
+ "aw gs</w>",
+ "sun ited</w>",
+ "brew eries</w>",
+ "anir ud",
+ "pun ches</w>",
+ "ol die</w>",
+ "ip ads</w>",
+ "wi fey</w>",
+ "land lords</w>",
+ "d ji",
+ "gun ner</w>",
+ "íķ ´</w>",
+ "tex an",
+ "ex op",
+ "cas sandra</w>",
+ "s off",
+ "ðŁļ «</w>",
+ "igh ton</w>",
+ "bak ers",
+ "awareness week</w>",
+ "v all</w>",
+ "ear p</w>",
+ "bts bbmas</w>",
+ "apologi zes</w>",
+ "âļĵ ï¸ı</w>",
+ "was ps</w>",
+ "states man</w>",
+ "snat ch</w>",
+ "watch dog</w>",
+ "ra fi",
+ "after party</w>",
+ "spi ke",
+ "j er</w>",
+ "peri ph",
+ "r nc</w>",
+ "mu ll</w>",
+ "le en",
+ "shi es</w>",
+ "li eu</w>",
+ "urstruly mahesh</w>",
+ "mer ton</w>",
+ "de sai</w>",
+ "shi f",
+ "ðŁĮ ±",
+ "pe dic",
+ "gos ling</w>",
+ "arrang ing</w>",
+ "ww g</w>",
+ "gen y</w>",
+ "you uu</w>",
+ "netfli x",
+ "e ttes</w>",
+ "k wi",
+ "bernar dino</w>",
+ "am iga</w>",
+ "Ø ¨</w>",
+ "kashmir i</w>",
+ "t ings</w>",
+ "emer itus</w>",
+ "de cat",
+ "ab domin",
+ "dc i</w>",
+ "pha ses</w>",
+ "d jan",
+ "be am",
+ "op ry</w>",
+ "i shed</w>",
+ "the ellenshow</w>",
+ "the st</w>",
+ "habit ats</w>",
+ "to ons</w>",
+ "mclau ghlin</w>",
+ "ri pper</w>",
+ "micro biology</w>",
+ "tal aga</w>",
+ "clu eless</w>",
+ "ss u</w>",
+ "cro che",
+ "bro mance</w>",
+ "longe vity</w>",
+ "zagre b</w>",
+ "prev ented</w>",
+ "tra ve",
+ "spo ilt</w>",
+ "darry l</w>",
+ "migra ine</w>",
+ "al cat",
+ "dd dd</w>",
+ "vi v</w>",
+ "ser pent</w>",
+ "mat tel</w>",
+ "jam a</w>",
+ "con quest</w>",
+ "î Ħ",
+ "sam sung",
+ "presbyter ian</w>",
+ "ket ch</w>",
+ "fire fox</w>",
+ "mo tif</w>",
+ "le c</w>",
+ "cho pping</w>",
+ "cher no",
+ "j ann",
+ "ðŁIJ °",
+ "pro lon",
+ "wake up</w>",
+ "conver gence</w>",
+ "mersey side</w>",
+ "heart broken</w>",
+ "lo oming</w>",
+ "hal lucin",
+ "mai ze</w>",
+ "commun ism</w>",
+ "mo h</w>",
+ "twitter storians</w>",
+ "serge y</w>",
+ "res eller</w>",
+ "favor able</w>",
+ "ed gy</w>",
+ "re iter",
+ "mal aga</w>",
+ "live me</w>",
+ "ka hn</w>",
+ "pul sion</w>",
+ "big g</w>",
+ "kim kardashian</w>",
+ "ati o</w>",
+ "tyr anny</w>",
+ "ru ption</w>",
+ "q ant",
+ "pro ven",
+ "by z",
+ "pu shaw",
+ "kri stin",
+ "e er",
+ "tar dis</w>",
+ "ri z</w>",
+ "awak en</w>",
+ "mi ko</w>",
+ "un documented</w>",
+ "path finder</w>",
+ "indirec t</w>",
+ "resemb les</w>",
+ "h ler</w>",
+ "conce aled</w>",
+ "scand al",
+ "re im",
+ "d nb</w>",
+ "cr itters</w>",
+ "attend ant</w>",
+ "apprentice ships</w>",
+ "aa u</w>",
+ "scre amed</w>",
+ "l su",
+ "fa h</w>",
+ "har bour",
+ "ed d</w>",
+ "bat sman</w>",
+ "li ss</w>",
+ "mi sha</w>",
+ "spani el</w>",
+ "it f</w>",
+ "advan cement</w>",
+ "fa c</w>",
+ "close up</w>",
+ "cecil ia</w>",
+ "medi c</w>",
+ "narcis si",
+ "lav ish</w>",
+ "gi ac",
+ "ma ys</w>",
+ "le it",
+ "wine wednesday</w>",
+ "pushaw ard",
+ "let to</w>",
+ "curren ts</w>",
+ "bug atti</w>",
+ "out ine</w>",
+ "w j</w>",
+ "un do</w>",
+ "ler osis</w>",
+ "devo tional</w>",
+ "ðŁij «</w>",
+ "on na</w>",
+ "fais al</w>",
+ "sa una</w>",
+ "himach al</w>",
+ "am ii",
+ "à® ®</w>",
+ "di zzy</w>",
+ "screen writing</w>",
+ "ph x",
+ "sp n",
+ "ick i</w>",
+ "ag irl</w>",
+ "fi shes</w>",
+ "wb z</w>",
+ "pi m</w>",
+ "bo ar</w>",
+ "ac id",
+ "! ..</w>",
+ "rocke feller</w>",
+ "n ga</w>",
+ "dra stically</w>",
+ "simpli fy</w>",
+ "dru mming</w>",
+ "autum nal</w>",
+ "gur mee",
+ "lor de</w>",
+ "jo ann",
+ "give up</w>",
+ "b our</w>",
+ "am ura</w>",
+ "der land</w>",
+ "sim pler</w>",
+ "wat son",
+ "tri dent</w>",
+ "concor dia</w>",
+ "bel lum</w>",
+ "bre k",
+ "dum plings</w>",
+ "vi on</w>",
+ "dungeonsand dragons</w>",
+ "sp ri",
+ "ascen sion</w>",
+ "wil datlantic",
+ "u st",
+ "rob ins</w>",
+ "legi on",
+ "insi st</w>",
+ "jar o</w>",
+ "gue ss",
+ "so b</w>",
+ "bigh it</w>",
+ "pool side</w>",
+ "negoti ating</w>",
+ "mc gill</w>",
+ "bil d</w>",
+ "techn icians</w>",
+ "miti gation</w>",
+ "ajay devgn</w>",
+ "b to</w>",
+ "ant en",
+ "cosmo politan</w>",
+ "ðŁĺĬðŁĺĬ ðŁĺĬðŁĺĬ",
+ "patri oti",
+ "temp er</w>",
+ "promen ade</w>",
+ "nav ajo</w>",
+ "nam m</w>",
+ "wrink les</w>",
+ "dc fc</w>",
+ "le ach</w>",
+ "bru nette</w>",
+ "r f",
+ "cout inho</w>",
+ "al ti",
+ "tradition ally</w>",
+ "op tome",
+ "na z</w>",
+ "accord ingly</w>",
+ "rec ard</w>",
+ "de ets</w>",
+ "sw ell",
+ "po sure</w>",
+ "whit ening</w>",
+ "strang er",
+ "illi on",
+ "here ford</w>",
+ "u wu</w>",
+ "ro bber</w>",
+ "cotsw olds</w>",
+ "cl en",
+ "gor ge",
+ "nam aste</w>",
+ "re lish</w>",
+ "gri ff</w>",
+ "adren aline</w>",
+ "bla sio</w>",
+ "val e",
+ "ê ²",
+ "toler ate</w>",
+ "rail minindia</w>",
+ "jen sen",
+ "ho ven</w>",
+ "el lu",
+ "ob sole",
+ "eisen hower</w>",
+ "unidenti fied</w>",
+ "than niversary</w>",
+ "body guard</w>",
+ "Ø ¯</w>",
+ "i dge</w>",
+ "sch al",
+ "stock port</w>",
+ "sn i</w>",
+ "re taining</w>",
+ "po po</w>",
+ "pix ie</w>",
+ "oli thic</w>",
+ "ki er</w>",
+ "ha jj</w>",
+ "sa z</w>",
+ "cor bin</w>",
+ "!!!! !!!!!!</w>",
+ "v it</w>",
+ "me gat",
+ "de h</w>",
+ "circu it",
+ "af fleck</w>",
+ "theore tical</w>",
+ "hope less</w>",
+ "u ab</w>",
+ "slu mp</w>",
+ "b ice",
+ "jam med</w>",
+ "let stalk</w>",
+ "can i",
+ "side ways</w>",
+ "labyrin th</w>",
+ "re fs</w>",
+ "ha hn</w>",
+ "jare d",
+ "ðŁį ¹</w>",
+ "jam bo",
+ "ph yl",
+ "enhan cement</w>",
+ "c tr",
+ "ful lest</w>",
+ "se ye</w>",
+ "do ba</w>",
+ "cho ic",
+ "yo s</w>",
+ "cb j</w>",
+ "andr é</w>",
+ "re watch</w>",
+ "pri ma",
+ "doctr ine</w>",
+ "for gets</w>",
+ "u hm</w>",
+ "ar ound",
+ "u le</w>",
+ "art lovers</w>",
+ "shi raz</w>",
+ "har th</w>",
+ "ex tor",
+ "Å ¡",
+ "unexpec tedly</w>",
+ "eli us</w>",
+ "y x</w>",
+ "em my",
+ "se ac",
+ "ðŁijĩðŁijĩ ðŁijĩ</w>",
+ "correc ted</w>",
+ "com bu",
+ "wom anc",
+ "cou gh",
+ "what son",
+ "publi shes</w>",
+ "divers ity",
+ "back bone</w>",
+ "lock down</w>",
+ "mesmeri zing</w>",
+ "nor te</w>",
+ "ma b</w>",
+ "desig ner",
+ "í ģ",
+ "ra gh",
+ "mole cules</w>",
+ "get outside</w>",
+ "the beatles</w>",
+ "semicon duc",
+ "nach o</w>",
+ "lun es</w>",
+ "ham mers</w>",
+ "sul tan",
+ "o on",
+ "fe ren",
+ "att ach</w>",
+ "ar qu",
+ "uttarak hand</w>",
+ "s ash</w>",
+ "; -",
+ "tre ad</w>",
+ "i ko",
+ "ar thur",
+ "scandin avian</w>",
+ "r ation</w>",
+ "ga el</w>",
+ "charge able</w>",
+ "fish y</w>",
+ "v ma</w>",
+ "hand bags</w>",
+ "char a</w>",
+ "ay ne</w>",
+ "de fam",
+ "sett lers</w>",
+ "qad ri</w>",
+ "pal ais</w>",
+ "in wx</w>",
+ "apocaly ptic</w>",
+ "poo ja</w>",
+ "a es</w>",
+ "at ories</w>",
+ "proof ing</w>",
+ "n lp</w>",
+ "ts la</w>",
+ "v ina</w>",
+ "li do</w>",
+ "dee phouse</w>",
+ "informat ics</w>",
+ "v v</w>",
+ "pp ings</w>",
+ "di ss</w>",
+ "Ã ¯",
+ "uhur u</w>",
+ "st ony</w>",
+ "betra yed</w>",
+ "b aff",
+ "my ra</w>",
+ "as pen",
+ "allow ance</w>",
+ "tam ara</w>",
+ "ci f</w>",
+ "cor bett</w>",
+ "ser ge</w>",
+ "di go</w>",
+ "ambi gu",
+ "pain ters</w>",
+ "p cr</w>",
+ "p ca</w>",
+ "nom s</w>",
+ "lo ft",
+ "ve e",
+ "opend ata</w>",
+ "ðŁIJ ±",
+ "alex andre</w>",
+ "identi fies</w>",
+ "fantasy football</w>",
+ "re production</w>",
+ "brom ley</w>",
+ "ware agle</w>",
+ "mm er",
+ "p ss",
+ "cu es</w>",
+ "ay at</w>",
+ "hut chinson</w>",
+ "sar ac",
+ "jack man</w>",
+ "ira h</w>",
+ "ap ink</w>",
+ "col s</w>",
+ "aussi es</w>",
+ "ex ecs</w>",
+ "day ton",
+ "ðŁĻ Ĩ</w>",
+ "im v",
+ "har am",
+ "chuck le</w>",
+ "authent icity</w>",
+ "ar do",
+ "incub ator</w>",
+ "ภª</w>",
+ "photo shopped</w>",
+ "embrac ed</w>",
+ "fight for</w>",
+ "gor man</w>",
+ "zz zz",
+ "schol astic</w>",
+ "cri sps</w>",
+ "te apo",
+ "mid night",
+ "ga ine",
+ "col lier</w>",
+ "s ate</w>",
+ "de tte</w>",
+ "å Ń",
+ "imag ine",
+ "i ff",
+ "tw ili",
+ "i fication</w>",
+ "teat ro</w>",
+ "nor ma</w>",
+ "es ur",
+ "emergen cies</w>",
+ "rise up</w>",
+ "r inger</w>",
+ "hass le</w>",
+ "cait lyn</w>",
+ "tranqu il</w>",
+ "vers a</w>",
+ "se b",
+ "over look</w>",
+ "gin i</w>",
+ "bo go</w>",
+ "se re",
+ "may ne</w>",
+ "henri k</w>",
+ "contamin ated</w>",
+ "rhapso dy</w>",
+ "pro portion</w>",
+ "wildatlantic way</w>",
+ "âģ© .</w>",
+ "organis ers</w>",
+ "tran e</w>",
+ "stand ard",
+ "sper m</w>",
+ "laun cher</w>",
+ "ric ci",
+ "her ts</w>",
+ "paper work</w>",
+ "showcas ed</w>",
+ "mer yl</w>",
+ "pen a</w>",
+ "p imp",
+ "disa strous</w>",
+ "^. ^</w>",
+ "phar a",
+ "x is</w>",
+ "fron tal</w>",
+ "sw irl</w>",
+ "sp ills</w>",
+ "swag ger</w>",
+ "smart watch</w>",
+ "sizz ling</w>",
+ "savi our</w>",
+ "cat ar",
+ "bb cr</w>",
+ "refurbi shment</w>",
+ "dr is</w>",
+ "citro en</w>",
+ "absor b</w>",
+ "patrioti sm</w>",
+ "il leg",
+ "chro mo",
+ "fresh ers</w>",
+ "ru s",
+ "lim iting</w>",
+ "ef ish</w>",
+ "down ed</w>",
+ "man dir</w>",
+ "hazel nut</w>",
+ "p all",
+ "mac on</w>",
+ "disappear ing</w>",
+ "quali fies</w>",
+ "bo on</w>",
+ "bar racks</w>",
+ "am ine</w>",
+ "gen dere",
+ "ðŁļ ĺ</w>",
+ "j es</w>",
+ "ãĥ Ń",
+ "qu ito</w>",
+ "middle weight</w>",
+ "sch au",
+ "quad ru",
+ "aci ones</w>",
+ "limit less</w>",
+ "ðŁijĮ ðŁı½</w>",
+ "ch man</w>",
+ "ar av",
+ "regulat ors</w>",
+ "it up</w>",
+ "batter sea</w>",
+ "mil ford</w>",
+ "g z</w>",
+ "tic king</w>",
+ "gh ou",
+ "cru shes</w>",
+ "tu tu</w>",
+ "dread ful</w>",
+ "fam ine</w>",
+ "for change</w>",
+ "dalail ama</w>",
+ "ðŁĴ į",
+ "whit aker</w>",
+ "hash mi</w>",
+ "h us</w>",
+ "vo d</w>",
+ "bet te</w>",
+ "aa ah</w>",
+ "iso o</w>",
+ "ðŁ¥ Ī</w>",
+ "ha ar</w>",
+ "la ine</w>",
+ "b v</w>",
+ "all day</w>",
+ "spr out</w>",
+ "indie games</w>",
+ "free bie</w>",
+ "gree ks</w>",
+ "but ler",
+ "ill in</w>",
+ "ha al</w>",
+ "ware ness</w>",
+ "si ma</w>",
+ "public health</w>",
+ "gam a</w>",
+ "wa a</w>",
+ "oun g",
+ "goo oo",
+ "okin awa</w>",
+ "off enders</w>",
+ "im pose</w>",
+ "ho c</w>",
+ "young ster</w>",
+ "story teller</w>",
+ "sc ap",
+ "figh ter",
+ "+ ,</w>",
+ "whit es",
+ "music monday</w>",
+ "re za</w>",
+ "go ducks</w>",
+ "bri a</w>",
+ "mi um</w>",
+ "cas per</w>",
+ "cru mbs</w>",
+ "a ad</w>",
+ "marti alarts</w>",
+ "ch p</w>",
+ "ri gged</w>",
+ "tn g</w>",
+ "harve sted</w>",
+ "sa k</w>",
+ "do jo</w>",
+ "mill wall</w>",
+ "b nw</w>",
+ "oc d</w>",
+ "histor yof",
+ "t mr</w>",
+ "si rens</w>",
+ "fan ci",
+ "caregi vers</w>",
+ "vir a</w>",
+ "son i</w>",
+ "recur ring</w>",
+ "acknowle dged</w>",
+ "ðŁı Ł",
+ "oph ile</w>",
+ "bu cky</w>",
+ "stre ssing</w>",
+ "roo k</w>",
+ "di gger</w>",
+ "vi val",
+ "san do",
+ "fle et",
+ "si ers</w>",
+ "sel caday</w>",
+ "refre shed</w>",
+ "anti fa</w>",
+ "a que",
+ "po lo",
+ "disappear ance</w>",
+ "de mb",
+ "âĮļ ï¸ı</w>",
+ "ren ted</w>",
+ "ber ger",
+ "g mb",
+ "cu la</w>",
+ "ss al</w>",
+ "goo dy</w>",
+ "u hh</w>",
+ "marcel o</w>",
+ "w anna",
+ "soft ware",
+ "shop small</w>",
+ "turt le",
+ "tom as",
+ "fri sco</w>",
+ "ðŁĺį ðŁĴķ</w>",
+ "jim enez</w>",
+ "c su",
+ "day z</w>",
+ "an do",
+ "wyn ne</w>",
+ "choreo grapher</w>",
+ "cerv ical</w>",
+ "trail blazers</w>",
+ "ed g",
+ "zend aya</w>",
+ "travel blog</w>",
+ "el s",
+ "whole some</w>",
+ "co g</w>",
+ "lab out",
+ "ar ney</w>",
+ "del le</w>",
+ "su isse</w>",
+ "ma si",
+ "ine se</w>",
+ "om be</w>",
+ "fi ddle</w>",
+ "re claim</w>",
+ "pa u</w>",
+ "wat cher</w>",
+ "sla in</w>",
+ "ber ty</w>",
+ "opti mum</w>",
+ "el ites</w>",
+ "min is</w>",
+ "tur key",
+ "patro ls</w>",
+ "ger ard",
+ "au reli",
+ "wild ly</w>",
+ "wal tz</w>",
+ "br gy</w>",
+ "w ob",
+ "cre st",
+ "+ ++</w>",
+ "ve z",
+ "fro sted</w>",
+ "davi do</w>",
+ "the x",
+ "param edics</w>",
+ "p into</w>",
+ "han k",
+ "du pont</w>",
+ "ur g</w>",
+ "fo stering</w>",
+ "micro poetry</w>",
+ "spec tre</w>",
+ "---- ></w>",
+ "ne uro</w>",
+ "fri da</w>",
+ "music al",
+ "galve ston</w>",
+ "e ffic",
+ "sc ape",
+ "pal azzo</w>",
+ "th all</w>",
+ "pro visional</w>",
+ "p js</w>",
+ "au re",
+ "ðŁĶ ľ</w>",
+ "mam amoo</w>",
+ "kit ties</w>",
+ "cre e</w>",
+ "wa k</w>",
+ "lo ool</w>",
+ "lu pus</w>",
+ "cn blue</w>",
+ "Ã º</w>",
+ "ðŁİ ¬",
+ "rac ed</w>",
+ "tro se</w>",
+ "om as</w>",
+ "stri de</w>",
+ "co ors</w>",
+ "⤠µï¸ı</w>",
+ "in comparable</w>",
+ "cy ril</w>",
+ "broad er</w>",
+ "arec lipse</w>",
+ "ðŁį Ķ</w>",
+ "inter val</w>",
+ "ti ru",
+ "co working</w>",
+ "w aco</w>",
+ "a ham",
+ "a bee</w>",
+ "flouri sh</w>",
+ "the times</w>",
+ "ol ini</w>",
+ "kick boxing</w>",
+ "lu cer",
+ "at la",
+ "as un",
+ "casser ole</w>",
+ "mi aw</w>",
+ "lobb ying</w>",
+ "jan ice</w>",
+ "cir que</w>",
+ "re flex</w>",
+ "le ary</w>",
+ "sanat omy</w>",
+ "tem pest</w>",
+ "se mb",
+ "mur dering</w>",
+ "us av",
+ "ro bo</w>",
+ "on et</w>",
+ "p cc</w>",
+ "nati ves</w>",
+ "life of",
+ "sa ha",
+ "ruth less</w>",
+ "rel ates</w>",
+ "appeti zer</w>",
+ "pye ongchang</w>",
+ "nor d</w>",
+ "er u",
+ "a thing</w>",
+ "ug ly",
+ "pl ying</w>",
+ "bran ce",
+ "organ ise</w>",
+ "kend ra</w>",
+ "dat o</w>",
+ "chees es</w>",
+ "par ma</w>",
+ "burn out</w>",
+ "a stra</w>",
+ "pre toria</w>",
+ "adjust ment</w>",
+ "uk u</w>",
+ "sl o</w>",
+ "li ken",
+ "fav ors</w>",
+ "cli ve",
+ "be ets</w>",
+ "snow donia</w>",
+ "go tv</w>",
+ "sy n</w>",
+ "open house</w>",
+ "pan i</w>",
+ "portra yed</w>",
+ "sl ated</w>",
+ "me cca</w>",
+ "ren al</w>",
+ "supportsmall streamers</w>",
+ "staf fs</w>",
+ "da o</w>",
+ "bi ker",
+ "vik tor</w>",
+ "tit us</w>",
+ "admi red</w>",
+ "ðŁĵ ±",
+ "hurric an",
+ "he ats</w>",
+ "gl ory",
+ "photo genic</w>",
+ "mer i</w>",
+ "de por",
+ "burn ham</w>",
+ "or angu",
+ "dj ing</w>",
+ "impre ssionism</w>",
+ "ign ition</w>",
+ "ca i</w>",
+ "w ynn</w>",
+ "de pe",
+ "cove ted</w>",
+ "colla gen</w>",
+ "sau s</w>",
+ "or nam",
+ "administr ators</w>",
+ "ss on",
+ "nh politics</w>",
+ "hahahaha hahahaha",
+ "aspir ations</w>",
+ "r gb</w>",
+ "swol len</w>",
+ "so we",
+ "sc r</w>",
+ "diver gent</w>",
+ "hou ghton</w>",
+ "han oi</w>",
+ "d ory</w>",
+ "ni ki</w>",
+ "land ry</w>",
+ "b cci</w>",
+ "ðŁijĮ ðŁijĮ",
+ "is mail</w>",
+ "tri pod</w>",
+ "her d",
+ "bhat t</w>",
+ "dress age</w>",
+ "tab by</w>",
+ "ingu ish</w>",
+ "hur on</w>",
+ "à³ į</w>",
+ "Ã ł",
+ "to das</w>",
+ "evangel ical</w>",
+ "chor ds</w>",
+ "st john",
+ "slo ppy</w>",
+ "marty r",
+ "face book",
+ "ali ght</w>",
+ "sen sei</w>",
+ "kath niel</w>",
+ "r ites</w>",
+ "zi one</w>",
+ "u o</w>",
+ "revel ations</w>",
+ "weight lifting</w>",
+ "pan o</w>",
+ "nc wx</w>",
+ "ac ton",
+ "à® ķ</w>",
+ "Ø ²",
+ "som a</w>",
+ "ภĹ</w>",
+ "respec ting</w>",
+ "mar che</w>",
+ "fore man</w>",
+ "be tty",
+ "ki k</w>",
+ "shi bu",
+ "po on</w>",
+ "argy le</w>",
+ "k swx</w>",
+ "et z",
+ "mar bella</w>",
+ "brac kets</w>",
+ "stand by</w>",
+ "fire side</w>",
+ "defi ance</w>",
+ "v ex",
+ "britanni a</w>",
+ "in habit",
+ "appo int</w>",
+ "piyu sh",
+ "le ash</w>",
+ "sci ento",
+ "fla sk</w>",
+ "sen na</w>",
+ "> :</w>",
+ "at roc",
+ "sand erson</w>",
+ "id lib</w>",
+ "dhan ush</w>",
+ "ðŁĺ Ļ",
+ "en thr",
+ "hit ch</w>",
+ "de dly</w>",
+ "al ley",
+ "dor k</w>",
+ "mon do</w>",
+ "cudd ly</w>",
+ "mis sin</w>",
+ "ye sss</w>",
+ "night ing",
+ "j pn</w>",
+ "w ary</w>",
+ "ump ire</w>",
+ "ma z</w>",
+ "ê ³",
+ "bab s</w>",
+ "ĭ ãģ",
+ "stan ford",
+ "posse ssed</w>",
+ "exce eded</w>",
+ "ðŁĶ ¶</w>",
+ "wall art</w>",
+ "tra p",
+ "j il",
+ "hi bis",
+ "sp ying</w>",
+ "scri be</w>",
+ "khali l</w>",
+ "trans lator</w>",
+ "lu mb",
+ "di zed</w>",
+ "ch c</w>",
+ "super vision</w>",
+ "shut ter",
+ "ja g</w>",
+ "_ *</w>",
+ "yester days</w>",
+ "ms f</w>",
+ "hi hi</w>",
+ "gonz aga</w>",
+ "gille spie</w>",
+ "vive k</w>",
+ "ec static</w>",
+ "this morning</w>",
+ "ch us</w>",
+ "ed es</w>",
+ "ston ed</w>",
+ "be es",
+ "ðŁĩ¹ ðŁĩ",
+ "tur in</w>",
+ "ho ver",
+ "at rics</w>",
+ "ster n",
+ "sam heughan</w>",
+ "auti sm",
+ "mi ya</w>",
+ "eye witness</w>",
+ "writ ings</w>",
+ "travel tips</w>",
+ "chut ney</w>",
+ "px rtg</w>",
+ "keny ans</w>",
+ "my stic",
+ "k rit",
+ "/ $</w>",
+ "red head</w>",
+ "world ly</w>",
+ "am us</w>",
+ "op la",
+ "le ve",
+ "gab bana</w>",
+ "se en",
+ "o clock</w>",
+ "gang a</w>",
+ "keen an</w>",
+ "sc ent",
+ "ol dies</w>",
+ "go green</w>",
+ "corner stone</w>",
+ "comp ly</w>",
+ "con cours</w>",
+ "ðŁİ¶ ðŁİ¶</w>",
+ "ha an</w>",
+ "con fis",
+ "aw son</w>",
+ "cle op",
+ "î Ģ",
+ "su zu",
+ "sau té",
+ "al gar",
+ "subscri ber</w>",
+ "este emed</w>",
+ "ãĤ¤ ãĥ",
+ "worth while</w>",
+ "mel rose</w>",
+ "flo ck",
+ "bri ghtly</w>",
+ "viol inist</w>",
+ "p ere</w>",
+ "sli pping</w>",
+ "and co</w>",
+ "si gh",
+ "ha van</w>",
+ "cu lo",
+ "m sa</w>",
+ "fibro sis</w>",
+ "matil da</w>",
+ "ra fting</w>",
+ "aw ard",
+ "ë ª",
+ "mm mm",
+ "ge aux",
+ "ste iner</w>",
+ "sin n</w>",
+ "help ers</w>",
+ "beet les</w>",
+ "ai mee</w>",
+ "tai wan",
+ "pistachi o</w>",
+ "mac beth</w>",
+ "m zan",
+ "descend ants</w>",
+ "on sale</w>",
+ "in r</w>",
+ "il m</w>",
+ "grou se</w>",
+ "sa ig",
+ "mo w</w>",
+ "bi gre",
+ "adjust ments</w>",
+ "tu la</w>",
+ "mathe w</w>",
+ "transl ates</w>",
+ "mu h",
+ "bol lah</w>",
+ "ðŁĴĽ ðŁĴĻ</w>",
+ "amo res</w>",
+ "ab outs</w>",
+ "bomb shell</w>",
+ "bla ster</w>",
+ "x avi",
+ "s ns</w>",
+ "k roger</w>",
+ "ga ther",
+ "erad ic",
+ "daf t</w>",
+ "chem o</w>",
+ "ben ches</w>",
+ "ðŁĩ© ðŁĩ",
+ "ut v</w>",
+ "our a</w>",
+ "n ko",
+ "gator ade</w>",
+ "biaf ra</w>",
+ "ok state</w>",
+ "im danielpadilla</w>",
+ "dom ains</w>",
+ "open ingday</w>",
+ "kid do</w>",
+ "do i</w>",
+ "ric e",
+ "day care</w>",
+ "mac millan",
+ "ba thurst</w>",
+ "cheer leading</w>",
+ "ðŁ¦ ģ",
+ "cash back</w>",
+ "k won</w>",
+ "hob bies</w>",
+ "exem pl",
+ "ries ling</w>",
+ "âļ ª</w>",
+ "ag les",
+ "ny s",
+ "every thing",
+ "nav is</w>",
+ "ad di</w>",
+ "magne sium</w>",
+ "faceli ft</w>",
+ "ark ham</w>",
+ "grand es</w>",
+ "extre mist</w>",
+ "don at",
+ "vit ality</w>",
+ "pump kin",
+ "be tta</w>",
+ "sl td</w>",
+ "arti san",
+ "li by",
+ "pe aked</w>",
+ "ah hhhh</w>",
+ "mary am</w>",
+ "assi m</w>",
+ "un sc</w>",
+ "ment e</w>",
+ "al aya</w>",
+ "low ers</w>",
+ "ar as</w>",
+ "gri ev",
+ "le ip",
+ "gr ati",
+ "cri ses</w>",
+ "spr ints</w>",
+ "exe cute</w>",
+ "w to</w>",
+ "ms d</w>",
+ "mag ical",
+ "re viewer</w>",
+ "spark les</w>",
+ "juke box</w>",
+ "ðŁĺĤ âĿ¤ï¸ı</w>",
+ "pay back</w>",
+ "licen ses</w>",
+ "dun kin</w>",
+ "bel t",
+ "lake wood</w>",
+ "h ateful</w>",
+ "bud gets</w>",
+ "rev amped</w>",
+ "ph erson</w>",
+ "ky iv</w>",
+ "went worth</w>",
+ "ro sen</w>",
+ "cru ise",
+ "gi ggle</w>",
+ "def star</w>",
+ "assassin scre",
+ "ym outh</w>",
+ "win kle</w>",
+ "w fc</w>",
+ "band wagon</w>",
+ "b kk</w>",
+ "w iring</w>",
+ "kear ney</w>",
+ "south side</w>",
+ "pe tit",
+ "! ðŁĺį</w>",
+ "nor dic",
+ "mir za</w>",
+ "mu gabe</w>",
+ "v l</w>",
+ "scon es</w>",
+ "k tv",
+ "sand al",
+ "du c</w>",
+ "m alls</w>",
+ "ðŁĴŀ ðŁĴŀ</w>",
+ "it c</w>",
+ "al ay</w>",
+ "im pair",
+ "un rest</w>",
+ "flo ss</w>",
+ "c é",
+ "ab ou",
+ "var ying</w>",
+ "muse o</w>",
+ "ser ver",
+ "di ya</w>",
+ "hibis cus</w>",
+ "ero y</w>",
+ "mer ritt</w>",
+ "fin dom</w>",
+ "f pp</w>",
+ "un usually</w>",
+ "go tt</w>",
+ "conting ent</w>",
+ "ali aa</w>",
+ "ball on</w>",
+ "jo l</w>",
+ "hi ked</w>",
+ "zy me</w>",
+ "ay r</w>",
+ "ag n",
+ "ga z</w>",
+ "perio dic</w>",
+ "spar ty</w>",
+ "practi sing</w>",
+ "lin ton</w>",
+ "tal is",
+ "cy pri",
+ "womanin biz</w>",
+ "radio disney</w>",
+ "ðŁĮ ¼",
+ "jump ers</w>",
+ "endo cr",
+ "ðŁļ¨ ðŁļ¨",
+ "and on</w>",
+ "shar apo",
+ "mi er</w>",
+ "ma sonic</w>",
+ "fac tories</w>",
+ "vi en",
+ "bb ers</w>",
+ "ìĽ IJ</w>",
+ "hol d",
+ "ke bab</w>",
+ "be ak</w>",
+ "approach ed</w>",
+ "ac milan</w>",
+ "mun ro</w>",
+ "ko sher</w>",
+ "excell ency</w>",
+ "negoti ation</w>",
+ "walt disneyworld</w>",
+ "cr ouch</w>",
+ "te asing</w>",
+ "suppre ssion</w>",
+ "en ya</w>",
+ "b ce</w>",
+ "transformation tuesday</w>",
+ "cal lie</w>",
+ "vis was",
+ "p gat",
+ "ic ted</w>",
+ "end ings</w>",
+ "esc u",
+ "recru ited</w>",
+ "it fc</w>",
+ "collabor ations</w>",
+ "g ino</w>",
+ "snu ck</w>",
+ "ausch witz</w>",
+ "i fc</w>",
+ "x ii</w>",
+ "ke sha</w>",
+ "ger vais</w>",
+ "clo ak</w>",
+ "x l",
+ "sa ad</w>",
+ "prob ation</w>",
+ "pre cau",
+ "mac in",
+ "anasta si",
+ "le k</w>",
+ "e azy</w>",
+ "daysof code</w>",
+ "mariah carey</w>",
+ "yo g</w>",
+ "stit ched</w>",
+ "boy friends</w>",
+ "sh ar</w>",
+ "ph ile</w>",
+ "ag u</w>",
+ "twin kle</w>",
+ "phi shing</w>",
+ "week ender</w>",
+ "ic ton</w>",
+ "gurmee tramrahim</w>",
+ "al ton</w>",
+ "l eness</w>",
+ "all an",
+ "pen ultimate</w>",
+ "kry stal</w>",
+ "go u</w>",
+ "lan de</w>",
+ "dis mant",
+ "ab using</w>",
+ "nor se</w>",
+ "pat erson</w>",
+ "ed mun",
+ "ap an</w>",
+ "xi umin</w>",
+ "sk el",
+ "cat walk</w>",
+ "re act",
+ "wal led</w>",
+ "t angle</w>",
+ "br yn",
+ "ve to</w>",
+ "super moon</w>",
+ "cas ablanc",
+ "appreci ates</w>",
+ "ski d",
+ "bo th",
+ "catal ina</w>",
+ "ele ague</w>",
+ "cyber monday</w>",
+ "cau tious</w>",
+ "ðŁ¤ ĵ",
+ "nov o</w>",
+ "hamp ton",
+ "ha ye",
+ "jose f</w>",
+ "var an",
+ "lo bos</w>",
+ "roano ke</w>",
+ "orph ans</w>",
+ "tt in</w>",
+ "squ ads</w>",
+ "ishqba aaz</w>",
+ "black panther</w>",
+ "e tu",
+ "k sh</w>",
+ "cru mble</w>",
+ "cess na</w>",
+ "reli eved</w>",
+ "scul ly</w>",
+ "pollin ators</w>",
+ "explore canada</w>",
+ "ki es",
+ "kam loops</w>",
+ "kir an</w>",
+ "pri mal</w>",
+ "sett lements</w>",
+ "hot spot</w>",
+ "brain storming</w>",
+ "ce dric</w>",
+ "bi ennial</w>",
+ "sh ant",
+ "âĻ¡âĻ¡ âĻ¡</w>",
+ "do on</w>",
+ "hear n</w>",
+ "walk way</w>",
+ "fe m</w>",
+ "ve al</w>",
+ "deport ation</w>",
+ "tox ins</w>",
+ "elimin ating</w>",
+ "descen ding</w>",
+ "by the",
+ "bla sphe",
+ "ha sta</w>",
+ "comple ment</w>",
+ "as cent</w>",
+ "ri ga</w>",
+ "provo st</w>",
+ "âĸ ª</w>",
+ "wee ping</w>",
+ "anti semitism</w>",
+ "employe e",
+ "unearth ed</w>",
+ "pin o</w>",
+ "natali e",
+ "bla d</w>",
+ "ang ola</w>",
+ "lock heed</w>",
+ "in ian</w>",
+ "ag r",
+ "ni ster</w>",
+ "im pala</w>",
+ "m ke</w>",
+ "fan atic</w>",
+ "âĺħ âĺħ</w>",
+ "ðŁij ¸</w>",
+ "lu ch",
+ "simpli fied</w>",
+ "gall ery",
+ "econom ic",
+ "cy borg</w>",
+ "con i</w>",
+ "sel ma</w>",
+ "in ception</w>",
+ "ko ala</w>",
+ "dv ds</w>",
+ "cre sted</w>",
+ "m mor",
+ "visi ble",
+ "n sd</w>",
+ "ðŁĻĮ ðŁı½",
+ "w under",
+ "refriger ator</w>",
+ "re opening</w>",
+ "e era</w>",
+ "carou sel</w>",
+ "as p</w>",
+ "balli stic</w>",
+ "victor y",
+ "mo tive</w>",
+ "tre y",
+ "sharapo va</w>",
+ "si i</w>",
+ "mon ter",
+ "int end</w>",
+ "west chester</w>",
+ "sp e</w>",
+ "cy mb",
+ "vi dal</w>",
+ "ll ama</w>",
+ "uni v",
+ "fin er</w>",
+ "crafts manship</w>",
+ "jazz fest</w>",
+ "b ch</w>",
+ "ag gio</w>",
+ "n cc</w>",
+ "lamb da</w>",
+ "tranqu ility</w>",
+ "cis co",
+ "ba den</w>",
+ "so bbing</w>",
+ "of i",
+ "go ta</w>",
+ "ru mored</w>",
+ "war med</w>",
+ "ore an</w>",
+ "ac ton</w>",
+ "mar ci",
+ "gh ani</w>",
+ "âľ ĵ</w>",
+ "as sorted</w>",
+ "pembro ke",
+ "pen elope</w>",
+ "da f</w>",
+ "at ty</w>",
+ "aim o</w>",
+ "pretz el</w>",
+ "carni val",
+ "than os</w>",
+ "ko chi</w>",
+ "mer sal</w>",
+ "ham radio</w>",
+ "ar twit</w>",
+ "cas c",
+ "guer rilla</w>",
+ "kush ner</w>",
+ "k app",
+ "al ise</w>",
+ "todd lers</w>",
+ "steward ship</w>",
+ "o tti</w>",
+ "ter ri</w>",
+ "tem pe</w>",
+ "rest less</w>",
+ "vit o</w>",
+ "zay ed</w>",
+ "rsp b</w>",
+ "pi on",
+ "hi ppo</w>",
+ "haw thorne</w>",
+ "in as",
+ "am ily</w>",
+ "nut cracker</w>",
+ "lo p",
+ "d ali",
+ "tro pic</w>",
+ "ðŁ¤ ł</w>",
+ "ul o</w>",
+ "jare dle",
+ "py rene",
+ "pale o",
+ "usa ir",
+ "m ould</w>",
+ "it ated</w>",
+ "gene tically</w>",
+ "biom ass</w>",
+ "ðŁĩ³ðŁĩ ±</w>",
+ "do dd</w>",
+ "practic ed</w>",
+ "monarch s</w>",
+ "un manned</w>",
+ "m buhari</w>",
+ "am al</w>",
+ "photo gra",
+ "ko ol",
+ "bren don</w>",
+ "ju ices</w>",
+ "cu re",
+ "world bank</w>",
+ "poin ters</w>",
+ "ðŁĴ Ŀ",
+ "tur f",
+ "le ds</w>",
+ "bor ussia</w>",
+ "bapti sm</w>",
+ "warwick shire</w>",
+ "moun ts</w>",
+ "gay o</w>",
+ "be gg",
+ "co pied</w>",
+ "asi ans</w>",
+ "k g",
+ "moder nist</w>",
+ "gi d",
+ "front man</w>",
+ "concentr ated</w>",
+ "y t",
+ "sc avenger</w>",
+ "iron ically</w>",
+ "adi c</w>",
+ "ps n</w>",
+ "ðŁ¥ ī</w>",
+ "cultur ally</w>",
+ "yu v",
+ "mac arthur</w>",
+ "fertili zer</w>",
+ "be withyou</w>",
+ "ri gor",
+ "min ors</w>",
+ "z oning</w>",
+ "âĸ ł</w>",
+ "ri r</w>",
+ "adole scent</w>",
+ "vin ny</w>",
+ "ren g</w>",
+ "sand stone</w>",
+ "gu et</w>",
+ "we sth",
+ "ple dged</w>",
+ "lac ed</w>",
+ "sp ide",
+ "v ai</w>",
+ "ty coon</w>",
+ "seiz ure</w>",
+ "du p",
+ "appalach ian</w>",
+ "ro k</w>",
+ "cathol ics</w>",
+ "sey chel",
+ "posse ss</w>",
+ "la ger",
+ "jo di",
+ "cham p",
+ "stra s",
+ "d ina</w>",
+ "cent uri",
+ "cal der</w>",
+ "blur ay</w>",
+ "ðŁĩ¨ðŁĩ ³</w>",
+ "mo do</w>",
+ "an nette</w>",
+ "youtu bers</w>",
+ "chap s</w>",
+ "ang ling</w>",
+ "label ing</w>",
+ "a qui",
+ "pk wy</w>",
+ "ly le</w>",
+ "bi sexual</w>",
+ "lit ur",
+ "dug out</w>",
+ "li bby</w>",
+ "grey sanatomy</w>",
+ "sub stances</w>",
+ "august us</w>",
+ "rall ying</w>",
+ "fi del</w>",
+ "ing ue</w>",
+ "äº º",
+ "hallmark channel</w>",
+ "tooth brush</w>",
+ "m á",
+ "adi rond",
+ "ag gi",
+ "ðŁĵį :</w>",
+ "cru sade</w>",
+ "tax ation</w>",
+ "k z</w>",
+ "i ver",
+ "dou bling</w>",
+ "room ie</w>",
+ "wa b</w>",
+ "en rolled</w>",
+ "az on</w>",
+ "a ju",
+ "grand children</w>",
+ "as df",
+ "ðŁ¥ º</w>",
+ "mat ic",
+ "ough ton</w>",
+ "utili ze</w>",
+ "ðŁĴ £",
+ "pon der</w>",
+ "rais in</w>",
+ "dys function</w>",
+ "co bain</w>",
+ "butter nut</w>",
+ "e man</w>",
+ "su red</w>",
+ "dri an</w>",
+ "and friends</w>",
+ "with the",
+ "on omy</w>",
+ "heine ken</w>",
+ "bri dal",
+ "leader ship",
+ "pyram ids</w>",
+ "deutsch land</w>",
+ "jo cel",
+ "bo wel</w>",
+ "y qr</w>",
+ "horse power</w>",
+ "be acon",
+ "ing eni",
+ "gra dient</w>",
+ "fer mented</w>",
+ "mo om",
+ "thing y</w>",
+ "pot assi",
+ "wrist band</w>",
+ "bor d</w>",
+ "bo died</w>",
+ "ðŁĺŃ ðŁĺį</w>",
+ "ma pp</w>",
+ "ka u</w>",
+ "cyber punk</w>",
+ "ph ish</w>",
+ "loo king",
+ "co ates</w>",
+ "ap ur",
+ "am ie</w>",
+ "uk labour</w>",
+ "at in",
+ "g la</w>",
+ "adop table</w>",
+ "shel by",
+ "v illi",
+ "ri ya</w>",
+ "m ingly</w>",
+ "cli mber</w>",
+ "bumble bee</w>",
+ "ðŁĺ ¸</w>",
+ "c sd</w>",
+ "âĿ ¥</w>",
+ "hospit alized</w>",
+ "c ki",
+ "hat er</w>",
+ "ch r</w>",
+ "re tina</w>",
+ "it a",
+ "fan base</w>",
+ "beat rice</w>",
+ "gwy ne",
+ "go ss</w>",
+ "fo s",
+ "favor ited</w>",
+ "swachhb harat</w>",
+ "mal ade</w>",
+ "mon mouth</w>",
+ "\" [</w>",
+ "si van</w>",
+ "sh hh</w>",
+ "command ing</w>",
+ "sains burys</w>",
+ "wee d",
+ "g man</w>",
+ "ss w</w>",
+ "rep tile</w>",
+ "iv y",
+ "tro pics</w>",
+ "roll ers</w>",
+ "over cast</w>",
+ "ex position</w>",
+ "masquer ade</w>",
+ "man crush",
+ "wa ist",
+ "spr inter</w>",
+ "sle et</w>",
+ "le vin</w>",
+ "j pg</w>",
+ "_ (</w>",
+ "o pel</w>",
+ "explo it</w>",
+ "ap a",
+ "po we",
+ "wrec king</w>",
+ "jong in</w>",
+ "or b</w>",
+ "er ick</w>",
+ "bo sco</w>",
+ "pra ising</w>",
+ "ber tr",
+ "to wing</w>",
+ "in security</w>",
+ "ku t</w>",
+ "resto cked</w>",
+ "rr p</w>",
+ "prescri bed</w>",
+ "trafal gar</w>",
+ "per t",
+ "g ases</w>",
+ "app rais",
+ "g har</w>",
+ "music als</w>",
+ "âĸ¬ âĸ¬",
+ "mc fad",
+ "ag ony</w>",
+ "conditi on",
+ "equi p</w>",
+ "shi k</w>",
+ "atra vel</w>",
+ "ðŁĩ¿ ðŁĩ¦</w>",
+ "ke h</w>",
+ "abduc tion</w>",
+ "pe oria</w>",
+ "wil kins</w>",
+ "g ms</w>",
+ "as d</w>",
+ "ev i</w>",
+ "ðŁĴĹ ðŁĴĹðŁĴĹ</w>",
+ "u z</w>",
+ "mo c</w>",
+ "halle lujah</w>",
+ "guad alu",
+ "lou vre</w>",
+ "dra wing",
+ "go ve</w>",
+ "ph ant",
+ "fri e",
+ "web dev</w>",
+ "program mer</w>",
+ "z able</w>",
+ "games com</w>",
+ "clari fy</w>",
+ "li th",
+ "kin ky</w>",
+ "âĿ £",
+ "labour doorstep</w>",
+ "son ata</w>",
+ "ju ris",
+ "mai den",
+ "vi adu",
+ "buch arest</w>",
+ "conditi oned</w>",
+ "capit alist</w>",
+ "u de",
+ "ps b</w>",
+ "sp ca</w>",
+ "lul la",
+ "footh ills</w>",
+ "kay o</w>",
+ "bon d",
+ "wom b</w>",
+ "roun der</w>",
+ "ce sar",
+ "bur sts</w>",
+ "ap ra",
+ "sw oon</w>",
+ "sab rin",
+ "fra grant</w>",
+ "cle arer</w>",
+ "ku brick</w>",
+ "cli max</w>",
+ "jour no</w>",
+ "ag le",
+ "ðŁı½ âĢįâĻĢï¸ı</w>",
+ "poo ch</w>",
+ "hal e",
+ "sol it",
+ "sal mon",
+ "organis ms</w>",
+ "bron son</w>",
+ "art en</w>",
+ "hodg son</w>",
+ "alo ve</w>",
+ "vent ure",
+ "bb i</w>",
+ "ae a</w>",
+ "ðŁIJ ¢</w>",
+ "ld n",
+ "d nr</w>",
+ "o zone</w>",
+ "el las</w>",
+ "man ny",
+ "azz ur",
+ "un beat",
+ "tru ffles</w>",
+ "th ong</w>",
+ "ma ñ",
+ "las ers</w>",
+ "ley e</w>",
+ "gettys burg</w>",
+ "back packs</w>",
+ "or is</w>",
+ "ma ison",
+ "craw ling</w>",
+ "la bra",
+ "cl ing",
+ "dra gging</w>",
+ "ste al",
+ "dou bt",
+ "de van",
+ "ck ers</w>",
+ "agent sof",
+ "photo bomb</w>",
+ "elon musk</w>",
+ "abo y</w>",
+ "dist ances</w>",
+ "story line</w>",
+ "sp i</w>",
+ "nor than",
+ "europe ans</w>",
+ "wh ale",
+ "ser pent",
+ "ðŁļ ²</w>",
+ "fi or",
+ "tr it",
+ "ox o</w>",
+ "awar ding</w>",
+ "class mate</w>",
+ "su fc</w>",
+ "smar test</w>",
+ "rich es</w>",
+ "pr k</w>",
+ "big foot</w>",
+ "ar mb",
+ "bi polar</w>",
+ "dw elling</w>",
+ "om ars</w>",
+ "k wan",
+ "gri me</w>",
+ "m eng",
+ "freder ick",
+ "navar ro</w>",
+ "sorry notsorry</w>",
+ "jaredle to</w>",
+ "pa ve</w>",
+ "sl ack",
+ "barn sley",
+ "att ar</w>",
+ "evic tion</w>",
+ "accumul ation</w>",
+ "o ir</w>",
+ "cat chy</w>",
+ "wel ter",
+ "vik as</w>",
+ "has see</w>",
+ "nik ita</w>",
+ "mo yes</w>",
+ "mathe ws</w>",
+ "shi v</w>",
+ "gat wick</w>",
+ "pro filing</w>",
+ "compan ions</w>",
+ "mar rake",
+ "an tics</w>",
+ "ðŁĻĮðŁĻĮ ðŁĻĮ</w>",
+ "se se</w>",
+ "bo i",
+ "bart lett</w>",
+ "poison ous</w>",
+ "ab uses</w>",
+ "ym m</w>",
+ "kam pala</w>",
+ "guggen heim</w>",
+ "imv kohli</w>",
+ "dol om",
+ "bre e</w>",
+ "thro ttle</w>",
+ "gare th",
+ "fitz patrick</w>",
+ "un ya</w>",
+ "par ad",
+ "mar got</w>",
+ "j nr</w>",
+ "we a",
+ "potassi um</w>",
+ "p nc</w>",
+ "disgu ised</w>",
+ "cra sh",
+ "ren ergy</w>",
+ "ill ic",
+ "coup led</w>",
+ "ni els</w>",
+ "ci ones</w>",
+ "æĹ ¥</w>",
+ "im ent</w>",
+ "despic able</w>",
+ "d ye",
+ "what cha</w>",
+ "conne ctions</w>",
+ "paralym pics</w>",
+ "gaunt let</w>",
+ "wait rose</w>",
+ "suici dal</w>",
+ "star ship</w>",
+ "vap or",
+ "st ou",
+ "law maker</w>",
+ "coo led</w>",
+ "si mo</w>",
+ "then o",
+ "offro ad</w>",
+ "ja den</w>",
+ "bas que</w>",
+ "vick y",
+ "lu kaku</w>",
+ "centr o</w>",
+ "tri sh</w>",
+ "strate gist</w>",
+ "medic ations</w>",
+ "hor st</w>",
+ "b fc</w>",
+ "gra il</w>",
+ "sharp ly</w>",
+ "ad itya</w>",
+ "tom b",
+ "kau fman</w>",
+ "tri pad",
+ "sam ba</w>",
+ "pastor al</w>",
+ "brit ney",
+ "sag an</w>",
+ "hill side</w>",
+ "mas ons</w>",
+ "sar a",
+ "z one",
+ "x u</w>",
+ "to tes</w>",
+ "rob bie",
+ "app en",
+ "mon tag",
+ "der o",
+ "short film</w>",
+ "charis matic</w>",
+ "tat ors</w>",
+ "ki ba",
+ "and ri",
+ "al arming</w>",
+ "split ting</w>",
+ "ic ar",
+ "th ug",
+ "scari est</w>",
+ "sylve ster</w>",
+ "an an",
+ "u trecht</w>",
+ "a difference</w>",
+ "me ade</w>",
+ "bu ster",
+ "air strikes</w>",
+ "cu ffs</w>",
+ "account ants</w>",
+ "ðŁĺ¡ ðŁĺ¡",
+ "new t</w>",
+ "bo tt</w>",
+ "issu ing</w>",
+ "cl ancy</w>",
+ "wwen etwork</w>",
+ "kyu hyun</w>",
+ "rese mble</w>",
+ "pajam as</w>",
+ "sin k",
+ "kin ney</w>",
+ "sul ph",
+ "or k</w>",
+ "li es",
+ "la gh",
+ "or ton</w>",
+ "ra hul",
+ "d sc</w>",
+ "we will",
+ "re am",
+ "collo qui",
+ "shar ia</w>",
+ "hec tic</w>",
+ "sar casm</w>",
+ "land er",
+ "tm z</w>",
+ "endor f</w>",
+ "ro z</w>",
+ "ham mered</w>",
+ "fri s",
+ "w adi</w>",
+ "pope francis</w>",
+ "he it</w>",
+ "flash light</w>",
+ "un born</w>",
+ "op es</w>",
+ "hol iness</w>",
+ "ðŁIJ ¦</w>",
+ "nach t</w>",
+ "im sa</w>",
+ "gr acing</w>",
+ "bj p",
+ "ver ts</w>",
+ "c sc</w>",
+ "home owner</w>",
+ "a que</w>",
+ "bigo try</w>",
+ "anni e",
+ "bag h</w>",
+ "âĿ¤ï¸ı ðŁĺį</w>",
+ "car i</w>",
+ "thom p",
+ "dispo sable</w>",
+ "cardio logy</w>",
+ "pat ented</w>",
+ "hh hhhh</w>",
+ "ld r</w>",
+ "stephen son</w>",
+ "cro res</w>",
+ "fan ning</w>",
+ "cli mat",
+ "ðŁijį ðŁijįðŁijį</w>",
+ "ðŁijį ðŁı¼",
+ "aer on",
+ "piccad illy</w>",
+ "bank rupt</w>",
+ "sil via</w>",
+ "emplo y",
+ "don ny",
+ "commen ting</w>",
+ "screen writer</w>",
+ "io ta</w>",
+ "ce an</w>",
+ "anc ers</w>",
+ "tu an</w>",
+ "street wear</w>",
+ "ठ¯</w>",
+ "sk ine</w>",
+ "esp a",
+ "asi f</w>",
+ "os ce</w>",
+ "she ppard</w>",
+ "more cam",
+ "bott le",
+ "der s",
+ "orac le",
+ "google play</w>",
+ "aver aged</w>",
+ "edmon ton",
+ "steph an</w>",
+ "sister hood</w>",
+ "cru sted</w>",
+ "stag gering</w>",
+ "methodo logy</w>",
+ "congress woman</w>",
+ "c abo",
+ "tri ggers</w>",
+ "mil ky",
+ "gli de</w>",
+ "tooth paste</w>",
+ "room mates</w>",
+ "nu ff</w>",
+ "gu am</w>",
+ "sprink les</w>",
+ "alternati ve",
+ "wat fordfc</w>",
+ "uof t</w>",
+ "hal ey",
+ "cont acted</w>",
+ "bun dy</w>",
+ "pro stitu",
+ "gh ar",
+ "pre ston",
+ "on site</w>",
+ "hil ar",
+ "g ts</w>",
+ "c att",
+ "hamp stead</w>",
+ "? ?!</w>",
+ "ðŁĩ§ ðŁĩ",
+ "bbc qt</w>",
+ "aless andro</w>",
+ "resi st",
+ "ma idan</w>",
+ "t ko</w>",
+ "shad ing</w>",
+ "pin up</w>",
+ "gal lo",
+ "sin u",
+ "at ec",
+ "fun k",
+ "ac lu</w>",
+ "stri des</w>",
+ "rhy me</w>",
+ "wet land</w>",
+ "bbc springwatch</w>",
+ "t ins</w>",
+ "wild card</w>",
+ "st our",
+ "flamen co</w>",
+ "pau la",
+ "onto logy</w>",
+ "gang sta</w>",
+ "am ade",
+ "ãĤ «",
+ "t bs</w>",
+ "skelet al</w>",
+ "run ner",
+ "jard in</w>",
+ "harri er</w>",
+ "hun ted</w>",
+ "z hen",
+ "believein film</w>",
+ "de mean",
+ "au diti",
+ "re start</w>",
+ "chon dri",
+ "âĿ¤ï¸ı ðŁĴĻ</w>",
+ "mcla ren",
+ "ga b</w>",
+ "sh um",
+ "au sa</w>",
+ "lewi sham",
+ "y pg</w>",
+ "k jv</w>",
+ "fur nished</w>",
+ "dor o</w>",
+ "bon ded</w>",
+ "mor ty</w>",
+ "lat itude</w>",
+ "_ )</w>",
+ "lo va</w>",
+ "water ways</w>",
+ "vin ai",
+ "shor th",
+ "drun k",
+ "c ay</w>",
+ "ay ana</w>",
+ "kap lan</w>",
+ "capp uccino</w>",
+ "spr o</w>",
+ "life boat</w>",
+ "has bro</w>",
+ "spol ice</w>",
+ "tor on",
+ "do ing",
+ "dam n",
+ "sh ree</w>",
+ "foun tains</w>",
+ "ent ation</w>",
+ "mar u",
+ "boar der</w>",
+ "to pless</w>",
+ "j ada</w>",
+ "chan ning</w>",
+ "ul ls</w>",
+ "en closure</w>",
+ "gib son",
+ "fractu red</w>",
+ "brit ton</w>",
+ "Ã ¶</w>",
+ "t ous</w>",
+ "por th",
+ "dra f",
+ "tra iling</w>",
+ "mar gate</w>",
+ "eli fe",
+ "down ward</w>",
+ "lin n</w>",
+ "gla des</w>",
+ "girl power</w>",
+ "ak rish",
+ "u ki",
+ "ron da</w>",
+ "ts c</w>",
+ "appreci ationday</w>",
+ "vis ing</w>",
+ "lo om",
+ "ðŁį ³</w>",
+ "mex ican",
+ "ar gos</w>",
+ "y ya</w>",
+ "jad ine</w>",
+ "south port</w>",
+ "d end",
+ "si sta</w>",
+ "rede em</w>",
+ "men g</w>",
+ "bra xton</w>",
+ "antioxid ant</w>",
+ "s key</w>",
+ "mp g</w>",
+ "fin ding",
+ "vibr ation</w>",
+ "ce u</w>",
+ "kh art</w>",
+ "di mini",
+ "cl ine</w>",
+ "shel ly</w>",
+ "hin es</w>",
+ "ī ï¸ı</w>",
+ "to pical</w>",
+ "no ver</w>",
+ "ma xx</w>",
+ "prim itive</w>",
+ "illustr ate</w>",
+ "b ounds</w>",
+ "tren ton</w>",
+ "join tly</w>",
+ "breed ers</w>",
+ "u chi",
+ "wakeup america</w>",
+ "b ada</w>",
+ "ðŁĹ £ï¸ı</w>",
+ "gu acam",
+ "sp heres</w>",
+ "pere gr",
+ "youth ful</w>",
+ "lo lo</w>",
+ "bir min",
+ "t ly",
+ "jeremy corbyn</w>",
+ "defe cts</w>",
+ "co sm",
+ "a rent</w>",
+ "v aa</w>",
+ "bag els</w>",
+ "medi ac",
+ "cori ander</w>",
+ "ic ago</w>",
+ "g haz",
+ "ab bas",
+ "re model</w>",
+ "struc turing</w>",
+ "pu m",
+ "out law",
+ "ad ani</w>",
+ "r bc</w>",
+ "gul ls</w>",
+ "n li</w>",
+ "confu se</w>",
+ "ðŁijĩ ðŁı¼</w>",
+ "vil a</w>",
+ "mcnam ara</w>",
+ "correc tions</w>",
+ "mug hal</w>",
+ "ser i</w>",
+ "re gain</w>",
+ "ss b</w>",
+ "lea ve",
+ "haha hah",
+ "gran de",
+ "di stressed</w>",
+ "re chargeable</w>",
+ "ho a</w>",
+ "hou sed</w>",
+ "sti l</w>",
+ "attribu ted</w>",
+ "opath ic</w>",
+ "di ps</w>",
+ "pri t</w>",
+ "head phone</w>",
+ "conclu de</w>",
+ "pil o",
+ "he t",
+ "ut sa</w>",
+ "nit in</w>",
+ "je m</w>",
+ "sni ppet</w>",
+ "tutor ing</w>",
+ "op er</w>",
+ "sun k</w>",
+ "en sla",
+ "cha u</w>",
+ "ac orn</w>",
+ "quinte ss",
+ "ran kin</w>",
+ "affili ated</w>",
+ "our lives</w>",
+ "cl int",
+ "se ater</w>",
+ "isa ac",
+ "ba shing</w>",
+ "sme ar</w>",
+ "nur se",
+ "doo dling</w>",
+ "\" ;</w>",
+ "sa ku",
+ "atroc ities</w>",
+ "im am",
+ "g fs</w>",
+ "viol ating</w>",
+ "comm end",
+ "brad shaw</w>",
+ "er ville</w>",
+ "b illed</w>",
+ "b be</w>",
+ "thul hu</w>",
+ "i phones</w>",
+ "moo se",
+ "di os</w>",
+ "re w</w>",
+ "me thane</w>",
+ "strang ely</w>",
+ "whis ky",
+ "ti ghtly</w>",
+ "spiel berg</w>",
+ "radi us</w>",
+ "notic ing</w>",
+ "wi f</w>",
+ "ig nati",
+ "i fa</w>",
+ "ap is</w>",
+ "w ali",
+ "ha itian</w>",
+ "bu shes</w>",
+ "y z",
+ "v l",
+ "ex ited</w>",
+ "asse l</w>",
+ "tru ec",
+ "dom en",
+ "ash er</w>",
+ "in king</w>",
+ "newyear seve</w>",
+ "hend ricks</w>",
+ "bat i</w>",
+ "ìĿ´ ì",
+ "rich ter</w>",
+ "mon santo</w>",
+ "con line</w>",
+ "agre at",
+ "ðŁ¤ ¯</w>",
+ "master pieces</w>",
+ "ar n</w>",
+ "rough s</w>",
+ "cle ve",
+ "se v</w>",
+ "fashi ons</w>",
+ "to ya</w>",
+ "sh ail",
+ "cop eland</w>",
+ "aqu ari",
+ "dec als</w>",
+ "are you",
+ "y aya</w>",
+ "a str",
+ "fon t",
+ "ml m</w>",
+ "ar ca</w>",
+ "pp or",
+ "pol lock</w>",
+ "xper ia</w>",
+ "conserv ation",
+ "chain saw</w>",
+ "ag gie</w>",
+ "?! ?!?</w>",
+ "si le",
+ "sh on</w>",
+ "ìĹ IJ",
+ "note books</w>",
+ "marque tte</w>",
+ "de us</w>",
+ "bb led</w>",
+ "spic er</w>",
+ "mc cabe</w>",
+ "nor wich",
+ "modi fication</w>",
+ "boo sted</w>",
+ "stru m</w>",
+ "sales man</w>",
+ "bang le</w>",
+ "nis san",
+ "hez bollah</w>",
+ "brea sts</w>",
+ "a af",
+ "anth us</w>",
+ "sk er",
+ "ow ed</w>",
+ "her os</w>",
+ "gi fs</w>",
+ "fo sters</w>",
+ "eat ers</w>",
+ "du es</w>",
+ "_ /",
+ "lymph oma</w>",
+ "sf am</w>",
+ "me gal",
+ "afri di</w>",
+ "ag ic</w>",
+ "p amp",
+ "jeal ousy</w>",
+ "ðŁijĮ ðŁı¼",
+ "calcul ate</w>",
+ "napp ing</w>",
+ "g ale",
+ "ðŁ¦ Ħ</w>",
+ "lub bock</w>",
+ "assu med</w>",
+ "ren ting</w>",
+ "íĥ ľ",
+ "subur b</w>",
+ "ãĤ ·",
+ "tech nic</w>",
+ "u cla",
+ "in front</w>",
+ "gar net</w>",
+ "ster oids</w>",
+ "stri ving</w>",
+ "ho war",
+ "mo ver</w>",
+ "le ton",
+ "bull do",
+ "is in</w>",
+ "ci ao</w>",
+ "sn z</w>",
+ "fore front</w>",
+ "d ams</w>",
+ "mid wife</w>",
+ "ma wards</w>",
+ "cla pton</w>",
+ "we in</w>",
+ "subsi dies</w>",
+ "spr oud</w>",
+ "rother ham</w>",
+ "phan tom",
+ "ar ach",
+ "spi el</w>",
+ "rac ket</w>",
+ "sel amat</w>",
+ "no on",
+ "l bc</w>",
+ "enti ally</w>",
+ "ðŁĴ ¸",
+ "sil ve",
+ "m oud</w>",
+ "kine tic</w>",
+ "y asi",
+ "ðŁİ ©</w>",
+ "o ol",
+ "mi ku</w>",
+ "i za</w>",
+ "fer a</w>",
+ "flo ren",
+ "barber shop</w>",
+ "groo t</w>",
+ "z est</w>",
+ "ne ars</w>",
+ "stan is",
+ "z and",
+ "police man</w>",
+ "juris dic",
+ "form ations</w>",
+ "appar atus</w>",
+ "sp d",
+ "arti fact</w>",
+ "to sc",
+ "motiv ating</w>",
+ "womanc rush",
+ "re dro",
+ "diagno stics</w>",
+ "ra za</w>",
+ "out fitters</w>",
+ "el xn</w>",
+ "dod gy</w>",
+ "ry n</w>",
+ "sh d</w>",
+ "ortho don",
+ "ol de</w>",
+ "jay anti</w>",
+ "bal ances</w>",
+ "quic kest</w>",
+ "can ton",
+ "friday reads</w>",
+ "! *</w>",
+ "na a</w>",
+ "a ak",
+ "ðŁĶ ·</w>",
+ "behavi ors</w>",
+ "rasp berries</w>",
+ "ä »",
+ "polit ical",
+ "cam il",
+ "å ľ",
+ "di k</w>",
+ "ast ounding</w>",
+ "lie be</w>",
+ "novel ty</w>",
+ "tur moil</w>",
+ "sul ly</w>",
+ "spring break</w>",
+ "hon ouring</w>",
+ "cc g</w>",
+ "ðŁı Ĵ</w>",
+ "my little",
+ "ky c</w>",
+ "pro ms</w>",
+ "ðŁķ Ĭ</w>",
+ "Ã ¨</w>",
+ "bi ge",
+ "av ril</w>",
+ "ðŁĩµðŁĩ °</w>",
+ "mari on",
+ "as ants</w>",
+ "sur ya</w>",
+ "oc tag",
+ "luf than",
+ "ac ron",
+ "fayette ville</w>",
+ "ti que</w>",
+ "love s",
+ "en ca</w>",
+ "de kalb</w>",
+ "ta ver",
+ "de vote",
+ "aux iliary</w>",
+ "joh annes</w>",
+ "tread mill</w>",
+ "ay an",
+ "qu r</w>",
+ "donald son</w>",
+ "cher yl",
+ "\" ....</w>",
+ "s ven",
+ "kir sty</w>",
+ "gun ners</w>",
+ "ra dish</w>",
+ "o ahu</w>",
+ "v sky</w>",
+ "i ble</w>",
+ "con course</w>",
+ "b ps</w>",
+ "elo qu",
+ "ash ford</w>",
+ "te bow</w>",
+ "roblo x</w>",
+ "ma da</w>",
+ "dri ving",
+ "th day</w>",
+ "spro ject</w>",
+ "m ms</w>",
+ "band ed</w>",
+ ". !!</w>",
+ "libr arians</w>",
+ "flan nel</w>",
+ "intoler ance</w>",
+ "her al",
+ "ç µ",
+ "neme sis</w>",
+ "list a</w>",
+ "tar ak</w>",
+ "cry pt</w>",
+ "star plus</w>",
+ "vish nu</w>",
+ "sc ale",
+ "cr is</w>",
+ "% ),</w>",
+ "j illian</w>",
+ "regg ae",
+ "pegas us</w>",
+ "ol in",
+ "ip ment</w>",
+ "man ic</w>",
+ "l fc",
+ "godd ard</w>",
+ "ite am</w>",
+ "parl our</w>",
+ "anch ors</w>",
+ "lee minho</w>",
+ "talla hassee</w>",
+ "ant it",
+ "d ho",
+ "kid ney",
+ "y ash</w>",
+ "batt led</w>",
+ "az ad</w>",
+ "gar is</w>",
+ "faul kner</w>",
+ "sni ff</w>",
+ "papar azzi</w>",
+ "ed m",
+ "phy llis</w>",
+ "con tested</w>",
+ "aa ay</w>",
+ "se ca</w>",
+ "k ton</w>",
+ "vel ve",
+ "rain ier</w>",
+ "for um",
+ "tam pab",
+ "ho sp</w>",
+ "trac tors</w>",
+ "ox fordshire</w>",
+ "no tion</w>",
+ "guang zhou</w>",
+ "ðŁĺ ¯</w>",
+ "ref ill</w>",
+ "wednesday motivation</w>",
+ "sli der</w>",
+ "mukher jee</w>",
+ "pr att",
+ "fon taine</w>",
+ "alph on",
+ "af ar</w>",
+ "ts i</w>",
+ "pest icides</w>",
+ "fi ends</w>",
+ "mo cking</w>",
+ "bra w",
+ "tran sat",
+ "do ses</w>",
+ "co res</w>",
+ "hom ophobia</w>",
+ "docu menting</w>",
+ "zlat an</w>",
+ "con doms</w>",
+ "s é",
+ "sun set",
+ "kun st</w>",
+ "ton ga</w>",
+ "ภª",
+ "v ation</w>",
+ "sp ray",
+ "chow der</w>",
+ "ra ps</w>",
+ "palla dium</w>",
+ "nor wood</w>",
+ "music history</w>",
+ "hoo ker</w>",
+ "si si</w>",
+ "osp rey</w>",
+ "ph ys</w>",
+ "conce ded</w>",
+ "bob cat</w>",
+ "ar mad",
+ "ze it",
+ "Ù Ħ</w>",
+ "ðŁĺģ ðŁĺģ",
+ "mer idi",
+ "ðŁĩ· ðŁĩº</w>",
+ "corn wall",
+ "! ),</w>",
+ "touch downs</w>",
+ "ze it</w>",
+ "chal et</w>",
+ "mm m",
+ "al che",
+ "gor illa",
+ "fo ss</w>",
+ "ati ku</w>",
+ "lumin ous</w>",
+ "ivan ka</w>",
+ "be ek</w>",
+ "sta res</w>",
+ "sw iss",
+ "âĿ¤âĿ¤ âĿ¤âĿ¤",
+ "scru bs</w>",
+ "me ath</w>",
+ "gusta v</w>",
+ "jo gging</w>",
+ "confe tti</w>",
+ "as os</w>",
+ "ers fc</w>",
+ "breit bart</w>",
+ "applic able</w>",
+ "autho red</w>",
+ "ya ho",
+ "h in</w>",
+ "displac ement</w>",
+ "j v",
+ "ðŁĮ¹ ðŁĮ¹",
+ "ot c</w>",
+ "non profits</w>",
+ "diec ast</w>",
+ "gu sto</w>",
+ "inte stin",
+ "c ages</w>",
+ "me en",
+ "lu kas</w>",
+ "moon ey</w>",
+ "ðŁĺ ·",
+ "very day</w>",
+ "tor ah</w>",
+ "is sion</w>",
+ "wa c</w>",
+ "lever aging</w>",
+ "ish able</w>",
+ "cu se</w>",
+ "le wood</w>",
+ "may an</w>",
+ "turn table</w>",
+ "ju ice",
+ "tru sty</w>",
+ "tu p",
+ "eti quette</w>",
+ "supervis ors</w>",
+ "stu n</w>",
+ "gu zman</w>",
+ "confe ren",
+ "ric o",
+ "fe ast",
+ "back ward</w>",
+ "pol aris</w>",
+ "mic he",
+ "jo g",
+ "h ing",
+ "field house</w>",
+ "vel ing</w>",
+ "sho cker</w>",
+ "esc ence</w>",
+ "ठ¾",
+ "vi be",
+ "anasta sia</w>",
+ "mar ched</w>",
+ "kill ing",
+ "Ķ ë",
+ "fe tt</w>",
+ "exop lan",
+ "... (</w>",
+ "snow day</w>",
+ "lo h</w>",
+ "ir ani</w>",
+ "la khs</w>",
+ "del a</w>",
+ "po caly",
+ "boom ers</w>",
+ "dictat orship</w>",
+ "ac er",
+ "tur keys</w>",
+ "quarter final</w>",
+ "muskete ers</w>",
+ "ðŁĴĽ ðŁĴļ",
+ "sf x</w>",
+ "museum week</w>",
+ "sc ala</w>",
+ "ri sis</w>",
+ "( ðŁĵ·</w>",
+ "ãĢ Ĥ</w>",
+ "z ies</w>",
+ "bo eh",
+ "hu es</w>",
+ "lu sci",
+ "dol a</w>",
+ "impeach trump</w>",
+ "roo d</w>",
+ "don caster",
+ "tor re</w>",
+ "hero es",
+ "fo yer</w>",
+ "tar i</w>",
+ "blur red</w>",
+ "ke w",
+ "frank ly</w>",
+ "dro id</w>",
+ "ap al",
+ "Ð ¼",
+ "y af",
+ "bre t",
+ "par agu",
+ "cac ao</w>",
+ "ðŁĻĮ ðŁı¾",
+ "ru e",
+ "head aches</w>",
+ "shaw ty</w>",
+ "char ley</w>",
+ "pal er",
+ "go wns</w>",
+ "correc tional</w>",
+ "ðŁĺ© ðŁĺ©</w>",
+ "breaking bad</w>",
+ "ol ing</w>",
+ "da p</w>",
+ "endeav our</w>",
+ "cit adel</w>",
+ "tra d</w>",
+ "incumb ent</w>",
+ "medit ate</w>",
+ "foo ted</w>",
+ "ðŁĴ µ</w>",
+ "shab bat</w>",
+ "dayof the",
+ "wil lem</w>",
+ "gal way",
+ "to red</w>",
+ "marri age",
+ "f illion</w>",
+ "sleeve less</w>",
+ "aud itor</w>",
+ "jin young</w>",
+ "invin cible</w>",
+ "kad una</w>",
+ "a and",
+ "volcan oes</w>",
+ "mon eti",
+ "indie gogo</w>",
+ "buccane ers</w>",
+ "ðŁijī ðŁı½</w>",
+ "ãĢ Ĥ",
+ "lay ton</w>",
+ "cuck oo</w>",
+ "hu mber</w>",
+ "buzz er</w>",
+ "Ï ī</w>",
+ "to re",
+ "stra ins</w>",
+ "sto m</w>",
+ "pa ine</w>",
+ "s we</w>",
+ "du ff",
+ "z ou",
+ "si mi</w>",
+ "li pp",
+ "ur n</w>",
+ "se agu",
+ "ðŁĶ ®</w>",
+ "sun dae</w>",
+ "hi c</w>",
+ "ðŁĺ ¨</w>",
+ "bull pen</w>",
+ "u per",
+ "flyo ver</w>",
+ "al dridge</w>",
+ "glo bes</w>",
+ "ali es</w>",
+ "ken zie</w>",
+ "ge es</w>",
+ "y cle</w>",
+ "sp lin",
+ "mag enta</w>",
+ "j ha</w>",
+ "bal u",
+ "gh orn</w>",
+ "ti pper",
+ "wick er</w>",
+ "taste of",
+ "con clave</w>",
+ "ch ale</w>",
+ "inv asi",
+ "cat er</w>",
+ "dio xide</w>",
+ "me gab",
+ "win n</w>",
+ "at p",
+ "transform ative</w>",
+ "nest led</w>",
+ "hi g",
+ "bri dging</w>",
+ "lil ies</w>",
+ "chee red</w>",
+ "bad dest</w>",
+ "sc rolls</w>",
+ "real is</w>",
+ "dipl o</w>",
+ "ðŁĶ «",
+ "conce ssion</w>",
+ "prefe rences</w>",
+ "explo des</w>",
+ "er gon",
+ "introduc tory</w>",
+ "ine au</w>",
+ "ch af",
+ "som es</w>",
+ "land rover</w>",
+ "spir ation</w>",
+ "sex y</w>",
+ "sco recard</w>",
+ "illustr ates</w>",
+ "soul mate</w>",
+ "wi en</w>",
+ "inter disciplinary</w>",
+ "fore casting</w>",
+ "ent ities</w>",
+ "glu ed</w>",
+ "en lar",
+ "cur t</w>",
+ "percep tions</w>",
+ "boot leg</w>",
+ "mi re",
+ "asho k</w>",
+ "v az",
+ "hor ne</w>",
+ "cal le</w>",
+ "ac ulture</w>",
+ "ther oy",
+ "night time</w>",
+ "oc al</w>",
+ "character design</w>",
+ "ar mist",
+ "ðŁĺı ðŁĺı</w>",
+ "yah oo",
+ "ac eae</w>",
+ "to se</w>",
+ "even to</w>",
+ "sou t",
+ "nay anth",
+ "wh om",
+ "v are",
+ "ri gging</w>",
+ "gen us</w>",
+ "hi ve",
+ "com mands</w>",
+ "sti e",
+ "day a</w>",
+ "ethan ol</w>",
+ "en f",
+ "hi fi</w>",
+ "flu ence</w>",
+ "cle mson",
+ "re invent</w>",
+ "thermom eter</w>",
+ "humor ous</w>",
+ "emer ging",
+ "aci ón</w>",
+ "ðŁĺĺ ðŁĺį</w>",
+ "s ity",
+ "haw ke</w>",
+ "accompan ying</w>",
+ "t ility</w>",
+ "ðŁĺ ª",
+ "re cess</w>",
+ "protag onist</w>",
+ "l ery</w>",
+ "dun dal",
+ "int l",
+ "britt any",
+ "q bs</w>",
+ "off the",
+ "marri ages</w>",
+ "how to",
+ "viol ated</w>",
+ "adel aide",
+ "wit t",
+ "lanc er</w>",
+ "pak v",
+ "hu me</w>",
+ "st ade</w>",
+ "bra gging</w>",
+ "ou tright</w>",
+ "ad c</w>",
+ "super st",
+ "real time</w>",
+ "cu res</w>",
+ "garden ers</w>",
+ "ero ck</w>",
+ "dale jr</w>",
+ "ver o</w>",
+ "bar tol",
+ "mo ti",
+ "mc fly</w>",
+ "v pn</w>",
+ "st ink</w>",
+ "over rated</w>",
+ "guer ra</w>",
+ "e tis",
+ "ath ome</w>",
+ "twd family</w>",
+ "th ab",
+ "tn x</w>",
+ "rafa el",
+ "family travel</w>",
+ "x ley</w>",
+ "sat anic</w>",
+ "equ ations</w>",
+ "ru dy",
+ "wal dorf</w>",
+ "stan i</w>",
+ "tu be",
+ "meas les</w>",
+ "zimmer man</w>",
+ "obli gations</w>",
+ "i ously</w>",
+ "bow ser</w>",
+ "trans former</w>",
+ "sho ppe</w>",
+ "shak en</w>",
+ "gh ouse</w>",
+ "to d",
+ "ke tball</w>",
+ "share holder</w>",
+ "mar ca</w>",
+ "kp mg</w>",
+ "ak an</w>",
+ "given chy</w>",
+ "coast al",
+ "au th</w>",
+ "roller coaster</w>",
+ "mar ches</w>",
+ "coordin ate</w>",
+ "cine ma",
+ "apprentic es</w>",
+ "par lor</w>",
+ "mit o",
+ "men on</w>",
+ "consider able</w>",
+ "bar re</w>",
+ "glo ss",
+ "enh ances</w>",
+ "jaz eera</w>",
+ "fal mouth</w>",
+ "thra sh</w>",
+ "stat en</w>",
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+ "findyour park</w>",
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+ "south wark</w>",
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+ "ero tica</w>",
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+ "doctor ate</w>",
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+ "pla u",
+ "depri ved</w>",
+ "t le",
+ "ful ly",
+ "bour n</w>",
+ "st ak",
+ "lufthan sa</w>",
+ "kio sk</w>",
+ "far oo",
+ "def y</w>",
+ "bad an</w>",
+ "ðŁĺĺ âĿ¤ï¸ı</w>",
+ "rit z",
+ "tri sha</w>",
+ "ran ds</w>",
+ "middle sex</w>",
+ "arab s</w>",
+ "pro j</w>",
+ "sport scenter</w>",
+ "repe ats</w>",
+ "iv f</w>",
+ "bleed blue</w>",
+ "as sure</w>",
+ "o bs</w>",
+ "territ orial</w>",
+ "ele n</w>",
+ "bever ley</w>",
+ "ann ah",
+ "âĿ¤ï¸ıâĿ¤ï¸ı âĿ¤ï¸ıâĿ¤ï¸ı",
+ "z l</w>",
+ "for good</w>",
+ "science fiction</w>",
+ "gla u",
+ "son ya</w>",
+ "pri th",
+ "st weets</w>",
+ "mix ers</w>",
+ "mari o",
+ "ant elope</w>",
+ "writing community</w>",
+ "went z</w>",
+ "den ham</w>",
+ "be di</w>",
+ "sf o</w>",
+ "harley davidson</w>",
+ "look book</w>",
+ "immuno therapy</w>",
+ "or phe",
+ "es ville</w>",
+ "ed ged</w>",
+ "tas k",
+ "sb ball</w>",
+ "corro sion</w>",
+ "kilom eters</w>",
+ "co sting</w>",
+ "play back</w>",
+ "ke ke</w>",
+ "di visi",
+ "u ter",
+ "re location</w>",
+ "yel led</w>",
+ "pen g</w>",
+ "up beat</w>",
+ "ser ve",
+ "âļ ł</w>",
+ "hal en</w>",
+ "stir ring</w>",
+ "reh man</w>",
+ "en v</w>",
+ "schu macher</w>",
+ "frag ment</w>",
+ "alkal ine</w>",
+ "sb k</w>",
+ "resil i",
+ "share point</w>",
+ "rol lover</w>",
+ "tra sh",
+ "counter part</w>",
+ "âĻ «",
+ "ob itu",
+ "à ½",
+ "ãĤ ¹</w>",
+ "mul berry</w>",
+ "ðŁİ Ĩ</w>",
+ "auton omy</w>",
+ "spra ying</w>",
+ "nat l",
+ "love you",
+ "fran ki",
+ "nu k</w>",
+ "esc ar",
+ "can teen</w>",
+ "ali baba</w>",
+ "de plor",
+ "mole cule</w>",
+ "pu d",
+ "fort night</w>",
+ "blon die</w>",
+ "sp hin",
+ "portra yal</w>",
+ "ta che</w>",
+ "bu te</w>",
+ "consi sting</w>",
+ "freep alestine</w>",
+ "c sp</w>",
+ "im mort",
+ "d ns</w>",
+ "ðŁĴ¥ ðŁĴ¥</w>",
+ "tour de",
+ "coo king",
+ "archi val</w>",
+ "ga thers</w>",
+ "bit t</w>",
+ "b anc",
+ "pre mature</w>",
+ "snow ball</w>",
+ "poetry day</w>",
+ "lou dly</w>",
+ "fug itive</w>",
+ "ed ay",
+ "em ra",
+ "ðŁĩ¸ ðŁĩª</w>",
+ "sci en",
+ "node js</w>",
+ "jur gen</w>",
+ "je ong</w>",
+ "band ana</w>",
+ "un is</w>",
+ "fox sports</w>",
+ "v andy",
+ "pro visions</w>",
+ "wee p</w>",
+ "tu k",
+ "i ko</w>",
+ "h oun",
+ "zig gy</w>",
+ "z r</w>",
+ "fil let</w>",
+ "bat a</w>",
+ "tin k",
+ "con e",
+ "we want",
+ "k ilo",
+ "hor ace</w>",
+ "sl t</w>",
+ "sc t</w>",
+ "stay tuned</w>",
+ "victor ia",
+ "umb ria</w>",
+ "att acker</w>",
+ "ingham shire</w>",
+ "fright ening</w>",
+ "no ir",
+ "fr at</w>",
+ "con tempt</w>",
+ "lia ison</w>",
+ "ho i",
+ "br ink",
+ "tr ill</w>",
+ "ni agar",
+ "kick ass</w>",
+ "dun das</w>",
+ "not my",
+ "rho de",
+ "bu mble</w>",
+ "no xi",
+ "fa g</w>",
+ "spec tators</w>",
+ "mancrush monday</w>",
+ "jin ping</w>",
+ "distr act</w>",
+ "dais y",
+ "wal den</w>",
+ "portra it",
+ "ar thistory</w>",
+ "vol tron</w>",
+ "ev el",
+ "is c</w>",
+ "ac m</w>",
+ "r ite",
+ "na o</w>",
+ "de ported</w>",
+ "swe ats</w>",
+ "ru fus</w>",
+ "lo bo</w>",
+ "labor day</w>",
+ "gam o</w>",
+ "ihri thik</w>",
+ "bl it",
+ "abdomin al</w>",
+ "ãħ¤ãħ¤ ãħ¤ãħ¤",
+ "i it",
+ "e q",
+ "bu sy",
+ "allu arjun</w>",
+ "un disclosed</w>",
+ "de ton",
+ "pro create</w>",
+ "ki l</w>",
+ "ðŁİĤ ðŁİĤ",
+ "mitch ell",
+ "ki i</w>",
+ "inherit ance</w>",
+ "al p</w>",
+ "jo burg</w>",
+ "pat rolling</w>",
+ "compul sory</w>",
+ "un signed</w>",
+ "ni am",
+ "l ga</w>",
+ "eshop suk</w>",
+ "tr illi",
+ "ma w",
+ "appreci ating</w>",
+ "rock ab",
+ "mañ ana</w>",
+ "an tal",
+ "mal vern</w>",
+ "roy o</w>",
+ "grand prix</w>",
+ "sut ton",
+ "go ftheday</w>",
+ "dig i</w>",
+ "ãħĭãħĭ ãħĭãħĭ",
+ "t les</w>",
+ "varan asi</w>",
+ "erec ted</w>",
+ "discip les</w>",
+ "cont act",
+ "ðŁĺ µ</w>",
+ "li d",
+ "⬠ĩ</w>",
+ "scen tre</w>",
+ "radi ator</w>",
+ "ing tips</w>",
+ "trans itions</w>",
+ "thursday motivation</w>",
+ "chem ical",
+ "separ ati",
+ "sal is</w>",
+ "mi m</w>",
+ "geo graphical</w>",
+ "book fest</w>",
+ "/ .</w>",
+ "âľ ĭ",
+ "v ae</w>",
+ "cur rie</w>",
+ "ag garwal</w>",
+ "acceler ation</w>",
+ "the ses</w>",
+ "lg m</w>",
+ "u mass</w>",
+ "pro portions</w>",
+ "nat a</w>",
+ "ani ans</w>",
+ "ku ch</w>",
+ "be acons</w>",
+ "ap r",
+ "@ #</w>",
+ "ðŁĴª ðŁı¾</w>",
+ "nu ke</w>",
+ "sher aton</w>",
+ "ki o</w>",
+ "ma kati</w>",
+ "polit ico</w>",
+ "mor ale</w>",
+ "ì Ļ",
+ "econom ically</w>",
+ "gg ly</w>",
+ "ss en",
+ "pa stries</w>",
+ "intern ships</w>",
+ "vic ente</w>",
+ "fanta ken</w>",
+ "aveng ers",
+ "accu se</w>",
+ "slee pover</w>",
+ "indic ated</w>",
+ "the dream</w>",
+ "ster one</w>",
+ "ren ders</w>",
+ "fro st",
+ "ou i</w>",
+ "gre gg",
+ "d ore</w>",
+ "⾨ ⾨⾨</w>",
+ "pu gs</w>",
+ "sat y",
+ "nu mb</w>",
+ "hems worth</w>",
+ "tam i</w>",
+ "la ssic</w>",
+ "schi ff</w>",
+ "igle sias</w>",
+ "ag awa</w>",
+ "] \"</w>",
+ "re shi</w>",
+ "game stop</w>",
+ "divor ced</w>",
+ "theat er",
+ "clau di",
+ "un conventional</w>",
+ "prophe ts</w>",
+ "ac in",
+ "twel f",
+ "tow ering</w>",
+ "t ml",
+ "sc lerosis</w>",
+ "k wan</w>",
+ "ge ts",
+ "distur b</w>",
+ "na ira</w>",
+ "ener g",
+ "pir acy</w>",
+ "pru itt</w>",
+ "noti fied</w>",
+ "hen na</w>",
+ "bra m</w>",
+ "ground water</w>",
+ "bl s</w>",
+ "opti mis",
+ "$ )</w>",
+ "luci e</w>",
+ "biz hour</w>",
+ "fang irling</w>",
+ "gr ills</w>",
+ "or l</w>",
+ "ver se",
+ "c ina</w>",
+ "law less</w>",
+ "artistson twitter</w>",
+ "tele vised</w>",
+ "marshmal lows</w>",
+ "radio head</w>",
+ "bar r",
+ "m fc</w>",
+ "bre vi",
+ "mmor pg</w>",
+ "g aya</w>",
+ "âĸ «",
+ "sub titles</w>",
+ "j t",
+ "disney land",
+ "to bago</w>",
+ "nh m</w>",
+ "groo ve",
+ "fi awec</w>",
+ "\" /</w>",
+ "ba o",
+ "scra bble</w>",
+ "om ni</w>",
+ "ff l</w>",
+ "um c</w>",
+ "si mba</w>",
+ "ali er</w>",
+ "ter rell</w>",
+ "plu me</w>",
+ "mi di",
+ "dig nit",
+ "co c</w>",
+ "bru t</w>",
+ "ad ata</w>",
+ "alche my</w>",
+ "d sm</w>",
+ "ðŁĺĨ ðŁĺĨ</w>",
+ "win try</w>",
+ "spa res</w>",
+ "cu er",
+ "conclu sions</w>",
+ "to ys",
+ "od or</w>",
+ "fl ann",
+ "gar vey</w>",
+ "scrip tions</w>",
+ "inspec tions</w>",
+ "cat ap",
+ "ang lo",
+ "st louis</w>",
+ "heim er</w>",
+ "at ay",
+ "tr ich</w>",
+ "en yc</w>",
+ "chil ds</w>",
+ "vent il",
+ "mont p",
+ "guiller mo</w>",
+ "circu lare",
+ "z ell</w>",
+ "mode led</w>",
+ "craf tsman</w>",
+ "al ina</w>",
+ "stimul ation</w>",
+ "cashe w</w>",
+ "ju das</w>",
+ "best of</w>",
+ "to ire</w>",
+ "susp ends</w>",
+ "scol lege</w>",
+ "real ising</w>",
+ "by tes</w>",
+ "bloo ds</w>",
+ "as si</w>",
+ "ðŁĴ ¿</w>",
+ "o hs</w>",
+ "ðŁį ĭ</w>",
+ "scallo p</w>",
+ "ठµ</w>",
+ "gi fting</w>",
+ "camo gie</w>",
+ "wil kes</w>",
+ "o zzy</w>",
+ "ðŁ¤ ¤",
+ "ver onic",
+ "sav oy</w>",
+ "deme tri",
+ "baby girl</w>",
+ "ðŁĺį ðŁĺŃ</w>",
+ "so x",
+ "cly de",
+ "induc tee</w>",
+ "count down",
+ "self care</w>",
+ "ठľ</w>",
+ "vi ka</w>",
+ "tor re",
+ "phd chat</w>",
+ "pe ars</w>",
+ "aw h</w>",
+ "suff rage</w>",
+ "le sn",
+ "admir ation</w>",
+ "mp p</w>",
+ "shark week</w>",
+ "schul z</w>",
+ "santor ini</w>",
+ "clo ver",
+ "( *</w>",
+ "stras bourg</w>",
+ "ex iting</w>",
+ "so yu",
+ "finger print</w>",
+ "che a</w>",
+ "ãĢ ľ</w>",
+ "vin dic",
+ "song writers</w>",
+ "so a</w>",
+ "prou der</w>",
+ "nam a</w>",
+ "= ))</w>",
+ "simple st</w>",
+ "delici ously</w>",
+ "gil les</w>",
+ "u q</w>",
+ "mn wx</w>",
+ "ep p</w>",
+ "sh un</w>",
+ "ken nel</w>",
+ "fall on",
+ "ðŁIJ £</w>",
+ "sin d",
+ "tra gically</w>",
+ "out es</w>",
+ "modern ism</w>",
+ "co ke",
+ "gy n</w>",
+ "spi on",
+ "âĺ¹ ï¸ı</w>",
+ "le am",
+ "compress or</w>",
+ "apolog ise</w>",
+ "twent yon",
+ "fan atics</w>",
+ "âĻ »",
+ "sco tsman</w>",
+ "sa wa</w>",
+ "ko u</w>",
+ "as er",
+ "ภļ</w>",
+ "welter weight</w>",
+ "phen om</w>",
+ "twick enham</w>",
+ "stri a</w>",
+ "p out</w>",
+ "ka z</w>",
+ "gi am",
+ "cd p</w>",
+ "ho y",
+ "emplo y</w>",
+ "red mond</w>",
+ "ภĦà¸",
+ "sm ere</w>",
+ "trance family</w>",
+ "proto cols</w>",
+ "pie ce",
+ "lu iz</w>",
+ "iter acy</w>",
+ "carl s",
+ "united states</w>",
+ "har med</w>",
+ "phd life</w>",
+ "ch aw",
+ "foot prints</w>",
+ "l é",
+ "cho ker</w>",
+ "z ana</w>",
+ "sli pper</w>",
+ "eric sson</w>",
+ "insul ting</w>",
+ "articho ke</w>",
+ "advis ing</w>",
+ "acquis itions</w>",
+ "op or",
+ "mut ations</w>",
+ "re ar",
+ "ॠģ</w>",
+ "pod cast",
+ "wi ther",
+ "kun g",
+ "íĺ ¸</w>",
+ "win slow</w>",
+ "di apers</w>",
+ "ðŁĵ¸ @</w>",
+ "ec ker",
+ "col lar",
+ "hu ey</w>",
+ "gi ro",
+ "mono gram</w>",
+ "kas ich</w>",
+ "si veness</w>",
+ "malay si",
+ "arom atic</w>",
+ "gre s</w>",
+ "gali leo</w>",
+ "u ji</w>",
+ "rob b</w>",
+ "dr m</w>",
+ "none theless</w>",
+ "as a",
+ ": ></w>",
+ "lo a</w>",
+ "l np</w>",
+ "at work</w>",
+ "ag t</w>",
+ "laksh mi</w>",
+ "pipel ines</w>",
+ "id al</w>",
+ "stre l</w>",
+ "re all",
+ "chain z</w>",
+ "stone wall</w>",
+ "san sk",
+ "ðŁı ´",
+ "pied mont</w>",
+ "hoste ss</w>",
+ "ci u",
+ "t é</w>",
+ "analy ses</w>",
+ "wil helm</w>",
+ "scott y",
+ "rw by</w>",
+ "mosqu it",
+ "use mb",
+ "qu ins</w>",
+ "ðŁij İ",
+ "tu cker",
+ "s conf</w>",
+ "speci fications</w>",
+ "psychi atry</w>",
+ "broo kes</w>",
+ "s ils</w>",
+ "ol af</w>",
+ "de to",
+ "co di",
+ "cli p",
+ "fil th</w>",
+ "womancrush wednesday</w>",
+ "go to",
+ "ang erous</w>",
+ "be ale</w>",
+ "w tc</w>",
+ "paneli st</w>",
+ "ne x</w>",
+ "lar sen</w>",
+ "emili o</w>",
+ "tab leau</w>",
+ "h itters</w>",
+ "conce ived</w>",
+ "americ ani",
+ "or tega</w>",
+ "mar di",
+ "Ñ ĥ",
+ "pain tball</w>",
+ "thir sty",
+ "new yorker</w>",
+ "etis ation</w>",
+ "go ss",
+ "we aker</w>",
+ "u gh",
+ "tro ll",
+ "har ga</w>",
+ "du al",
+ "ght ning</w>",
+ "at ine</w>",
+ "ðŁĺİ ðŁĺİðŁĺİ</w>",
+ "cook out</w>",
+ "pyrene es</w>",
+ "po ss</w>",
+ "authent ication</w>",
+ "sports wear</w>",
+ "yun ho</w>",
+ "kir o</w>",
+ "archi pel",
+ "shen ko</w>",
+ "ren der",
+ "nov ation</w>",
+ "divin ity</w>",
+ "ðŁij £</w>",
+ "su fi</w>",
+ "humb ling</w>",
+ "ge opol",
+ "devote es</w>",
+ "wait ress</w>",
+ "tr ough</w>",
+ "py ro",
+ "i ba</w>",
+ "bl ing",
+ "gra f</w>",
+ "epilo ts</w>",
+ "bt r</w>",
+ "of tball</w>",
+ "bas king</w>",
+ "domin os</w>",
+ "so om",
+ "r ath</w>",
+ "sher yl</w>",
+ "qu el",
+ "astronom ical</w>",
+ "wel d</w>",
+ "track list</w>",
+ "sig nee</w>",
+ "slee pless</w>",
+ "com man",
+ "ch ron</w>",
+ "summ on</w>",
+ "pure michigan</w>",
+ "cri spr</w>",
+ "sli p",
+ "la gi</w>",
+ "ra q",
+ "um u</w>",
+ "thal ap",
+ "char med</w>",
+ "scru mp",
+ "quad copter</w>",
+ "ski p",
+ "peter sen</w>",
+ "mun i</w>",
+ "ðŁĮ ¾</w>",
+ "mon aghan</w>",
+ "tra ys</w>",
+ "ick ed</w>",
+ "canad aday</w>",
+ "te gr",
+ "ï¿ ½</w>",
+ "hot ness</w>",
+ "heavy metal</w>",
+ "ab ar</w>",
+ "gop debate</w>",
+ "az ul</w>",
+ "spider man",
+ "sun flowers</w>",
+ "ľ ë",
+ "web comics</w>",
+ "bar d",
+ "Ð ²",
+ "nichol as",
+ "slu sh</w>",
+ "ram an</w>",
+ "mark ham</w>",
+ "ffici al",
+ "ff ler</w>",
+ "íĬ ¸</w>",
+ "ple ss",
+ "anush ka</w>",
+ "to to</w>",
+ "sk aters</w>",
+ "pro wrestling</w>",
+ "compet es</w>",
+ "ay ala</w>",
+ "myster y",
+ "thr ills</w>",
+ "mp g",
+ "independ ently</w>",
+ "y ul",
+ "imper ative</w>",
+ "formid able</w>",
+ "tire less</w>",
+ "st acking</w>",
+ "ton gues</w>",
+ "mal tese</w>",
+ "pot ts</w>",
+ "mat ti",
+ "char ting</w>",
+ "chill out</w>",
+ "super nova</w>",
+ "ome o</w>",
+ "sky sports",
+ "nu tty</w>",
+ "ðŁĹĵ ï¸ı</w>",
+ "ro han</w>",
+ "insp ired",
+ "concier ge</w>",
+ "ser ra</w>",
+ "ma kk",
+ "gal at",
+ "chi pp",
+ "ye v</w>",
+ "ì £",
+ "reim bur",
+ "op ul",
+ "kimber ley</w>",
+ "i eee</w>",
+ "bre men</w>",
+ "ch itec",
+ "or in</w>",
+ "nak u",
+ "bon kers</w>",
+ "foo ty",
+ "emer gence</w>",
+ "ðŁĨ ĺ</w>",
+ "sti p",
+ "serge i</w>",
+ "zo ey</w>",
+ "ai me</w>",
+ "wou ld",
+ "dy es</w>",
+ "destin y",
+ "vinai grette</w>",
+ "dri er</w>",
+ "circulare conomy</w>",
+ "an archi",
+ "ss r</w>",
+ "sch el",
+ "cin er",
+ "gro om",
+ "determin ing</w>",
+ "gar min</w>",
+ "cal ais</w>",
+ "incarcer ation</w>",
+ "bu kit</w>",
+ "no i</w>",
+ "chelms ford</w>",
+ "mckin ley</w>",
+ "chi pped</w>",
+ "belong ed</w>",
+ "tu mors</w>",
+ "str oud</w>",
+ "mi i</w>",
+ "influen za</w>",
+ "wwen xt</w>",
+ "tun dra</w>",
+ "tele communications</w>",
+ "cat sofinstagram</w>",
+ "t ages</w>",
+ "beat ty</w>",
+ "o du</w>",
+ "ml kday</w>",
+ "oo per</w>",
+ "dang le</w>",
+ "ak ley</w>",
+ "cru mb</w>",
+ "anti gua</w>",
+ "ti mbers</w>",
+ "rou hani</w>",
+ "ðŁĴª ðŁĴªðŁĴª</w>",
+ "ha fi",
+ "... !!</w>",
+ "w cs</w>",
+ "coo p",
+ "sn c</w>",
+ "lit res</w>",
+ "ãĢ Ĭ</w>",
+ "ha z</w>",
+ "co z",
+ "k ant",
+ "green field</w>",
+ "cur ti",
+ "y ale",
+ "flye agles",
+ "what soever</w>",
+ "wor thing</w>",
+ "rou lette</w>",
+ "flyeagles fly</w>",
+ "un da</w>",
+ "a inted</w>",
+ "stand ing",
+ "lusci ous</w>",
+ "h pc</w>",
+ "effic acy</w>",
+ "ash land</w>",
+ "me ghan",
+ "ky wx</w>",
+ "n pr",
+ "bath tub</w>",
+ "ac os</w>",
+ "h ani",
+ "mar cor",
+ "man tis</w>",
+ "da isi",
+ "bo ba</w>",
+ "ab bie</w>",
+ "mu til",
+ "vi al</w>",
+ "spy der</w>",
+ "po z",
+ "g ti</w>",
+ "el fie</w>",
+ "nigh tw",
+ "metro id</w>",
+ "anton i",
+ "mad die",
+ "dh ry</w>",
+ "dar lings</w>",
+ "ten ds</w>",
+ "taek wondo</w>",
+ "atlan ta",
+ "me ow",
+ "chlo e",
+ "ãĥ İ</w>",
+ "ym es</w>",
+ "siber ia</w>",
+ "k con</w>",
+ "gu es",
+ "mar iner</w>",
+ "fac il",
+ "azz le</w>",
+ "[ ...",
+ "han nover</w>",
+ "bav aria</w>",
+ "vir go</w>",
+ "te uk</w>",
+ "u sps</w>",
+ ") #</w>",
+ "wall a</w>",
+ "sam pson</w>",
+ "need less</w>",
+ "ver bally</w>",
+ "hay ley",
+ "bow led</w>",
+ "pi us</w>",
+ "lam pard</w>",
+ "ham string</w>",
+ "vol vo",
+ "road safety</w>",
+ "cho king</w>",
+ "sor bet</w>",
+ "a hem</w>",
+ "healthy food</w>",
+ "brai ded</w>",
+ "horticul ture</w>",
+ "cr ative</w>",
+ "che ek",
+ "ad do</w>",
+ "the force",
+ "ko ko</w>",
+ "schiz oph",
+ "j ie</w>",
+ "w ada</w>",
+ "twentyon epilots</w>",
+ "h bcu</w>",
+ "pro ton</w>",
+ "pau ls</w>",
+ "lou isa</w>",
+ "lat am</w>",
+ "kyr gy",
+ "com pac",
+ "sd k</w>",
+ "sap i",
+ "?? ?",
+ "liber alism</w>",
+ "ep silon</w>",
+ "ai den</w>",
+ "w usa</w>",
+ "spra yed</w>",
+ "baske tball",
+ "kim ono</w>",
+ "blue wave</w>",
+ "ali as</w>",
+ "ë§ Ī",
+ "mug shot</w>",
+ "ce c</w>",
+ "do gre",
+ "ad ora</w>",
+ "ðŁĵ· @</w>",
+ "kra kow</w>",
+ "intrigu ed</w>",
+ "exhau sting</w>",
+ "astron omer</w>",
+ "ven ison</w>",
+ "lady bug</w>",
+ "ci v",
+ "bra e</w>",
+ "us m</w>",
+ "bri be</w>",
+ "acup uncture</w>",
+ "pembro ke</w>",
+ "ke ating</w>",
+ "chi e",
+ "y ad</w>",
+ "t si",
+ "sm i</w>",
+ "see ding</w>",
+ "gate shead</w>",
+ "lis boa</w>",
+ "gy p",
+ "canv ass</w>",
+ "ðŁĶ´ âļªï¸ı</w>",
+ "op i",
+ "ni r</w>",
+ "soci etal</w>",
+ "ly te</w>",
+ "ati es</w>",
+ "c sm</w>",
+ "ar tery</w>",
+ "al in</w>",
+ "aka poor</w>",
+ "abstr acts</w>",
+ "âĢ¦ âĢ¦</w>",
+ "teen wolf</w>",
+ "ne we",
+ "travel gram</w>",
+ "sentim ental</w>",
+ "per ched</w>",
+ "han del</w>",
+ "ho ek</w>",
+ "f ay</w>",
+ "coordin ating</w>",
+ "anim ate</w>",
+ "man ian</w>",
+ "effor t",
+ "jer ky</w>",
+ "f ck",
+ "adri enne</w>",
+ "ma bly</w>",
+ "tra ding",
+ "my el",
+ "spi ro",
+ "sol a</w>",
+ "stor ing</w>",
+ "over drive</w>",
+ "monday morning</w>",
+ "dream team</w>",
+ "pul se",
+ "bon di</w>",
+ "ber nie",
+ "pgat our</w>",
+ "tri poli</w>",
+ "son am",
+ "plat t</w>",
+ "âļ ¡",
+ "ag roup</w>",
+ "îIJ Ĵ",
+ "inv ading</w>",
+ "v cu</w>",
+ "k ell</w>",
+ "ñ os</w>",
+ "un dead</w>",
+ "pod casting</w>",
+ "mercede sam",
+ "mana fort</w>",
+ "cor tex</w>",
+ "que so</w>",
+ "impecc able</w>",
+ "pal mer",
+ "wil doz</w>",
+ "sport sc",
+ "guacam ole</w>",
+ "dispen ser</w>",
+ "cate gori",
+ "stun ts</w>",
+ "per il",
+ "invit ations</w>",
+ "dune din</w>",
+ "xi e",
+ "achi eves</w>",
+ "saf er",
+ "pre ds</w>",
+ "ph an</w>",
+ "knuck les</w>",
+ "k ak</w>",
+ "igno res</w>",
+ "lovemy job</w>",
+ "aru ba</w>",
+ "ound ation</w>",
+ "datac enter</w>",
+ "co vert</w>",
+ "gr ing</w>",
+ "cou ple",
+ "ا ر",
+ "vol i</w>",
+ "mc cle",
+ "arti sans</w>",
+ "lu do",
+ "kal am</w>",
+ "arom a",
+ "under taker</w>",
+ "hu la</w>",
+ "wiz kid</w>",
+ "gu mb",
+ "god frey</w>",
+ "bakers field</w>",
+ "ker n</w>",
+ "engine er",
+ "car ve</w>",
+ "pal in</w>",
+ "guaran tees</w>",
+ "pe bbles</w>",
+ "b ays</w>",
+ "zi eg",
+ "fin k</w>",
+ "â¬ĩï¸ı â¬ĩï¸ı",
+ "down pours</w>",
+ "ro chelle</w>",
+ "rasp berry",
+ "ðŁĺ ®",
+ "gra phies</w>",
+ "stom p</w>",
+ "caf es</w>",
+ "ari zed</w>",
+ "utt ar</w>",
+ "cal vary</w>",
+ "dri e</w>",
+ "crusad er</w>",
+ "bus an</w>",
+ "tux edo</w>",
+ "si u</w>",
+ "seam us</w>",
+ "cul tured</w>",
+ "blan chard</w>",
+ "town house</w>",
+ "ge red</w>",
+ "butter milk</w>",
+ "flu ctu",
+ "roger federer</w>",
+ "hel i</w>",
+ "ðŁ¦ ĥ</w>",
+ "u ous</w>",
+ "ram esh</w>",
+ "mu ppets</w>",
+ "email marketing</w>",
+ "ye ss</w>",
+ "br ice</w>",
+ "ri zio</w>",
+ "pel o",
+ "donnein arte</w>",
+ "u rable</w>",
+ "inve stin",
+ "bump ing</w>",
+ "raji v</w>",
+ "sav a</w>",
+ "thro wer</w>",
+ "fore x",
+ "o hhhh</w>",
+ "th rust</w>",
+ "pull man</w>",
+ "r fid</w>",
+ "sep sis</w>",
+ "le ed</w>",
+ "fri ght</w>",
+ "roun ding</w>",
+ "ne b",
+ "ph ins</w>",
+ "ai sha</w>",
+ "utili zing</w>",
+ "squ ats</w>",
+ "gold smith</w>",
+ "j ic</w>",
+ "bo ks</w>",
+ "vau s</w>",
+ "i po",
+ "exclu sion</w>",
+ "tari ff</w>",
+ "po kes</w>",
+ "min al</w>",
+ "land s",
+ "en force</w>",
+ "washington dc</w>",
+ "or char",
+ "g x</w>",
+ "mar ys</w>",
+ "ey our",
+ "aussi e",
+ "bak ers</w>",
+ "un popular</w>",
+ "latin os</w>",
+ "lar ge",
+ "pu tnam</w>",
+ "bol o</w>",
+ "wa de",
+ "pel o</w>",
+ "di zz",
+ "ob struction</w>",
+ "fla ppy</w>",
+ "weare the",
+ "depend ence</w>",
+ "pajam a</w>",
+ "e te</w>",
+ "y ann",
+ "e wan</w>",
+ "disc la",
+ "a ay</w>",
+ "kar ina</w>",
+ "e ic",
+ "an trim</w>",
+ "w soc</w>",
+ "neg atively</w>",
+ "kai do</w>",
+ "fotogra fia</w>",
+ "dh ru",
+ "colo ssal</w>",
+ "mcle od</w>",
+ "k wang</w>",
+ "mani pu",
+ "ex hilar",
+ "us atoday</w>",
+ "summer slam</w>",
+ "co les",
+ "tapro om</w>",
+ "unbeat able</w>",
+ "de ma",
+ "tic ks</w>",
+ "k ling",
+ "fil s</w>",
+ "campaig ners</w>",
+ "ภķ",
+ "brew ster</w>",
+ "audu bon</w>",
+ "qu ay",
+ "ch s",
+ "ki gali</w>",
+ "d ler</w>",
+ "strength ens</w>",
+ "som al",
+ "sign ingday</w>",
+ "gol ds</w>",
+ "pig ment</w>",
+ "orche stral</w>",
+ "g q",
+ "lin kin",
+ "ðŁı ĩ</w>",
+ "ta w</w>",
+ "algar ve</w>",
+ "ho v</w>",
+ "ear le</w>",
+ "gold fish</w>",
+ "am ig",
+ "ex er",
+ "ben in</w>",
+ "dru id</w>",
+ "ðŁIJ ¸</w>",
+ "she m</w>",
+ "quat tro</w>",
+ "mer cen",
+ "men te",
+ "incorpor ating</w>",
+ "bon anza</w>",
+ "state fair</w>",
+ "en de</w>",
+ "concep tions</w>",
+ "e es</w>",
+ "âĻ¥ï¸ı âĻ¥ï¸ı",
+ "d son</w>",
+ "fire arm</w>",
+ "orb ital</w>",
+ "we h</w>",
+ "multi p",
+ "fo b</w>",
+ "requi em</w>",
+ "p light</w>",
+ "thou se",
+ "sa id",
+ "oc re</w>",
+ "remem brance",
+ "n old</w>",
+ "chi pping</w>",
+ "be v",
+ "er t",
+ "ca thy",
+ "sy m</w>",
+ "ri ggs</w>",
+ "m ley</w>",
+ "dialo gues</w>",
+ "sl ender</w>",
+ "how l</w>",
+ "gau teng</w>",
+ "wd w</w>",
+ "to bi",
+ "smo kes</w>",
+ "im plo",
+ "b pm</w>",
+ "ad n</w>",
+ "mom basa</w>",
+ "cap sul",
+ "bloom field</w>",
+ "artic ul",
+ "cle o</w>",
+ "goog led</w>",
+ "flu ffy",
+ "l ard</w>",
+ "en zyme</w>",
+ "ve sti",
+ "ibra hi",
+ "fl ame",
+ "e mea</w>",
+ "out ages</w>",
+ "dispro por",
+ "ble ak</w>",
+ "an sel",
+ "ick er</w>",
+ "st louis",
+ "stock market</w>",
+ "good friday</w>",
+ "sau lt</w>",
+ "stal led</w>",
+ "pro m",
+ "ep som</w>",
+ "b é",
+ "the se",
+ "sau ces</w>",
+ "me w</w>",
+ "lit fest</w>",
+ "pre d",
+ "re u</w>",
+ "kar ak",
+ "si enna</w>",
+ "ell in</w>",
+ "bio technology</w>",
+ "ï¸ıâĥ£ -</w>",
+ "tac tic</w>",
+ "sa in</w>",
+ "por k",
+ "mon za</w>",
+ "ka j</w>",
+ "lu sh",
+ "compart ment</w>",
+ "chang ing",
+ "shraddha kapoor</w>",
+ "fo al</w>",
+ "ar tem",
+ "cu ando</w>",
+ "can ola</w>",
+ "ori ente",
+ "me sse</w>",
+ "d ited</w>",
+ "br c</w>",
+ "box er",
+ "bbc two</w>",
+ "s st</w>",
+ "ment day</w>",
+ "em ing</w>",
+ "de wey</w>",
+ "kof i</w>",
+ "âŀĸâŀĸ âŀĸâŀĸ",
+ "reali zation</w>",
+ "smo l</w>",
+ "tw ood",
+ "san je",
+ "flag staff</w>",
+ "ber wick</w>",
+ "cor set</w>",
+ "can ary",
+ "whistle blower</w>",
+ "et ched</w>",
+ "com posing</w>",
+ "squee zed</w>",
+ "bow er</w>",
+ "auto desk</w>",
+ "ne h",
+ "mathi eu</w>",
+ "ba ja",
+ "Å Ĥ",
+ "hy dra</w>",
+ "da im",
+ "am eri",
+ "insi sted</w>",
+ "mer lot</w>",
+ "gar ros</w>",
+ "heart news</w>",
+ "gaine sville</w>",
+ "cut ler</w>",
+ "bo de</w>",
+ "ðŁĺī ðŁĺī</w>",
+ "lew es</w>",
+ "scoun try</w>",
+ "g sa</w>",
+ "us u</w>",
+ "cc m</w>",
+ "god awgs</w>",
+ "phara oh</w>",
+ "cra e</w>",
+ "mor ley</w>",
+ "hyp noti",
+ "f ades</w>",
+ "neur ons</w>",
+ "fu zz</w>",
+ "ing co</w>",
+ "high landers</w>",
+ "star k",
+ "vig ne",
+ "pac kets</w>",
+ "amar illo</w>",
+ "reu ben</w>",
+ "insul ts</w>",
+ "bas ic",
+ "vec tor",
+ "n me</w>",
+ "ac ruz</w>",
+ "tro s</w>",
+ "transm itter</w>",
+ "ðŁĺ ŀ",
+ "interpre t</w>",
+ "ðŁĺ ²",
+ "pre quel</w>",
+ "mc gowan</w>",
+ "dis semin",
+ "ðŁĴĺ ðŁĴĺ</w>",
+ "mascul inity</w>",
+ "indie gamedev</w>",
+ "ali ve",
+ "te t",
+ "pe tal</w>",
+ "ema iled</w>",
+ "ar med",
+ "ko o</w>",
+ "he er</w>",
+ "ba ird</w>",
+ "super junior</w>",
+ "metro polis</w>",
+ "delav in",
+ "decl ines</w>",
+ "stit utes</w>",
+ "Û ģ",
+ "p tbo</w>",
+ "g lan",
+ "cho res</w>",
+ "e aling</w>",
+ "chri ssy</w>",
+ "ste mc",
+ "vi an",
+ "assassin ated</w>",
+ "pron ounce</w>",
+ "illeg als</w>",
+ "discover y",
+ "cav ill</w>",
+ "fri fotos</w>",
+ "f al</w>",
+ "so i</w>",
+ "sabot age</w>",
+ "t int</w>",
+ "p dc</w>",
+ "ðŁİīðŁİ Ī",
+ "ãĤ Ĭãģ",
+ "ji o</w>",
+ "endeav or</w>",
+ "in sig",
+ "commit tees</w>",
+ "she arer</w>",
+ "me tz</w>",
+ "mar rying</w>",
+ "h dd</w>",
+ "g by</w>",
+ "fre t</w>",
+ "tri sh",
+ "pu l</w>",
+ "scrip ted</w>",
+ "sa ki</w>",
+ "l w",
+ "ke ye",
+ "shim i</w>",
+ "nan aimo</w>",
+ "ca h</w>",
+ "Ã «</w>",
+ "tem pered</w>",
+ "ici an",
+ "du gg",
+ "dish washer</w>",
+ "air field</w>",
+ "s rugby</w>",
+ "gr inch</w>",
+ "y st",
+ "r ms</w>",
+ "mahat ma</w>",
+ "lan kan</w>",
+ "disc ar",
+ "dige stion</w>",
+ "no des</w>",
+ "l ls</w>",
+ "om ic",
+ "gu tter</w>",
+ "tis garh</w>",
+ "feder ico</w>",
+ "election day</w>",
+ "bo he",
+ "master card</w>",
+ "fire ball</w>",
+ "âľ Ķï¸ı",
+ "oy ster",
+ "p ong",
+ "do k",
+ "en route</w>",
+ "m vc</w>",
+ "beat the",
+ "ali stair</w>",
+ "shu b</w>",
+ "sh aming</w>",
+ "cherno byl</w>",
+ "ghi bli</w>",
+ "the s",
+ "pin ion</w>",
+ "d bs</w>",
+ "sal ts</w>",
+ "ic tion</w>",
+ "epi ph",
+ "nc pol</w>",
+ "in convenience</w>",
+ "whit ley</w>",
+ "inspec ting</w>",
+ "wood ley</w>",
+ "wi ener</w>",
+ "skil let</w>",
+ "no les</w>",
+ "m ca",
+ "h ina</w>",
+ "a sha",
+ "willing ness</w>",
+ "well ness",
+ "tam ed</w>",
+ "show time",
+ "dis advantaged</w>",
+ "ber nat",
+ "us n</w>",
+ "mission aries</w>",
+ "coun selling</w>",
+ "arrog ant</w>",
+ "quant itative</w>",
+ "leg alization</w>",
+ "ho dge</w>",
+ "energye fficiency</w>",
+ "cameron dallas</w>",
+ "pos sessions</w>",
+ "p bb</w>",
+ "harris burg</w>",
+ "v g",
+ "hindu ism</w>",
+ "happy thanksgiving</w>",
+ "fi b</w>",
+ "re acting</w>",
+ "tweeta picture",
+ "pol iti",
+ "mu ppet</w>",
+ "hur rah</w>",
+ "pac e",
+ "coast guard</w>",
+ "guar ded</w>",
+ "as am",
+ "par ry</w>",
+ "fore very",
+ "x q</w>",
+ "oom f</w>",
+ "ke anu</w>",
+ "j ind",
+ "ri st</w>",
+ "customer service</w>",
+ "sac red",
+ "ðŁĺ º</w>",
+ "ton er</w>",
+ "occur rence</w>",
+ "mat u",
+ "val dez</w>",
+ "red d</w>",
+ "is ak",
+ "power rangers</w>",
+ "pe asant</w>",
+ "raj ini</w>",
+ "abra ham",
+ "e mil</w>",
+ "car do</w>",
+ "tr il",
+ "hair styles</w>",
+ "obsole te</w>",
+ "sam pler</w>",
+ "direc tive</w>",
+ "delavin kisses</w>",
+ "ver ton</w>",
+ "glo s</w>",
+ "sp ay",
+ "paler mo</w>",
+ "com ets</w>",
+ "man ziel</w>",
+ "chicag of",
+ "ski pped</w>",
+ "pic torial</w>",
+ "h ant",
+ "b mi</w>",
+ "a ol</w>",
+ "re opens</w>",
+ "pad dling</w>",
+ "devo s</w>",
+ "fra ud",
+ "bas eline</w>",
+ "que ues</w>",
+ "sp ired</w>",
+ "sn are</w>",
+ "eu ve</w>",
+ "descri ptions</w>",
+ "daisi es</w>",
+ "ca ching</w>",
+ "gall eria</w>",
+ "tri mmed</w>",
+ "stin o</w>",
+ "recy cla",
+ "ic ular</w>",
+ "bir ken",
+ "raw lings</w>",
+ "fli x</w>",
+ "chic as</w>",
+ "b gt</w>",
+ "lik eli",
+ "argy ll</w>",
+ "thel ove",
+ "ga ston</w>",
+ "bl anca</w>",
+ "ha k</w>",
+ "f one</w>",
+ "sailor moon</w>",
+ "h aci",
+ "ima c</w>",
+ "fl yn",
+ "de can",
+ "bel les</w>",
+ "ap ic",
+ "zo g</w>",
+ "taun ton</w>",
+ "con stance</w>",
+ "lasag na</w>",
+ "ker nel</w>",
+ "in ka</w>",
+ "har bor",
+ "collec tively</w>",
+ "calcul ated</w>",
+ "av ille</w>",
+ "shil pa</w>",
+ "pur du",
+ "gi mm",
+ "fun er",
+ "a est</w>",
+ "pembroke shire</w>",
+ "nighting ale</w>",
+ "n unes</w>",
+ "hyper tension</w>",
+ "hu bert</w>",
+ "sli ders</w>",
+ "infer tility</w>",
+ "comm ended</w>",
+ "transat lantic</w>",
+ "metr ical</w>",
+ "!! @</w>",
+ "Å Ł</w>",
+ "ss g</w>",
+ "bac ca</w>",
+ "inver ted</w>",
+ "fun factfriday</w>",
+ "it ans</w>",
+ "albu m",
+ "acqu ainted</w>",
+ "ri er",
+ "whel an</w>",
+ "sar ab",
+ "mu e</w>",
+ "snoo ze</w>",
+ "pi ff</w>",
+ "agre eing</w>",
+ "sp itting</w>",
+ "jer maine</w>",
+ "n ye",
+ "âľı ï¸ı</w>",
+ "am bush</w>",
+ "ze ph",
+ "con greg",
+ "univers ity",
+ "s app</w>",
+ "wann abe</w>",
+ "pat rice</w>",
+ "ib d</w>",
+ "do glo",
+ "fri dges</w>",
+ "sun d</w>",
+ "king ston",
+ "ar gon",
+ "kam en</w>",
+ "hardro ck</w>",
+ "ds ley</w>",
+ "do lores</w>",
+ "ì °",
+ "ota ku</w>",
+ "pi ping</w>",
+ "be having</w>",
+ "âŃIJï¸ıâŃIJï¸ı âŃIJï¸ı</w>",
+ "blue bird</w>",
+ "an sari</w>",
+ "teapo t</w>",
+ "fire work</w>",
+ "cro p",
+ "log ans</w>",
+ "ty ped</w>",
+ "thick ness</w>",
+ "ig ers",
+ "c fp</w>",
+ "dys functional</w>",
+ "contra sting</w>",
+ "et ty</w>",
+ "aston martin</w>",
+ "tx st</w>",
+ "dra grace</w>",
+ "at tributes</w>",
+ "marath on",
+ "manu scripts</w>",
+ "john stone</w>",
+ "ðŁĺ± ðŁĺ±</w>",
+ "bo er</w>",
+ "ay u</w>",
+ "aru gula</w>",
+ "poo rest</w>",
+ "con du",
+ "assu mption</w>",
+ "anag h</w>",
+ "no h</w>",
+ "delav in</w>",
+ "sit ter</w>",
+ "g ö",
+ "mor ow</w>",
+ "kick start</w>",
+ "com i",
+ "gl acial</w>",
+ "ghe ad</w>",
+ "ba in",
+ "ker shaw</w>",
+ "en dof",
+ "fre ud</w>",
+ "om at",
+ "i af</w>",
+ "hu g",
+ "sign up</w>",
+ "each other</w>",
+ "defin ite</w>",
+ "tu bing</w>",
+ "shak ira</w>",
+ "ðŁijı ðŁı½",
+ "uu uu</w>",
+ "sw in</w>",
+ "sham bles</w>",
+ "ol as</w>",
+ "sk ell</w>",
+ "brit ain",
+ "kn w</w>",
+ "clu tter</w>",
+ "om y",
+ "j ens</w>",
+ "hang ed</w>",
+ "city scape</w>",
+ "scra ps</w>",
+ "un locking</w>",
+ "dead liest</w>",
+ "er no</w>",
+ "breast cancer",
+ "a it</w>",
+ "inspec t</w>",
+ "fu ri",
+ "ðŁĴ Į</w>",
+ "ku d",
+ "ju le",
+ "or ah</w>",
+ "mi ds</w>",
+ "m dt</w>",
+ "bur gring</w>",
+ "r attle",
+ "pu sa</w>",
+ "stal k",
+ "cle ans</w>",
+ "iss ance</w>",
+ "z ek</w>",
+ "worth it</w>",
+ "nam eis",
+ "musko ka</w>",
+ "council man</w>",
+ "urban art</w>",
+ "bar rac",
+ "un solved</w>",
+ "tu l</w>",
+ "g ita</w>",
+ "white board</w>",
+ "soy beans</w>",
+ "em ent",
+ "cont i</w>",
+ "saturday motivation</w>",
+ "conveni ently</w>",
+ "doc king</w>",
+ "t ado</w>",
+ "âı ©</w>",
+ "sp ino",
+ "puppy love</w>",
+ "po f",
+ "fabric ated</w>",
+ "robb ers</w>",
+ "adop ts</w>",
+ "ti fied</w>",
+ "kk r</w>",
+ "indulg ence</w>",
+ "notic eable</w>",
+ "macqu arie</w>",
+ "chap el",
+ "sensu al</w>",
+ "ki ko</w>",
+ "melan oma</w>",
+ "lore tta</w>",
+ "li ance</w>",
+ "ab en",
+ "sp lus</w>",
+ "ga al</w>",
+ "ac ele",
+ "lib dems</w>",
+ "compar isons</w>",
+ "ðŁĮ µ</w>",
+ "rhy thms</w>",
+ "mer y</w>",
+ "en capsul",
+ "nap ier</w>",
+ "ðŁijĮ ðŁijĮðŁijĮ</w>",
+ "ðŁij IJ</w>",
+ "plat z</w>",
+ "fre sno",
+ "re formed</w>",
+ "ran bir</w>",
+ "el it",
+ "the best",
+ "bhu shan</w>",
+ "vin nie</w>",
+ "impro vised</w>",
+ "s ittin</w>",
+ "re created</w>",
+ "e ba</w>",
+ "ec ker</w>",
+ "ac rob",
+ "pon te</w>",
+ "cor d",
+ "gi ddy</w>",
+ "eur usd</w>",
+ "fe ver",
+ "intu ition</w>",
+ "gar i",
+ "dum mies</w>",
+ "bud weiser</w>",
+ "amend ments</w>",
+ "te tra",
+ "sch nit",
+ "ay as</w>",
+ "mar ys",
+ "ci st</w>",
+ "k ani",
+ "ker mit</w>",
+ "ðŁĺ±ðŁĺ± ðŁĺ±</w>",
+ "tin ker</w>",
+ "strol ling</w>",
+ "di visional</w>",
+ "niger i",
+ "omin ous</w>",
+ "menstru al</w>",
+ "kar ab",
+ "k hy",
+ "bw fc</w>",
+ "pan handle</w>",
+ "l illi",
+ "well er</w>",
+ "stra pped</w>",
+ "son the",
+ "transfer ring</w>",
+ "ethe real</w>",
+ "sne aks</w>",
+ "ru dol",
+ "gab les</w>",
+ "jac king</w>",
+ "cin code",
+ "for tune",
+ "canadi ens</w>",
+ "con for",
+ "ab normal</w>",
+ "frank lin",
+ "tit a</w>",
+ "mu la</w>",
+ "persi st</w>",
+ "cu ties",
+ "ki el",
+ "ðŁĩ± ðŁĩ",
+ "her mann</w>",
+ "aw k</w>",
+ "fi asco</w>",
+ "ko to",
+ "we ta</w>",
+ "hi ker</w>",
+ "budd y",
+ "preven tive</w>",
+ "mcgra w</w>",
+ "game boy</w>",
+ "forsy th</w>",
+ "top shop</w>",
+ "si ob",
+ "sad h",
+ "in tram",
+ "follow art</w>",
+ "so aps</w>",
+ "dragon ball",
+ "ou x",
+ "morri son",
+ "๠ĥ",
+ "lu bric",
+ "adul thood</w>",
+ "morri sons</w>",
+ "âļ łï¸ı",
+ "her mo",
+ "ta ka</w>",
+ "stall one</w>",
+ "mis use</w>",
+ "team gb</w>",
+ "ra gha",
+ "con fined</w>",
+ "at y",
+ "hom ophobic</w>",
+ "nw o</w>",
+ "sky news</w>",
+ "ho ya</w>",
+ "ac rosse</w>",
+ "wi iu</w>",
+ "pur ée</w>",
+ "jed dah</w>",
+ "ðŁ¤ §</w>",
+ "advis ers</w>",
+ "ph ine</w>",
+ "an is",
+ "scrump tious</w>",
+ "ë° ķ",
+ "c ke</w>",
+ "vin y",
+ "ter m",
+ "s dc</w>",
+ "o do</w>",
+ "home school</w>",
+ "vas c</w>",
+ "leop ards</w>",
+ "debor ah",
+ "illic it</w>",
+ "cur ran</w>",
+ "as roma</w>",
+ "nau ght</w>",
+ "mar ig",
+ "brand i</w>",
+ "em p</w>",
+ "ðŁĺį ðŁijĮ</w>",
+ "î Į",
+ "su spend</w>",
+ "lu z</w>",
+ "initi ation</w>",
+ "sch aft</w>",
+ "jensen ackles</w>",
+ "craw ler</w>",
+ "post doc</w>",
+ "des ks</w>",
+ "trail blazer</w>",
+ "den omin",
+ "tri x</w>",
+ "no ise",
+ "po et",
+ "± ï¸ı</w>",
+ "s mug</w>",
+ "vol atile</w>",
+ "proof s</w>",
+ "pharmac ist</w>",
+ "sardin ia</w>",
+ "mash able</w>",
+ "kim chi</w>",
+ "co ed</w>",
+ "schal ke</w>",
+ "doo dled</w>",
+ "c sw</w>",
+ "sh ur",
+ "ro x</w>",
+ "do k</w>",
+ "chris brown</w>",
+ "mathemat ician</w>",
+ "ab ound</w>",
+ "ang elic</w>",
+ "rock ford</w>",
+ "d ole</w>",
+ "yor kers</w>",
+ "ms n</w>",
+ "g man",
+ "xavi er",
+ "bor rowing</w>",
+ "mark ings</w>",
+ "longh orn</w>",
+ "k ja",
+ "diver ted</w>",
+ "mm it</w>",
+ "euph oria</w>",
+ "ay yy</w>",
+ "te a",
+ "pa h",
+ "ck i</w>",
+ "un cut</w>",
+ "li ven",
+ "ky ung</w>",
+ "fan art",
+ "mer ing</w>",
+ "red ding</w>",
+ "amo vie</w>",
+ "gri di",
+ "c thulhu</w>",
+ "schol arly</w>",
+ "ju dah</w>",
+ "th bewithyou</w>",
+ "eu calyp",
+ "ðŁIJ ķ</w>",
+ "hert fordshire</w>",
+ "cour troom</w>",
+ "by u",
+ "auc tioned</w>",
+ "ple ase",
+ "mar cia</w>",
+ "ê° ĵ",
+ "succe eded</w>",
+ "el as</w>",
+ "arvin d</w>",
+ "t lot</w>",
+ "saig on</w>",
+ "re tt",
+ "ra kesh</w>",
+ "fd ny</w>",
+ "as en",
+ "se bring</w>",
+ "gladi ators</w>",
+ "you know</w>",
+ "v lad</w>",
+ "gol a</w>",
+ "par ap",
+ "ÑĢ и",
+ "sab cnews</w>",
+ "one team</w>",
+ "oh l</w>",
+ "sun e</w>",
+ "ri j",
+ "cd c",
+ "star gate</w>",
+ "run down</w>",
+ "plat o</w>",
+ "ph c</w>",
+ "chat ter</w>",
+ "ra viol",
+ "mn f</w>",
+ "mand ala</w>",
+ "li et</w>",
+ "ภķ</w>",
+ "mari a",
+ "hun gover</w>",
+ "consoli dation</w>",
+ "fer rell</w>",
+ "tradition al",
+ "ilove art</w>",
+ "gal ap",
+ "ðŁı Į",
+ "que zon</w>",
+ "espa ña</w>",
+ "ðŁĩ¨ðŁĩ Ń</w>",
+ "ho bby",
+ "steam boat</w>",
+ "mali gn",
+ "guil lau",
+ "pro hi",
+ "its me",
+ "íĥ Ģ",
+ "in scription</w>",
+ "al z</w>",
+ "mari an",
+ "k ade</w>",
+ "mm on</w>",
+ "adju sting</w>",
+ "ne sts</w>",
+ "intern ally</w>",
+ "ci r</w>",
+ "vik ram",
+ "mal ala</w>",
+ "k ph</w>",
+ "fel icia</w>",
+ "the real</w>",
+ "cap tivity</w>",
+ "at is</w>",
+ "marcor ubio</w>",
+ "kale ido",
+ "che v</w>",
+ "mano j</w>",
+ "le more</w>",
+ "gent ri",
+ "vi ps</w>",
+ "tro pe</w>",
+ "\" âĢĶ</w>",
+ "pair ings</w>",
+ "mal nutrition</w>",
+ "fr ay</w>",
+ "desig nation</w>",
+ "brun omars</w>",
+ "az e",
+ "tor rential</w>",
+ "pan zer</w>",
+ "ga il",
+ "under the",
+ "the ological</w>",
+ "schizoph re",
+ "dazz le</w>",
+ "freder ic</w>",
+ "mo par</w>",
+ "ad illa</w>",
+ "so ggy</w>",
+ "ra un",
+ "medi ocre</w>",
+ "colo rec",
+ "i fe",
+ "p inst",
+ "blu ef",
+ "Â ²</w>",
+ "world water",
+ "gir oud</w>",
+ "clar inet</w>",
+ "ad olf</w>",
+ "tar antino</w>",
+ "receip ts</w>",
+ "assu mp",
+ "ðŁij Ł</w>",
+ "coffe es</w>",
+ "âľĬ ðŁı¾</w>",
+ "du plex</w>",
+ "s of</w>",
+ "r x",
+ "lin o",
+ "timber wolves</w>",
+ "pan dit</w>",
+ "mo tm</w>",
+ "e ga</w>",
+ "ay ama</w>",
+ "ach s</w>",
+ "outsi der</w>",
+ "ll en",
+ "co er",
+ "til ly</w>",
+ "cheese burger</w>",
+ "ma ds</w>",
+ "ple dis</w>",
+ "emp ty",
+ "national parks</w>",
+ "az iz",
+ "p mi</w>",
+ "jun kies</w>",
+ "f ener",
+ "sq n</w>",
+ "è s</w>",
+ "gener ation",
+ "cleop atra</w>",
+ "bhuban es",
+ "mosqu es</w>",
+ "ty free</w>",
+ "popp ins</w>",
+ "tw c</w>",
+ "or well</w>",
+ "n age</w>",
+ "ka whi</w>",
+ "hol low",
+ "dal ai</w>",
+ "¨¨ ¨¨",
+ "ou ro",
+ "m health</w>",
+ "gi on</w>",
+ "az o</w>",
+ "vis as</w>",
+ "reneg ade</w>",
+ "re ic",
+ "w sop</w>",
+ "ðŁĴļ ðŁĴĽ</w>",
+ "e chel",
+ "tox icity</w>",
+ "mü n",
+ "bun k</w>",
+ "stimul ating</w>",
+ "asth our</w>",
+ "\\ '</w>",
+ "ep h</w>",
+ "ende mic</w>",
+ "cn bc",
+ "shrin king</w>",
+ "peabo dy</w>",
+ "michel angelo</w>",
+ "can yon",
+ "wal e",
+ "su mi</w>",
+ "si ders</w>",
+ "inu it</w>",
+ "? .</w>",
+ "profession alism</w>",
+ "dr acing</w>",
+ "plat oon</w>",
+ "p ons</w>",
+ "out bound</w>",
+ "maple leafs</w>",
+ "de sol",
+ "cen cy</w>",
+ "a than",
+ "ver ma</w>",
+ "ru bbing</w>",
+ "ok an",
+ "ðŁij ł</w>",
+ "mull ins</w>",
+ "authent ic",
+ "Å į",
+ "alman ac</w>",
+ "ga ia</w>",
+ "bb q",
+ "on imo</w>",
+ "ke h",
+ "ty a</w>",
+ "tou ts</w>",
+ "y av",
+ "re posit",
+ ", .</w>",
+ "wi ght",
+ "se eyou",
+ "cal lof",
+ "done sia</w>",
+ "bar gaining</w>",
+ "gr anth",
+ "sd su</w>",
+ "amphi theater</w>",
+ "p su",
+ "re watching</w>",
+ "wine tasting</w>",
+ "peak district</w>",
+ "dete cting</w>",
+ "thur man</w>",
+ "phe e</w>",
+ "èª ķ",
+ "u mich",
+ "re r",
+ "sculp ted</w>",
+ "go le",
+ "name sake</w>",
+ "ðŁĶ ģ</w>",
+ "serv icing</w>",
+ "bau gh</w>",
+ "pu gh</w>",
+ "pen cil",
+ "dar th",
+ "munch kin</w>",
+ "at orium</w>",
+ "ten ers</w>",
+ "sun y</w>",
+ "rolling stones</w>",
+ "mag ing</w>",
+ "star rer</w>",
+ "i dris</w>",
+ "fe instein</w>",
+ "ag ron",
+ "âĺºï¸ı âĺºï¸ı</w>",
+ "supervis ed</w>",
+ "chamele on</w>",
+ "aggre gate</w>",
+ "succe ssive</w>",
+ "mo gul</w>",
+ "inst yle</w>",
+ "pol dark</w>",
+ "custom e",
+ "ohio state</w>",
+ "ha ya</w>",
+ "ci des</w>",
+ "broker age</w>",
+ "angel ou</w>",
+ "fifa wwc</w>",
+ "de forestation</w>",
+ "al ton",
+ "pam ph",
+ "hu gged</w>",
+ "ho bo</w>",
+ "change able</w>",
+ "ku ber",
+ "bur roughs</w>",
+ "demon etisation</w>",
+ "cape cod</w>",
+ "vers atility</w>",
+ "or ice</w>",
+ "le ila</w>",
+ "womenin science</w>",
+ "tu a</w>",
+ "he dges</w>",
+ "embarrass ment</w>",
+ "ali fe",
+ "so ars</w>",
+ "ni ghter</w>",
+ "hy mn</w>",
+ "gi pp",
+ "chas u",
+ "tech s</w>",
+ "ni all",
+ "k illa</w>",
+ "hi ka</w>",
+ "cam els</w>",
+ "valu e",
+ "Â ¢</w>",
+ "sc oops</w>",
+ "mah moud</w>",
+ "clu sive</w>",
+ "adri ana</w>",
+ "pac o</w>",
+ "oz il</w>",
+ "un as</w>",
+ "transl ations</w>",
+ "whispe rer</w>",
+ "s bi</w>",
+ "bu xton</w>",
+ "bio tics</w>",
+ "indi ffe",
+ "ken ney</w>",
+ "k lar",
+ "et ching</w>",
+ "barra best</w>",
+ "inst ability</w>",
+ "se ine</w>",
+ "vo tel",
+ "blo gged</w>",
+ "whis key",
+ "my space</w>",
+ "t ant",
+ "lan dia</w>",
+ "give back</w>",
+ "illu s</w>",
+ "aw ak</w>",
+ "ac ab",
+ "f bloggers</w>",
+ "cloud computing</w>",
+ "blat ant</w>",
+ "syri ans</w>",
+ "band ra</w>",
+ "sty n</w>",
+ "an em",
+ "ke ted</w>",
+ "kar thik</w>",
+ "barun sob",
+ "pin ot",
+ "gu bernat",
+ "gay e</w>",
+ "arti ste</w>",
+ "i fied</w>",
+ "conven tions</w>",
+ "hu an</w>",
+ "geni uses</w>",
+ "eeee ee</w>",
+ "fol ly</w>",
+ "somer ville</w>",
+ "pride month</w>",
+ "ðŁĩºðŁĩ¸ ðŁĩºðŁĩ¸</w>",
+ "chemo therapy</w>",
+ "paul s",
+ "bak ar</w>",
+ "ìĦ¸ë¸ IJ</w>",
+ "taiwan ese</w>",
+ "fol lo",
+ "c ss",
+ "re ign",
+ "nn nn</w>",
+ "fla un",
+ "catastro phe</w>",
+ "iti es",
+ "frag ments</w>",
+ "extre mists</w>",
+ "ym oun",
+ "car men",
+ "eze kiel</w>",
+ "conne cting</w>",
+ "se h</w>",
+ "man ta</w>",
+ "remodel ing</w>",
+ "we ymouth</w>",
+ "at oms</w>",
+ "ce m</w>",
+ "ne well</w>",
+ "lu mi",
+ "the open</w>",
+ "mo c",
+ "mili band</w>",
+ "g land</w>",
+ "z shq</w>",
+ "mag gie",
+ "mani acs</w>",
+ "m sp",
+ "ad y",
+ "cre ams</w>",
+ "le anne</w>",
+ "e sta",
+ "py g",
+ "af finity</w>",
+ "pray er",
+ "dun bar</w>",
+ "ligh troom</w>",
+ "ac adi",
+ "wyn onna",
+ "roman tic",
+ "state dept</w>",
+ "sick le</w>",
+ "wh os",
+ "lam o",
+ "et our</w>",
+ "fin ity",
+ "shru b</w>",
+ "shar pen",
+ "pun dit</w>",
+ "ed on</w>",
+ "af ore",
+ "mar s",
+ "jeff ery</w>",
+ "ter ps</w>",
+ "medal list</w>",
+ "kath arine</w>",
+ "accu sing</w>",
+ "ta z",
+ "roy d</w>",
+ "from home</w>",
+ "confron tation</w>",
+ "alle gh",
+ "ðŁijī ðŁijī</w>",
+ "refresh er</w>",
+ "ran veer</w>",
+ "never land</w>",
+ "jo jo",
+ "lu crative</w>",
+ "en am",
+ "ca ver",
+ "pa edi",
+ "man jaro</w>",
+ "flu ids</w>",
+ "the ssal",
+ "oppre ssed</w>",
+ "mu ss",
+ "joh anna</w>",
+ "Ø ®",
+ "cn g</w>",
+ "buil dthe",
+ "sett les</w>",
+ "s ith</w>",
+ "fu ego</w>",
+ "cl amp</w>",
+ "ar ag",
+ "pay er</w>",
+ "ted x</w>",
+ "mand y",
+ "inter stellar</w>",
+ "fr c</w>",
+ "ch and</w>",
+ "b cc</w>",
+ "mo lo",
+ "len til</w>",
+ "johan sson</w>",
+ "grims by</w>",
+ "nature lovers</w>",
+ "ðŁļ¨ ðŁļ¨ðŁļ¨</w>",
+ "shin de</w>",
+ "x in</w>",
+ "international dayof",
+ "transiti onal</w>",
+ "sat a</w>",
+ "cad dy</w>",
+ "wo d</w>",
+ "if u</w>",
+ "ha ys</w>",
+ "holl yo",
+ "j ang",
+ "ir c</w>",
+ "co im",
+ "grad able</w>",
+ "\" \"",
+ "ðŁį ´",
+ "ঠ¾</w>",
+ "a el",
+ "n yo",
+ "west lake</w>",
+ "time out</w>",
+ "sof i",
+ "phenom ena</w>",
+ "cultiv ation</w>",
+ "ag no",
+ "un armed</w>",
+ "so t",
+ "con j",
+ "gen o",
+ "royal navy</w>",
+ "nutriti on",
+ "fair mont</w>",
+ "ti relessly</w>",
+ "sn g</w>",
+ "re ty</w>",
+ "mic a</w>",
+ "lu cent</w>",
+ "slo ane</w>",
+ "droo l</w>",
+ "riz al</w>",
+ "od ell</w>",
+ "critici zed</w>",
+ ". '\"</w>",
+ "la ze</w>",
+ "deser ted</w>",
+ "co der</w>",
+ "pra s</w>",
+ "l illian</w>",
+ "itiner ary</w>",
+ "dav y</w>",
+ "an ap",
+ "whi pping</w>",
+ "hobo ken</w>",
+ "kare ena</w>",
+ "çľ Ł",
+ "vi us</w>",
+ "ter n",
+ "nan tucket</w>",
+ "mis understood</w>",
+ "bu laga</w>",
+ "st ant",
+ "chin ook</w>",
+ "z am</w>",
+ "reli es</w>",
+ "d ss</w>",
+ "ed mond</w>",
+ "sket chy</w>",
+ "m ell</w>",
+ "fe x",
+ "rec tor</w>",
+ "dist ill",
+ "day dream</w>",
+ "wine maker</w>",
+ "ri pley</w>",
+ "billion aires</w>",
+ "hel ene</w>",
+ "ati f</w>",
+ "cul prit</w>",
+ "bertr and</w>",
+ "wou ldnt</w>",
+ "ma pped</w>",
+ "v ak</w>",
+ "gla dly</w>",
+ "parliam ent",
+ "kidlit art</w>",
+ "ware ness",
+ "goli ath</w>",
+ "âĨ ĵ</w>",
+ "view point</w>",
+ "tat ted</w>",
+ "fu ls</w>",
+ "dor sey</w>",
+ "ang lers</w>",
+ "li ds</w>",
+ "ki ya</w>",
+ "bow les</w>",
+ "be h</w>",
+ "b ite</w>",
+ "compati bility</w>",
+ "ance stral</w>",
+ "pro x",
+ "beha ved</w>",
+ "gubernat orial</w>",
+ "ch field</w>",
+ "sab an</w>",
+ "z h</w>",
+ "teen y</w>",
+ "shibu ya</w>",
+ "holli day</w>",
+ "pan cy</w>",
+ "âĿĦï¸ı âĿĦï¸ı",
+ "seun gri</w>",
+ "? ,</w>",
+ "ðŁĩ¦ ðŁĩ·</w>",
+ "im itation</w>",
+ "impac tful</w>",
+ "any i</w>",
+ "gene vie",
+ "añ os</w>",
+ "bate man</w>",
+ "gli der</w>",
+ "af ar",
+ "ra sheed</w>",
+ "effor tless</w>",
+ "sh war</w>",
+ "dach sh",
+ "er un</w>",
+ "at os</w>",
+ "kin i</w>",
+ "ch d</w>",
+ "kha ki</w>",
+ "k lin</w>",
+ "felici dades</w>",
+ "bel o</w>",
+ "as l</w>",
+ "to ppers</w>",
+ "fin ley</w>",
+ "stac ey",
+ "rigor ous</w>",
+ "kar ting</w>",
+ "le ppard</w>",
+ "car michael</w>",
+ "be ret</w>",
+ "c se</w>",
+ "ak hi",
+ "mer ingue</w>",
+ "ab an",
+ "ha ke",
+ "ger i",
+ "er jee</w>",
+ "re sto</w>",
+ "comm anders</w>",
+ "pr it",
+ "fl or</w>",
+ "ad ven",
+ "ex termin",
+ "remain der</w>",
+ "å IJ",
+ "es g</w>",
+ "martin o</w>",
+ "lulla by</w>",
+ "| @</w>",
+ "mi gn",
+ "in store</w>",
+ "big bang",
+ "cor di",
+ "cau ley</w>",
+ "ante bellum</w>",
+ "dg ate</w>",
+ "cro ck",
+ "span dex</w>",
+ "scaf folding</w>",
+ "ore os</w>",
+ "ê°ĵ ìĦ¸ë¸IJ</w>",
+ "pom ona</w>",
+ "ma uro</w>",
+ "uni versi",
+ "re mi</w>",
+ "af ootball</w>",
+ "t ant</w>",
+ "sm alls</w>",
+ "ne h</w>",
+ "worl do",
+ "tropic al",
+ "mor ph</w>",
+ "jav elin</w>",
+ "gla r</w>",
+ "arqu itec",
+ "reminis cent</w>",
+ "tu bs</w>",
+ "spide y</w>",
+ "make u",
+ "syl la",
+ "progressi ves</w>",
+ "blo t</w>",
+ "shor ten</w>",
+ "keep in</w>",
+ "ch ak</w>",
+ "ang st</w>",
+ "super food</w>",
+ "decad ent</w>",
+ "ston y",
+ "neuro logical</w>",
+ "ar boretum</w>",
+ "ann ak",
+ "fe ma</w>",
+ "per cu",
+ "dis respectful</w>",
+ "small biz",
+ "lo x</w>",
+ "co om",
+ "c sc",
+ "bs bi",
+ "pre valence</w>",
+ "him ss</w>",
+ "esp an",
+ "mo ga",
+ "fr ampton</w>",
+ "sky map</w>",
+ "mas se",
+ "levi athan</w>",
+ "( ).</w>",
+ "noctur nal</w>",
+ "car ameli",
+ "ang or</w>",
+ "amne sia</w>",
+ "outsi ders</w>",
+ "she alth",
+ "rhin o",
+ "ant ag",
+ "ag io</w>",
+ "ðŁĴ° ðŁĴ°",
+ "take me",
+ "kab addi</w>",
+ "c si",
+ "m sh",
+ "coch rane</w>",
+ "thessal oni",
+ "sil a</w>",
+ "ha us",
+ "du sting</w>",
+ "obe se</w>",
+ "mack lemore</w>",
+ "mani sh",
+ "len in</w>",
+ "m dc</w>",
+ "gro wn",
+ "shef field",
+ "s rs</w>",
+ "ke le",
+ "car son",
+ "ch um</w>",
+ "dah lia</w>",
+ "can tore</w>",
+ "opp o</w>",
+ "how ling</w>",
+ "cyber crime</w>",
+ "sur realism</w>",
+ "sc ran",
+ "fa iz",
+ "thre n</w>",
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+ "pk not</w>",
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+ "ðŁĻĪ ðŁĻĪ</w>",
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+ "en s",
+ "âĿ¤ï¸ı ðŁĺĺ</w>",
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+ "ad an</w>",
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+ "car ton</w>",
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+ "acceler ating</w>",
+ ") ..</w>",
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+ "recep tor</w>",
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+ "spion age</w>",
+ "r attle</w>",
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+ "u li",
+ "blog post</w>",
+ "acker ay</w>",
+ ") âĢ¦</w>",
+ "red velvet</w>",
+ "mat th",
+ "inspir ing",
+ "b sd</w>",
+ "ker ri",
+ "po con",
+ "mil lar</w>",
+ "re pur",
+ "accent ure</w>",
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+ "ram bo</w>",
+ "ragnar ok</w>",
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+ "british museum</w>",
+ "pat ory</w>",
+ "leip zig</w>",
+ "flori an</w>",
+ "sci fi",
+ "in ers</w>",
+ "br ate</w>",
+ "yo y</w>",
+ "melis sa",
+ "ab er</w>",
+ "ma sa</w>",
+ "po te</w>",
+ "mosquit oes</w>",
+ "transpl ant",
+ "r pa</w>",
+ "; ))</w>",
+ "bast ille</w>",
+ "yl an</w>",
+ "joye ux</w>",
+ "melo dic</w>",
+ "cap tions</w>",
+ "atri st</w>",
+ "roch dale</w>",
+ "gott i</w>",
+ "pew die",
+ "cuties aturday</w>",
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+ "aqu aculture</w>",
+ "tiv a</w>",
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+ "he ss</w>",
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+ "fred die",
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+ "brand o</w>",
+ "v k</w>",
+ "photo book</w>",
+ "* ,</w>",
+ "my dayin",
+ "micha ela</w>",
+ "brune i</w>",
+ "sr ini",
+ "in te</w>",
+ "Ä ±</w>",
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+ "al amo",
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+ "justic eleague</w>",
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+ "gab i</w>",
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+ "inspir ational",
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+ "et na</w>",
+ "alvar o</w>",
+ "fel dman</w>",
+ "bar net</w>",
+ "m ha</w>",
+ "es ch</w>",
+ "bloo ded</w>",
+ ">>>> >>>>",
+ "kan i</w>",
+ "ho fficial</w>",
+ "casablanc a</w>",
+ "bir ds",
+ "ty ga</w>",
+ "sw amp",
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+ "snoo py</w>",
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+ "ðŁİ ¾",
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+ "ram pant</w>",
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+ "ðŁĺĤ ðŁijĮ</w>",
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+ "egre t</w>",
+ "wolver ines</w>",
+ "congratul ated</w>",
+ "ho gg</w>",
+ "bott ling</w>",
+ "wr i</w>",
+ "fer ri",
+ "bo sch",
+ "af ire</w>",
+ "og den</w>",
+ "s jo",
+ "j dm</w>",
+ "sv t</w>",
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+ "tol lywood</w>",
+ "min k</w>",
+ "me se</w>",
+ "super sonic</w>",
+ "op oulos</w>",
+ "å ¸",
+ "âĶ ģ",
+ "knuck le</w>",
+ "gu ise</w>",
+ "gam i</w>",
+ "chu cky</w>",
+ "z inger</w>",
+ "radi al</w>",
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+ "discipl ines</w>",
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+ "ðŁĩ®ðŁĩ ¹",
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+ "em cee</w>",
+ "mi stre",
+ "insom ni",
+ "fer gus</w>",
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+ "med tech</w>",
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+ "bear ings</w>",
+ "ðŁIJ Ł",
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+ "wend ell</w>",
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+ "quo ta</w>",
+ "p ate</w>",
+ "win ning",
+ "ðŁį Ń</w>",
+ "sho pping",
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+ "cul ver</w>",
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+ "mcfad den</w>",
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+ "dor set",
+ "tech crunch</w>",
+ "⬠ħï¸ı</w>",
+ "tip tuesday</w>",
+ "us l</w>",
+ "tre x</w>",
+ "geor gie</w>",
+ "ranveer official</w>",
+ "lic ks</w>",
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+ "k f</w>",
+ "' âĢ¦</w>",
+ "jap s</w>",
+ "p ate",
+ "orth op",
+ "fe sta</w>",
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+ "hammer smith</w>",
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+ "ite z</w>",
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+ "lig ans</w>",
+ "z ona</w>",
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+ "m ss",
+ "andre i</w>",
+ "weather channel</w>",
+ "gh c</w>",
+ ": ...</w>",
+ "ta ft</w>",
+ "awe ather",
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+ "bru tal",
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+ "q m</w>",
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+ "bro die</w>",
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+ "applau d</w>",
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+ "v ague</w>",
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+ "mu cha</w>",
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+ "black fish</w>",
+ "sk unk</w>",
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+ "sh ard</w>",
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+ "juda ism</w>",
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+ "part ition</w>",
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+ "no logy</w>",
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+ "co asts</w>",
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+ "nano technology</w>",
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+ "con fit</w>",
+ "ma kar",
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+ "cli pper</w>",
+ "bal la",
+ "sti k</w>",
+ "mil b</w>",
+ "safe guard</w>",
+ "musi que</w>",
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+ "pad ded</w>",
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+ "chop in</w>",
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+ "tran sporting</w>",
+ "tml talk</w>",
+ "aj it</w>",
+ "consequ ence</w>",
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+ "ff o</w>",
+ "collabor ated</w>",
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+ "jav ed</w>",
+ "au burn",
+ "o of</w>",
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+ "sau cer</w>",
+ "miti gate</w>",
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+ "evangeli st</w>",
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+ "indic tment</w>",
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+ "clock work</w>",
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+ "âĺ ij</w>",
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+ "p ann",
+ "bra vely</w>",
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+ "reson ance</w>",
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+ "la dak",
+ "bu u",
+ "ma iled</w>",
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+ "craw ley</w>",
+ "tor rent</w>",
+ "mach ado</w>",
+ "liby an</w>",
+ "effort lessly</w>",
+ "fal sely</w>",
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+ "ke ef</w>",
+ "craf thour</w>",
+ "cheri shed</w>",
+ "val kyrie</w>",
+ "s ari",
+ "kal amaz",
+ "be he",
+ "ðŁĮ Ļ",
+ "th im",
+ "ro ddy</w>",
+ "col trane</w>",
+ "but chers</w>",
+ "ach im</w>",
+ "wk end</w>",
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+ "cab rera</w>",
+ ":) )))</w>",
+ "fran c</w>",
+ "decl an</w>",
+ "con dos</w>",
+ "a ja",
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+ "ph ill",
+ "mon trose</w>",
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+ "gri eving</w>",
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+ "ron a</w>",
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+ "tree house</w>",
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+ "sand ro</w>",
+ "ko bo</w>",
+ "ther most",
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+ "gu an</w>",
+ "d tm</w>",
+ "ci i</w>",
+ "yoko hama</w>",
+ "pos thum",
+ "re q</w>",
+ "ðŁĶµ âļªï¸ı</w>",
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+ "dol by</w>",
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+ "disrup ting</w>",
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+ "head lights</w>",
+ "du stin",
+ "micro sof",
+ "happy mothersday</w>",
+ "ko ko",
+ "gra zi",
+ "te sto",
+ "na idu</w>",
+ "mal ay</w>",
+ "ari al</w>",
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+ "ab oo</w>",
+ "har man</w>",
+ "tra pe",
+ "spo ils</w>",
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+ "go dly</w>",
+ "lock screen</w>",
+ "z un",
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+ "l enders</w>",
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+ "corpor al</w>",
+ "m our</w>",
+ "aw al",
+ "su a</w>",
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+ "ton ne</w>",
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+ "devast ation</w>",
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+ "gear box</w>",
+ "war lock</w>",
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+ "it ate</w>",
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+ "paras ite</w>",
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+ "le th</w>",
+ "i va</w>",
+ "fro zen",
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+ "cair n</w>",
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+ "sch ur",
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+ "righte ousness</w>",
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+ "revers ed</w>",
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+ "hee chul</w>",
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+ "ar r</w>",
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+ "ph at</w>",
+ "green ery</w>",
+ "bra dy",
+ "Ã ¦",
+ ": ((</w>",
+ "never giveup</w>",
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+ "mo ta</w>",
+ "health care",
+ "dun ham</w>",
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+ "f ics</w>",
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+ "eli an</w>",
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+ "pe sky</w>",
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+ "sag ar</w>",
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+ "dow ner</w>",
+ "dau gh",
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+ "her mosa</w>",
+ "!! !)</w>",
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+ "hell enic</w>",
+ "mc ne",
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+ "yu h</w>",
+ "st x</w>",
+ "qu are</w>",
+ "ðŁĺĤ .</w>",
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+ "mot ley</w>",
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+ "ç¥ Ń</w>",
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+ "presu mably</w>",
+ "pewdie pie</w>",
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+ "tam ine</w>",
+ "sol ace</w>",
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+ "x ian</w>",
+ "om ination</w>",
+ "dun geons</w>",
+ "b ma</w>",
+ "de ity</w>",
+ "ai k</w>",
+ "stab il",
+ "hir a</w>",
+ "affection ate</w>",
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+ "new port",
+ "ãħĭ ãħĭ</w>",
+ "thir ds</w>",
+ "re tains</w>",
+ "aroma therapy</w>",
+ "ski er</w>",
+ "ni ma</w>",
+ "do pe",
+ "cr inge</w>",
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+ "anim ator</w>",
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+ "seas cape</w>",
+ "minim alism</w>",
+ "lake shore</w>",
+ "calla way</w>",
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+ "ठĹ</w>",
+ "whisp ering</w>",
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+ "ri ghtful</w>",
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+ "ir n</w>",
+ "se va</w>",
+ "ut pol</w>",
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+ "christ ine",
+ "all man</w>",
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+ "bur i</w>",
+ "lo lita</w>",
+ "leaf y</w>",
+ "fu ch",
+ "tin ted</w>",
+ "mck en",
+ "a hahaha</w>",
+ "ðŁĩµðŁĩ ¹</w>",
+ "repe al",
+ "ne gan</w>",
+ "ðŁķ Ĭ",
+ "tail gating</w>",
+ "game insight</w>",
+ "ðŁıŁ ï¸ı</w>",
+ "yaku za</w>",
+ "z t</w>",
+ "ti ring</w>",
+ "pro posing</w>",
+ "bow lers</w>",
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+ "ak shi</w>",
+ "cler gy</w>",
+ "cit o</w>",
+ "up sets</w>",
+ "tu scal",
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+ "sil ently</w>",
+ "shu ff",
+ "black well</w>",
+ "ðŁĺĤ )</w>",
+ "ko be",
+ "rober to",
+ "ri dg",
+ "dc u</w>",
+ "mer ino</w>",
+ "ft p</w>",
+ "east side</w>",
+ ". ~</w>",
+ "nb l</w>",
+ "mn leg</w>",
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+ "frau dul",
+ "ca pping</w>",
+ "in my",
+ "gymna st</w>",
+ "ston es",
+ "ss in</w>",
+ "twe aks</w>",
+ "shag gy</w>",
+ "oak land",
+ "dem sin",
+ "sang ria</w>",
+ "mm va</w>",
+ "hen nessy</w>",
+ "down ton</w>",
+ "ri ghtly</w>",
+ "in it</w>",
+ "aga ve</w>",
+ "ob last</w>",
+ "northe ast",
+ "friend ship",
+ "dal a</w>",
+ "tro phy",
+ "ðŁij ½",
+ "mag in",
+ "margar itas</w>",
+ "ê ·",
+ "ww fc</w>",
+ "fa sh",
+ "di ke</w>",
+ "cu d",
+ "char t",
+ "ðŁij ®",
+ "refuge es",
+ "jop lin</w>",
+ "n cs</w>",
+ "imp y</w>",
+ "firm ware</w>",
+ "pas cu",
+ "flam in",
+ "health tech</w>",
+ "bell letstalk</w>",
+ "w aka</w>",
+ "ol ls</w>",
+ "la go",
+ "co wan</w>",
+ "bombar dier</w>",
+ "sh ome</w>",
+ "ðŁĻ ħ",
+ "mc master</w>",
+ "na ve",
+ "well s",
+ "u ta",
+ "tell ers</w>",
+ "mis fits</w>",
+ "kap il</w>",
+ "face off</w>",
+ "af firm",
+ "a pro",
+ "whit epaper</w>",
+ "super yacht</w>",
+ "speci mens</w>",
+ "al located</w>",
+ "... ,</w>",
+ "- __",
+ "ka w</w>",
+ "dachsh und</w>",
+ "djo ker",
+ "s work</w>",
+ "qui ere</w>",
+ "or um</w>",
+ "ðŁIJ ł</w>",
+ "som m",
+ "c mt</w>",
+ "ingh our</w>",
+ "skin ny",
+ "lgb ti</w>",
+ "gi ggles</w>",
+ "break away</w>",
+ "resear ched</w>",
+ "par ity</w>",
+ "my al",
+ "ms l</w>",
+ "re tained</w>",
+ "si vity</w>",
+ "make inindia</w>",
+ "sol ves</w>",
+ "defam ation</w>",
+ "wal tham",
+ "sri racha</w>",
+ "road way</w>",
+ "concep tu",
+ "al in",
+ "iw ant",
+ "å Ī",
+ "del ft</w>",
+ "tender loin</w>",
+ "ga ins",
+ "faul ts</w>",
+ "sw ire</w>",
+ "st ellen",
+ "pol lo</w>",
+ "dy ne</w>",
+ "bornon thisday</w>",
+ "asdf ghj",
+ "sq l",
+ "sali m</w>",
+ "advis es</w>",
+ "vo ip</w>",
+ "ìĹij ìĨ",
+ "un touched</w>",
+ "she il",
+ "ontari o",
+ "uph ill</w>",
+ "so bre</w>",
+ "de shi</w>",
+ "nov ella</w>",
+ "du tton</w>",
+ "craw fish</w>",
+ "ا٠Ĩ",
+ "ma a",
+ "tw ine</w>",
+ "kal in",
+ "ðŁĩµðŁĩ Ń</w>",
+ "ye ss",
+ "brook s",
+ "hoo siers</w>",
+ "ton ka</w>",
+ "umbrel las</w>",
+ "ay ers</w>",
+ "ate am</w>",
+ "acqu iring</w>",
+ "su ction</w>",
+ "ä n",
+ "wi es",
+ "tari ans</w>",
+ "soci o</w>",
+ "mat tb",
+ "shepher ds</w>",
+ "o so",
+ "charity tuesday</w>",
+ "s logans</w>",
+ "ninj as</w>",
+ "al bat",
+ "by te</w>",
+ "bash ir</w>",
+ "trampol ine</w>",
+ "mydayin la</w>",
+ "i ja</w>",
+ "bas el",
+ "ror y",
+ "gol die</w>",
+ "fi rec",
+ "un noticed</w>",
+ "pecu liar</w>",
+ "sch a",
+ "ker son</w>",
+ "mour ns</w>",
+ "liquid ity</w>",
+ "qu ipment</w>",
+ "hi bs</w>",
+ "ar s",
+ "aeron au",
+ "slide show</w>",
+ "sla bs</w>",
+ "delici ousness</w>",
+ "sk itchen</w>",
+ "hta fc</w>",
+ "full erton</w>",
+ "cre ighton</w>",
+ "aer ob",
+ "procrastin ation</w>",
+ "az ores</w>",
+ "white hall</w>",
+ "uss occer</w>",
+ "medi ation</w>",
+ "djoker nole</w>",
+ "and me</w>",
+ "um en</w>",
+ "noxi ous</w>",
+ "jo ss</w>",
+ "ili fe</w>",
+ "anni vers",
+ "sudan ese</w>",
+ "et res</w>",
+ "under mine</w>",
+ "whole foods</w>",
+ "diso be",
+ "kor i</w>",
+ "ade le",
+ "eli z",
+ "can ti",
+ "al on</w>",
+ "gymna sium</w>",
+ "sarko die</w>",
+ "meteoro logist</w>",
+ "yl de</w>",
+ "ste en",
+ "stamp collecting</w>",
+ "nas al</w>",
+ "lo tt</w>",
+ "fran ks</w>",
+ "ex ol</w>",
+ "ack i</w>",
+ "good year</w>",
+ "animal rights</w>",
+ "y les</w>",
+ "vio lets</w>",
+ "mm es</w>",
+ "s thel",
+ "ra pping</w>",
+ "tu scan</w>",
+ "wai ver</w>",
+ "tur ner",
+ "eat local</w>",
+ "northe asthour</w>",
+ "anim ations</w>",
+ "tom morow</w>",
+ "t sh",
+ "ff ame</w>",
+ "bra e",
+ "pe tron",
+ "glam our",
+ "br yn</w>",
+ "d cs</w>",
+ "bal es</w>",
+ "ðŁĶ ¶",
+ "bro v",
+ "bre v</w>",
+ "b ons</w>",
+ "physi que</w>",
+ "car ne</w>",
+ "x e",
+ "elix ir</w>",
+ "vol ved</w>",
+ "l oma</w>",
+ "ìľ ł",
+ "æ ĺ",
+ "van u",
+ "ri gs</w>",
+ "bal ance",
+ "va res</w>",
+ "bon ita</w>",
+ "sprink le</w>",
+ "perfec to</w>",
+ "di on",
+ "le ak",
+ "calcu tta</w>",
+ "o ba",
+ "d ma</w>",
+ "c mon</w>",
+ "tun er</w>",
+ "pneu monia</w>",
+ "bo gus</w>",
+ "apolo ge",
+ "cl ough</w>",
+ "bor ne",
+ ")) ))",
+ "revi ved</w>",
+ "o varian</w>",
+ "ner f</w>",
+ "c legg</w>",
+ "fan fest</w>",
+ "cho u</w>",
+ "reali zes</w>",
+ "mc n",
+ "li gu",
+ "leg alize</w>",
+ "just saying</w>",
+ "for ster</w>",
+ "bo sni",
+ "k hi</w>",
+ "in dom",
+ "hei del",
+ "en cryp",
+ "si ss",
+ "ed di",
+ "mar bles</w>",
+ "brisban e",
+ "y ing",
+ "pre paid</w>",
+ "wal sall</w>",
+ "cooper ate</w>",
+ "orche str",
+ "mar isa</w>",
+ "ho wie</w>",
+ "che wy</w>",
+ "bren ner</w>",
+ "andro meda</w>",
+ "e gan</w>",
+ "sto cki",
+ "cav endish</w>",
+ "ag an",
+ "ban o</w>",
+ "de ir",
+ "go g</w>",
+ "bl k",
+ "re thinking</w>",
+ "ch ig",
+ "rhe u",
+ "sni p</w>",
+ "p eng",
+ "semin ole</w>",
+ "m swx</w>",
+ "an nex",
+ "lyn da</w>",
+ "lewisham ilton</w>",
+ "cu mul",
+ "tb l</w>",
+ "dolph in",
+ "agu ero</w>",
+ "........ ....</w>",
+ "pre lude</w>",
+ "at our</w>",
+ "gr anger</w>",
+ "too ting</w>",
+ "ro tun",
+ "dis ar",
+ "home items</w>",
+ "da res</w>",
+ "**** ****",
+ "ðŁij Ĩ",
+ "compre h",
+ "jin x</w>",
+ "as well</w>",
+ "iri e</w>",
+ "circul ating</w>",
+ "ðŁIJ ¥</w>",
+ "over board</w>",
+ "cultiv ate</w>",
+ "rhe tt</w>",
+ "oriente ering</w>",
+ "ca k</w>",
+ "bal kans</w>",
+ "s itt",
+ "jas min",
+ "britney spears</w>",
+ "ro tor</w>",
+ "se aling</w>",
+ "g bc</w>",
+ "oc ci",
+ "f as</w>",
+ "eman cip",
+ "com er",
+ "war time</w>",
+ "tic kle</w>",
+ "son ny",
+ "pac es</w>",
+ "log g</w>",
+ "at rix</w>",
+ "sr p</w>",
+ "g win",
+ "do bbs</w>",
+ "uz be",
+ "the wanted</w>",
+ "dru sh</w>",
+ "ex tru",
+ "m icky</w>",
+ "honore es</w>",
+ "dar win",
+ "re dux</w>",
+ "mm j</w>",
+ "ram i</w>",
+ "jalape ño</w>",
+ "io c</w>",
+ "do ver",
+ "ju ju</w>",
+ "whit ney",
+ "s eng",
+ "en ly</w>",
+ "au ch</w>",
+ "archipel ago</w>",
+ "vigil ant</w>",
+ "man gal",
+ "wil dest</w>",
+ "parano id</w>",
+ "hal i</w>",
+ "bb ly</w>",
+ "sanc tioned</w>",
+ "real ms</w>",
+ "con co",
+ "u ddin</w>",
+ "c sk</w>",
+ "play time</w>",
+ "libr a</w>",
+ "sav ag",
+ "oc tane</w>",
+ "rec tan",
+ "re turn",
+ "par rish</w>",
+ "mor rha",
+ "cc p</w>",
+ "c mu</w>",
+ "sa iled</w>",
+ "se vent",
+ "ro sie",
+ "pil ing</w>",
+ "he w</w>",
+ "boar ded</w>",
+ "seg ments</w>",
+ "neph ro",
+ "( .</w>",
+ "cr ats</w>",
+ "bak es</w>",
+ "ðŁį ¸",
+ "back tothe",
+ "sibl ing",
+ "kirk land</w>",
+ "ke o",
+ "gu wa",
+ "bre ads</w>",
+ "ðŁĺľ ðŁĺľ</w>",
+ "t q</w>",
+ "haras sed</w>",
+ "ga u</w>",
+ "wil bur</w>",
+ "j isoo</w>",
+ "ep er</w>",
+ "li sam",
+ "tri ppin</w>",
+ "sh ino",
+ "ru kh",
+ "beast mode</w>",
+ "cho a</w>",
+ "inst aweather",
+ "rich land</w>",
+ "gar i</w>",
+ "fe z</w>",
+ "cowboy snation</w>",
+ "fur suit</w>",
+ "k run",
+ "a en",
+ "sycam ore</w>",
+ "se gun",
+ "ent ennial</w>",
+ "di h</w>",
+ "o ax",
+ "demsin philly</w>",
+ "ðŁĻ Ģ</w>",
+ "sn hl</w>",
+ "pen nies</w>",
+ "pass words</w>",
+ "ma kin",
+ "ty e</w>",
+ "d eng",
+ "kni gh",
+ "jeep life</w>",
+ "hel pline</w>",
+ "a for",
+ "zz zz</w>",
+ "ste amy</w>",
+ "pic ker</w>",
+ "iter ate</w>",
+ "happen ingnow</w>",
+ "ki b",
+ "bloom berg",
+ "martyr dom</w>",
+ "bul ly",
+ "assor tment</w>",
+ "a hora</w>",
+ "zo e",
+ "no i",
+ "illu stri",
+ "agar wal</w>",
+ "p sc</w>",
+ "electr onica</w>",
+ "recruit er</w>",
+ "gar diner</w>",
+ "rad ha</w>",
+ "naf ta</w>",
+ "dot net</w>",
+ "pi ero</w>",
+ "geor g</w>",
+ "bel s</w>",
+ "ðŁĺĤ ðŁĺį</w>",
+ "tuberculo sis</w>",
+ "run nin</w>",
+ "mor is",
+ "haul ing</w>",
+ "ev oc",
+ "bre thren</w>",
+ "sha ir</w>",
+ "frame works</w>",
+ "a stu",
+ "ri gid</w>",
+ "ku ma",
+ "kre me</w>",
+ "jin nah</w>",
+ "insu rers</w>",
+ "ny u",
+ "f ere</w>",
+ "nol lywood</w>",
+ "good vibes</w>",
+ "- ...</w>",
+ "toi le",
+ "sk ril",
+ "instaweather pro</w>",
+ "cze ch",
+ "pa vel</w>",
+ "one piece</w>",
+ "nike plus</w>",
+ "fi let</w>",
+ "cav ity</w>",
+ "ðŁı½ âĢįâĻĤï¸ı</w>",
+ "ðŁİ £</w>",
+ "dra stic</w>",
+ "dail ys",
+ "siam ese</w>",
+ "re bu",
+ "oste o",
+ "lar k",
+ "f re</w>",
+ "sh elling</w>",
+ "p é",
+ "glad ys</w>",
+ "ðŁıĢ ðŁıĢ",
+ "gusta ve</w>",
+ "submer ged</w>",
+ "grand stand</w>",
+ "att u</w>",
+ "won t",
+ "f pv</w>",
+ "b ley</w>",
+ "jon i</w>",
+ "ang ames</w>",
+ "weigh ted</w>",
+ "al ou",
+ "ठ¶</w>",
+ "les bians</w>",
+ "f j",
+ "anni es</w>",
+ "am l</w>",
+ "dor ia</w>",
+ "dav in",
+ "be ta",
+ "can c",
+ "madewith unity</w>",
+ "ha j</w>",
+ "bad lands</w>",
+ "mu l</w>",
+ "blu ec",
+ "pa wn</w>",
+ "cov ington</w>",
+ "neuro logy</w>",
+ "htt weets</w>",
+ "dysle xia</w>",
+ "thel ove</w>",
+ "ne at",
+ "fork lift</w>",
+ "autom ate</w>",
+ "une ven</w>",
+ "monte ss",
+ "he in</w>",
+ "ha g</w>",
+ "rel ics</w>",
+ "competiti veness</w>",
+ "can elo</w>",
+ "mar tens</w>",
+ "bullet proof</w>",
+ "sk ittles</w>",
+ "g ya</w>",
+ "pri mo</w>",
+ "americ afirst</w>",
+ "woo o</w>",
+ "abor tions</w>",
+ "?? !!</w>",
+ "ma che",
+ "ld ers</w>",
+ "rl ly</w>",
+ "preli ms</w>",
+ "direc t",
+ "cour se",
+ "swa in</w>",
+ "super cell</w>",
+ "ec centric</w>",
+ "sting ray</w>",
+ "ple ts</w>",
+ "wil cox</w>",
+ "west in</w>",
+ "okan agan</w>",
+ "kir an",
+ "car bo",
+ "bomb ings</w>",
+ "ra rest</w>",
+ "bo h",
+ "gaw d</w>",
+ "di gg",
+ "mo ana</w>",
+ "enti rety</w>",
+ "en closed</w>",
+ "dodge ball</w>",
+ "par ton</w>",
+ "milky way</w>",
+ "at r</w>",
+ "thorough bred</w>",
+ "re ally",
+ "qant as</w>",
+ "epiph any</w>",
+ "ine e",
+ "aero smith</w>",
+ "spi eth</w>",
+ "ar thro",
+ "ell ini</w>",
+ "du bu",
+ "bra ving</w>",
+ "âļ½ âļ½",
+ "re structuring</w>",
+ "illumin ate</w>",
+ "equ ili",
+ "mp i</w>",
+ "ash ton",
+ "pony tail</w>",
+ "ma scots</w>",
+ "flat tering</w>",
+ "cru m",
+ "ast a</w>",
+ "à® °</w>",
+ "stranger things</w>",
+ "bar nab",
+ "ر ÙĬ",
+ "make shift</w>",
+ "got cha</w>",
+ "will am",
+ "cho irs</w>",
+ "kilom etres</w>",
+ "gho sh</w>",
+ "eu than",
+ "dol ly",
+ "un ning</w>",
+ "the ar",
+ "cre we</w>",
+ "w sw</w>",
+ "j ace</w>",
+ "dis miss</w>",
+ "ke an",
+ "ho ta</w>",
+ "kh at",
+ "~ ></w>",
+ "thir u",
+ "ren dez",
+ "hart man</w>",
+ "tee ssi",
+ "cas ca",
+ "z ah</w>",
+ "hydr ange",
+ "fo d</w>",
+ "aw p</w>",
+ "mzan si</w>",
+ "thick er</w>",
+ "nago ya</w>",
+ "ne va</w>",
+ "sti que</w>",
+ "cast el",
+ "dam ian",
+ "there by</w>",
+ "ji ang",
+ "ale k</w>",
+ "music islife</w>",
+ "ra q</w>",
+ "calla han</w>",
+ "gou ache</w>",
+ "somal iland</w>",
+ "sean hannity</w>",
+ "ra heem</w>",
+ "lo se",
+ "elo ve",
+ "whar ton</w>",
+ "rectan gular</w>",
+ "illustr ating</w>",
+ "har ne",
+ "auti sma",
+ "scra pped</w>",
+ "ell and</w>",
+ "decre e</w>",
+ "nag pur</w>",
+ "ki pp",
+ "so re",
+ "n md</w>",
+ "ma as",
+ "gun a</w>",
+ "gart ner",
+ "bel li",
+ "then ight</w>",
+ "je on</w>",
+ "gendere quality</w>",
+ "gi ver</w>",
+ "a el</w>",
+ "gar ments</w>",
+ "ne u</w>",
+ "mardi gras</w>",
+ "mar sden</w>",
+ "ro wer</w>",
+ "pollu ted</w>",
+ "camer aman</w>",
+ "vin od</w>",
+ "be asley</w>",
+ "cro c</w>",
+ "ji u",
+ "hollyo aks</w>",
+ "anesthe sia</w>",
+ "al les</w>",
+ "ste ward</w>",
+ "lati mes</w>",
+ "ðŁĩºðŁĩ¸ðŁĩºðŁĩ¸ ðŁĩºðŁĩ¸</w>",
+ "tic ian</w>",
+ "gor ia</w>",
+ "come dic</w>",
+ "ðŁ¤Ķ ðŁ¤ĶðŁ¤Ķ</w>",
+ "nai ve</w>",
+ "sli ons</w>",
+ "ł Ī",
+ "bur glar</w>",
+ "ðŁĺŃðŁĺŃ ðŁĺŃðŁĺŃðŁĺŃ</w>",
+ "york shi",
+ "se ñ",
+ "fan boy</w>",
+ "lau rel",
+ "inci dence</w>",
+ "potom ac</w>",
+ "rober ta</w>",
+ "presi den",
+ "pr yor</w>",
+ "os bourne</w>",
+ "w ku</w>",
+ "te me",
+ "pal ae",
+ "ðŁ¥ º",
+ "re boun",
+ "itu de",
+ "red dish</w>",
+ "k hand",
+ "coloni alism</w>",
+ "north carolina</w>",
+ "ðĿ Ĵ",
+ "manne quin</w>",
+ "lady bird</w>",
+ "ta sty",
+ "knowledge able</w>",
+ "g shore</w>",
+ "ðŁĮ Į</w>",
+ "à® ©</w>",
+ "qu aker</w>",
+ "salz burg</w>",
+ "med alists</w>",
+ "chy na</w>",
+ "bridesma id</w>",
+ "ma ori</w>",
+ "ro p</w>",
+ "outra ged</w>",
+ "in adequate</w>",
+ "truck ers</w>",
+ "al ana</w>",
+ "ìĿ ¼",
+ "ri x",
+ "oooo oooo</w>",
+ "command ments</w>",
+ "lam beth</w>",
+ "aa j</w>",
+ "eco friendly</w>",
+ "bla z",
+ "morecam be</w>",
+ "boun cy</w>",
+ "rou x</w>",
+ "rai ded</w>",
+ "mi zed</w>",
+ "sh c</w>",
+ "gaw x</w>",
+ "labor atories</w>",
+ "ru bs</w>",
+ "rest room</w>",
+ "consult ations</w>",
+ "ca jun",
+ "virgin i",
+ "so ir</w>",
+ "rev ue</w>",
+ "ple in</w>",
+ "wag er</w>",
+ "ç ¹",
+ "we do</w>",
+ "growing up",
+ "! ðŁĺĬ</w>",
+ "face ted</w>",
+ "sin ners</w>",
+ "ho vering</w>",
+ "ti ene</w>",
+ "seas oning</w>",
+ "an ja</w>",
+ "leg go</w>",
+ "il is</w>",
+ "fla x</w>",
+ "dev o</w>",
+ "ash ram</w>",
+ "mati sse</w>",
+ "ker i</w>",
+ "go wer</w>",
+ "bo tox</w>",
+ "mar shes</w>",
+ "unh cr</w>",
+ "ts m</w>",
+ "opti mus</w>",
+ "dun i</w>",
+ "stu ffs</w>",
+ "so k</w>",
+ "order ly</w>",
+ "n bad",
+ "islam ophobia</w>",
+ "raviol i</w>",
+ "fab er",
+ "cre ds</w>",
+ "won ka</w>",
+ "in fusion</w>",
+ "over weight</w>",
+ "daily news</w>",
+ "assi mil",
+ "acol lege</w>",
+ "medalli on</w>",
+ "kili manjaro</w>",
+ "sti ff",
+ "tham es",
+ "sun ken</w>",
+ "th ard</w>",
+ "my dubai</w>",
+ "hilari ously</w>",
+ "han nel</w>",
+ "plu mber</w>",
+ "fair view</w>",
+ "separ ating</w>",
+ "rasc al</w>",
+ "qui en</w>",
+ "necess ities</w>",
+ "confeder ation</w>",
+ "ll ll</w>",
+ ": ]</w>",
+ "weak nesses</w>",
+ "bron co",
+ "ra ffles</w>",
+ "el ot</w>",
+ "ãĤ¸ ãĥ",
+ "advent calendar</w>",
+ "ðŁİ ¹</w>",
+ "stra vel</w>",
+ "tun ic</w>",
+ "k su</w>",
+ "im peach</w>",
+ "e spionage</w>",
+ "! -</w>",
+ "di ment</w>",
+ "cur rant</w>",
+ "bio de",
+ "commu ting</w>",
+ "by ron",
+ "ðŁĴĵ ðŁĴĵ</w>",
+ "shad ed</w>",
+ "tr uro</w>",
+ "cray ons</w>",
+ "ar ne</w>",
+ "h sc</w>",
+ "fre aked</w>",
+ "dram ati",
+ "fle ek</w>",
+ "u cd</w>",
+ "marl borough</w>",
+ "^ -",
+ "cross ings</w>",
+ "mal o</w>",
+ "black ops</w>",
+ "bin ance</w>",
+ "cho ked</w>",
+ "chen ey</w>",
+ "pl o</w>",
+ "ge stures</w>",
+ "val edic",
+ "ryan air</w>",
+ "rem ington</w>",
+ "v cs</w>",
+ "mc kee</w>",
+ "ec z",
+ "be gs</w>",
+ "nail art</w>",
+ "mayor of",
+ "happy fathersday</w>",
+ "war t",
+ "pet itions</w>",
+ "n ingly</w>",
+ "clean energy</w>",
+ "bro x</w>",
+ "sl alom</w>",
+ "exist ent</w>",
+ "ab ay</w>",
+ "ug liest</w>",
+ "tom p",
+ "stom a</w>",
+ "sel by</w>",
+ "goal scorer</w>",
+ "ben ji</w>",
+ "overwhel mingly</w>",
+ "lan s",
+ "semiconduc tor</w>",
+ "south korea</w>",
+ "re scheduled</w>",
+ "sk yl",
+ "en listed</w>",
+ "dow ski</w>",
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+ "rosen berg</w>",
+ "nas ser</w>",
+ "white head</w>",
+ "pri us</w>",
+ "har are</w>",
+ "en n</w>",
+ "ry der",
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+ "clas ico</w>",
+ "transpor ter</w>",
+ "po tty</w>",
+ "is me</w>",
+ "** ***</w>",
+ "vic e",
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+ "ode ssa</w>",
+ "l mp</w>",
+ "her n</w>",
+ "raci ally</w>",
+ "pin oy",
+ "paragu ay</w>",
+ "obitu ary</w>",
+ "go es",
+ "bu cha</w>",
+ "side walks</w>",
+ "angu lar",
+ "un constitutional</w>",
+ "transiti oning</w>",
+ "i bu",
+ "gu ys",
+ "un packing</w>",
+ "oooo oo",
+ "black girl",
+ "ber gs</w>",
+ "Â ¯</w>",
+ "wordof theday</w>",
+ "trump train</w>",
+ "thunder bolt</w>",
+ "m si",
+ "fasci sts</w>",
+ "ठ¬</w>",
+ "t sk</w>",
+ "collap ses</w>",
+ "raje sh</w>",
+ "loveis love</w>",
+ "migr ating</w>",
+ "set back</w>",
+ "ðŁĺĬ âĿ¤ï¸ı</w>",
+ "t els</w>",
+ "safety first</w>",
+ "nar rated</w>",
+ "jae joong</w>",
+ "un answered</w>",
+ "lique ur</w>",
+ "en nes</w>",
+ "dal go</w>",
+ "bill ings</w>",
+ "salt water</w>",
+ "mer maids</w>",
+ "lon gs</w>",
+ "clap ham</w>",
+ "we arec",
+ "pic collage</w>",
+ "n ach</w>",
+ "h ace</w>",
+ "pois oned</w>",
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+ "ag na</w>",
+ "adel rey</w>",
+ "guar dia</w>",
+ "poli shing</w>",
+ "peace keeping</w>",
+ "d all</w>",
+ "p isa</w>",
+ "la pland</w>",
+ "process ors</w>",
+ "de andre</w>",
+ "so bs</w>",
+ "p once</w>",
+ "dra ins</w>",
+ "c be</w>",
+ "ðŁİ¥ :</w>",
+ "spla sh",
+ "meat ball</w>",
+ "fon tana</w>",
+ "worcester shirehour</w>",
+ "ne v</w>",
+ "bri sk</w>",
+ "b int",
+ "ac r</w>",
+ "po x</w>",
+ "cay enne</w>",
+ "skril lex</w>",
+ "j fc</w>",
+ "hahahaha hahaha</w>",
+ "gla s</w>",
+ "en gul",
+ "tempor al</w>",
+ "oni zed</w>",
+ "con cre",
+ "com pose</w>",
+ "vibr ations</w>",
+ "plant ers</w>",
+ "fer t</w>",
+ "criticalrole fanart</w>",
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+ "sch allenge</w>",
+ "huck abee</w>",
+ "munici pal",
+ "iam bic",
+ "radi os</w>",
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+ "dura bility</w>",
+ "mc cla",
+ "horse back</w>",
+ "inst itutes</w>",
+ "ful fill",
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+ "ate ur</w>",
+ "ak an",
+ "resi sting</w>",
+ "illumin ation</w>",
+ "hand le",
+ "hair care</w>",
+ "om ent</w>",
+ "macle od</w>",
+ "ka iser",
+ "g no</w>",
+ "bear down</w>",
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+ "gl omer",
+ "distor tion</w>",
+ "z m</w>",
+ "san k</w>",
+ "roo sters</w>",
+ "is now</w>",
+ "as ports</w>",
+ "ag en</w>",
+ "wo ken</w>",
+ "st george",
+ "ro mper</w>",
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+ "econom ists</w>",
+ "ru to</w>",
+ "t will</w>",
+ "health and",
+ "d ito</w>",
+ "ws l</w>",
+ "tair p</w>",
+ "pra kash",
+ "mic heal</w>",
+ "h ts</w>",
+ "w rights</w>",
+ "kat su</w>",
+ "fioren tina</w>",
+ "defen seman</w>",
+ "d itch",
+ "var sity",
+ "texan scheer</w>",
+ "ba ham",
+ "sc anned</w>",
+ "we il</w>",
+ "seduc tive</w>",
+ "ðŁijį ðŁı½</w>",
+ "fu e</w>",
+ "er win</w>",
+ "dav ison</w>",
+ "ter ran",
+ "moo ds</w>",
+ "wool f</w>",
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+ "@ .</w>",
+ "cu sh",
+ "ðŁį °",
+ "regre ssion</w>",
+ "cur led</w>",
+ "la zer</w>",
+ "jo anne",
+ "ab bott",
+ "mo z</w>",
+ "down ers</w>",
+ "mm mmmm</w>",
+ "valent ina</w>",
+ "k hair",
+ "dream t</w>",
+ "cro ok</w>",
+ "che k</w>",
+ "ste aming</w>",
+ "nephe ws</w>",
+ "cl eric</w>",
+ "as ober",
+ "indefin itely</w>",
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+ "us news</w>",
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+ "flu shing</w>",
+ "wynonna earp</w>",
+ "ron do</w>",
+ "kis s",
+ "hot dog</w>",
+ "bar ns</w>",
+ "sax ophon",
+ "far ley</w>",
+ "gas p</w>",
+ "decre asing</w>",
+ "al way</w>",
+ "pe x</w>",
+ "l sd</w>",
+ "shi ft",
+ "p outine</w>",
+ "ra zz",
+ "rescu ing</w>",
+ "ni ko</w>",
+ "ho ch",
+ "cc l</w>",
+ "u aap</w>",
+ "n ts</w>",
+ "m car",
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+ "conqu ering</w>",
+ "ket tering</w>",
+ "stur dy</w>",
+ "delay ing</w>",
+ "sto k</w>",
+ "vani shed</w>",
+ "cath ar",
+ "bin gham",
+ "in v</w>",
+ "ic hiro</w>",
+ "he mo",
+ "budge ting</w>",
+ "[... ]</w>",
+ "be ss</w>",
+ "sebasti an",
+ "slow ed</w>",
+ "ðĿ ij",
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+ "stun s</w>",
+ "acton climate</w>",
+ "ve a</w>",
+ "se ton</w>",
+ "rose tta</w>",
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+ "hard in</w>",
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+ "ca w</w>",
+ "ðŁ¥ Ĥ",
+ "yach t",
+ "un l</w>",
+ "sp hy",
+ "provoc ative</w>",
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+ "is back</w>",
+ "__ _",
+ "nicol as",
+ "gy an</w>",
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+ "fl in</w>",
+ "reb ate</w>",
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+ "down stream</w>",
+ "chic hester</w>",
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+ "mom life</w>",
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+ "ar ra</w>",
+ "van e</w>",
+ "ok u</w>",
+ "ye o</w>",
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+ "he irs</w>",
+ "arjun a</w>",
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+ "criteri on</w>",
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+ "k her</w>",
+ "da z</w>",
+ "yol anda</w>",
+ "wine oclock</w>",
+ "re ina</w>",
+ "one w</w>",
+ "leon ard",
+ "en dez</w>",
+ "u bs</w>",
+ "support local</w>",
+ "facilit ated</w>",
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+ "b pa</w>",
+ "vuel ta</w>",
+ "my tho",
+ "m ami</w>",
+ "spe are</w>",
+ "nbap layoffs</w>",
+ "fe vre</w>",
+ "nick jonas</w>",
+ "im print</w>",
+ "c so</w>",
+ "craig slist</w>",
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+ "ha doop</w>",
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+ "qui e",
+ "pol a</w>",
+ "cr t</w>",
+ "dw yer</w>",
+ "dis sec",
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+ "kn oll</w>",
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+ "plac ements</w>",
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+ "indi ra</w>",
+ "gur i</w>",
+ "madhuri dixit</w>",
+ "kingdom s</w>",
+ "iambic pent</w>",
+ "geor gina</w>",
+ "je ky",
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+ "bay an</w>",
+ "aga tha</w>",
+ "uph old</w>",
+ "dr on",
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+ "ex pat</w>",
+ "periph eral</w>",
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+ "fa f</w>",
+ "ance stor</w>",
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+ "wid get</w>",
+ "pun c",
+ "comm enced</w>",
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+ "air waves</w>",
+ "ad dis</w>",
+ "po a</w>",
+ "de sses</w>",
+ "co den",
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+ "ru pee</w>",
+ "kar in</w>",
+ "spo ck</w>",
+ "m sy</w>",
+ "ภ°",
+ "pr ick",
+ "fill more</w>",
+ "ti fication</w>",
+ "thing sto",
+ "sar de",
+ "em ile</w>",
+ "pere ira</w>",
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+ "bright ening</w>",
+ "arre sting</w>",
+ "wo king</w>",
+ "usc g</w>",
+ "sp ill",
+ "raspberry pi</w>",
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+ "ite c</w>",
+ "is ma",
+ "cuff links</w>",
+ "optimi zed</w>",
+ "oc c</w>",
+ "mi wx</w>",
+ "en ka</w>",
+ "el ited",
+ "afford able",
+ "sa kh</w>",
+ "coron ado</w>",
+ "ho h</w>",
+ "at ul</w>",
+ "ai oli</w>",
+ "jim cantore</w>",
+ "accoun ted</w>",
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+ "her mit</w>",
+ "groo ves</w>",
+ "ran ch",
+ "r illa",
+ "we tter</w>",
+ "ou tof",
+ "veter in",
+ "ni kov</w>",
+ "ki an",
+ "fair banks</w>",
+ "ram apho",
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+ "k ko</w>",
+ "ru sty",
+ "ne stle</w>",
+ "tv xq</w>",
+ "shahe er</w>",
+ "âĿ¤âĿ¤ âĿ¤âĿ¤</w>",
+ "penn ant</w>",
+ "gem stones</w>",
+ "dem debate</w>",
+ "ðŁIJ Ĭ</w>",
+ "auton ews</w>",
+ "support indiefilm</w>",
+ "mach o</w>",
+ "ve x</w>",
+ "new sat</w>",
+ "ne ti",
+ "conce ssions</w>",
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+ "yof the",
+ "mac au",
+ "den ds</w>",
+ "cricke ters</w>",
+ "san iti",
+ "mari ano</w>",
+ "gh at</w>",
+ "ar toftheday</w>",
+ "¡ ľ",
+ "e gos</w>",
+ "gen oa</w>",
+ "chat bots</w>",
+ "bri er</w>",
+ "al labout",
+ "mon ty",
+ "spi ed</w>",
+ "r tr</w>",
+ "comfor t",
+ "sni ppets</w>",
+ "real time",
+ "gra in",
+ "exam ined</w>",
+ "en lightening</w>",
+ "tt u</w>",
+ "god bless</w>",
+ "release the",
+ "sing ular</w>",
+ "ki ans</w>",
+ "ha ka</w>",
+ "sor ren",
+ "defe ct</w>",
+ "mar g</w>",
+ "equ ities</w>",
+ "d orian</w>",
+ "su ka</w>",
+ "per l",
+ "aishwar ya</w>",
+ "pul lover</w>",
+ "preci sion",
+ "fair way</w>",
+ "ne ve</w>",
+ "rive ting</w>",
+ "vill anova</w>",
+ "en com",
+ "ak o",
+ "passion ately</w>",
+ "europale ague</w>",
+ "siem pre</w>",
+ "x vi</w>",
+ "enligh tened</w>",
+ "c fr</w>",
+ "âĺħâĺħ âĺħâĺħ</w>",
+ "wast eland</w>",
+ "is f</w>",
+ "new comers</w>",
+ "emergen cy",
+ "amphi theatre</w>",
+ "- .</w>",
+ "text books</w>",
+ "figur ative</w>",
+ "tre mb",
+ "pe sc",
+ "ab hin",
+ "ab bot</w>",
+ "ac acia</w>",
+ "har ds</w>",
+ "por sche",
+ "kau ai</w>",
+ "el isa</w>",
+ "car rick</w>",
+ "abo u</w>",
+ "elli er</w>",
+ "be ch",
+ "neu tron</w>",
+ "galap agos</w>",
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+ "in nis",
+ "how to</w>",
+ "nun s</w>",
+ "sab ine</w>",
+ "i ac</w>",
+ "clin ched</w>",
+ "no tori",
+ "fi ves</w>",
+ "cairn gor",
+ "per i</w>",
+ "gr c</w>",
+ "ðŁĴ¯ ðŁĴ¯</w>",
+ "mal m",
+ "twelf th</w>",
+ "di ff",
+ "rout ines</w>",
+ "marty n</w>",
+ "lin den",
+ "synthesi zer</w>",
+ "nu mber",
+ "game cube</w>",
+ "fal kirk</w>",
+ "byz antine</w>",
+ "queu ing</w>",
+ "gr ill",
+ "scal able</w>",
+ "char red</w>",
+ "rou ting</w>",
+ "her bali",
+ "gri zz</w>",
+ "ðŁĺŃðŁĺŃ ðŁĺŃ",
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+ "termin als</w>",
+ "l pc</w>",
+ "ab d</w>",
+ "war mups</w>",
+ "remo vable</w>",
+ "¯ \\",
+ "vi go</w>",
+ "pap aya</w>",
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+ "lov ingly</w>",
+ "jo kers</w>",
+ "ib les</w>",
+ "sse tt</w>",
+ "poten ti",
+ "pel e</w>",
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+ "sadi q</w>",
+ "leg acy",
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+ "ru pees</w>",
+ "retar ded</w>",
+ "ele e</w>",
+ "par r</w>",
+ "fi ance</w>",
+ "ey re</w>",
+ "say ers</w>",
+ "pend ants</w>",
+ "mak nae</w>",
+ "al bans</w>",
+ "adap ting</w>",
+ "p ff</w>",
+ "pu berty</w>",
+ "ji u</w>",
+ "ing rad</w>",
+ "hypocr ite</w>",
+ "diplom ats</w>",
+ "phys ical",
+ "rob by</w>",
+ "bon sai</w>",
+ "ãģ ·",
+ "f att",
+ "catal unya</w>",
+ "âľ ĸï¸ı</w>",
+ "ro ma",
+ "more land</w>",
+ "so e",
+ "conver sions</w>",
+ "stl blues</w>",
+ "shol m</w>",
+ "gra ssy</w>",
+ "pra do</w>",
+ "on u",
+ "assaul ting</w>",
+ "> _",
+ "sett es</w>",
+ "dis graceful</w>",
+ "aph ra",
+ "âļ½ï¸ı âļ½ï¸ı</w>",
+ "ठª</w>",
+ "kil n</w>",
+ "goal tender</w>",
+ "s ru",
+ "philanthro pist</w>",
+ "b als</w>",
+ "th n",
+ "stu den",
+ "sando val</w>",
+ "dogre scue</w>",
+ "eli ons</w>",
+ "asse ssed</w>",
+ "lar go</w>",
+ "hec tares</w>",
+ "sh rm</w>",
+ "sa if</w>",
+ "cle avage</w>",
+ "no ches</w>",
+ "n ene</w>",
+ "fat alities</w>",
+ "cur ing</w>",
+ "clean ser</w>",
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+ "p vp</w>",
+ "south bank</w>",
+ "pizz eria</w>",
+ "marsh als</w>",
+ "kni fe",
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+ "tbli ghtning</w>",
+ "sr sly</w>",
+ "ou te</w>",
+ "digi mon</w>",
+ "timesof india</w>",
+ "prome the",
+ "le bo",
+ "f su",
+ "wit z",
+ "rever e</w>",
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+ "mam ba</w>",
+ "ch ica</w>",
+ "gu an",
+ "exhibit or</w>",
+ "csr racing</w>",
+ "d ere</w>",
+ "xx xxx</w>",
+ "gu sta</w>",
+ "story time</w>",
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+ "organ ics</w>",
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+ "se am</w>",
+ "min ogue</w>",
+ "anushka sharma</w>",
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+ "ðŁİĻ ï¸ı</w>",
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+ "chro matic</w>",
+ "as sn</w>",
+ "document aries</w>",
+ "sh t</w>",
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+ "loy d</w>",
+ "k ats</w>",
+ "e us</w>",
+ "ite ch",
+ "me dusa</w>",
+ "pan ty",
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+ "do st</w>",
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+ "croo ks</w>",
+ "ðŁĶ ¬</w>",
+ "min danao</w>",
+ "ind hoven</w>",
+ "ðŁ¤ ª",
+ "le xi",
+ "tv n</w>",
+ "jan is</w>",
+ "co te",
+ "ãģ Ĩ",
+ "ser rano</w>",
+ "iw m</w>",
+ "ðŁIJ ¬</w>",
+ "k ke</w>",
+ "distribu tors</w>",
+ "cap u",
+ "counterfe it</w>",
+ "camp site</w>",
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+ "ðŁĺ ¼</w>",
+ "chhat tisgarh</w>",
+ "~ @</w>",
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+ "prevent able</w>",
+ "cl s</w>",
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+ "i ver</w>",
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+ "mo wx</w>",
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+ "ðŁĮ ³",
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+ "astronom ers</w>",
+ "lent ils</w>",
+ "su scep",
+ "smoo ther</w>",
+ "pend leton</w>",
+ "fau cet</w>",
+ "e mory</w>",
+ "dal mati",
+ "af cb</w>",
+ "tic us</w>",
+ "exem pt</w>",
+ "en rol",
+ "d heim</w>",
+ "ðŁIJ º",
+ "restric tion</w>",
+ "star fish</w>",
+ "sto w",
+ "snor kel",
+ "thunder birds</w>",
+ "she ad",
+ "homo sexual</w>",
+ "dy n",
+ "as li</w>",
+ "andre tti</w>",
+ "dou che</w>",
+ "dom o</w>",
+ "tar mac</w>",
+ "slu mber</w>",
+ "pr onto</w>",
+ "first dayof",
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+ "mari achi</w>",
+ "argu s</w>",
+ "recomm ending</w>",
+ "mobi les</w>",
+ "in ce</w>",
+ "illustri ous</w>",
+ "or c</w>",
+ "adver ts</w>",
+ "gr its</w>",
+ "wea sel</w>",
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+ "over pass</w>",
+ "gre ys</w>",
+ "maxi mus</w>",
+ "arma gh</w>",
+ "wood land",
+ "sun ni</w>",
+ "ðŁĴ ī",
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+ "ti one",
+ "soci o",
+ "ho s",
+ "ðŁ¤Ĺ ðŁ¤Ĺ</w>",
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+ "subsequ ent</w>",
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+ "exclu ding</w>",
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+ "cu th",
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+ "barn ard</w>",
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+ "mul ligan</w>",
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+ "e ton</w>",
+ "cran ston</w>",
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+ "cle ary</w>",
+ "ce ph",
+ "ra a</w>",
+ "pam per</w>",
+ "lombar di</w>",
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+ "for te",
+ "ari anism</w>",
+ "buffalob ills</w>",
+ "æľ ¬",
+ "ðŁĶ¥ #</w>",
+ "uu u",
+ "just ices</w>",
+ "car ina</w>",
+ "nat in</w>",
+ "mas low</w>",
+ "dro oling</w>",
+ "cog nac</w>",
+ "cam ber",
+ "el ong",
+ "r dr</w>",
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+ "convic tions</w>",
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+ "tro ck</w>",
+ "harm less</w>",
+ "visit ation</w>",
+ "gen omic</w>",
+ "bl and",
+ "beno it</w>",
+ "chim p</w>",
+ "tuscal oosa</w>",
+ "gre asy</w>",
+ "x po</w>",
+ "gil t</w>",
+ "se q</w>",
+ "per mitted</w>",
+ "christma seve</w>",
+ "book s",
+ "mu e",
+ "old school",
+ "human right",
+ "be ati",
+ "ðŁĶ Ŀ",
+ "sh at</w>",
+ "sculp ting</w>",
+ "h wan</w>",
+ "fern andes</w>",
+ "sci utto</w>",
+ "fu entes</w>",
+ "endeav ors</w>",
+ "maid stone</w>",
+ "un paralleled</w>",
+ "shou ted</w>",
+ "queen of",
+ "mer c</w>",
+ "band ic",
+ "ve da</w>",
+ "sel angor</w>",
+ "pi le",
+ "ja han",
+ "intimid ating</w>",
+ "disapp ears</w>",
+ "cl ich",
+ "za ha</w>",
+ "w urst</w>",
+ "hi v",
+ "fod ils</w>",
+ "cor dless</w>",
+ "aaaa aa</w>",
+ "hy dra",
+ "bel inda</w>",
+ "e els</w>",
+ "bu f",
+ "su staining</w>",
+ "rugby league</w>",
+ "no c</w>",
+ "brig itte</w>",
+ "( ðŁĵ¸:</w>",
+ "tromb one</w>",
+ "soo the</w>",
+ "smo g</w>",
+ "ad p</w>",
+ "stab le",
+ "ing ley</w>",
+ "diagno se</w>",
+ "ms g",
+ "we ss</w>",
+ "tic keting</w>",
+ "one e</w>",
+ "nsw pol</w>",
+ "e up",
+ "auto psy</w>",
+ "adity anath</w>",
+ "sun down</w>",
+ "river front</w>",
+ "si ya</w>",
+ "p is</w>",
+ "hier archy</w>",
+ "dur ango</w>",
+ "di jk</w>",
+ "ren shaw</w>",
+ "he aps</w>",
+ "epide mi",
+ "david bowie</w>",
+ "interne tof",
+ "dd i</w>",
+ "nation ality</w>",
+ "mb ar",
+ "air y</w>",
+ "win der",
+ "w alia</w>",
+ "elli ott",
+ "c x",
+ "bav arian</w>",
+ "pl att",
+ "an tw",
+ "wi wx</w>",
+ "sof ter</w>",
+ "ne ha</w>",
+ "h eller</w>",
+ "th and",
+ "dani ela</w>",
+ "bo ast</w>",
+ "degra dation</w>",
+ "ðŁĴ¦ ðŁĴ¦</w>",
+ "transform ing",
+ "man e",
+ "av ut</w>",
+ "ðŁĺĪ ðŁĺĪ</w>",
+ "vo ter",
+ "the e",
+ "t ate",
+ "pu ff",
+ "in door",
+ "sop roud</w>",
+ "boy ce</w>",
+ "boris johnson</w>",
+ "wait in</w>",
+ "immun ology</w>",
+ "ðŁıĨðŁıĨ ðŁıĨ</w>",
+ "âĿ Į",
+ "street food</w>",
+ "liz asober",
+ "cavali er</w>",
+ "c elia</w>",
+ "need le",
+ "motor ing</w>",
+ "g ato</w>",
+ ", )</w>",
+ "ra de",
+ "harve st",
+ "t ms</w>",
+ "jar pad</w>",
+ "on ey",
+ "air men</w>",
+ "v re",
+ "impair ment</w>",
+ "abhi shek</w>",
+ "snoo p",
+ "l ant</w>",
+ "fam ously</w>",
+ "bl ou",
+ "s ze",
+ "g ander</w>",
+ "un touch",
+ "tu f",
+ "dee jay</w>",
+ "col lateral</w>",
+ "b ind</w>",
+ "ðŁļ ©</w>",
+ "pin ning</w>",
+ "ic n</w>",
+ "' ;</w>",
+ "the economist</w>",
+ "ul tram",
+ "worldwater day</w>",
+ "ti poff</w>",
+ "the i",
+ "feed ers</w>",
+ "campa ign",
+ "sc umb",
+ "day weekend</w>",
+ "yo m</w>",
+ "pe dic</w>",
+ "h ough</w>",
+ "ps v</w>",
+ "pl in",
+ "on de</w>",
+ "boston marathon</w>",
+ "az zy</w>",
+ "* _*</w>",
+ "con ley</w>",
+ "thi ago</w>",
+ "hoo o</w>",
+ "gal erie</w>",
+ "luci d</w>",
+ "je tt</w>",
+ "gl itz</w>",
+ "final fantasy</w>",
+ "achiev ers</w>",
+ "y ung",
+ "peregr ine</w>",
+ "op hi",
+ "dam es</w>",
+ "biom ar",
+ "âĺĢï¸ı âĺĢï¸ı",
+ "sk c</w>",
+ "l ics</w>",
+ "fl ank</w>",
+ "ar rahman</w>",
+ "ho of</w>",
+ "uphol stery</w>",
+ "t ats</w>",
+ "wo z",
+ "Â ¿",
+ "snor ing</w>",
+ "ra er</w>",
+ "l ju",
+ "ap d</w>",
+ "pl ating</w>",
+ "kan u</w>",
+ "im ation</w>",
+ "fragr ances</w>",
+ "m ra",
+ "mor ay</w>",
+ "mo tt",
+ "im muni",
+ "hearti es</w>",
+ "bho pal</w>",
+ "tim ers</w>",
+ "g ata</w>",
+ "color way</w>",
+ "car nation</w>",
+ "win get</w>",
+ "si ghs</w>",
+ "s ville",
+ "optimi st</w>",
+ "chate au",
+ "olympi ans</w>",
+ "ci o",
+ "singer songwriter</w>",
+ "ny o</w>",
+ "fi bers</w>",
+ "bur ch</w>",
+ "ag ro</w>",
+ "mil ne</w>",
+ "ig bo</w>",
+ "cr amer</w>",
+ "ation als</w>",
+ "dan ube</w>",
+ "pad ma",
+ "nor mani</w>",
+ "en forced</w>",
+ "bre ck",
+ "boeh ner</w>",
+ "ar den",
+ "sur rendered</w>",
+ "pros thetic</w>",
+ "om a",
+ "ha iled</w>",
+ "calcul ations</w>",
+ "w fa",
+ "bi b",
+ "fcb live</w>",
+ "fon da</w>",
+ "west coast</w>",
+ "que sts</w>",
+ "friend ly",
+ "to wie</w>",
+ "fit ch</w>",
+ "bal ot",
+ "star dom</w>",
+ "scrat ching</w>",
+ "ho sa</w>",
+ "thi ka</w>",
+ "o ven",
+ "stro ke",
+ "out post</w>",
+ "pharmaceu ticals</w>",
+ "hi kari</w>",
+ "mu y</w>",
+ "af d</w>",
+ "fallon tonight</w>",
+ "squ at",
+ "or u",
+ "dra ined</w>",
+ "chocol at</w>",
+ "ë¯ ¼</w>",
+ "wor ths</w>",
+ "ri b",
+ "mu j",
+ "that s",
+ "residen te",
+ "it el</w>",
+ "boo st",
+ "mi gos</w>",
+ "mul led</w>",
+ "la a</w>",
+ "etsy shop</w>",
+ "don keys</w>",
+ "me k</w>",
+ "p tc</w>",
+ "flin ders</w>",
+ "e hs</w>",
+ "ro hit",
+ "mu ir",
+ "g ad</w>",
+ "compos itions</w>",
+ "åĨ Ļ",
+ "combu stion</w>",
+ "i kh",
+ "yemen i</w>",
+ "wav ed</w>",
+ "gar ci",
+ "ak os</w>",
+ "oo ds</w>",
+ "fu sion",
+ "se que",
+ "s lan",
+ "pl ur",
+ "kic chasu",
+ "shenan do",
+ "s ams</w>",
+ "worl den",
+ "horo witz</w>",
+ "with me</w>",
+ "mic robes</w>",
+ "k ki</w>",
+ "ðŁĴĶ ðŁĴĶ",
+ "w su",
+ "patch work</w>",
+ "fre er",
+ "y aki</w>",
+ "the art",
+ "symboli sm</w>",
+ "mil er</w>",
+ "bt n</w>",
+ "ma bu",
+ "side kick</w>",
+ "motiv ates</w>",
+ "sag itt",
+ "natur als</w>",
+ "serv iced</w>",
+ "ps ori",
+ "pa ola</w>",
+ "qu ig",
+ "i badan</w>",
+ "gi ggs</w>",
+ "ë ³",
+ "sciento logy</w>",
+ "si oux",
+ "salam at</w>",
+ "d res</w>",
+ "cad bury</w>",
+ "d hawan</w>",
+ "ci ón</w>",
+ "_ '</w>",
+ "swa pping</w>",
+ "maris ka</w>",
+ "james bond</w>",
+ "explo sives</w>",
+ "ay les",
+ "af er",
+ "s agu",
+ "cen sor</w>",
+ "tom a</w>",
+ "jeff erson",
+ "ring ed</w>",
+ "par tist</w>",
+ "ir responsible</w>",
+ "aguil ar</w>",
+ "vac ay</w>",
+ "equ itable</w>",
+ "altrin cham</w>",
+ "ac ur",
+ "man ish</w>",
+ "ger min",
+ "schoo led</w>",
+ "pu tter</w>",
+ "ed ad</w>",
+ "nav al",
+ "toast y</w>",
+ "sol areclipse</w>",
+ "dish u</w>",
+ "coy ne</w>",
+ "ac co</w>",
+ "mu ck",
+ "mar an",
+ "el os</w>",
+ "len der</w>",
+ "cro ix</w>",
+ "worth less</w>",
+ "ha ber",
+ "gun men</w>",
+ "ðŁį ĵ",
+ "zen ith</w>",
+ "t enders</w>",
+ "hur st",
+ "hol tz</w>",
+ "itali ans</w>",
+ "car low</w>",
+ "u cd",
+ "characteri stic</w>",
+ "bun g</w>",
+ "av l",
+ "u th</w>",
+ "sa sia</w>",
+ "rs l</w>",
+ "red man</w>",
+ "neighbor ing</w>",
+ "green peace</w>",
+ "sti ps</w>",
+ "follow party</w>",
+ "y gk</w>",
+ "en os</w>",
+ "omni bus</w>",
+ "na issance</w>",
+ "chri ssy",
+ "secu re",
+ "call back</w>",
+ "ji hoon</w>",
+ "memor y",
+ "block er</w>",
+ "l anta</w>",
+ "daf fodils</w>",
+ "bil t",
+ "ffer ty</w>",
+ "fau st</w>",
+ "ie c</w>",
+ "nipp les</w>",
+ "so g</w>",
+ "m nd</w>",
+ "jagu ar",
+ "bol dly</w>",
+ "ab poli</w>",
+ "pro position</w>",
+ "gun sense</w>",
+ "evan sville</w>",
+ "cu tters</w>",
+ "we go",
+ "dou n</w>",
+ "do x",
+ "stal lions</w>",
+ "ka j",
+ "shi ppers</w>",
+ "j awa",
+ "vol o</w>",
+ "le ven",
+ "pap rika</w>",
+ "kov ich</w>",
+ "jor di</w>",
+ "induc tees</w>",
+ "app alling</w>",
+ "dial ysis</w>",
+ "allevi ate</w>",
+ "âĢĶ âĢĶ</w>",
+ "pie ter</w>",
+ "mid wi",
+ "q tr</w>",
+ "juli ette</w>",
+ "inter mission</w>",
+ "haw ks",
+ "act ment</w>",
+ "one ill</w>",
+ "k lin",
+ "vam ps</w>",
+ "fam ous",
+ "cou ld",
+ "autom obi",
+ "da an</w>",
+ "west end</w>",
+ "elli p",
+ "nh c</w>",
+ "mel anch",
+ "web series</w>",
+ "ton gue",
+ "snat ched</w>",
+ "smy th</w>",
+ "tan gible</w>",
+ "sl i</w>",
+ "e asing</w>",
+ "bar stool",
+ "over lay</w>",
+ "afford ability</w>",
+ "ting ed</w>",
+ "ter as</w>",
+ "ay ush",
+ "wanna one</w>",
+ "rh ine</w>",
+ "dan a",
+ "sh ana</w>",
+ "kend al</w>",
+ "fer tile</w>",
+ "w ir</w>",
+ "repl eni",
+ "lar vae</w>",
+ "is ro</w>",
+ "con vos</w>",
+ "ab brevi",
+ "u cc",
+ "hun gry",
+ "bur rows</w>",
+ "ag er",
+ "nav i</w>",
+ "mat in</w>",
+ "du per</w>",
+ "cer n</w>",
+ "ma don",
+ "ķ ï¸ı</w>",
+ "é ģ",
+ "tu ps</w>",
+ "hy att",
+ "sh ep</w>",
+ "friday night",
+ "wis er</w>",
+ "hei di",
+ "hat ton</w>",
+ "p gh",
+ "foun tain",
+ "wrist bands</w>",
+ "ahmadi yya</w>",
+ "aeri al",
+ "subscri bed</w>",
+ "so los</w>",
+ "m ace</w>",
+ "sla yed</w>",
+ "for fe",
+ "dul ce</w>",
+ "christ mass",
+ "arun jaitley</w>",
+ "viol ate</w>",
+ "ob stru",
+ "ni eces</w>",
+ "w vu",
+ "idy l",
+ "fa ze</w>",
+ "pre serves</w>",
+ "infr inge",
+ "premi ers</w>",
+ "inter vals</w>",
+ "agen cy",
+ "( ©</w>",
+ "stand alone</w>",
+ "di mes</w>",
+ "bo er",
+ "param eters</w>",
+ "ge tit",
+ "ðŁĺĺðŁĺĺ ðŁĺĺðŁĺĺ</w>",
+ "tu lane</w>",
+ "for given</w>",
+ "scol l</w>",
+ "mb ps</w>",
+ "smash bros</w>",
+ "rob bi",
+ "prima vera</w>",
+ "ali st",
+ "ghost ly</w>",
+ "ay at",
+ "ye ats</w>",
+ "impre ssionist</w>",
+ "ear phones</w>",
+ "caul field</w>",
+ "wai kiki</w>",
+ "sal ute",
+ "sc ou",
+ "mu ay",
+ "louis vuitton</w>",
+ "bak hta",
+ "ado g</w>",
+ "inven tions</w>",
+ "hur d</w>",
+ "forec lo",
+ "stream line</w>",
+ "thalai var</w>",
+ "ch snews</w>",
+ "will ard</w>",
+ "t sn",
+ "euro parl</w>",
+ "cru sher</w>",
+ "my sore</w>",
+ "gro wer</w>",
+ "ra ping</w>",
+ "pat ti",
+ "g den</w>",
+ "sm w</w>",
+ "muf ti</w>",
+ "kid man</w>",
+ "ab r",
+ "soun ders</w>",
+ "skep tical</w>",
+ "ðŁĶ İ</w>",
+ "sun dar",
+ "i me",
+ "fer g</w>",
+ "feather weight</w>",
+ "ar lington",
+ "pas qu",
+ "ag azine</w>",
+ "wearab le",
+ "nati c</w>",
+ "mccl ure</w>",
+ "inter mitt",
+ "hor de</w>",
+ "six ties</w>",
+ "car te</w>",
+ "bha v",
+ "ze al",
+ "experi ential</w>",
+ "ador ned</w>",
+ "som mer</w>",
+ "eno te</w>",
+ "hypo thesis</w>",
+ "stin ky</w>",
+ "pro to</w>",
+ "dead lines</w>",
+ "vo gel</w>",
+ "mus ings</w>",
+ "monc ton</w>",
+ "gu ter",
+ "f le</w>",
+ "aci on",
+ "voice of",
+ "ta sha</w>",
+ "inhabit ants</w>",
+ "type face</w>",
+ "s ba</w>",
+ "bts x",
+ "ðŁĶ Ĵ</w>",
+ "wor x</w>",
+ "u hc</w>",
+ "jo ko",
+ "cell ars</w>",
+ "gor o</w>",
+ "continu um</w>",
+ "... &</w>",
+ "weather cee</w>",
+ "ha p",
+ "sr k",
+ "ris ers</w>",
+ "lonely planet</w>",
+ "un named</w>",
+ "co eur</w>",
+ "ðŁį Į</w>",
+ "the world",
+ "ili ke",
+ "fa sten",
+ "ami go</w>",
+ "ri ba</w>",
+ "ramapho sa</w>",
+ "staf fers</w>",
+ "had ley</w>",
+ "? ?\"</w>",
+ "fi ore</w>",
+ "sal ut",
+ "hu ff</w>",
+ "bez os</w>",
+ "Ñ ĭ",
+ "ra der</w>",
+ "kam ala</w>",
+ "in line</w>",
+ "fill ers</w>",
+ "um atic</w>",
+ "all in",
+ "shat ter</w>",
+ "re in</w>",
+ "o ku",
+ "ch ases</w>",
+ "fla gged</w>",
+ "baby metal</w>",
+ "water stones</w>",
+ "ts b</w>",
+ "cut out</w>",
+ "op hel",
+ "aam a",
+ "rockab illy</w>",
+ "sto lic</w>",
+ "jet blue</w>",
+ "ich ick</w>",
+ "down ton",
+ "uzbe kistan</w>",
+ "pat na</w>",
+ "la q</w>",
+ "gr ange",
+ ") _/",
+ "subsi di",
+ "sc p</w>",
+ "newsc ast</w>",
+ "it sa",
+ "twee tyour",
+ "e mor",
+ "archae ologists</w>",
+ "uni fication</w>",
+ "por ta</w>",
+ "q x</w>",
+ "protec tors</w>",
+ "pro hib",
+ "charis ma</w>",
+ "car tag",
+ "ren fre",
+ "scul pt</w>",
+ "guwa hati</w>",
+ "de ma</w>",
+ "boo p</w>",
+ "unf pa</w>",
+ "dex ter",
+ "lay la</w>",
+ "alleg es</w>",
+ "sou ps</w>",
+ "never again</w>",
+ "l ys</w>",
+ "cal c</w>",
+ "bar oness</w>",
+ "visu alize</w>",
+ "ger ber</w>",
+ "absor bed</w>",
+ "i ers</w>",
+ "a han",
+ "fon tein</w>",
+ "detec tors</w>",
+ "verst appen</w>",
+ "sv c</w>",
+ "formul ated</w>",
+ "ac dc</w>",
+ "li x</w>",
+ "in competent</w>",
+ "bh k</w>",
+ "lour des</w>",
+ "water house</w>",
+ "snow ed</w>",
+ "appreci ative</w>",
+ "sig ma",
+ "lizasober ano</w>",
+ "pen ned</w>",
+ "pay check</w>",
+ "tall inn</w>",
+ "fanc afe</w>",
+ "par isi",
+ "av alley</w>",
+ "vi g</w>",
+ "ru fc</w>",
+ "hard ship</w>",
+ "so cute</w>",
+ "po ise</w>",
+ "ì ¹",
+ "roth schild</w>",
+ "k ly</w>",
+ "???? ????",
+ "l hp</w>",
+ "il ay",
+ "f hs</w>",
+ "am ad",
+ "ide als</w>",
+ "brad bury</w>",
+ "bal boa</w>",
+ "nic ot",
+ "kid nap</w>",
+ "wol ve",
+ "tas manian</w>",
+ "op t",
+ "matthi as</w>",
+ "ãĥ³ ãĤ",
+ "super markets</w>",
+ "mylittle pony</w>",
+ "me lee</w>",
+ "li ster</w>",
+ "gr oun",
+ "fe dora</w>",
+ "kind ness",
+ "en en</w>",
+ "bra hms</w>",
+ "¯\\ _(</w>",
+ "ros well</w>",
+ "mar lene</w>",
+ "ic u",
+ "re formation</w>",
+ "or ail</w>",
+ "he brides</w>",
+ "dispar ities</w>",
+ "terrac otta</w>",
+ "swal lows</w>",
+ "re id",
+ "influ encing</w>",
+ "flu or",
+ "den e</w>",
+ "tum our</w>",
+ "blon des</w>",
+ "thunder bird</w>",
+ "sh eva</w>",
+ "moga dishu</w>",
+ "ka b</w>",
+ "cre eps</w>",
+ "i ving</w>",
+ "ene ed",
+ "anno y</w>",
+ "âĶ Ģ",
+ "intri gue</w>",
+ "enqu iry</w>",
+ "ar aj</w>",
+ "tur al",
+ "kuber netes</w>",
+ "end lessly</w>",
+ "divi dends</w>",
+ "tor a</w>",
+ "ti sh",
+ "commemor ates</w>",
+ "un ra",
+ "tri b</w>",
+ "pon ty",
+ "ne m</w>",
+ "diss ent</w>",
+ "brew ingco</w>",
+ "ðŁĺ ½</w>",
+ "nor mali",
+ "bi of",
+ "( ...</w>",
+ "chil len</w>",
+ "ì£ ¼",
+ "mell on</w>",
+ "av is",
+ "mccor mack</w>",
+ "ing ra",
+ "enrich ed</w>",
+ "custome rexperience</w>",
+ "testo sterone</w>",
+ "snu g</w>",
+ "sett i</w>",
+ "ger onimo</w>",
+ "inqui rer</w>",
+ "bre aches</w>",
+ "very thing</w>",
+ "bloom ing",
+ "mu ra",
+ "dispo s",
+ "bi de</w>",
+ "de va</w>",
+ "shade sof",
+ "in trin",
+ "sh ev",
+ "s ven</w>",
+ "nayanth ara</w>",
+ "gan esha</w>",
+ "c ws</w>",
+ "ber ta</w>",
+ "label led</w>",
+ "use um</w>",
+ "nick named</w>",
+ "ma han",
+ "car uso</w>",
+ "ap ur</w>",
+ "ðŁij Ĩ</w>",
+ "w q",
+ "orphan age</w>",
+ "discar ded</w>",
+ "mag nu",
+ "lu e</w>",
+ "je on",
+ "bridge port</w>",
+ "pac ing</w>",
+ "mercur y",
+ "( ðŁĵ¸</w>",
+ "marx ist</w>",
+ "amphi bious</w>",
+ "transplant ation</w>",
+ "stit ching</w>",
+ "then burg</w>",
+ "gradu al</w>",
+ "ãĤ Į</w>",
+ "ro ft</w>",
+ "ma ils</w>",
+ "ine c</w>",
+ "guy ana</w>",
+ "dopp elg",
+ "ver o",
+ "re write</w>",
+ "head less</w>",
+ "harb augh</w>",
+ "gate way",
+ "car sforsale</w>",
+ "sw i</w>",
+ "st is</w>",
+ "mach t</w>",
+ "un de</w>",
+ "sura baya</w>",
+ "stap leton</w>",
+ "nur turing</w>",
+ "mil ner</w>",
+ "ya o</w>",
+ "lma oooo</w>",
+ "ko sh</w>",
+ "arsen al",
+ "k ame",
+ "er ry",
+ "ar royo</w>",
+ "dis misses</w>",
+ "ru bbed</w>",
+ "rc b</w>",
+ "lew d</w>",
+ "dil u",
+ "and or",
+ "vi de</w>",
+ "ur in",
+ "inter sec",
+ "ha ar",
+ "al b",
+ "year swith",
+ "app leton</w>",
+ "é al</w>",
+ "ul livan</w>",
+ "suc cu",
+ "monter rey</w>",
+ "d mx</w>",
+ "artem is</w>",
+ "ron nie",
+ "farm land</w>",
+ "s football</w>",
+ "gro tto</w>",
+ "anth i</w>",
+ "ãĢ ģ</w>",
+ "à® Ł</w>",
+ "vid ya</w>",
+ "jimmy fallon</w>",
+ "ൠį</w>",
+ "t zer</w>",
+ "gravit ational</w>",
+ "w thr",
+ "u hhh</w>",
+ "e hr",
+ "tin ker",
+ "ti juana</w>",
+ "scran ton</w>",
+ "ram charan</w>",
+ "bar clay</w>",
+ "re van</w>",
+ "m si</w>",
+ "ka p</w>",
+ "wr s</w>",
+ "we thenorth</w>",
+ "tor al</w>",
+ "sat u</w>",
+ "gro m</w>",
+ "fac ep",
+ "erick son</w>",
+ "z yn",
+ "se dge</w>",
+ "oo dle</w>",
+ "spur sofficial</w>",
+ "ds p</w>",
+ "sic ilian</w>",
+ "soli hull</w>",
+ "recei vers</w>",
+ "ladak h</w>",
+ "hend rick</w>",
+ "ther i</w>",
+ "presi ding</w>",
+ "mc guinness</w>",
+ "litt ers</w>",
+ "gun nar</w>",
+ "gh oul</w>",
+ "wi b</w>",
+ "n tv</w>",
+ "kar o</w>",
+ "fro ck</w>",
+ "b lau",
+ "ampli fy</w>",
+ "all is</w>",
+ "ul lah</w>",
+ "memo irs</w>",
+ "kh loe</w>",
+ "intercep tions</w>",
+ "pet day</w>",
+ "lo oney</w>",
+ "con fin",
+ "ch ay",
+ "piyush goyal</w>",
+ "frequ encies</w>",
+ "ut z</w>",
+ "event ual</w>",
+ "warm ly</w>",
+ "obli vion</w>",
+ "an ka</w>",
+ "ta it</w>",
+ "âĿ¤ï¸ı .</w>",
+ "director ial</w>",
+ "ru lers</w>",
+ "prince s",
+ "mu ck</w>",
+ "stur ridge</w>",
+ "deu ce</w>",
+ "abri dged</w>",
+ "bagu ette</w>",
+ "un cles</w>",
+ "pen du",
+ "min ding</w>",
+ "forre ster</w>",
+ "av ila</w>",
+ "wall er</w>",
+ "wall street</w>",
+ "ment or",
+ "hin o</w>",
+ "high way",
+ "crom well</w>",
+ "fanart friday</w>",
+ "mb i</w>",
+ "co yle</w>",
+ "a hi",
+ "tro ve</w>",
+ "spie gel</w>",
+ "pay tm</w>",
+ "mcin tosh</w>",
+ "jan sen</w>",
+ "nit i</w>",
+ "nash ville",
+ "len o</w>",
+ "leicester shire</w>",
+ "le gos</w>",
+ "dic t",
+ "ðŁĵ ½</w>",
+ "sp ad",
+ "beverly hills</w>",
+ "sy rah</w>",
+ "separ ates</w>",
+ "z ain</w>",
+ "un fit</w>",
+ "dra gs</w>",
+ "tan ia</w>",
+ "over flowing</w>",
+ "hri thik</w>",
+ "haw thorn</w>",
+ "z ani</w>",
+ "mac far",
+ "fi de</w>",
+ "to tem</w>",
+ "pe ds</w>",
+ "fundament ally</w>",
+ "cal ico</w>",
+ "sin ner</w>",
+ "j ä",
+ "hil de",
+ "ds d</w>",
+ "ten ay</w>",
+ "ta hit",
+ "mil f</w>",
+ "lie b</w>",
+ "inform ing</w>",
+ "up lift</w>",
+ "ra el</w>",
+ "mortg ages</w>",
+ "lec t</w>",
+ "ii ii</w>",
+ "guillau me</w>",
+ "compos ites</w>",
+ "old smobile</w>",
+ "l end",
+ "gar th",
+ "com mish</w>",
+ "bapti zed</w>",
+ "scorpi ons</w>",
+ "ru cker</w>",
+ "bringback our",
+ "alli ance",
+ "thalap athy",
+ "tal i</w>",
+ "sp ans</w>",
+ "eri dge</w>",
+ "wither spoon</w>",
+ "lin da",
+ "sky lar</w>",
+ "kor n",
+ "hom s</w>",
+ "Ä į",
+ "sil enced</w>",
+ "caf fe</w>",
+ "ar ty",
+ "dist inguish</w>",
+ "to wed</w>",
+ "pun g</w>",
+ "jessic a",
+ "ear nest</w>",
+ "beau fort</w>",
+ "t ama</w>",
+ "study abroad</w>",
+ "si khs</w>",
+ "new bie</w>",
+ "nav ratri</w>",
+ "mar ble",
+ "loun ging</w>",
+ "lit ter",
+ "dal it</w>",
+ "so sa</w>",
+ "iz es</w>",
+ "gra de",
+ "com promising</w>",
+ "tr iton</w>",
+ "de tta</w>",
+ "v j",
+ "chau ffe",
+ "spec tral</w>",
+ "powe red",
+ "montess ori</w>",
+ "artic ulate</w>",
+ "hal ton</w>",
+ "al co</w>",
+ "ye y</w>",
+ "mn twins</w>",
+ "acoun ty</w>",
+ "ðŁijı ðŁı¾</w>",
+ "âī Ī</w>",
+ "mad men</w>",
+ "kal a",
+ "gru m",
+ "chi k</w>",
+ "ati s",
+ "su me</w>",
+ "akh tar</w>",
+ "job search</w>",
+ "high lighter</w>",
+ "bo ath",
+ "âĦ ¹</w>",
+ "tar zan</w>",
+ "lam bo</w>",
+ "âĽĦ ï¸ı</w>",
+ "ox fam</w>",
+ "dump ster</w>",
+ "pretz els</w>",
+ "mac os</w>",
+ "incl ined</w>",
+ "fac tual</w>",
+ "adverti sers</w>",
+ "shu i</w>",
+ "pu ree</w>",
+ "ml pfi",
+ "anti dote</w>",
+ "cap o</w>",
+ "pa str",
+ "merc ado</w>",
+ "but ton",
+ "ar min",
+ "ag g</w>",
+ "lol la",
+ "horri bly</w>",
+ "er rands</w>",
+ "christop he</w>",
+ "time snow</w>",
+ "monday motiv",
+ "li ss",
+ "scand als</w>",
+ "mc i</w>",
+ "dispropor tion",
+ "âĺ İ</w>",
+ "sur pass</w>",
+ "samar itan</w>",
+ "so tho</w>",
+ "pu rest</w>",
+ "fl att",
+ "trivi atuesday</w>",
+ "delec table</w>",
+ "leop old</w>",
+ "hermi one</w>",
+ "chou dhary</w>",
+ "en rich</w>",
+ "¡ ¡</w>",
+ "subsi diary</w>",
+ "ine qualities</w>",
+ "bachel or",
+ "auto immune</w>",
+ "la kota</w>",
+ "i hop</w>",
+ "ad jec",
+ "the simpsons</w>",
+ "sh es",
+ "se k",
+ "gret chen</w>",
+ "up stream</w>",
+ "hin akhan</w>",
+ "coper nic",
+ "x tina</w>",
+ "lu g</w>",
+ "tough ness</w>",
+ "e ad</w>",
+ "cli pped</w>",
+ "bi us</w>",
+ "sl v</w>",
+ "fah ren",
+ "dee pak</w>",
+ "ca u</w>",
+ "x an",
+ "im mature</w>",
+ "dig ni",
+ "bo bs</w>",
+ "shred ding</w>",
+ "but tery</w>",
+ "accommod ations</w>",
+ "de ven",
+ "chun ks</w>",
+ "super league</w>",
+ "sky bet",
+ "kil dare</w>",
+ "je et",
+ "ë į",
+ "ce k</w>",
+ "wrec ks</w>",
+ "pro pane</w>",
+ "oh l",
+ "tb d</w>",
+ "quo i</w>",
+ "trum pp",
+ "mi mo",
+ "reluct ant</w>",
+ "ver ne</w>",
+ "o ic</w>",
+ "ma gh",
+ "ar nau",
+ "se ver</w>",
+ "li dge</w>",
+ "stair way</w>",
+ "kicchasu deep</w>",
+ "ðŁĶ º</w>",
+ "mach ining</w>",
+ "aama admi",
+ "ot i</w>",
+ "c da</w>",
+ "al it",
+ "pan y</w>",
+ "inst alls</w>",
+ "ac ct</w>",
+ "e shop</w>",
+ "di em</w>",
+ "hard well</w>",
+ "fulfill ment</w>",
+ "sc afe</w>",
+ "qu ack</w>",
+ "extrac ts</w>",
+ "swee tened</w>",
+ "fi ghton</w>",
+ "f di</w>",
+ "d inger</w>",
+ "wal tham</w>",
+ "us ur",
+ "refe rees</w>",
+ "seok jin</w>",
+ "gran n</w>",
+ "af rin</w>",
+ "th n</w>",
+ "sch af",
+ "par cels</w>",
+ "bet is</w>",
+ "amar ine</w>",
+ "nom an",
+ "kh tar</w>",
+ "mor itz</w>",
+ "cou pling</w>",
+ "bar ons</w>",
+ "ðŁIJ ¸",
+ "Ã ¸</w>",
+ "sl p</w>",
+ "sad ler</w>",
+ "x ander</w>",
+ "tri ad</w>",
+ "mc millan</w>",
+ "kh z</w>",
+ "divi ding</w>",
+ "ìĹijìĨ Į</w>",
+ "dar yl",
+ "zed d</w>",
+ "le ys",
+ "pla ques</w>",
+ "flu ori",
+ "tipper ary</w>",
+ "on nell</w>",
+ "di dier</w>",
+ "lang ford</w>",
+ "im c</w>",
+ "the sun</w>",
+ "bir dies</w>",
+ "ar cha",
+ "ye ssss</w>",
+ "t di</w>",
+ "dar ia</w>",
+ "cand ace</w>",
+ "al tam",
+ "pal aces</w>",
+ "ch it</w>",
+ "sant am",
+ "event ful</w>",
+ "book of",
+ "ad b</w>",
+ "mon stax</w>",
+ "cre ole</w>",
+ "co el",
+ "âĸ ½",
+ "we aren",
+ "sten nis</w>",
+ "she ath</w>",
+ "ati sm</w>",
+ "gron ingen</w>",
+ "mlpfi m</w>",
+ "le pre",
+ "wrong ly</w>",
+ "rsp ca</w>",
+ "rendez vous</w>",
+ "acknowle dging</w>",
+ "pel vic</w>",
+ "solic itor</w>",
+ "sla ys</w>",
+ "nue stra</w>",
+ "lo d",
+ "is lander</w>",
+ "fer oci",
+ "fashion show</w>",
+ "ra ss</w>",
+ "dge on</w>",
+ "adole scents</w>",
+ "sma shes</w>",
+ "negli gence</w>",
+ "grate ful",
+ "ved ere</w>",
+ "sw oop</w>",
+ "ing l",
+ "apol ice</w>",
+ "vand alism</w>",
+ "gan n</w>",
+ "jo ao</w>",
+ "di supdates</w>",
+ "zimbab we",
+ "under age</w>",
+ "radi ance</w>",
+ "w of",
+ "bour geo",
+ "pla s",
+ "cr ani",
+ "gh ue</w>",
+ "wrec kem</w>",
+ "warran ts</w>",
+ "re form",
+ "jim mie</w>",
+ "at wood</w>",
+ "ys l</w>",
+ "neil himself</w>",
+ "l bj</w>",
+ "i man",
+ "tan to</w>",
+ "nois se",
+ "ver bs</w>",
+ "equip o</w>",
+ "al together</w>",
+ "mam ent</w>",
+ "l ice</w>",
+ "dou glass</w>",
+ "tier ney</w>",
+ "pri med</w>",
+ "j hal",
+ "furn itu",
+ "braz ili",
+ "v ill</w>",
+ "past els</w>",
+ "n ison</w>",
+ "u ff</w>",
+ "paral ysis</w>",
+ "jay e</w>",
+ "im po",
+ "ðŁij ģ</w>",
+ "strate gically</w>",
+ "pakistan is</w>",
+ "was sup</w>",
+ "super bike</w>",
+ "thank u</w>",
+ "tru elove</w>",
+ "sha ikh</w>",
+ "israel is</w>",
+ "vi p",
+ "to g</w>",
+ "li en</w>",
+ "la ker",
+ "grey hounds</w>",
+ "cul ars</w>",
+ "bian chi</w>",
+ "balot elli</w>",
+ "ar ran</w>",
+ "loo s</w>",
+ "str ates</w>",
+ "he bron</w>",
+ "ar vo</w>",
+ "sunder land",
+ "the al",
+ "tomb stone</w>",
+ "sand man</w>",
+ "c pac</w>",
+ "thanks giving",
+ "love him</w>",
+ "lat ino",
+ "an in</w>",
+ "aka if</w>",
+ "ĭ ãĤ",
+ "tor quay</w>",
+ "di est</w>",
+ "alli anz</w>",
+ "ðŁĺ ķ",
+ "golf club</w>",
+ "cl lr",
+ "wal cott</w>",
+ "sch nau",
+ "promp ted</w>",
+ "nomin ating</w>",
+ "len nox</w>",
+ "val et</w>",
+ "mon ro",
+ "may ward",
+ "e ph",
+ "ðŁĶ Ķ</w>",
+ "inter oper",
+ "r da</w>",
+ "re flex",
+ "arm chair</w>",
+ "ê° ķ",
+ "stri pper</w>",
+ "por ti",
+ "ph arm</w>",
+ "ham za</w>",
+ "ni reland</w>",
+ "ne ue</w>",
+ "h pv</w>",
+ "port foli",
+ "sun burn</w>",
+ "fris bee</w>",
+ "be al</w>",
+ "bapti ste</w>",
+ "x h</w>",
+ "ty m</w>",
+ "pr ati",
+ "o vers",
+ "haz rat</w>",
+ "deser t",
+ "der ry",
+ "us ky</w>",
+ "em mett</w>",
+ "ach arya</w>",
+ ")_/ ¯</w>",
+ "shu d</w>",
+ "may a",
+ "ham ill",
+ "ra im",
+ "nr c</w>",
+ "fitt ings</w>",
+ "cur vy</w>",
+ "ðŁı ĩ",
+ "ster ling",
+ "ॠĢ",
+ "wal kin</w>",
+ "short cuts</w>",
+ "mil ly</w>",
+ "ast ur",
+ "alpha be",
+ "pl i</w>",
+ "pe z",
+ "miss you</w>",
+ "rad ford</w>",
+ "ml g</w>",
+ "ta eyang</w>",
+ "notjust lakes</w>",
+ "du mps</w>",
+ "seren dip",
+ "le ur</w>",
+ "ra ving</w>",
+ "e ster</w>",
+ "de priv",
+ "absc bn</w>",
+ "ðŁijĩ ðŁı»",
+ "scar city</w>",
+ "o cr",
+ "mean ings</w>",
+ "cap t",
+ "da hl",
+ "fer mentation</w>",
+ "bri oche</w>",
+ "to win</w>",
+ "out lander",
+ "massi mo</w>",
+ "en cro",
+ "ðŁ¥ ³",
+ "buil t",
+ "po tam",
+ "kir i</w>",
+ "tm w</w>",
+ "monit ored</w>",
+ "k ites</w>",
+ "peoples vote</w>",
+ "gray son",
+ "íģ ¬</w>",
+ "afri ka</w>",
+ "a dies</w>",
+ "i vote",
+ "gy ne",
+ "g annon</w>",
+ "di x",
+ "c mc</w>",
+ "ou ral</w>",
+ "fox andfriends</w>",
+ "bel i</w>",
+ "ig ne</w>",
+ "gl an</w>",
+ "katrin akaif</w>",
+ "co politics</w>",
+ "qual itative</w>",
+ "p si",
+ "lu cci</w>",
+ "disc oura",
+ "âĺ ®</w>",
+ "kel li",
+ "gau tam",
+ "carac as</w>",
+ "reale st</w>",
+ "pu la",
+ "in us</w>",
+ "hill top</w>",
+ "make aw",
+ "atten borough</w>",
+ "tw y",
+ "r arity</w>",
+ "peck ham</w>",
+ "ma hon",
+ "corn elius</w>",
+ "clin icians</w>",
+ "ton line</w>",
+ "tb i</w>",
+ "paradi se",
+ "ka si",
+ "inev it",
+ "fresh ness</w>",
+ "colling wood</w>",
+ "lun atic</w>",
+ "defen se",
+ "cop d</w>",
+ "in fra</w>",
+ "wain wright</w>",
+ "sains bury</w>",
+ "alab am",
+ "te ma</w>",
+ "lac o",
+ "chec ker</w>",
+ "releg ated</w>",
+ "tren t",
+ "stal ks</w>",
+ "huff post",
+ "bhubanes war</w>",
+ "ast ral</w>",
+ "share your",
+ "prim rose</w>",
+ "hi me</w>",
+ "cat an</w>",
+ "end ment</w>",
+ "en dow",
+ "cle mens</w>",
+ "mal oney</w>",
+ "hil ary",
+ "game time</w>",
+ "den ise",
+ "collabor ators</w>",
+ "b wo",
+ "radic als</w>",
+ "gue tta</w>",
+ "ici on",
+ "au a</w>",
+ "snap matic</w>",
+ "sat chel</w>",
+ "excav ation</w>",
+ "base man</w>",
+ "s ão</w>",
+ "gn ation</w>",
+ "fel d",
+ "surve y",
+ "shah zad</w>",
+ "ma st",
+ "anirud hofficial</w>",
+ "tru cker</w>",
+ "ot ago</w>",
+ "geo graph",
+ "ethe l</w>",
+ "âļ¡ï¸ı âļ¡ï¸ı</w>",
+ "s ver",
+ "mu tt</w>",
+ "internetof things</w>",
+ "ancho red</w>",
+ "wh ouse</w>",
+ "bang la</w>",
+ "bal main</w>",
+ "ç¹ ĭãģ",
+ "break fa",
+ "á Ģ",
+ "twi ster</w>",
+ "te tris</w>",
+ "ca v</w>",
+ "stag s</w>",
+ "g z",
+ "au b</w>",
+ "stor med</w>",
+ "hel ens</w>",
+ "yar mouth</w>",
+ "st asy</w>",
+ "gustav o</w>",
+ "co sc",
+ "vin son</w>",
+ "up p</w>",
+ "sc ricket</w>",
+ "assump tions</w>",
+ "app e</w>",
+ "nu h</w>",
+ "u er</w>",
+ "pre mise</w>",
+ "n aga",
+ "e amon",
+ "coron ary</w>",
+ "na f</w>",
+ "north side</w>",
+ "el mer</w>",
+ "ro tar",
+ "out lining</w>",
+ "el f",
+ "re surg",
+ "kat elyn</w>",
+ "in can",
+ "hyster ia</w>",
+ "ce e",
+ "am bani</w>",
+ "pro lly</w>",
+ "Į ãĤĬãģ",
+ "ax es</w>",
+ "san jose</w>",
+ "rem brandt</w>",
+ "mag pie</w>",
+ "even ly</w>",
+ "scor sese</w>",
+ "qu aint</w>",
+ "f g",
+ "b buk</w>",
+ "indian football</w>",
+ "weare all",
+ "spd wy</w>",
+ "pis ces</w>",
+ "ec g</w>",
+ "âĺħâĺħâĺħâĺħ âĺħ</w>",
+ "pre orders</w>",
+ ": |</w>",
+ "ni pple</w>",
+ "sal azar</w>",
+ "ju me",
+ "jail break</w>",
+ "min n",
+ "bas sett</w>",
+ "ze tta</w>",
+ "jef free",
+ "ad jun",
+ "tic on</w>",
+ "san diego",
+ "drink local</w>",
+ "chol era</w>",
+ "solic itors</w>",
+ "o bo",
+ "com post",
+ "ni an</w>",
+ "wr a</w>",
+ "tre ach",
+ "ic ic",
+ "profession al",
+ "del ve</w>",
+ "leg ate</w>",
+ "histor ia</w>",
+ "cro issant</w>",
+ "con noisse",
+ "nam o",
+ "palli ative</w>",
+ "chem trails</w>",
+ "i ority</w>",
+ "global warming</w>",
+ "comic art</w>",
+ "behavi oural</w>",
+ "re sted</w>",
+ "li as</w>",
+ "cli mates</w>",
+ "Ł ãģĦ</w>",
+ "rut land</w>",
+ "nou rish</w>",
+ "menopau se</w>",
+ "hot ties</w>",
+ "demen ti",
+ "ve spa</w>",
+ "mel ville</w>",
+ "anal ogue</w>",
+ "tz man</w>",
+ "str ung</w>",
+ "im perfect</w>",
+ "gl are</w>",
+ "cir cling</w>",
+ "ros berg</w>",
+ "rec o</w>",
+ "oc ity",
+ "lo ire</w>",
+ "em be",
+ "do ssier</w>",
+ "ne el</w>",
+ "nan do",
+ "me a",
+ "gal vani",
+ "fin esse</w>",
+ "ag p</w>",
+ "berke ley",
+ "asi m</w>",
+ "âĺº âĺº</w>",
+ "quil ted</w>",
+ "ish ere</w>",
+ "un matched</w>",
+ "po tion</w>",
+ "for z",
+ "at re",
+ "selfi es",
+ "juli ana</w>",
+ "ðŁļ ¶",
+ "âĸ º",
+ "mel ton</w>",
+ "âłĢâłĢâłĢâłĢ âłĢâłĢâłĢâłĢ",
+ "spin rilla</w>",
+ "pur cell</w>",
+ "ed p</w>",
+ "at leti</w>",
+ "tony awards</w>",
+ "ra ja",
+ "pro gno",
+ "mol ten</w>",
+ "stu ff",
+ "p ally</w>",
+ "nobel prize</w>",
+ "âĻ» ï¸ı</w>",
+ "spiritu al",
+ "spe ake",
+ "sa sha",
+ "bri um</w>",
+ "tru ss</w>",
+ "critici ze</w>",
+ "assassinscre ed</w>",
+ "yor uba</w>",
+ "u lo",
+ "fire man</w>",
+ "workin progress</w>",
+ "ef cc</w>",
+ "fla res</w>",
+ "ro bot",
+ "hi kers</w>",
+ "cl l",
+ "shado wing</w>",
+ "pat sy</w>",
+ "leh man</w>",
+ "c ns</w>",
+ "å ±",
+ "guad al",
+ "à± į</w>",
+ "ra pe",
+ "r honda</w>",
+ "paralle ls</w>",
+ "son ja</w>",
+ "langu age",
+ "land ings</w>",
+ "z ola</w>",
+ "cr amps</w>",
+ "bur ning",
+ "apprais al</w>",
+ "jol la</w>",
+ "ham m</w>",
+ "kas a</w>",
+ "gul ly</w>",
+ "f go</w>",
+ "uly sses</w>",
+ "ri be",
+ "ðŁĴ Ħ",
+ "ib u</w>",
+ "eti enne</w>",
+ "bri ar</w>",
+ "fin ely</w>",
+ "comb ating</w>",
+ "y ql</w>",
+ "go tham",
+ "we chat</w>",
+ "to paz</w>",
+ "primar ies</w>",
+ "l se",
+ "iz z</w>",
+ "hel e</w>",
+ "dispon ible</w>",
+ "cy stic</w>",
+ "bel ichick</w>",
+ "th rush</w>",
+ "kansas city</w>",
+ "ge om",
+ "soli di",
+ "red bubble</w>",
+ "by stand",
+ "cambridge shire</w>",
+ "par fait</w>",
+ "ast le</w>",
+ "ow o</w>",
+ "ind ore</w>",
+ "stom ping</w>",
+ "sm elly</w>",
+ "ðŁ¤ ĸ</w>",
+ "locom o",
+ "adm itting</w>",
+ "hol me</w>",
+ "clock wise</w>",
+ "min sk</w>",
+ "mc co",
+ "for get",
+ "ev p</w>",
+ "cam ra</w>",
+ "ab ella</w>",
+ "yo tes</w>",
+ "universit yof",
+ "mé xico</w>",
+ "silver ado</w>",
+ "ric ket",
+ "crom bie</w>",
+ "pu j",
+ "eradic ate</w>",
+ "deli ght",
+ "y go",
+ "glam ping</w>",
+ "vic a</w>",
+ "du ggan</w>",
+ "coun ters</w>",
+ "cf d</w>",
+ "sc our",
+ "react js</w>",
+ "pu ram</w>",
+ "paras ites</w>",
+ "in ki",
+ "vill en",
+ "stel la",
+ "li mbo</w>",
+ "ang as</w>",
+ "k cr",
+ "ðŁĴļðŁĴļ ðŁĴļ</w>",
+ "vap ori",
+ "mum ford</w>",
+ "oli gar",
+ "à ¼",
+ "al oo</w>",
+ "boo ties</w>",
+ "ad r</w>",
+ "k elli</w>",
+ "dru mmers</w>",
+ "av ici",
+ "nature uk</w>",
+ "ron al",
+ "in trac",
+ "un splash</w>",
+ "le che</w>",
+ "g oma</w>",
+ "el ine",
+ "envir o</w>",
+ "bi onic</w>",
+ "bu eno</w>",
+ "mi k</w>",
+ "av in",
+ "star ling</w>",
+ "em powers</w>",
+ "cake day</w>",
+ "boy cot",
+ "ðŁĴļ ðŁĴļ</w>",
+ "ðŁĮ¸ ðŁĮ¸",
+ "v ach",
+ "m ci",
+ "fractu res</w>",
+ "ger i</w>",
+ "sk ing",
+ "exclu ded</w>",
+ "lu ce</w>",
+ "ja ve",
+ "ig gy",
+ "evi den",
+ "aki stan</w>",
+ "a wn</w>",
+ "mor als</w>",
+ "luci fer",
+ "ha ban",
+ "tumb ling</w>",
+ "sunday motivation</w>",
+ "mo sley</w>",
+ "captain america</w>",
+ "sch icago</w>",
+ "the one</w>",
+ "mo td</w>",
+ "d ts</w>",
+ "ðŁIJ ¼</w>",
+ "rep ell",
+ "ii i",
+ "locu st</w>",
+ "geo spatial</w>",
+ "mer sey</w>",
+ "immer se</w>",
+ "desc end</w>",
+ "ber nade",
+ "j s",
+ "boat sales</w>",
+ "win der</w>",
+ "cran k",
+ "sing leton</w>",
+ "candid acy</w>",
+ "ben a</w>",
+ "ðŁı» âĢį",
+ "high lander</w>",
+ "ol t</w>",
+ "k prs</w>",
+ "healthy lifestyle</w>",
+ "four teen</w>",
+ "end the",
+ "ith aca</w>",
+ "circul ated</w>",
+ "r ans</w>",
+ "pre valent</w>",
+ "ha vas",
+ "splend or</w>",
+ "roo ster",
+ "kalamaz oo</w>",
+ "jewell ers</w>",
+ "enne dy</w>",
+ "rou sey</w>",
+ "es y",
+ "cann ons</w>",
+ "ornam ental</w>",
+ "// //",
+ "ren don</w>",
+ "win ne",
+ "mol ding</w>",
+ "eid mubarak</w>",
+ "coun tess</w>",
+ "simon a</w>",
+ "ha wa</w>",
+ "fo es</w>",
+ "du ster</w>",
+ "sb u</w>",
+ "por tray</w>",
+ "mar ries</w>",
+ "goo dday",
+ "cho co",
+ "achi ever</w>",
+ "ðŁĺ¹ ðŁĺ¹",
+ "pre neur</w>",
+ "tr amp</w>",
+ "tom i</w>",
+ "n bat",
+ "garden chat</w>",
+ "farra khan</w>",
+ "ever glades</w>",
+ "ab ru",
+ "sou sa</w>",
+ "se ce",
+ "homes wee",
+ "terre strial</w>",
+ "bar it",
+ "sri devi</w>",
+ "ol u</w>",
+ "mel inda</w>",
+ "f rick</w>",
+ "can dies</w>",
+ "ðŁĺŃ ðŁĴķ</w>",
+ "qu reshi</w>",
+ "family fun</w>",
+ "exor cist</w>",
+ "cardin al",
+ "ny t",
+ "dies el",
+ "cu mulus</w>",
+ "capric orn</w>",
+ "si ology</w>",
+ "lor na</w>",
+ "dou gie</w>",
+ "an die</w>",
+ "super sport</w>",
+ "c fl",
+ "п ÑĢи",
+ "say ang</w>",
+ "pe ek",
+ "ภĬ</w>",
+ "lo be</w>",
+ "j em",
+ "ing lis</w>",
+ "gg led</w>",
+ "c sn</w>",
+ "amne sty",
+ "chu ps</w>",
+ "ba es</w>",
+ "sau er",
+ "ðŁı IJ",
+ "mongo lian</w>",
+ "en et</w>",
+ "back street",
+ "dr illed</w>",
+ "acce ssing</w>",
+ "ce o",
+ "b se</w>",
+ "ai ken</w>",
+ "pur r</w>",
+ "wor sen",
+ "whe res",
+ "war k",
+ "testi fying</w>",
+ "bu ri",
+ "bla st",
+ "aw g</w>",
+ "ðŁĵ ĭ</w>",
+ "re defining</w>",
+ "hear ing",
+ "u ci",
+ "c mp",
+ "bon i</w>",
+ "tail oring</w>",
+ "ta ji",
+ "noc chi</w>",
+ "em t</w>",
+ "stephen king</w>",
+ "ne et</w>",
+ "compla ins</w>",
+ "campaig ner</w>",
+ "luci ano</w>",
+ "twili ght",
+ "ti esto</w>",
+ "pas sports</w>",
+ "flo yd",
+ "cathe dr",
+ "na ked",
+ "caregi ver</w>",
+ "b coz</w>",
+ "ade cides</w>",
+ "ku ri",
+ "ly k</w>",
+ "br aries</w>",
+ "dren ched</w>",
+ "disc lose</w>",
+ "ðŁĴª ðŁı½",
+ "le blanc</w>",
+ "je tty</w>",
+ "gar ty</w>",
+ "chip mun",
+ "b su</w>",
+ "rhyth mic</w>",
+ "ic z</w>",
+ "fri d</w>",
+ "anne x</w>",
+ "ame x</w>",
+ "solo ist</w>",
+ "lanc ers</w>",
+ "arro whead</w>",
+ "speci fication</w>",
+ "simul ated</w>",
+ "na is",
+ "inver te",
+ "bo wing</w>",
+ "wor ship",
+ "f z</w>",
+ "abo ss</w>",
+ "sha q",
+ "ì¶ ķ",
+ "challeng ers</w>",
+ "an arch",
+ "aamaadmi party</w>",
+ "ãħĭãħĭ ãħĭ</w>",
+ "suffol k",
+ "so corro</w>",
+ "sn ell</w>",
+ "cla dding</w>",
+ "absor bing</w>",
+ "shaw a</w>",
+ "particip ates</w>",
+ "ðŁį Ķ",
+ "book stores</w>",
+ "bak u",
+ "seap ort</w>",
+ "ko jima</w>",
+ "gab y</w>",
+ "pack ard</w>",
+ "electr ician</w>",
+ "let it",
+ "mo wing</w>",
+ "fa wad",
+ "young jae</w>",
+ "hot mail</w>",
+ "men ing",
+ "u rie</w>",
+ "intim acy</w>",
+ "con ti",
+ ": \")</w>",
+ "lifeis good</w>",
+ "in ciner",
+ "i dri",
+ "craz iness</w>",
+ "jour nos</w>",
+ "fran chi",
+ "bott len",
+ "al da</w>",
+ "ff es</w>",
+ "k x</w>",
+ "south we",
+ "air a</w>",
+ "clay ton",
+ "sco ti",
+ "f j</w>",
+ "bri ga",
+ "ðŁ¤ĺ ðŁı»",
+ "demonstr ators</w>",
+ "y z</w>",
+ "stor k</w>",
+ "na q",
+ "casc ades</w>",
+ "travel chat</w>",
+ "plat a</w>",
+ "pad ma</w>",
+ "fran ci",
+ "at tain</w>",
+ "bat girl</w>",
+ "lom bard</w>",
+ "hoo s</w>",
+ "d dos</w>",
+ "neon atal</w>",
+ "discla imer</w>",
+ "r ss",
+ "r ant",
+ "di sen",
+ "tex aste",
+ "so cal",
+ "frac tal</w>",
+ "cam ry</w>",
+ "stri fe</w>",
+ "sn acking</w>",
+ "mu h</w>",
+ "sant ander</w>",
+ "mor ons</w>",
+ "gra f",
+ "par ades</w>",
+ "hu ston</w>",
+ "dru pal</w>",
+ "mi ento</w>",
+ "kir stel</w>",
+ "hy de",
+ "vom it</w>",
+ "forti fied</w>",
+ "sphin x</w>",
+ "da v</w>",
+ "bir yani</w>",
+ "win nings</w>",
+ "s baseball</w>",
+ "mer ged</w>",
+ "lovel ondon</w>",
+ "ling ering</w>",
+ "dream big</w>",
+ "car leton</w>",
+ "liveli hood</w>",
+ "djan go</w>",
+ "astri d</w>",
+ "gri ds</w>",
+ "down e</w>",
+ "bru ised</w>",
+ "s ne</w>",
+ "scarec row</w>",
+ "hel ium</w>",
+ "f nc</w>",
+ "bi ggs</w>",
+ "an ter",
+ "restor ative</w>",
+ "em pires</w>",
+ "ab del",
+ "life style",
+ "kiwan is</w>",
+ "colloqui um</w>",
+ "me en</w>",
+ "pr ick</w>",
+ "anti que",
+ "ze b</w>",
+ "mi mic</w>",
+ "edmon ds</w>",
+ "ðŁijĬ ðŁijĬ</w>",
+ "q ing",
+ "pp el</w>",
+ "mc gill",
+ "interpre ting</w>",
+ "âŀ ķ</w>",
+ "rash ad</w>",
+ "do ka</w>",
+ "narr ator</w>",
+ "electro magnetic</w>",
+ "ash by</w>",
+ "sau ra",
+ "iran deal</w>",
+ "âģ īï¸ı</w>",
+ "krish nan</w>",
+ "in di</w>",
+ "ff en</w>",
+ "bre a</w>",
+ "os man</w>",
+ "multin ational</w>",
+ "chi ppe",
+ "recruit ers</w>",
+ "aus biz</w>",
+ "p ounding</w>",
+ "re gen",
+ "cur sor</w>",
+ "refu sal</w>",
+ "mac s</w>",
+ "in ak",
+ "ax ial</w>",
+ "wa ifu</w>",
+ "up cycled</w>",
+ "hindu stan</w>",
+ "cas sini</w>",
+ "carly le</w>",
+ "scrat ches</w>",
+ "re ef",
+ "man atee</w>",
+ "eat ery</w>",
+ "ðŁĵ ¢",
+ "un condition",
+ "sen pai</w>",
+ "on ther",
+ "comic book</w>",
+ "pro sciutto</w>",
+ "de mar</w>",
+ "mi se",
+ "ma ge",
+ "fre ec",
+ "aye sha</w>",
+ "al der</w>",
+ "android games</w>",
+ "ley ton</w>",
+ "ho ck</w>",
+ "door way</w>",
+ "chicagof ire</w>",
+ "aali yah</w>",
+ "sw elling</w>",
+ "bi x",
+ ". ðŁĺĤ</w>",
+ "evan kirstel</w>",
+ "torpe do</w>",
+ "kon stant",
+ "genevie ve</w>",
+ "ma ia</w>",
+ "ha user</w>",
+ "do torg</w>",
+ "hide ous</w>",
+ "fi k</w>",
+ "sp raw",
+ "e ek</w>",
+ "z appa</w>",
+ "wan dered</w>",
+ "' '",
+ "ra jan</w>",
+ "bam bi</w>",
+ "( $)</w>",
+ "wid ening</w>",
+ "tool box</w>",
+ "sa ir",
+ "illumin ating</w>",
+ "pra ys</w>",
+ "out patient</w>",
+ "i w</w>",
+ "day o</w>",
+ "lo b</w>",
+ "sw fl</w>",
+ "sha des",
+ "gu ms</w>",
+ "coo kin</w>",
+ "ko di",
+ "gri ffin",
+ "traum ati",
+ "ste a</w>",
+ "slaugh tered</w>",
+ "god bless",
+ "air time</w>",
+ "pseu do</w>",
+ "b sa</w>",
+ "hau led</w>",
+ "ar if</w>",
+ "à¸Ńภĩ",
+ "le l</w>",
+ "wc po</w>",
+ "mil iti",
+ "char ters</w>",
+ "worl da",
+ "ru k</w>",
+ "k gs</w>",
+ "digital india</w>",
+ "is able</w>",
+ "idyl lic</w>",
+ "esp ino",
+ "marie tta</w>",
+ "e bo</w>",
+ "team canada</w>",
+ "ab our</w>",
+ "wil ton</w>",
+ "rock stars</w>",
+ "fav ored</w>",
+ "phys ic",
+ "wrink le</w>",
+ "tb r</w>",
+ "d print</w>",
+ "ball arat</w>",
+ "ad al",
+ "z ey",
+ "ðŁĺį ðŁĶ¥</w>",
+ "tom lin</w>",
+ "mt r</w>",
+ "pal sy</w>",
+ "fener bah",
+ "tight en</w>",
+ "phil ia</w>",
+ "ir oning</w>",
+ "ry u",
+ "b ant</w>",
+ "enqu ire</w>",
+ "ca ir</w>",
+ "abur ger</w>",
+ "tru n</w>",
+ "green berg</w>",
+ "chau han</w>",
+ "ir ina</w>",
+ "sh ani",
+ "trend setter</w>",
+ "pre tt",
+ "zaf ar</w>",
+ "alo ve",
+ "v ici",
+ "pan ic",
+ "no o</w>",
+ "lu stre</w>",
+ "disrup ted</w>",
+ "bal lis",
+ "son sof",
+ "mon si",
+ "inst ac",
+ "ake st</w>",
+ "ëĭ ¤",
+ "kw ame</w>",
+ "horror movies</w>",
+ "distric t",
+ "sau cy</w>",
+ "mb an</w>",
+ "ar mies</w>",
+ "with drawn</w>",
+ "med ics</w>",
+ "loft us</w>",
+ "er oom</w>",
+ "be kind</w>",
+ "ar ns</w>",
+ "all on</w>",
+ "un ison</w>",
+ "davi ds</w>",
+ "cr at</w>",
+ "nicot ine</w>",
+ "so or",
+ "sm x</w>",
+ "on co",
+ "cospla ying</w>",
+ "zombi es",
+ "har ms</w>",
+ "e ger",
+ "ro sy</w>",
+ "moon shine</w>",
+ "fe in",
+ "ce tt</w>",
+ "du brov",
+ "reg ents</w>",
+ "ben itez</w>",
+ "ðŁijıðŁı¼ ðŁijıðŁı¼</w>",
+ "ste c</w>",
+ "m alia</w>",
+ "prioriti ze</w>",
+ "ic eland",
+ "ft se</w>",
+ "v amo",
+ "lam ont</w>",
+ "homo sexuality</w>",
+ "bre es</w>",
+ "regu i</w>",
+ "cb p</w>",
+ "te j</w>",
+ "sky sports</w>",
+ "deter gent</w>",
+ "sha sta</w>",
+ "de rel",
+ "conserv ancy</w>",
+ "colori zed</w>",
+ "accol ades</w>",
+ "vis o</w>",
+ "show your",
+ "nan ow",
+ "bice ps</w>",
+ "us ability</w>",
+ "bi m",
+ "dailys ketch</w>",
+ "pearl jam</w>",
+ "stran gest</w>",
+ "mega deth</w>",
+ "broad casts</w>",
+ "bar ren</w>",
+ "ar ton</w>",
+ "chri ss",
+ "confi gu",
+ "lu res</w>",
+ "is the",
+ "e ul",
+ "railway ana</w>",
+ "global health</w>",
+ "gi anni</w>",
+ "u aap",
+ "s lum</w>",
+ "consci ously</w>",
+ "ab re</w>",
+ "n up",
+ "bud get",
+ "v ada</w>",
+ "e sch",
+ "real ness</w>",
+ "er ased</w>",
+ "th unt</w>",
+ "be z</w>",
+ "armist ice</w>",
+ "ðŁij ¹</w>",
+ "sh run",
+ "o led</w>",
+ "driver less</w>",
+ "ðŁ¤· ðŁı»âĢįâĻĢï¸ı</w>",
+ "won dr",
+ "sk an",
+ "sal aam</w>",
+ "mother land</w>",
+ "h wang</w>",
+ "gen o</w>",
+ "gang nam</w>",
+ "tw right</w>",
+ "endor sing</w>",
+ "en ic",
+ "ador ation</w>",
+ "pau sed</w>",
+ "patric ks</w>",
+ "do cked</w>",
+ "plat te</w>",
+ "ff xv</w>",
+ "ethnic ity</w>",
+ "auto show</w>",
+ "side show</w>",
+ "after life</w>",
+ "re located</w>",
+ "orphan ed</w>",
+ "food network</w>",
+ "dare to",
+ "and ra",
+ "sla ps</w>",
+ "v live</w>",
+ "swim s</w>",
+ "re imagined</w>",
+ "mist le",
+ "re vise</w>",
+ "real ity",
+ "bhar ti</w>",
+ "ðŁĴĻ ðŁĴĽ",
+ "late st",
+ "prou dest</w>",
+ "gra sses</w>",
+ "lan yard</w>",
+ "fresh est</w>",
+ "carcin oma</w>",
+ "anom aly</w>",
+ "zieg ler</w>",
+ "sum ner</w>",
+ "ly rix</w>",
+ "gor g</w>",
+ "is d",
+ "av el",
+ "swild life</w>",
+ "me squ",
+ "john cena</w>",
+ "euro league</w>",
+ "sab er",
+ "master ful</w>",
+ "yar ra</w>",
+ "cogn ition</w>",
+ "jacob son</w>",
+ "abo lic</w>",
+ "sir loin</w>",
+ "shuk la</w>",
+ "moj ito</w>",
+ "su pere",
+ "st weet</w>",
+ "me z</w>",
+ "e sa",
+ "rudol f</w>",
+ "gur a</w>",
+ "where you",
+ "tt m</w>",
+ "win s",
+ "trust worthy</w>",
+ "ny k</w>",
+ "bra den</w>",
+ "table top",
+ "good food</w>",
+ "es on",
+ "be k",
+ "lingui stic</w>",
+ "gra ys</w>",
+ "ch ath",
+ "h cs</w>",
+ "mon i",
+ "de ans</w>",
+ "cu ssions</w>",
+ "ch ell</w>",
+ "slo ws</w>",
+ "he mi</w>",
+ "d app",
+ "shar pie</w>",
+ "boo sters</w>",
+ "a os</w>",
+ "str ack</w>",
+ "se dona</w>",
+ "mu eller",
+ "hard wick</w>",
+ "or nate</w>",
+ "thor a</w>",
+ "sal ud</w>",
+ "o twol",
+ "ch um",
+ "mi ho</w>",
+ "for age</w>",
+ "thel ittle",
+ "tear ful</w>",
+ "ones elf</w>",
+ "min dy",
+ "sm g</w>",
+ "gmb h</w>",
+ "emer ald",
+ "ðŁĶ´ âļªï¸ı",
+ "tu tti</w>",
+ "recep tions</w>",
+ "re vising</w>",
+ "i brox</w>",
+ "tope ka</w>",
+ "sal ami</w>",
+ "expan se</w>",
+ "i books</w>",
+ "dob son</w>",
+ "cli o</w>",
+ "at s",
+ "ðŁļ Į</w>",
+ "mo ha",
+ "is ance</w>",
+ "shu tters</w>",
+ "moo t</w>",
+ "jan ine</w>",
+ "marvel comics</w>",
+ "jor dani",
+ "pos er</w>",
+ "kenne th",
+ "hy ung",
+ "de ja</w>",
+ "ase ball</w>",
+ "speci ality</w>",
+ "eu ston</w>",
+ "classic car</w>",
+ "had ith</w>",
+ "ðŁIJ ī</w>",
+ "chas ing",
+ "iz o</w>",
+ "gros ven",
+ "ag lia</w>",
+ "thisdayin history</w>",
+ "t row</w>",
+ "om ile</w>",
+ "hu ar",
+ "by n",
+ "sal ine</w>",
+ "div ine",
+ "demon ic</w>",
+ "ty ran",
+ "han dover</w>",
+ "revit alization</w>",
+ "pa ella</w>",
+ "cryp tic</w>",
+ "se dg",
+ "m end</w>",
+ "dun kirk</w>",
+ "bre d",
+ "wal d",
+ "sport scar</w>",
+ "a ard",
+ "whe aton</w>",
+ "da ener",
+ "k lan</w>",
+ "br t</w>",
+ "bakhta war",
+ "spi res</w>",
+ "schu bert</w>",
+ "ro ti</w>",
+ "poli sh",
+ "o se",
+ "ag ame</w>",
+ "wonder con</w>",
+ "prote stant</w>",
+ "bo sa</w>",
+ "ðŁĺ Ł</w>",
+ "d ü",
+ "joy ride</w>",
+ "ger trude</w>",
+ "âĿ Ŀ</w>",
+ "gil a</w>",
+ "v h",
+ "tw a</w>",
+ "tra v</w>",
+ "swal lowed</w>",
+ "star ve</w>",
+ "la in",
+ "ent ren",
+ "rei ki</w>",
+ "su kh",
+ "cra ic</w>",
+ "az u</w>",
+ "web page</w>",
+ "kee fe</w>",
+ "hypo the",
+ "hir sch</w>",
+ "hel le</w>",
+ "camp ground</w>",
+ "w amy</w>",
+ "tra vi",
+ "sha hi</w>",
+ "san deep</w>",
+ "ru i</w>",
+ "han uman</w>",
+ "dw p</w>",
+ "reposit ory</w>",
+ "no or",
+ "no ff</w>",
+ "un real",
+ "p ell</w>",
+ "black history</w>",
+ "har vick</w>",
+ "ma scar",
+ "pay ee</w>",
+ "pa sha</w>",
+ "gastron omy</w>",
+ "d ÃŃ",
+ "ai g</w>",
+ "rosen thal</w>",
+ "open day</w>",
+ "embelli shed</w>",
+ "t tip</w>",
+ "sun bathing</w>",
+ "go pack",
+ "end ome",
+ "ï¸ı #</w>",
+ "invali d</w>",
+ "final four</w>",
+ "st fu</w>",
+ "squish y</w>",
+ "ra sta</w>",
+ "mo sch",
+ "jam esc",
+ "die trich</w>",
+ "sel a</w>",
+ "mel b",
+ "el vi",
+ "t dp</w>",
+ "sun i</w>",
+ "sli t</w>",
+ "j ha",
+ "bi za</w>",
+ "spi ked</w>",
+ "l li",
+ "l illard</w>",
+ "vam pi",
+ "syno psis</w>",
+ "az har</w>",
+ "kendrick lamar</w>",
+ "ĮãĤĬãģ ŁãģĦ</w>",
+ "heart less</w>",
+ "country file</w>",
+ "air play</w>",
+ "arrog ance</w>",
+ "pre e</w>",
+ "virtu oso</w>",
+ "ãħłãħł ãħłãħł",
+ "raj u</w>",
+ "le bu",
+ "for ward",
+ "tu g",
+ "dro s</w>",
+ "mondaymotiv aton</w>",
+ "concep cion</w>",
+ "thel o",
+ "pad i</w>",
+ "looo ol</w>",
+ "ÑĢ од",
+ "it ss",
+ "eth ical",
+ "end uro</w>",
+ "__ :</w>",
+ "expend iture</w>",
+ "mon ste",
+ "mas king</w>",
+ "terri ers</w>",
+ "ib is</w>",
+ "e mber</w>",
+ "cu mple</w>",
+ "punctu ation</w>",
+ "pi per",
+ "ir vin</w>",
+ "ade e</w>",
+ "yy yyyy</w>",
+ "flash backs</w>",
+ "cel sius</w>",
+ "don nie",
+ "bo gota</w>",
+ "ben evol",
+ "the script</w>",
+ "shil pa",
+ "pro se",
+ "fin dia</w>",
+ "ze ke</w>",
+ "ne ko</w>",
+ "do ves</w>",
+ "blues lyrix</w>",
+ "fro sh</w>",
+ "sowe to</w>",
+ "mp lo",
+ "al ai</w>",
+ "sab i</w>",
+ "raq qa</w>",
+ "wf tv</w>",
+ "stro ller</w>",
+ "ian somerhalder</w>",
+ "ðŁĶ ª",
+ "an on",
+ "mo seley</w>",
+ "! ?!?</w>",
+ "sta king</w>",
+ "mol y</w>",
+ "car tri",
+ "c sg</w>",
+ "ast or</w>",
+ "transc end",
+ "ma er",
+ "de ux</w>",
+ "cow girl</w>",
+ "sas k",
+ "pun ter</w>",
+ "ma ken",
+ "o ates</w>",
+ "love tt</w>",
+ "grow ler</w>",
+ "sag in",
+ "v n",
+ "ssi ble</w>",
+ "officeof rg</w>",
+ "y mc",
+ "sab ar",
+ "faul ty</w>",
+ "ap ha</w>",
+ "ak on</w>",
+ "ðŁij «",
+ "snow don</w>",
+ "ae w</w>",
+ "raise the",
+ "ðĿ ĵ",
+ "grue some</w>",
+ "clement ine</w>",
+ "sp ing</w>",
+ "lat a</w>",
+ "worlden viron",
+ "mi mic",
+ "can aria</w>",
+ "bakhtawar bz</w>",
+ "ao a</w>",
+ "fal a",
+ "ãĤ Ń",
+ "avi va</w>",
+ "you uuu</w>",
+ "thi gh",
+ "la dders</w>",
+ "gu mbo</w>",
+ "tz ky</w>",
+ "fu zz",
+ "plastic pollution</w>",
+ "est ate",
+ "strength ened</w>",
+ "k ant</w>",
+ "dr in</w>",
+ "cal vert</w>",
+ "transform ational</w>",
+ "frigh tened</w>",
+ "mac lean</w>",
+ "elited angerous</w>",
+ "ear thy</w>",
+ "t son</w>",
+ "to da</w>",
+ "j nu</w>",
+ ".. ,</w>",
+ "mic hal",
+ "i ban",
+ "je ong",
+ "is real</w>",
+ "sim coe</w>",
+ "exclu sives</w>",
+ "blue bells</w>",
+ "ben e</w>",
+ "te u",
+ "pil sner</w>",
+ "pens ke</w>",
+ "athe ists</w>",
+ "m pu",
+ "cartag ena</w>",
+ "ðŁĴĹ ðŁĴĹ",
+ "million aires</w>",
+ "kk kk</w>",
+ "it ar</w>",
+ "subscri ptions</w>",
+ "remo te",
+ "ma fi",
+ "hin ton</w>",
+ "w cc",
+ "ho k</w>",
+ "ds b",
+ "ab leton</w>",
+ "sevent y</w>",
+ "pun ks</w>",
+ "e indhoven</w>",
+ "sh one</w>",
+ "mcfar lane</w>",
+ "lim popo</w>",
+ "empha si",
+ "Ã ¼</w>",
+ "sin fo</w>",
+ "pe tre",
+ "man grove</w>",
+ "ch ino",
+ "ber tie</w>",
+ "play lists</w>",
+ "push awards",
+ "p af",
+ "deb bie",
+ "c do</w>",
+ "r ino</w>",
+ "ðŁı¾ âĢįâĻĤï¸ı</w>",
+ "fol ke",
+ "bon nar",
+ "th ine</w>",
+ "sl an</w>",
+ "hal ter</w>",
+ "evi e</w>",
+ "aw some</w>",
+ "vul tures</w>",
+ "spar ky</w>",
+ "seiz ures</w>",
+ "âľ Ķ",
+ "ram one</w>",
+ "ine ffe",
+ "al n",
+ "pro ctor</w>",
+ "ast ra",
+ "the voice",
+ "gro te",
+ "sci on</w>",
+ "dead line",
+ "am aya</w>",
+ "tain ted</w>",
+ "patter ned</w>",
+ "exce eding</w>",
+ "cross fit",
+ "kay lee</w>",
+ "drop box</w>",
+ "ru shes</w>",
+ "tack led</w>",
+ "mo by</w>",
+ "retro gamer</w>",
+ "n cbd</w>",
+ "benef itting</w>",
+ "shay kh</w>",
+ "guild hall</w>",
+ "gen try</w>",
+ "dream cast</w>",
+ "dread ed</w>",
+ "bun dled</w>",
+ "th aw</w>",
+ "revol ving</w>",
+ "n pt</w>",
+ "kylie jenner</w>",
+ "imagin ative</w>",
+ "ron i</w>",
+ "over came</w>",
+ "family time</w>",
+ "ds burg</w>",
+ "car naval</w>",
+ "relation ship",
+ "recogni zable</w>",
+ "cor oner</w>",
+ "ho le",
+ "fan fic</w>",
+ "emir ates",
+ "bur ritos</w>",
+ "analy se</w>",
+ "thin ner</w>",
+ "ne es</w>",
+ "galli poli</w>",
+ "bl r</w>",
+ "cat woman</w>",
+ "-- >></w>",
+ "au lt",
+ "ada ily</w>",
+ "nau ghty",
+ "ili o</w>",
+ "solit aire</w>",
+ "mtv br",
+ "jocel yn</w>",
+ "arun ach",
+ "rep ent",
+ "south gate</w>",
+ "hy acin",
+ "essenti al",
+ "fent on</w>",
+ "and um</w>",
+ "it or",
+ "go pal</w>",
+ "sl inger</w>",
+ "po sei",
+ "aw il",
+ "wi elding</w>",
+ "ra ila</w>",
+ "eli as",
+ "a sto",
+ "Ã ¤</w>",
+ "tend ency</w>",
+ "str ata</w>",
+ "ker t</w>",
+ "< -</w>",
+ "im acele",
+ "da es",
+ "sti mulus</w>",
+ "han ley</w>",
+ "fit nes",
+ "ec stasy</w>",
+ "lim ous",
+ "ha iling</w>",
+ "ðŁ¤ Ń</w>",
+ "chis wick</w>",
+ "tar ies</w>",
+ "sla v</w>",
+ "pul i</w>",
+ "moderni zation</w>",
+ "black mail</w>",
+ "b ingham</w>",
+ "h fx",
+ "+ +",
+ "ðŁĩ®ðŁĩ ³",
+ "ni v</w>",
+ "we a</w>",
+ "profess or",
+ "k off</w>",
+ "bol ster</w>",
+ "su ave</w>",
+ "sequ ences</w>",
+ "pepper oni</w>",
+ "not te</w>",
+ "dre n</w>",
+ "ãģ¨ ç¹ĭãģ",
+ "hs v</w>",
+ "o ga</w>",
+ "ap tly</w>",
+ "z ad",
+ "excel si",
+ "rin ka</w>",
+ "mol dova</w>",
+ "min n</w>",
+ "ma bel</w>",
+ "conferen cing</w>",
+ "bas ing",
+ "of er",
+ "ob si",
+ "hamill himself</w>",
+ "care less</w>",
+ "brief ed</w>",
+ "inhe rent</w>",
+ "par ish",
+ "dub nation</w>",
+ "town sville</w>",
+ "sar awak</w>",
+ "gee ky</w>",
+ "doncaster isgreat</w>",
+ "was abi</w>",
+ "gu p</w>",
+ "phen o",
+ "dra inthe",
+ "carrie underwood</w>",
+ "ble eds</w>",
+ "bbc world</w>",
+ "ane w</w>",
+ "alta f</w>",
+ "dul wich</w>",
+ "ani ston</w>",
+ "w ti</w>",
+ "sumat ra</w>",
+ "gra fton</w>",
+ "bl n</w>",
+ "me ster</w>",
+ "bode ga</w>",
+ "re go</w>",
+ "es q</w>",
+ "an jo</w>",
+ "sump tuous</w>",
+ "mai sie</w>",
+ "ï¿ ½",
+ "wil t</w>",
+ "jak ob</w>",
+ "el vis",
+ "se pul",
+ "mu ster</w>",
+ "air pollution</w>",
+ "president e</w>",
+ "happy monday</w>",
+ "exten sively</w>",
+ "fl ondon</w>",
+ "t ls</w>",
+ "play ing",
+ "pe ed</w>",
+ "din ho</w>",
+ "var dy</w>",
+ "pi ka</w>",
+ "n iro</w>",
+ "au cus</w>",
+ "ðŁį ¦",
+ "nu ll</w>",
+ "el ondon</w>",
+ "juvent us",
+ "imag ines</w>",
+ "dis ab",
+ "lit o</w>",
+ "d ura</w>",
+ "work places</w>",
+ "promo te",
+ "mc caf",
+ "wood work</w>",
+ "waw x</w>",
+ "à® ª</w>",
+ "tt ino</w>",
+ "shar i</w>",
+ "sem per",
+ "better together</w>",
+ "ðŁijĬ ðŁı»",
+ "ze bra",
+ "pon dering</w>",
+ "en chil",
+ "ho m</w>",
+ "cosm ic",
+ "tan z",
+ "mo cked</w>",
+ "ec cc</w>",
+ "ath ed</w>",
+ "abo lish</w>",
+ "prop eller</w>",
+ "paris agreement</w>",
+ "assemb lies</w>",
+ "indu stry",
+ "fraudul ent</w>",
+ "pe sa</w>",
+ "chang min</w>",
+ "ax x",
+ "ðŁĴ µ",
+ "irr ational</w>",
+ "cu sa</w>",
+ "ramad han</w>",
+ "octa via</w>",
+ "on elove</w>",
+ "jac ki",
+ "bar ak",
+ "taxi der",
+ "seri ous",
+ "nathan fillion</w>",
+ "mc en",
+ "ch k</w>",
+ "po part</w>",
+ "grav ity",
+ "copp ola</w>",
+ "reading fc</w>",
+ "illu sions</w>",
+ "j ig</w>",
+ "ww x</w>",
+ "re sh</w>",
+ "ex porting</w>",
+ "buzz ard</w>",
+ "âĻ ¤</w>",
+ "p cm</w>",
+ "lan apar",
+ "ko s",
+ "arom as</w>",
+ "antal ya</w>",
+ "ww dc</w>",
+ "ven a</w>",
+ "phil a</w>",
+ "ball in",
+ "ðŁij Ħ</w>",
+ "quin ta</w>",
+ "ma o",
+ "f ery</w>",
+ "eigh ty</w>",
+ "sentim ents</w>",
+ "safe guarding</w>",
+ "r wa</w>",
+ "pu ffs</w>",
+ "luc ille</w>",
+ "de cath",
+ "sl u</w>",
+ "nu gent</w>",
+ "de ter</w>",
+ "braz il",
+ "ze iss</w>",
+ "super bowl",
+ "subsi dy</w>",
+ "alter n",
+ "hi dalgo</w>",
+ "enz ymes</w>",
+ "ä ½",
+ "tag ne</w>",
+ "hair dresser</w>",
+ "adri en</w>",
+ "walk out</w>",
+ "oppo ses</w>",
+ "can tina</w>",
+ "bed side</w>",
+ "af an",
+ "ðŁĶ Ĺ",
+ "prophe tic</w>",
+ "dan es</w>",
+ "un successful</w>",
+ "super charged</w>",
+ "pk k</w>",
+ "exem ption</w>",
+ "hart le",
+ "secu lar",
+ "cli pping</w>",
+ "br s</w>",
+ "united way",
+ "c net</w>",
+ "pat chy</w>",
+ "ha gan</w>",
+ "e en",
+ "âļ ľ",
+ "var a</w>",
+ "sym pathi",
+ "never trump</w>",
+ "affir mation</w>",
+ "om f</w>",
+ "ny cfc</w>",
+ "ma ja</w>",
+ "sur ro",
+ "keer th",
+ "up scale</w>",
+ "sandal wood</w>",
+ "mon archy</w>",
+ "kno bs</w>",
+ "å ĭ",
+ "po tholes</w>",
+ "hunger games</w>",
+ "ter races</w>",
+ "na sir</w>",
+ "coun sell",
+ "welcome to",
+ "wa q",
+ "se aman</w>",
+ "m ita</w>",
+ "stun ningly</w>",
+ "on theroad</w>",
+ "in ability</w>",
+ ") !!</w>",
+ "bon go</w>",
+ "ant v</w>",
+ "sp ut",
+ "worldenviron mentday</w>",
+ "resu sc",
+ "y td</w>",
+ "fi m</w>",
+ "eun hyuk</w>",
+ "sa chin",
+ "rose anne</w>",
+ "cler mont</w>",
+ "ape c</w>",
+ "am ina</w>",
+ "v ening</w>",
+ "n antes</w>",
+ "al most",
+ "sin us</w>",
+ "ex as</w>",
+ "ty l</w>",
+ "ti en</w>",
+ "ple ad</w>",
+ "lanc s</w>",
+ "bur naby</w>",
+ "re k",
+ "jo om",
+ "observ ers</w>",
+ "disco graphy</w>",
+ "cl g</w>",
+ "âĻ ¦</w>",
+ "sn ack",
+ "r ti</w>",
+ "o ily</w>",
+ "crystal li",
+ "bru te</w>",
+ "web development</w>",
+ "topp ings</w>",
+ "la f",
+ "an is</w>",
+ "ad der</w>",
+ "reli ving</w>",
+ "car lin</w>",
+ "battle of",
+ "we g</w>",
+ "syri an",
+ "pon t",
+ "n dc</w>",
+ "lagh ate",
+ "yu ma</w>",
+ "sp p</w>",
+ "p iti",
+ "ro bbing</w>",
+ "mart ing",
+ "rey kja",
+ "raj put</w>",
+ "nc ds</w>",
+ "kie wicz</w>",
+ "âĢ¢ âĢ¢</w>",
+ "vam pire",
+ "substan tially</w>",
+ "opio ids</w>",
+ "nepal i</w>",
+ "k line</w>",
+ "ar oo</w>",
+ "under stand",
+ "lit t</w>",
+ "u it</w>",
+ "thro mbo",
+ "sar ies</w>",
+ "qu ot</w>",
+ "b alling</w>",
+ "t tr",
+ "s gh</w>",
+ "philip p</w>",
+ "br ant</w>",
+ "ac l",
+ "m ello</w>",
+ "whit taker</w>",
+ ". ;</w>",
+ "defi ant</w>",
+ "b gc</w>",
+ "repl ying</w>",
+ "mir ren</w>",
+ "metamor pho",
+ "sch wab</w>",
+ "bul ge</w>",
+ "utili zed</w>",
+ "pick ering</w>",
+ "par don",
+ "d sa</w>",
+ "ภĪ",
+ "doo ley</w>",
+ "cumul ative</w>",
+ "Ð »",
+ "ur gency</w>",
+ "e mir</w>",
+ "+ /-</w>",
+ "¦ Ī</w>",
+ "ot as</w>",
+ "âı ³</w>",
+ "station ed</w>",
+ "grape vine</w>",
+ "ar ac",
+ "karan johar</w>",
+ "f ancy",
+ "sau l",
+ "coo gs</w>",
+ "lgbt q",
+ "ا٠ħ",
+ "jav i</w>",
+ "u mmer</w>",
+ "pl l",
+ "den is",
+ "dai pur</w>",
+ "pu ffin</w>",
+ "lewi sham</w>",
+ "fand om",
+ "co pe",
+ "ves matter</w>",
+ "s ve",
+ "hel pless</w>",
+ "deo dor",
+ "ostr ich</w>",
+ "kaz an</w>",
+ "friday the</w>",
+ "con dor</w>",
+ "v x</w>",
+ "sophom ores</w>",
+ "rob les</w>",
+ "cu tt</w>",
+ "cli mbers</w>",
+ "ë¦ ¬",
+ "sle g</w>",
+ "sn f</w>",
+ "mac ys</w>",
+ "hydr ating</w>",
+ "grou pe</w>",
+ "po yn",
+ "mou lin</w>",
+ "hg tv</w>",
+ "lmfa ooo</w>",
+ "sulph ur</w>",
+ "asdfghj kl</w>",
+ "annab elle</w>",
+ "hump back</w>",
+ "bra ved</w>",
+ "viswas am</w>",
+ "multi purpose</w>",
+ "hu midi",
+ "escor ted</w>",
+ "barb ican</w>",
+ "f ad</w>",
+ "cor sa</w>",
+ "ðŁ¤ «</w>",
+ "pi ppa</w>",
+ "here to",
+ "can y",
+ "ser gi",
+ "or cas</w>",
+ "o vie",
+ "ed ou",
+ "s any",
+ "glob alization</w>",
+ "man cini</w>",
+ "food truck</w>",
+ "f is</w>",
+ "defi brill",
+ "sch re",
+ "sma fia</w>",
+ "love wins</w>",
+ "la ut",
+ "k aka</w>",
+ "hol lande</w>",
+ "game on</w>",
+ "resurg ence</w>",
+ "out side",
+ "olympi ad</w>",
+ "int an",
+ "abstr action</w>",
+ "rapi d",
+ "pal om",
+ "cal le",
+ "jas min</w>",
+ "attack ers</w>",
+ "swag g</w>",
+ "mit ra</w>",
+ "ky lo</w>",
+ "à® ²</w>",
+ "her mitage</w>",
+ "gor do</w>",
+ "e ira</w>",
+ "so sfam</w>",
+ "roll out</w>",
+ "exc ite</w>",
+ "sy nod</w>",
+ "mer rill</w>",
+ "c als</w>",
+ "as sa</w>",
+ "liveli hoods</w>",
+ "ju ve",
+ "the black",
+ "gopack go</w>",
+ "ant lers</w>",
+ "alban ian</w>",
+ "wool ly</w>",
+ "qu iche</w>",
+ "puri fication</w>",
+ "are th</w>",
+ "smar thome</w>",
+ "ne k</w>",
+ "all blacks</w>",
+ "mex icans</w>",
+ "is m",
+ "ger ms</w>",
+ "comple xion</w>",
+ "mar ck</w>",
+ "u shi</w>",
+ "ðŁIJ IJ",
+ "char l",
+ "ca stic</w>",
+ "till erson</w>",
+ "giuli ani</w>",
+ "biode gradable</w>",
+ "mal bec</w>",
+ "bo is",
+ "ju bil",
+ "im es</w>",
+ "r ame</w>",
+ "gene tic",
+ "esp nu</w>",
+ "ch ley</w>",
+ "so ho",
+ "go pher",
+ "g sc</w>",
+ "buu ren</w>",
+ "cu be",
+ "bridesma ids</w>",
+ "webin ars</w>",
+ "to e",
+ "mani pur</w>",
+ "viol ently</w>",
+ "notic ias</w>",
+ "ex changing</w>",
+ "chi ev",
+ "replac eable</w>",
+ "muay thai</w>",
+ "bu ss</w>",
+ "sp il",
+ "instal ment</w>",
+ "div ya</w>",
+ "cait lin",
+ "o lim",
+ "fil tering</w>",
+ "whirl wind</w>",
+ "sta red</w>",
+ "prior it",
+ "pr am",
+ "pompe ii</w>",
+ "mono logue</w>",
+ "k ite",
+ "bu ka</w>",
+ "âĢ¦ ..</w>",
+ "vac cine",
+ "bre ro</w>",
+ "woz ni",
+ "sol ent</w>",
+ "re ferr",
+ "my rt",
+ "gridi ron</w>",
+ "galatasar ay</w>",
+ "fro ze</w>",
+ "clare mont</w>",
+ "ðŁ¥ ĥ</w>",
+ "victori as",
+ "ssel dorf</w>",
+ "pa stures</w>",
+ "net neutrality</w>",
+ "ch or</w>",
+ "ðŁij ģ",
+ "ಠ¿</w>",
+ "we ho</w>",
+ "symp tom</w>",
+ "jo sel",
+ "in ous</w>",
+ "dragon con</w>",
+ "power ball</w>",
+ "p te</w>",
+ "four thofjuly</w>",
+ "ec la",
+ "ear buds</w>",
+ "where abouts</w>",
+ "salt life</w>",
+ "depriv ation</w>",
+ "ch ter</w>",
+ "wi ggle</w>",
+ "syste m",
+ "ps st</w>",
+ "ch az",
+ "d any</w>",
+ "ri mo</w>",
+ "oax aca</w>",
+ "lanapar rilla</w>",
+ "barcel on",
+ "melanch oly</w>",
+ "way back",
+ "ho tro",
+ "n si",
+ "l illy",
+ "kur o</w>",
+ "ja han</w>",
+ "intellec t</w>",
+ "board game</w>",
+ "ðŁı Ĭ</w>",
+ "sneak peek</w>",
+ "k prc</w>",
+ "jail s</w>",
+ "cand el",
+ "zan zi",
+ "mor timer</w>",
+ "star ch</w>",
+ "ra gs</w>",
+ "p fa</w>",
+ "long live",
+ "k art",
+ "gir ona</w>",
+ "cro cker</w>",
+ "christop h</w>",
+ "precau tions</w>",
+ "war ship</w>",
+ "per m</w>",
+ "paren t",
+ "van gogh</w>",
+ "gif ford</w>",
+ "allegh eny</w>",
+ "ra yn",
+ "ut m</w>",
+ "sten cil</w>",
+ "rec alling</w>",
+ "pen ney</w>",
+ "z azzle</w>",
+ "ìĥ Ŀ",
+ "hin ds</w>",
+ "aren as</w>",
+ "nu ev",
+ "law ler</w>",
+ "gu in</w>",
+ "do this</w>",
+ "ðŁij ķ</w>",
+ "ì¶ķ íķĺ",
+ "we g",
+ "ti b",
+ "ri din</w>",
+ "complex es</w>",
+ "turbul ent</w>",
+ "pe sos</w>",
+ "de marcus</w>",
+ "vall arta</w>",
+ "sam sun",
+ "kis ses",
+ "hein rich</w>",
+ "deport es</w>",
+ "wil ms",
+ "ur d</w>",
+ "then ext",
+ "inki gayo</w>",
+ "ho wi",
+ "fir sts</w>",
+ "carri age",
+ "clean liness</w>",
+ "mas war",
+ "is ch</w>",
+ "ax el",
+ "si zzle</w>",
+ "road house</w>",
+ "fr ans</w>",
+ "ent ourage</w>",
+ "co bble",
+ "boo th",
+ "benedic t",
+ "tal on</w>",
+ "fc u</w>",
+ "year ofthe",
+ "ray on</w>",
+ "raider nation</w>",
+ "fo yle</w>",
+ "ko val",
+ "pi anos</w>",
+ "l pg</w>",
+ "bur mese</w>",
+ "man ure</w>",
+ "geo caching</w>",
+ "cosc ino</w>",
+ "b np</w>",
+ "fer ra",
+ "stro phy</w>",
+ "mar ais</w>",
+ "ce es</w>",
+ "legen dof",
+ "kat niss</w>",
+ "eno ch</w>",
+ "av ed</w>",
+ "you know",
+ "d prk</w>",
+ "ðŁĺ¢ ðŁĺ¢</w>",
+ "sp un",
+ "pro st</w>",
+ "sor rows</w>",
+ "cent red</w>",
+ "ke a</w>",
+ "gal icia</w>",
+ "? ðŁ¤Ķ</w>",
+ "ÑĢод а</w>",
+ "bou chard</w>",
+ "ðŁĴĻ ðŁĴľ",
+ "yu i</w>",
+ "seed lings</w>",
+ "jon ah",
+ "reco vers</w>",
+ "ny rd</w>",
+ "board room</w>",
+ "su ma</w>",
+ "my japs</w>",
+ "tun g",
+ "sha i</w>",
+ "ir gc</w>",
+ "eli o</w>",
+ "wag ons</w>",
+ "ka shi",
+ "polic emen</w>",
+ "john nie</w>",
+ "ale coscino</w>",
+ "shop ify</w>",
+ "dot ted</w>",
+ "de tri",
+ "va w</w>",
+ "to fficial</w>",
+ "in your",
+ "chal mers</w>",
+ "trac ed</w>",
+ "no vi",
+ "by es</w>",
+ "ari el",
+ "nipp on</w>",
+ "la pel</w>",
+ "gri ez",
+ "b gs</w>",
+ "fool ing</w>",
+ "d ita</w>",
+ "vijay sethu",
+ "nm wx</w>",
+ "as ot</w>",
+ "kr anti</w>",
+ "hel m",
+ "ve di</w>",
+ "sic kest</w>",
+ "mo chi</w>",
+ "k abo",
+ "shru bs</w>",
+ "he red",
+ "b sp</w>",
+ "sq m</w>",
+ "ham r</w>",
+ "dul kar</w>",
+ "anth a</w>",
+ "nr f</w>",
+ "avoid ance</w>",
+ "at en</w>",
+ "publi x</w>",
+ "be arers</w>",
+ "nas i</w>",
+ "ha p</w>",
+ "h ells</w>",
+ "ðŁĸ ¥</w>",
+ "ภ·</w>",
+ "thelast jedi</w>",
+ "oh wx</w>",
+ "ðŁį «",
+ "wa hoo</w>",
+ "there se</w>",
+ "rec aps</w>",
+ "ss nhq</w>",
+ "bird photography</w>",
+ "v ay",
+ "pet ti",
+ "pau lo",
+ "bel vedere</w>",
+ "( *",
+ "gr l</w>",
+ "du vet</w>",
+ "c pec</w>",
+ "sa it",
+ "por sch",
+ "meas urable</w>",
+ "avi ators</w>",
+ "fre mantle</w>",
+ "bre en</w>",
+ "on om",
+ "me and",
+ "life saving</w>",
+ "eu ref</w>",
+ "en don</w>",
+ "embar as",
+ "aira sia</w>",
+ "el is</w>",
+ "dun kin",
+ "star magic",
+ "s ill</w>",
+ "porto bello</w>",
+ "ki efer</w>",
+ "ex e</w>",
+ "mu ted</w>",
+ "ãģ ¦",
+ "we thepeople</w>",
+ "logi a</w>",
+ "liber al",
+ "theforce awakens</w>",
+ "min ed</w>",
+ "haun ts</w>",
+ "freck les</w>",
+ "care taker</w>",
+ "s india</w>",
+ "âķ IJ",
+ "dev lin</w>",
+ "list on</w>",
+ "direction er</w>",
+ "oh n</w>",
+ "fi garo</w>",
+ "em manuel",
+ "du bois</w>",
+ "cl ones</w>",
+ "bru ise</w>",
+ "ðŁİĪ ðŁİī</w>",
+ "disin fe",
+ "der matology</w>",
+ "as r</w>",
+ "s watch</w>",
+ "dis comfort</w>",
+ "tam anna",
+ "pi day</w>",
+ "mack en",
+ "k atic</w>",
+ "delu sional</w>",
+ "shaw nee</w>",
+ "gu d",
+ "al bino</w>",
+ "p ali",
+ "din gh",
+ "cucu mbers</w>",
+ "coffe y</w>",
+ "anticip ating</w>",
+ "treas ured</w>",
+ "web summit</w>",
+ "shel tered</w>",
+ "sav or</w>",
+ "pedago gy</w>",
+ "m gs</w>",
+ "sh ma</w>",
+ "s bu",
+ "den ali</w>",
+ "cam pos</w>",
+ "bubble gum</w>",
+ "o ir",
+ "le aps</w>",
+ "y ler</w>",
+ "r one",
+ "sansk rit</w>",
+ "min t",
+ "meat less",
+ "futuri st</w>",
+ "du de",
+ "a vel</w>",
+ "prote sted</w>",
+ "squ ire</w>",
+ "z aki</w>",
+ "sz n</w>",
+ "har court</w>",
+ "cycl one",
+ "bour dain</w>",
+ "gather ings</w>",
+ "d ant",
+ "advent urer</w>",
+ "parag on</w>",
+ "alt man</w>",
+ "dd ing",
+ "ban erjee</w>",
+ "snorkel ing</w>",
+ "mother well</w>",
+ "mis sy",
+ "en der",
+ "glo ws</w>",
+ "ki wis</w>",
+ "chick pea</w>",
+ "por o",
+ "e fron</w>",
+ "app t</w>",
+ "u y</w>",
+ "speci fied</w>",
+ "gab by",
+ "e strada</w>",
+ "com bos</w>",
+ "bour bon",
+ "vin i</w>",
+ "var un",
+ "steph ani",
+ "key words</w>",
+ "car vings</w>",
+ "amit abh</w>",
+ "wr ought</w>",
+ "tw al",
+ "re els</w>",
+ "clu bbing</w>",
+ "ubi quit",
+ "cri t</w>",
+ "ambed kar</w>",
+ "æ Ļ",
+ "prun ing</w>",
+ "vaccin ated</w>",
+ "boe ing",
+ "s ks</w>",
+ "lo ona</w>",
+ "hypno sis</w>",
+ "edel man</w>",
+ "pho l</w>",
+ "he w",
+ "colo sse",
+ "mckin sey</w>",
+ "u on",
+ "to te",
+ "sacrific ing</w>",
+ "ox i</w>",
+ "n ang",
+ "e mu",
+ "пÑĢи ÑĢода</w>",
+ "m th</w>",
+ "kers wednesday</w>",
+ "argu ed</w>",
+ "timel apse</w>",
+ "ris king</w>",
+ "regul ating</w>",
+ "ni gh</w>",
+ "likeli hood</w>",
+ "cu bic",
+ "au ction",
+ "rein for",
+ "pi stor",
+ "no ses</w>",
+ "ye l</w>",
+ "snu ggles</w>",
+ "pe i",
+ "jean ette</w>",
+ "ta ku</w>",
+ "ri th",
+ "guy z</w>",
+ "ภŀ</w>",
+ "y te</w>",
+ "ver ted</w>",
+ "pay soff</w>",
+ "jau regui</w>",
+ "hoo ligans</w>",
+ "procedu ral</w>",
+ "mi b</w>",
+ "har dy",
+ "el eng",
+ "chec kers</w>",
+ "all ine</w>",
+ "the met</w>",
+ "prou dof",
+ "keerth yofficial</w>",
+ "collabor ator</w>",
+ "ni u</w>",
+ "infl icted</w>",
+ "adv ani</w>",
+ "re twee",
+ "memor iam</w>",
+ "f icial</w>",
+ "ti ghter</w>",
+ "sal em",
+ "re viewers</w>",
+ "br ics</w>",
+ "ben digo</w>",
+ "am ell</w>",
+ "tur kish",
+ "sush maswar",
+ "paul son</w>",
+ "pal awan</w>",
+ "mol lie</w>",
+ "stitch er</w>",
+ "s burgh</w>",
+ "ir u</w>",
+ "hay dn</w>",
+ "en ers</w>",
+ "aro a</w>",
+ "u zzi</w>",
+ "saraj evo</w>",
+ "hel a</w>",
+ "apol lo",
+ "nine ty</w>",
+ "vac a</w>",
+ "sp on</w>",
+ "vent u",
+ "jel ena</w>",
+ "hei fer</w>",
+ "avo ids</w>",
+ "sp ine",
+ "pri ze",
+ "mar ist</w>",
+ "re creating</w>",
+ "me de</w>",
+ "woo den",
+ "find lay</w>",
+ "ro fl</w>",
+ "n di</w>",
+ "compreh end</w>",
+ "yu go",
+ "y ü",
+ "to work</w>",
+ "u fos</w>",
+ "son ar</w>",
+ "pi ston</w>",
+ "recor ding",
+ "tent ative</w>",
+ "art forsale</w>",
+ "pel lets</w>",
+ "fre do</w>",
+ "ÙĪ ر",
+ "mu ses</w>",
+ "custom ization</w>",
+ "pro found",
+ "is ner</w>",
+ "ide ally</w>",
+ "si am</w>",
+ "plan kton</w>",
+ "cm dr</w>",
+ "man ger</w>",
+ "fran ken</w>",
+ "customiz able</w>",
+ "ठ®",
+ "walk away</w>",
+ "swi vel</w>",
+ "vast ly</w>",
+ "no ton",
+ "lex a</w>",
+ "ex moor</w>",
+ "z as</w>",
+ "tan te</w>",
+ "reduc tions</w>",
+ "lol ly</w>",
+ "hip sters</w>",
+ "benef ited</w>",
+ "ë ²",
+ "ww www</w>",
+ "mascul ine</w>",
+ "fi ji",
+ "dre y",
+ "ph ill</w>",
+ "ane ous</w>",
+ "nic ol</w>",
+ "men dez</w>",
+ "disapp ro",
+ "ch ner</w>",
+ "through s</w>",
+ "shen mue</w>",
+ "east man</w>",
+ "ðŁIJ İ",
+ "yu ck</w>",
+ "under tale</w>",
+ "re ys</w>",
+ "go beavs</w>",
+ "eng en</w>",
+ "c na</w>",
+ "mer r",
+ "bir k",
+ "ãģ¨ç¹ĭãģ ĮãĤĬãģŁãģĦ</w>",
+ "âĥ£ @</w>",
+ "yn na</w>",
+ "ste ed</w>",
+ "offen der</w>",
+ "at um</w>",
+ "vani shing</w>",
+ "presi denti",
+ "love them</w>",
+ "g nocchi</w>",
+ "fri ggin</w>",
+ "per il</w>",
+ "mad hya</w>",
+ "ag ne</w>",
+ "dee jay",
+ "mar nock</w>",
+ "m tb",
+ "fold able</w>",
+ "@ ___</w>",
+ "stand re",
+ "bron x",
+ "bow ski</w>",
+ "fin ite</w>",
+ "cro ckett</w>",
+ "b sf</w>",
+ "ge tit</w>",
+ "seren awilliams</w>",
+ "mir o</w>",
+ "ignati us</w>",
+ "sla y",
+ "rin se</w>",
+ "fon due</w>",
+ "sel dom</w>",
+ "s more</w>",
+ "gan i</w>",
+ "dy ce</w>",
+ "dmit ry</w>",
+ "cru mb",
+ "late post</w>",
+ "pri mark</w>",
+ "oh ana</w>",
+ "flor als</w>",
+ "do a</w>",
+ "remembrance day</w>",
+ "d ds</w>",
+ "azi one</w>",
+ "toon ami</w>",
+ "air port",
+ "æĿ ±",
+ "th ad",
+ "fi st",
+ "dine sh</w>",
+ "dr who</w>",
+ "ad words</w>",
+ "admi rer</w>",
+ "pro je",
+ "kyrgy z",
+ "à «",
+ "manife station</w>",
+ "le wan",
+ "j ic",
+ "thi bau",
+ "le ased</w>",
+ "van ity",
+ "nouri shed</w>",
+ "never theless</w>",
+ "aug mente",
+ "fu elled</w>",
+ "che ad",
+ "wil shere</w>",
+ "ru di",
+ "p z</w>",
+ "my co",
+ "mor ro</w>",
+ "herbali fe</w>",
+ "hardro ck",
+ "de man</w>",
+ "dre ality</w>",
+ "sp ades</w>",
+ "ce vic",
+ "bha i",
+ "bar on",
+ "ultimat efan",
+ "hou news</w>",
+ "to bi</w>",
+ "stru t</w>",
+ "ke el</w>",
+ "affili ation</w>",
+ "the masters</w>",
+ "sm al",
+ "hu e",
+ "este ban</w>",
+ "con v</w>",
+ "om nic",
+ "datab ases</w>",
+ "co v</w>",
+ "ter ti",
+ "st g</w>",
+ "snoop dogg</w>",
+ "metab ol",
+ "leth bridge</w>",
+ "ðŁı» âĢįâĻĢï¸ı",
+ "year ling</w>",
+ "residente vil</w>",
+ "nws l</w>",
+ "iy aki</w>",
+ "griez mann</w>",
+ "c ous</w>",
+ "ðŁĵĿ :</w>",
+ "tor ian</w>",
+ "sam i",
+ "ðŁĶ¥ðŁĶ¥ ðŁĶ¥ðŁĶ¥ðŁĶ¥</w>",
+ "g are</w>",
+ "alli ances</w>",
+ "whit field</w>",
+ "we ther</w>",
+ "refin ing</w>",
+ "coy i</w>",
+ "kra ken</w>",
+ "ðŁĺĺ âĿ¤</w>",
+ "singul arity</w>",
+ "lil i</w>",
+ "h ns</w>",
+ "bol dand",
+ "waw rinka</w>",
+ "misogy ny</w>",
+ "lo vers",
+ "c q</w>",
+ "b dg</w>",
+ "ad ona</w>",
+ "gar ter</w>",
+ "women of",
+ "sc d</w>",
+ "recogn ising</w>",
+ "mun a</w>",
+ "str ou",
+ "sign alling</w>",
+ "lare do</w>",
+ "hell boy</w>",
+ "alek sand",
+ "un available</w>",
+ "pedi atric",
+ "as in",
+ "mer ia</w>",
+ "ri shi",
+ "futuri sm</w>",
+ "w ye",
+ "polari zed</w>",
+ "e we</w>",
+ "pro pel</w>",
+ "in forms</w>",
+ "cre ase</w>",
+ "~ \"</w>",
+ "arti ston",
+ "like for",
+ "heidel berg</w>",
+ "er ra</w>",
+ "life in",
+ "len ny",
+ "inter rupt</w>",
+ "cohe rent</w>",
+ "ca z",
+ "vick ers</w>",
+ "le veled</w>",
+ "f bs</w>",
+ "cab ins</w>",
+ "bu mmed</w>",
+ "apost les</w>",
+ "we h",
+ "ten don</w>",
+ "souven irs</w>",
+ "infu ri",
+ "pier ce",
+ "asse t",
+ "m las</w>",
+ "go th",
+ "di ggin</w>",
+ "ann as",
+ "yl or</w>",
+ "th waite</w>",
+ "sw el",
+ "pan era</w>",
+ "mur derers</w>",
+ "croo ked",
+ "bs go</w>",
+ "ac u</w>",
+ "a on</w>",
+ "re an</w>",
+ "one of",
+ "ko hl</w>",
+ "bloo dh",
+ "pest icide</w>",
+ "lost dog</w>",
+ "fle xing</w>",
+ "ëĤ ĺ",
+ "su pra</w>",
+ "eter nally</w>",
+ "ðŁļ Ļ</w>",
+ "pa olo",
+ "ol an",
+ "mom o",
+ "is elle</w>",
+ "captain marvel</w>",
+ "s lou",
+ "mistak enly</w>",
+ "akhi lesh</w>",
+ "mer t</w>",
+ "il inan</w>",
+ "bu on</w>",
+ "bal kan</w>",
+ "mir ro",
+ "mill en",
+ "der ail",
+ "dam on",
+ "tit i</w>",
+ "bi os</w>",
+ "re don",
+ "pic ard</w>",
+ "par te</w>",
+ "ðŁ¤ Ł",
+ "Ø º",
+ "son ics</w>",
+ "fir sth",
+ "dd c</w>",
+ "veg ans</w>",
+ "tur ban</w>",
+ "ni gan</w>",
+ "lot tie</w>",
+ "lyn don</w>",
+ "star buck",
+ "pink floyd</w>",
+ "life styles</w>",
+ "am ara</w>",
+ "a she",
+ "r sc</w>",
+ "val a</w>",
+ "sm er",
+ "cw gc</w>",
+ "cli ent",
+ "buen as</w>",
+ "jag an</w>",
+ "coo ps</w>",
+ "ðŁijij ðŁijij",
+ "speci alizes</w>",
+ "snag ged</w>",
+ "g lar",
+ "ben net</w>",
+ "wildlife wednesday</w>",
+ "bow den</w>",
+ "pi k</w>",
+ "art in</w>",
+ "empor ium</w>",
+ "ar l</w>",
+ "re ba</w>",
+ "pas ser</w>",
+ "disappo ints</w>",
+ "additi ve</w>",
+ "âľĬ ðŁı½</w>",
+ "bay er",
+ "missou la</w>",
+ "ha skell</w>",
+ "comm ences</w>",
+ "ni x",
+ "ne man</w>",
+ "explo ited</w>",
+ "plastic surgery</w>",
+ "cc d</w>",
+ "aso cial</w>",
+ "vo t</w>",
+ "sie gel</w>",
+ "fro ome</w>",
+ "kap am",
+ "far a</w>",
+ "e ha</w>",
+ "pro bes</w>",
+ "mw f</w>",
+ "meet ing",
+ "p bb",
+ "ak ins</w>",
+ "mistle toe</w>",
+ "kingdom hearts</w>",
+ "for kids</w>",
+ "ec r</w>",
+ "bal e",
+ "escor ts</w>",
+ "adidas originals</w>",
+ "k wa</w>",
+ "k ts</w>",
+ "hallo ffame</w>",
+ "ðŁĺį .</w>",
+ "wag s</w>",
+ "pot ted</w>",
+ "o wing</w>",
+ "honey comb</w>",
+ "he fty</w>",
+ "uro logy</w>",
+ "mer le</w>",
+ "b pd</w>",
+ "stri pping</w>",
+ "re ich",
+ "k state",
+ "gu ay",
+ "yon ge</w>",
+ "shak ti",
+ "g loom</w>",
+ "bat t</w>",
+ "son om",
+ "n ery</w>",
+ "el ba</w>",
+ "blan ks</w>",
+ "hel le",
+ "triple ts</w>",
+ "bom bay",
+ "ak arta</w>",
+ "ab ia</w>",
+ "transm itted</w>",
+ "rol f</w>",
+ "ja is",
+ "angular js</w>",
+ "fi erc",
+ "m ss</w>",
+ "trac e",
+ "ॠĩ",
+ "tom bs</w>",
+ "old man</w>",
+ "kom bucha</w>",
+ "fo l</w>",
+ "e health</w>",
+ "cere als</w>",
+ "are lli</w>",
+ "in ari</w>",
+ "ðŁĴ ©",
+ "wo l</w>",
+ "liber ties</w>",
+ "fa wn</w>",
+ "af firm</w>",
+ "nun avut</w>",
+ "hyster ical</w>",
+ "k drama</w>",
+ "art es</w>",
+ "âĢ¢âĢ¢âĢ¢âĢ¢ âĢ¢âĢ¢âĢ¢âĢ¢",
+ "valent in</w>",
+ "man slaughter</w>",
+ "gal es</w>",
+ "eo in</w>",
+ "energi zed</w>",
+ "del s</w>",
+ "with draws</w>",
+ "st les</w>",
+ "sar castic</w>",
+ "ram esh",
+ "incredi bles</w>",
+ "lock hart</w>",
+ "ya wn</w>",
+ "ultimatefan live</w>",
+ "oooooooo oooooooo",
+ "mu en",
+ "guru dev</w>",
+ "te er</w>",
+ "pe eling</w>",
+ "new snow</w>",
+ "lingui stics</w>",
+ "direc tv</w>",
+ "ag end",
+ "uni lever</w>",
+ "ru ger</w>",
+ "han dedly</w>",
+ "ero se</w>",
+ "li mel",
+ "the c",
+ "royal ties</w>",
+ "fini shers</w>",
+ "nr g</w>",
+ "m gt</w>",
+ "fid get</w>",
+ "com ps</w>",
+ "bac on",
+ "aggre ssively</w>",
+ "ab it</w>",
+ "ch â",
+ "tar de</w>",
+ "slu gger</w>",
+ "q anda</w>",
+ "gre ening</w>",
+ "d ats</w>",
+ "ensla ved</w>",
+ "spec tor</w>",
+ "o ye",
+ "fre ef",
+ "b hand",
+ "stop brexit</w>",
+ "mis conceptions</w>",
+ "cav a</w>",
+ "ðŁĺįðŁĺįðŁĺįðŁĺį ðŁĺįðŁĺįðŁĺįðŁĺį",
+ "multit asking</w>",
+ "hou sel",
+ "ferre ira</w>",
+ "cen time",
+ "ank les</w>",
+ "jo dh",
+ "hel ly</w>",
+ "fro me</w>",
+ "out tuesday</w>",
+ "nar nia</w>",
+ "bal aji</w>",
+ "l bloggers</w>",
+ "jyo ti</w>",
+ "ðŁį ĩ</w>",
+ "lan cia</w>",
+ "cap ri",
+ "y ap",
+ "nat ash",
+ "down fall</w>",
+ ".\" âĢĶ</w>",
+ "Ã ®",
+ "ligam ent</w>",
+ "coat ings</w>",
+ "ai ded</w>",
+ "hi ko</w>",
+ "fall ing",
+ "encryp ted</w>",
+ "yeg food</w>",
+ "infringe ment</w>",
+ "cu di</w>",
+ "ce p</w>",
+ "ðŁĺį ðŁĺĤ</w>",
+ "tra d",
+ "super rugby</w>",
+ "ed win",
+ "wh iche",
+ "vi meo</w>",
+ "lay ne</w>",
+ "in vigor",
+ "he he",
+ "dubrov nik</w>",
+ "bie ber",
+ "u tr",
+ "sham an</w>",
+ "op ers</w>",
+ "ham ill</w>",
+ "en ig</w>",
+ "di f</w>",
+ "ar um</w>",
+ "scrap book</w>",
+ "min h</w>",
+ "diver gence</w>",
+ "mckin non</w>",
+ "life time",
+ "guter res</w>",
+ "wil le",
+ "ple as</w>",
+ "patt y",
+ "mic ron",
+ "k z",
+ "dom aine</w>",
+ "ru sher</w>",
+ "m ds</w>",
+ "ches ney</w>",
+ "screw driver</w>",
+ "âģ© ,</w>",
+ "sle dge</w>",
+ "hau er</w>",
+ "chan a</w>",
+ "stam ina</w>",
+ "sprink ler</w>",
+ "pl n</w>",
+ "he ff",
+ "bol ton",
+ "om on",
+ "car rington</w>",
+ "accor dion</w>",
+ "jor ge",
+ "inter ception</w>",
+ "in puts</w>",
+ "gu ll",
+ "tran scription</w>",
+ "vanu atu</w>",
+ "it ical</w>",
+ "eth os</w>",
+ "tic h</w>",
+ "spac ey</w>",
+ "pee king</w>",
+ "u mi",
+ "ha ger",
+ "psycho tic</w>",
+ "illi an",
+ "illi a</w>",
+ "bonnar oo</w>",
+ "an ese</w>",
+ "pu c",
+ "laghate parth</w>",
+ "en hall</w>",
+ "econom ical</w>",
+ "dre dge</w>",
+ "% -</w>",
+ "u we</w>",
+ "tu bular</w>",
+ "scoun cil</w>",
+ "pe asants</w>",
+ "fl er</w>",
+ "tumb ler</w>",
+ "he p</w>",
+ "ford ham</w>",
+ "row ley</w>",
+ "initi als</w>",
+ "ev asion</w>",
+ "er nation</w>",
+ "plu gins</w>",
+ "coch ran</w>",
+ "c attle",
+ "acid ity</w>",
+ "ðŁİĬ ðŁİī</w>",
+ "re grann</w>",
+ "jump man</w>",
+ "ef ace</w>",
+ "x ma",
+ "patri archy</w>",
+ "esco bar</w>",
+ "cristi an</w>",
+ "tip ton</w>",
+ "nu eva</w>",
+ "hack ney",
+ "back seat</w>",
+ "kill arney</w>",
+ "aid an",
+ "sta dion</w>",
+ "simul taneous</w>",
+ "ida ho",
+ "a je",
+ "u th",
+ "figu re",
+ "clo s</w>",
+ "bur k",
+ "volun tar",
+ "rec ite</w>",
+ "macfar lane</w>",
+ "cur few</w>",
+ "bou do",
+ "w gn",
+ "sti x</w>",
+ "sla p",
+ "scrat ched</w>",
+ "philli p",
+ "jour ne",
+ "ex pelled</w>",
+ "wa z</w>",
+ "u ke",
+ "tati ana</w>",
+ "ou e</w>",
+ "ho pp",
+ "dimit ri</w>",
+ "ðŁĵ £",
+ "mato logist</w>",
+ "electri fying</w>",
+ "blu ffs</w>",
+ "bill smafia</w>",
+ "az cardinals</w>",
+ "y aa",
+ "x mas",
+ "shar a</w>",
+ "r ith</w>",
+ "g ills</w>",
+ "dre s",
+ "bar ton",
+ "authori zation</w>",
+ "imperi alism</w>",
+ "home of",
+ "to do",
+ "foot path</w>",
+ "band width</w>",
+ "visit spain</w>",
+ "moh sin</w>",
+ "erup ted</w>",
+ "mi ki</w>",
+ "insig nia</w>",
+ "mike l</w>",
+ "ss h</w>",
+ "ger a</w>",
+ "bank holiday",
+ "aw an",
+ "t weak</w>",
+ "star craft</w>",
+ "e al",
+ "construc tion",
+ "skelet ons</w>",
+ "le ep",
+ "ine m</w>",
+ "bar clay",
+ "ship wreck</w>",
+ "monsi eur</w>",
+ "yo h</w>",
+ "ron t</w>",
+ "form ative</w>",
+ "ser o",
+ "le p",
+ "horse man</w>",
+ "hoo sier</w>",
+ "haz mat</w>",
+ "cylin ders</w>",
+ "cen ti",
+ "ðŁĴ¥ðŁĴ¥ ðŁĴ¥</w>",
+ "re em</w>",
+ "na ire</w>",
+ "mus ically</w>",
+ "gras shopper</w>",
+ "est onian</w>",
+ "termin ology</w>",
+ "ro main</w>",
+ "blogger rt</w>",
+ "tox in</w>",
+ "stan ce",
+ "cultiv ated</w>",
+ "an ast",
+ "ðŁIJ į",
+ "shi mano</w>",
+ "go pher</w>",
+ "ene i</w>",
+ "recycla ble</w>",
+ "gam ification</w>",
+ "fight for",
+ "c q",
+ "avoc ados</w>",
+ "ke ys",
+ "eli ke",
+ "gly cer",
+ "shak ur</w>",
+ "mobili zation</w>",
+ "gal ley</w>",
+ "expla in",
+ "ex changed</w>",
+ "pe th</w>",
+ "obe dience</w>",
+ "illa ge</w>",
+ "en nis",
+ "ãĥ ŀ",
+ "wi v</w>",
+ "walla bies</w>",
+ "ma ar</w>",
+ "ig ers</w>",
+ "fin tech",
+ "fin alized</w>",
+ "wo j",
+ "meaning less</w>",
+ "in field</w>",
+ "onna ise</w>",
+ "e et</w>",
+ "bron te</w>",
+ "pass ages</w>",
+ "ðŁij §",
+ "strick land</w>",
+ "northern lights</w>",
+ "lom ond</w>",
+ "h tc",
+ "wr ay</w>",
+ "shi fter</w>",
+ "di alog</w>",
+ "ðŁį į</w>",
+ ">> >>>></w>",
+ "te atime</w>",
+ "ste ch",
+ "sic huan</w>",
+ "qu ill</w>",
+ "fran ca",
+ "comple mentary</w>",
+ "bar rington</w>",
+ "marcu s",
+ "mal am</w>",
+ "goo oo</w>",
+ "for sa",
+ "elec tra</w>",
+ "af s</w>",
+ "âĹ Ĩ</w>",
+ "tri fe",
+ "sn azzy</w>",
+ "fo lia</w>",
+ "and olan</w>",
+ "after dark</w>",
+ "wood son</w>",
+ "stra de</w>",
+ "litt lest</w>",
+ "o gun",
+ "con wy</w>",
+ "co wards</w>",
+ "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤðŁĺĤ</w>",
+ "íĬ ¸",
+ "se ul",
+ "mur phy",
+ "dun ks</w>",
+ "kapil shar",
+ "jo achim</w>",
+ "wom ack</w>",
+ "equal ity",
+ "aver ages</w>",
+ "a ine",
+ "ðŁ¦ Ī</w>",
+ "tac ular</w>",
+ "dis ability",
+ "u ked",
+ "mid century</w>",
+ "bar thol",
+ "teas ers</w>",
+ "tab ern",
+ "nj caa</w>",
+ "sp out</w>",
+ "op i</w>",
+ "ku bball</w>",
+ "bl om",
+ "so ar",
+ "popu lism</w>",
+ "meth yl",
+ "ðŁijĬ ðŁı¼",
+ "o spre",
+ "alo ils</w>",
+ "ðŁĵ ĸ",
+ "ðŁĮ ļ",
+ "x er",
+ "sp illing</w>",
+ "publ ica</w>",
+ "car dam",
+ "adi sh</w>",
+ "sa cha</w>",
+ "p kg</w>",
+ "bu da</w>",
+ "lyric ist</w>",
+ "i bc</w>",
+ "gru mp",
+ "ho ver</w>",
+ "hal ep</w>",
+ "anti body</w>",
+ "anem one</w>",
+ "âĻ¥âĻ¥ âĻ¥âĻ¥",
+ "m cl",
+ "litho graph</w>",
+ "cc u</w>",
+ "s fest</w>",
+ "path ic</w>",
+ "calli ster</w>",
+ "otta wa",
+ "gun sn",
+ "rut ger",
+ "hali but</w>",
+ "en vision</w>",
+ "differenti ate</w>",
+ "ðŁļĢ ðŁļĢ",
+ "pir an",
+ "lat el",
+ "uc n</w>",
+ "trou bad",
+ "ra ine",
+ "fierc ely</w>",
+ "learn english</w>",
+ "lea se",
+ "wex mondays</w>",
+ "em it</w>",
+ "dray ton</w>",
+ "bur rell</w>",
+ "scuba diving</w>",
+ "hol ler</w>",
+ "dr u</w>",
+ "clo cked</w>",
+ "w ral</w>",
+ "ap ro</w>",
+ "trans lucent</w>",
+ "w bo</w>",
+ "patri arch</w>",
+ "mo ja",
+ "lan nister</w>",
+ "fish ery</w>",
+ "ne derland</w>",
+ "mil dly</w>",
+ "mi rai</w>",
+ "ma ko</w>",
+ "ja p</w>",
+ "ðŁĺ©ðŁĺ© ðŁĺ©</w>",
+ "pro statec",
+ "p anna</w>",
+ "ar ama</w>",
+ "under taking</w>",
+ "tomp kins</w>",
+ "ne op",
+ "soli ds</w>",
+ "sav oury</w>",
+ "e ames</w>",
+ "cut lery</w>",
+ "wood bridge</w>",
+ "steam er</w>",
+ "ri zzo</w>",
+ "wild cat",
+ "rat na</w>",
+ "lamin ated</w>",
+ "kin eni</w>",
+ "jal ap",
+ "ai des</w>",
+ "acknowle dges</w>",
+ "?! ?!?!</w>",
+ "! ðŁİī</w>",
+ "w afc</w>",
+ "mag gio</w>",
+ "ha ves</w>",
+ "dar je",
+ "of i</w>",
+ "gr il",
+ "v asi",
+ "bru x",
+ "mo hd</w>",
+ "fake speare</w>",
+ "arn old",
+ "r mb</w>",
+ "for be",
+ "wal leye</w>",
+ "ro di",
+ "therapeu tics</w>",
+ "strate gi",
+ "ob ste",
+ "mu dder</w>",
+ "download able</w>",
+ "dd ings</w>",
+ "d ca</w>",
+ "asi angames</w>",
+ "campe on",
+ "appropri ation</w>",
+ "th century</w>",
+ "ram atta</w>",
+ "dra ped</w>",
+ "bul lion</w>",
+ "mu c</w>",
+ "one x</w>",
+ "se greg",
+ "ophel ia</w>",
+ "bod ily</w>",
+ "âĿ¤ ðŁĺį</w>",
+ "wi zar",
+ "te ased</w>",
+ "ade my</w>",
+ "to id</w>",
+ "sur a</w>",
+ "lazar us</w>",
+ "sn ickers</w>",
+ "ma se",
+ "lo h",
+ "bow ed</w>",
+ "bibli o",
+ "x change</w>",
+ "har lan</w>",
+ "gho shal</w>",
+ "flavor ful</w>",
+ "bha gat</w>",
+ "alle z</w>",
+ "whiche ver</w>",
+ "ten stein</w>",
+ "disc er",
+ "organ iser</w>",
+ "mt g",
+ "dream liner</w>",
+ "t se",
+ "hok kaido</w>",
+ "mo k",
+ "indulg ent</w>",
+ "hick man</w>",
+ "blin ded</w>",
+ "al yn",
+ "aaa ah</w>",
+ "sp ool</w>",
+ "lough borough</w>",
+ "inter pret",
+ "et v",
+ "aristo tle</w>",
+ "optimi zing</w>",
+ "avici i</w>",
+ "madu rai</w>",
+ "ju li</w>",
+ "naw az",
+ "mat chups</w>",
+ "ab ide</w>",
+ "paint ing",
+ "w elling</w>",
+ "vel i</w>",
+ "octag on</w>",
+ "in scribed</w>",
+ "po king</w>",
+ "plac er</w>",
+ "life cycle</w>",
+ "kili g</w>",
+ "g sp</w>",
+ "eli ves</w>",
+ "cle ments</w>",
+ "na sheed</w>",
+ "me sut</w>",
+ "incarcer ated</w>",
+ "dist illed</w>",
+ "wal ang</w>",
+ "delic acy</w>",
+ "del gado</w>",
+ "che z",
+ "ch ita</w>",
+ "ad ero</w>",
+ "tu x</w>",
+ "pati l</w>",
+ "o do",
+ "abh cosmetics</w>",
+ "tv c</w>",
+ "p bc</w>",
+ "in accurate</w>",
+ "hardwork paysoff</w>",
+ "ball er",
+ "quot ation</w>",
+ "merchandi sing</w>",
+ "ga stri",
+ "defen ses</w>",
+ "dro gba</w>",
+ "bex hill</w>",
+ "ban kno",
+ "win ona</w>",
+ "si eg",
+ "p gs</w>",
+ "hahah ha</w>",
+ "agu chi</w>",
+ "su bram",
+ "mirac le",
+ "de sch",
+ "li bre",
+ "ba cher</w>",
+ "ent ine</w>",
+ "bbcra di",
+ "lou dest</w>",
+ "r ps</w>",
+ "pi erc",
+ "fr yer</w>",
+ "storm trooper</w>",
+ "rafael nadal</w>",
+ "pas co</w>",
+ "exhau stion</w>",
+ "epic onetsy</w>",
+ "rc tid</w>",
+ "kel lie</w>",
+ "ga ines</w>",
+ "d bz</w>",
+ "sm riti",
+ "s bridge</w>",
+ "lim ited",
+ "cla w",
+ "technic al",
+ "bio graphical</w>",
+ "ado red</w>",
+ "ภ°</w>",
+ "exclu de</w>",
+ "ac adia</w>",
+ "key boards</w>",
+ "fur man</w>",
+ "so ca</w>",
+ "sur u</w>",
+ "ni ps</w>",
+ "sw aps</w>",
+ "server less</w>",
+ "run e</w>",
+ "pu ffy</w>",
+ "north ampton",
+ "nish ings</w>",
+ "hen der",
+ "cartri dges</w>",
+ "gun shot</w>",
+ "ðŁĵ ¹</w>",
+ "fil ament</w>",
+ "respon dents</w>",
+ "pey ton",
+ "mountaine er</w>",
+ "mer ging</w>",
+ "life span</w>",
+ "intimid ation</w>",
+ "p afc</w>",
+ "nl wx</w>",
+ "expan sive</w>",
+ "pur r",
+ "f ck</w>",
+ "ca e</w>",
+ "at ti",
+ "tele thon</w>",
+ "so hn</w>",
+ "mend el",
+ "lo pes</w>",
+ "dor i</w>",
+ "un broken</w>",
+ "te red",
+ "tast ings</w>",
+ "in active</w>",
+ "disin tegr",
+ "t assel</w>",
+ "share the",
+ "pi ano",
+ "is lay</w>",
+ "air space</w>",
+ "z awa</w>",
+ "ricci ardo</w>",
+ "ming ton",
+ "fresh er</w>",
+ "cur ry",
+ "re vs</w>",
+ "pharo ah</w>",
+ "h mv</w>",
+ "exhilar ating</w>",
+ "wh oo</w>",
+ "lin kin</w>",
+ "kri spy</w>",
+ "competen cy</w>",
+ "ste wards</w>",
+ "ne bu",
+ "kat su",
+ "ad mins</w>",
+ "baz ar</w>",
+ "as ar</w>",
+ "giving back</w>",
+ "s summit</w>",
+ "song z</w>",
+ "lin us</w>",
+ "raj kumar</w>",
+ "farm ington</w>",
+ "fanta sia</w>",
+ "ðŁĺ´ ðŁĺ´</w>",
+ "so bri",
+ "lis se</w>",
+ "barry more</w>",
+ "pri sm",
+ "blo b</w>",
+ "sen ew",
+ "mono xide</w>",
+ "exp ire</w>",
+ "eigh teen</w>",
+ "di pper</w>",
+ "xi ao</w>",
+ "kil t</w>",
+ "hin ch",
+ "bbc sport</w>",
+ "bam boo",
+ "p ter",
+ "ex al",
+ "ðŁ¦ ĭ",
+ "ham lin</w>",
+ "expe ditions</w>",
+ "star gazing</w>",
+ "food security</w>",
+ "wy lie</w>",
+ "ul f</w>",
+ "st ingly</w>",
+ "on storm</w>",
+ "lo eb</w>",
+ "bro ome</w>",
+ "bn ha</w>",
+ "pancre atic</w>",
+ "eli ve",
+ "!!!!!!!! !!!</w>",
+ "ther apper</w>",
+ "ortho pedic</w>",
+ "avengers endgame</w>",
+ "antit rust</w>",
+ "ìļ °</w>",
+ "go te</w>",
+ "om d</w>",
+ "off side</w>",
+ "gy llen",
+ "win eries</w>",
+ "white water</w>",
+ "ad l</w>",
+ "lu pita</w>",
+ "exce eds</w>",
+ "consi sted</w>",
+ "chew bacca</w>",
+ "ash leigh</w>",
+ "nhl jets</w>",
+ "is san",
+ "sh ld</w>",
+ "hay at</w>",
+ "cran berries</w>",
+ "ðŁ¤ĺ ðŁı½</w>",
+ "rock the",
+ "spring training</w>",
+ "fall out",
+ "dairy free</w>",
+ "wa j</w>",
+ "un decided</w>",
+ "so wn</w>",
+ "rc n</w>",
+ "north wales</w>",
+ "htt r</w>",
+ "fu mble</w>",
+ "d its</w>",
+ "comp elled</w>",
+ "popu list</w>",
+ "min ted</w>",
+ "blan chett</w>",
+ ". ''</w>",
+ "pro pulsion</w>",
+ "m illa</w>",
+ "au berg",
+ "her tz</w>",
+ "h ta</w>",
+ "u daipur</w>",
+ "serendip ity</w>",
+ "azte cs</w>",
+ "als ace</w>",
+ "ðŁIJ ij</w>",
+ "lu n</w>",
+ "sho es",
+ "char li</w>",
+ "gar za</w>",
+ "ðŁĴ Ł",
+ "pro biotics</w>",
+ "fox tv</w>",
+ "ol is</w>",
+ "mi ff",
+ "loc alized</w>",
+ "diffu ser</w>",
+ "si gue</w>",
+ "fun ko",
+ "rend ous</w>",
+ "ðŁĴ ij</w>",
+ "jeky ll</w>"
+ ]
+ }
+}
\ No newline at end of file
diff --git a/model/config/clip/tokenizer_config.json b/model/config/clip/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ab0ca294e9ef2a950015496bc13b84e1bb462b09
--- /dev/null
+++ b/model/config/clip/tokenizer_config.json
@@ -0,0 +1 @@
+{"unk_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "bos_token": {"content": "<|startoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "eos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "pad_token": "<|endoftext|>", "add_prefix_space": false, "errors": "replace", "do_lower_case": true, "name_or_path": "./clip_ViT_B_32/"}
\ No newline at end of file
diff --git a/model/config/clip/vocab.json b/model/config/clip/vocab.json
new file mode 100644
index 0000000000000000000000000000000000000000..182766ce89b439768edadda342519f33802f5364
--- /dev/null
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diff --git a/model/config/config_demo.json b/model/config/config_demo.json
new file mode 100644
index 0000000000000000000000000000000000000000..395acb0169c2425a5a7ea6636c8e476515c34edc
--- /dev/null
+++ b/model/config/config_demo.json
@@ -0,0 +1,8 @@
+{
+ "dataset_name": "AbdomenCT-1k",
+ "categories": ["liver", "kidney", "spleen", "pancreas"],
+ "demo_case": {
+ "ct_path": "path/to/Case_image",
+ "gt_path": "path/to/Case_label"
+ }
+}
diff --git a/model/data_process/__pycache__/demo_data_process.cpython-39.pyc b/model/data_process/__pycache__/demo_data_process.cpython-39.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f46ca09857aacae63c8f5efdbaf1d7d0ca372bd5
Binary files /dev/null and b/model/data_process/__pycache__/demo_data_process.cpython-39.pyc differ
diff --git a/model/data_process/demo_data_process.py b/model/data_process/demo_data_process.py
new file mode 100644
index 0000000000000000000000000000000000000000..faea513d344420219bc34ff4cd00eb8f889695af
--- /dev/null
+++ b/model/data_process/demo_data_process.py
@@ -0,0 +1,91 @@
+import numpy as np
+import monai.transforms as transforms
+import streamlit as st
+import tempfile
+
+class MinMaxNormalization(transforms.Transform):
+ def __call__(self, data):
+ d = dict(data)
+ k = "image"
+ d[k] = d[k] - d[k].min()
+ d[k] = d[k] / np.clip(d[k].max(), a_min=1e-8, a_max=None)
+ return d
+
+class DimTranspose(transforms.Transform):
+ def __init__(self, keys):
+ self.keys = keys
+
+ def __call__(self, data):
+ d = dict(data)
+ for key in self.keys:
+ d[key] = np.swapaxes(d[key], -1, -3)
+ return d
+
+class ForegroundNormalization(transforms.Transform):
+ def __init__(self, keys):
+ self.keys = keys
+
+ def __call__(self, data):
+ d = dict(data)
+
+ for key in self.keys:
+ d[key] = self.normalize(d[key])
+ return d
+
+ def normalize(self, ct_narray):
+ ct_voxel_ndarray = ct_narray.copy()
+ ct_voxel_ndarray = ct_voxel_ndarray.flatten()
+ thred = np.mean(ct_voxel_ndarray)
+ voxel_filtered = ct_voxel_ndarray[(ct_voxel_ndarray > thred)]
+ upper_bound = np.percentile(voxel_filtered, 99.95)
+ lower_bound = np.percentile(voxel_filtered, 00.05)
+ mean = np.mean(voxel_filtered)
+ std = np.std(voxel_filtered)
+ ### transform ###
+ ct_narray = np.clip(ct_narray, lower_bound, upper_bound)
+ ct_narray = (ct_narray - mean) / max(std, 1e-8)
+ return ct_narray
+
+@st.cache_data
+def process_ct_gt(case_path, spatial_size=(32,256,256)):
+ if case_path is None:
+ return None
+ print('Data preprocessing...')
+ # transform
+ img_loader = transforms.LoadImage(dtype=np.float32)
+ transform = transforms.Compose(
+ [
+ transforms.Orientationd(keys=["image"], axcodes="RAS"),
+ ForegroundNormalization(keys=["image"]),
+ DimTranspose(keys=["image"]),
+ MinMaxNormalization(),
+ transforms.SpatialPadd(keys=["image"], spatial_size=spatial_size, mode='constant'),
+ transforms.CropForegroundd(keys=["image"], source_key="image"),
+ transforms.ToTensord(keys=["image"]),
+ ]
+ )
+ zoom_out_transform = transforms.Resized(keys=["image"], spatial_size=spatial_size, mode='nearest-exact')
+ z_transform = transforms.Resized(keys=["image"], spatial_size=(325,325,325), mode='nearest-exact')
+ ###
+ item = {}
+ # generate ct_voxel_ndarray
+ if type(case_path) is str:
+ ct_voxel_ndarray, _ = img_loader(case_path)
+ else:
+ bytes_data = case_path.read()
+ with tempfile.NamedTemporaryFile(suffix='.nii.gz') as tmp:
+ tmp.write(bytes_data)
+ tmp.seek(0)
+ ct_voxel_ndarray, _ = img_loader(tmp.name)
+ ct_voxel_ndarray = np.array(ct_voxel_ndarray).squeeze()
+ ct_voxel_ndarray = np.expand_dims(ct_voxel_ndarray, axis=0)
+ item['image'] = ct_voxel_ndarray
+
+ # transform
+ item = transform(item)
+ item_zoom_out = zoom_out_transform(item)
+ item['zoom_out_image'] = item_zoom_out['image']
+
+ item_z = z_transform(item)
+ item['z_image'] = item_z['image']
+ return item
diff --git a/model/inference_cpu.py b/model/inference_cpu.py
new file mode 100644
index 0000000000000000000000000000000000000000..8ec6e061673129abd901a0534113981afbba047b
--- /dev/null
+++ b/model/inference_cpu.py
@@ -0,0 +1,173 @@
+import argparse
+import os
+import torch
+import torch.nn.functional as F
+import json
+import monai.transforms as transforms
+
+from model.segment_anything_volumetric import sam_model_registry
+from model.network.model import SegVol
+from model.data_process.demo_data_process import process_ct_gt
+from model.utils.monai_inferers_utils import sliding_window_inference, generate_box, select_points, build_binary_cube, build_binary_points, logits2roi_coor
+from model.utils.visualize import draw_result
+import streamlit as st
+
+def set_parse():
+ # %% set up parser
+ parser = argparse.ArgumentParser()
+ parser.add_argument("--test_mode", default=True, type=bool)
+ parser.add_argument("--resume", type = str, default = 'SegVol_v1.pth')
+ parser.add_argument("-infer_overlap", default=0.0, type=float, help="sliding window inference overlap")
+ parser.add_argument("-spatial_size", default=(32, 256, 256), type=tuple)
+ parser.add_argument("-patch_size", default=(4, 16, 16), type=tuple)
+ parser.add_argument('-work_dir', type=str, default='./work_dir')
+ ### demo
+ parser.add_argument("--clip_ckpt", type = str, default = 'model/config/clip')
+ args = parser.parse_args()
+ return args
+
+def zoom_in_zoom_out(args, segvol_model, image, image_resize, text_prompt, point_prompt, box_prompt):
+ image_single_resize = image_resize
+ image_single = image[0,0]
+ ori_shape = image_single.shape
+ resize_shape = image_single_resize.shape[2:]
+
+ # generate prompts
+ text_single = None if text_prompt is None else [text_prompt]
+ points_single = None
+ box_single = None
+
+ if args.use_point_prompt:
+ point, point_label = point_prompt
+ points_single = (point.unsqueeze(0).float(), point_label.unsqueeze(0).float())
+ binary_points_resize = build_binary_points(point, point_label, resize_shape)
+ if args.use_box_prompt:
+ box_single = box_prompt.unsqueeze(0).float()
+ binary_cube_resize = build_binary_cube(box_single, binary_cube_shape=resize_shape)
+
+ ####################
+ # zoom-out inference:
+ print('--- zoom out inference ---')
+ print(text_single)
+ print(f'use text-prompt [{text_single!=None}], use box-prompt [{box_single!=None}], use point-prompt [{points_single!=None}]')
+ with torch.no_grad():
+ logits_global_single = segvol_model(image_single_resize,
+ text=text_single,
+ boxes=box_single,
+ points=points_single)
+
+ # resize back global logits
+ logits_global_single = F.interpolate(
+ logits_global_single.cpu(),
+ size=ori_shape, mode='nearest')[0][0]
+
+ # build prompt reflection for zoom-in
+ if args.use_point_prompt:
+ binary_points = F.interpolate(
+ binary_points_resize.unsqueeze(0).unsqueeze(0).float(),
+ size=ori_shape, mode='nearest')[0][0]
+ if args.use_box_prompt:
+ binary_cube = F.interpolate(
+ binary_cube_resize.unsqueeze(0).unsqueeze(0).float(),
+ size=ori_shape, mode='nearest')[0][0]
+ # draw_result('unknow', image_single_resize, None, point_prompt, logits_global_single, logits_global_single)
+ if not args.use_zoom_in:
+ return logits_global_single
+
+ ####################
+ # zoom-in inference:
+ min_d, min_h, min_w, max_d, max_h, max_w = logits2roi_coor(args.spatial_size, logits_global_single)
+ if min_d is None:
+ print('Fail to detect foreground!')
+ return logits_global_single
+
+ # Crop roi
+ image_single_cropped = image_single[min_d:max_d+1, min_h:max_h+1, min_w:max_w+1].unsqueeze(0).unsqueeze(0)
+ global_preds = (torch.sigmoid(logits_global_single[min_d:max_d+1, min_h:max_h+1, min_w:max_w+1])>0.5).long()
+
+ assert not (args.use_box_prompt and args.use_point_prompt)
+ # label_single_cropped = label_single[min_d:max_d+1, min_h:max_h+1, min_w:max_w+1].unsqueeze(0).unsqueeze(0)
+ prompt_reflection = None
+ if args.use_box_prompt:
+ binary_cube_cropped = binary_cube[min_d:max_d+1, min_h:max_h+1, min_w:max_w+1]
+ prompt_reflection = (
+ binary_cube_cropped.unsqueeze(0).unsqueeze(0),
+ global_preds.unsqueeze(0).unsqueeze(0)
+ )
+ if args.use_point_prompt:
+ binary_points_cropped = binary_points[min_d:max_d+1, min_h:max_h+1, min_w:max_w+1]
+ prompt_reflection = (
+ binary_points_cropped.unsqueeze(0).unsqueeze(0),
+ global_preds.unsqueeze(0).unsqueeze(0)
+ )
+
+ ## inference
+ with torch.no_grad():
+ logits_single_cropped = sliding_window_inference(
+ image_single_cropped, prompt_reflection,
+ args.spatial_size, 1, segvol_model, args.infer_overlap,
+ text=text_single,
+ use_box=args.use_box_prompt,
+ use_point=args.use_point_prompt,
+ logits_global_single=logits_global_single,
+ )
+ logits_single_cropped = logits_single_cropped.cpu().squeeze()
+ if logits_single_cropped.shape != logits_global_single.shape:
+ logits_global_single[min_d:max_d+1, min_h:max_h+1, min_w:max_w+1] = logits_single_cropped
+
+ return logits_global_single
+
+@st.cache_resource
+def build_model():
+ # build model
+ st.write('building model')
+ clip_ckpt = 'model/config/clip'
+ resume = 'SegVol_v1.pth'
+ sam_model = sam_model_registry['vit']()
+ segvol_model = SegVol(
+ image_encoder=sam_model.image_encoder,
+ mask_decoder=sam_model.mask_decoder,
+ prompt_encoder=sam_model.prompt_encoder,
+ clip_ckpt=clip_ckpt,
+ roi_size=(32,256,256),
+ patch_size=(4,16,16),
+ test_mode=True,
+ )
+ segvol_model = torch.nn.DataParallel(segvol_model)
+ segvol_model.eval()
+ # load param
+ if os.path.isfile(resume):
+ ## Map model to be loaded to specified single GPU
+ loc = 'cpu'
+ checkpoint = torch.load(resume, map_location=loc)
+ segvol_model.load_state_dict(checkpoint['model'], strict=True)
+ print("loaded checkpoint '{}' (epoch {})".format(resume, checkpoint['epoch']))
+ print('model build done!')
+ return segvol_model
+
+@st.cache_data
+def inference_case(_image, _image_zoom_out, _point_prompt, text_prompt, _box_prompt):
+ # seg config
+ args = set_parse()
+ args.use_zoom_in = True
+ args.use_text_prompt = text_prompt is not None
+ args.use_box_prompt = _box_prompt is not None
+ args.use_point_prompt = _point_prompt is not None
+
+ segvol_model = build_model()
+
+ # run inference
+ logits = zoom_in_zoom_out(
+ args, segvol_model,
+ _image.unsqueeze(0), _image_zoom_out.unsqueeze(0),
+ text_prompt, _point_prompt, _box_prompt)
+ print(logits.shape)
+ resize_transform = transforms.Compose([
+ transforms.AddChannel(),
+ transforms.Resize((325,325,325), mode='trilinear')
+ ]
+ )
+ logits = resize_transform(logits)[0]
+ print(logits.shape)
+ return (torch.sigmoid(logits) > 0.5).int().numpy()
+
diff --git a/model/inference_demo.py b/model/inference_demo.py
new file mode 100644
index 0000000000000000000000000000000000000000..f6f6b1378d071126b4bee0cf455f72999f320a0f
--- /dev/null
+++ b/model/inference_demo.py
@@ -0,0 +1,219 @@
+import argparse
+import os
+import torch
+import torch.nn.functional as F
+import json
+from segment_anything_volumetric import sam_model_registry
+from network.model import SegVol
+from data_process.demo_data_process import process_ct_gt
+import monai.transforms as transforms
+from utils.monai_inferers_utils import sliding_window_inference, generate_box, select_points, build_binary_cube, build_binary_points, logits2roi_coor
+from utils.visualize import draw_result
+
+def set_parse():
+ # %% set up parser
+ parser = argparse.ArgumentParser()
+ parser.add_argument("--test_mode", default=True, type=bool)
+ parser.add_argument("--resume", type = str, default = '')
+ parser.add_argument("-infer_overlap", default=0.5, type=float, help="sliding window inference overlap")
+ parser.add_argument("-spatial_size", default=(32, 256, 256), type=tuple)
+ parser.add_argument("-patch_size", default=(4, 16, 16), type=tuple)
+ parser.add_argument('-work_dir', type=str, default='./work_dir')
+ ### demo
+ parser.add_argument('--demo_config', type=str, required=True)
+ parser.add_argument("--clip_ckpt", type = str, default = './config/clip')
+ args = parser.parse_args()
+ return args
+
+def dice_score(preds, labels): # on GPU
+ assert preds.shape[0] == labels.shape[0], "predict & target batch size don't match\n" + str(preds.shape) + str(labels.shape)
+ predict = preds.view(1, -1)
+ target = labels.view(1, -1)
+ if target.shape[1] < 1e8:
+ predict = predict.cuda()
+ target = target.cuda()
+ predict = torch.sigmoid(predict)
+ predict = torch.where(predict > 0.5, 1., 0.)
+
+ tp = torch.sum(torch.mul(predict, target))
+ den = torch.sum(predict) + torch.sum(target) + 1
+ dice = 2 * tp / den
+
+ if target.shape[1] < 1e8:
+ predict = predict.cpu()
+ target = target.cpu()
+ return dice
+
+def zoom_in_zoom_out(args, segvol_model, image, image_resize, gt3D, gt3D_resize, categories=None):
+ logits_labels_record = {}
+ image_single_resize = image_resize
+ image_single = image[0,0]
+ ori_shape = image_single.shape
+ for item_idx in range(len(categories)):
+ # get label to generate prompts
+ label_single = gt3D[0][item_idx]
+ label_single_resize = gt3D_resize[0][item_idx]
+ # skip meaningless categories
+ if torch.sum(label_single) == 0:
+ print('No object, skip')
+ continue
+ # generate prompts
+ text_single = categories[item_idx] if args.use_text_prompt else None
+ if categories is not None: print(f'inference |{categories[item_idx]}| target...')
+ points_single = None
+ box_single = None
+ if args.use_point_prompt:
+ point, point_label = select_points(label_single_resize, num_positive_extra=3, num_negative_extra=3)
+ points_single = (point.unsqueeze(0).float().cuda(), point_label.unsqueeze(0).float().cuda())
+ binary_points_resize = build_binary_points(point, point_label, label_single_resize.shape)
+ if args.use_box_prompt:
+ box_single = generate_box(label_single_resize).unsqueeze(0).float().cuda()
+ binary_cube_resize = build_binary_cube(box_single, binary_cube_shape=label_single_resize.shape)
+
+ ####################
+ # zoom-out inference:
+ print('--- zoom out inference ---')
+ print(f'use text-prompt [{text_single!=None}], use box-prompt [{box_single!=None}], use point-prompt [{points_single!=None}]')
+ with torch.no_grad():
+ logits_global_single = segvol_model(image_single_resize.cuda(),
+ text=text_single,
+ boxes=box_single,
+ points=points_single)
+
+ # resize back global logits
+ logits_global_single = F.interpolate(
+ logits_global_single.cpu(),
+ size=ori_shape, mode='nearest')[0][0]
+
+ # build prompt reflection for zoom-in
+ if args.use_point_prompt:
+ binary_points = F.interpolate(
+ binary_points_resize.unsqueeze(0).unsqueeze(0).float(),
+ size=ori_shape, mode='nearest')[0][0]
+ if args.use_box_prompt:
+ binary_cube = F.interpolate(
+ binary_cube_resize.unsqueeze(0).unsqueeze(0).float(),
+ size=ori_shape, mode='nearest')[0][0]
+ zoom_out_dice = dice_score(logits_global_single.squeeze(), label_single.squeeze())
+ logits_labels_record[categories[item_idx]] = (
+ zoom_out_dice,
+ image_single,
+ points_single,
+ box_single,
+ logits_global_single,
+ label_single)
+ print(f'zoom out inference done with zoom_out_dice: {zoom_out_dice:.4f}')
+ if not args.use_zoom_in:
+ continue
+
+ ####################
+ # zoom-in inference:
+ min_d, min_h, min_w, max_d, max_h, max_w = logits2roi_coor(args.spatial_size, logits_global_single)
+ if min_d is None:
+ print('Fail to detect foreground!')
+ continue
+
+ # Crop roi
+ image_single_cropped = image_single[min_d:max_d+1, min_h:max_h+1, min_w:max_w+1].unsqueeze(0).unsqueeze(0)
+ global_preds = (torch.sigmoid(logits_global_single[min_d:max_d+1, min_h:max_h+1, min_w:max_w+1])>0.5).long()
+
+ assert not (args.use_box_prompt and args.use_point_prompt)
+ # label_single_cropped = label_single[min_d:max_d+1, min_h:max_h+1, min_w:max_w+1].unsqueeze(0).unsqueeze(0)
+ prompt_reflection = None
+ if args.use_box_prompt:
+ binary_cube_cropped = binary_cube[min_d:max_d+1, min_h:max_h+1, min_w:max_w+1]
+ prompt_reflection = (
+ binary_cube_cropped.unsqueeze(0).unsqueeze(0),
+ global_preds.unsqueeze(0).unsqueeze(0)
+ )
+ if args.use_point_prompt:
+ binary_points_cropped = binary_points[min_d:max_d+1, min_h:max_h+1, min_w:max_w+1]
+ prompt_reflection = (
+ binary_points_cropped.unsqueeze(0).unsqueeze(0),
+ global_preds.unsqueeze(0).unsqueeze(0)
+ )
+
+ ## inference
+ with torch.no_grad():
+ logits_single_cropped = sliding_window_inference(
+ image_single_cropped.cuda(), prompt_reflection,
+ args.spatial_size, 1, segvol_model, args.infer_overlap,
+ text=text_single,
+ use_box=args.use_box_prompt,
+ use_point=args.use_point_prompt,
+ )
+ logits_single_cropped = logits_single_cropped.cpu().squeeze()
+ logits_global_single[min_d:max_d+1, min_h:max_h+1, min_w:max_w+1] = logits_single_cropped
+ zoom_in_dice = dice_score(logits_global_single.squeeze(), label_single.squeeze())
+ logits_labels_record[categories[item_idx]] = (
+ zoom_in_dice,
+ image_single,
+ points_single,
+ box_single,
+ logits_global_single,
+ label_single)
+ print(f'===> zoom out dice {zoom_out_dice:.4f} -> zoom-out-zoom-in dice {zoom_in_dice:.4f} <===')
+ return logits_labels_record
+
+def inference_single_ct(args, segvol_model, data_item, categories):
+ segvol_model.eval()
+ image, gt3D = data_item["image"].float(), data_item["label"]
+ image_zoom_out, gt3D__zoom_out = data_item["zoom_out_image"].float(), data_item['zoom_out_label']
+
+ logits_labels_record = zoom_in_zoom_out(
+ args, segvol_model,
+ image.unsqueeze(0), image_zoom_out.unsqueeze(0),
+ gt3D.unsqueeze(0), gt3D__zoom_out.unsqueeze(0), # add batch dim
+ categories=categories)
+
+ # visualize
+ if args.visualize:
+ for target, values in logits_labels_record.items():
+ dice_score, image, point_prompt, box_prompt, logits, labels = values
+ print(f'{target} result with Dice score {dice_score:.4f} visualizing')
+ draw_result(target + f"-Dice {dice_score:.4f}", image, box_prompt, point_prompt, logits, labels, args.spatial_size, args.work_dir)
+
+def main(args):
+ gpu = 0
+ torch.cuda.set_device(gpu)
+ # build model
+ sam_model = sam_model_registry['vit'](args=args)
+ segvol_model = SegVol(
+ image_encoder=sam_model.image_encoder,
+ mask_decoder=sam_model.mask_decoder,
+ prompt_encoder=sam_model.prompt_encoder,
+ clip_ckpt=args.clip_ckpt,
+ roi_size=args.spatial_size,
+ patch_size=args.patch_size,
+ test_mode=args.test_mode,
+ ).cuda()
+ segvol_model = torch.nn.DataParallel(segvol_model, device_ids=[gpu])
+
+ # load param
+ if os.path.isfile(args.resume):
+ ## Map model to be loaded to specified single GPU
+ loc = 'cuda:{}'.format(gpu)
+ checkpoint = torch.load(args.resume, map_location=loc)
+ segvol_model.load_state_dict(checkpoint['model'], strict=True)
+ print("loaded checkpoint '{}' (epoch {})".format(args.resume, checkpoint['epoch']))
+
+ # load demo config
+ with open(args.demo_config, 'r') as file:
+ config_dict = json.load(file)
+ ct_path, gt_path, categories = config_dict['demo_case']['ct_path'], config_dict['demo_case']['gt_path'], config_dict['categories']
+
+ # preprocess for data
+ data_item = process_ct_gt(ct_path, gt_path, categories, args.spatial_size) # keys: image, label
+
+ # seg config for prompt & zoom-in-zoom-out
+ args.use_zoom_in = True
+ args.use_text_prompt = True
+ args.use_box_prompt = True
+ args.use_point_prompt = False
+ args.visualize = False
+
+ inference_single_ct(args, segvol_model, data_item, categories)
+
+if __name__ == "__main__":
+ args = set_parse()
+ main(args)
diff --git a/model/network/__pycache__/model.cpython-39.pyc b/model/network/__pycache__/model.cpython-39.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a91bf94da98e0da0849568223e943043092b2f67
Binary files /dev/null and b/model/network/__pycache__/model.cpython-39.pyc differ
diff --git a/model/network/model.py b/model/network/model.py
new file mode 100644
index 0000000000000000000000000000000000000000..fc655f151bf4cf5406662b8857b66d3261b5a054
--- /dev/null
+++ b/model/network/model.py
@@ -0,0 +1,91 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import numpy as np
+from transformers import AutoTokenizer, CLIPTextModel, CLIPTextConfig
+
+#%% set up model
+class SegVol(nn.Module):
+ def __init__(self,
+ image_encoder,
+ mask_decoder,
+ prompt_encoder,
+ clip_ckpt,
+ roi_size,
+ patch_size,
+ test_mode=False,
+ ):
+ super().__init__()
+ self.image_encoder = image_encoder
+ self.mask_decoder = mask_decoder
+ self.prompt_encoder = prompt_encoder
+ self.text_encoder = TextEncoder(clip_ckpt)
+ self.feat_shape = np.array(roi_size)/np.array(patch_size)
+ self.test_mode = test_mode
+
+ def forward(self, image, text=None, boxes=None, points=None, **kwargs):
+ bs = image.shape[0]
+ img_shape = (image.shape[2], image.shape[3], image.shape[4])
+ image_embedding, _ = self.image_encoder(image)
+ image_embedding = image_embedding.transpose(1, 2).view(bs, -1,
+ int(self.feat_shape[0]), int(self.feat_shape[1]), int(self.feat_shape[2]))
+ # test mode
+ if self.test_mode:
+ return self.forward_decoder(image_embedding, img_shape, text, boxes, points)
+ # train mode
+ # future release
+
+ def forward_decoder(self, image_embedding, img_shape, text=None, boxes=None, points=None):
+ with torch.no_grad():
+ if boxes is not None:
+ if len(boxes.shape) == 2:
+ boxes = boxes[:, None, :] # (B, 1, 6)
+ if text is not None:
+ text_embedding = self.text_encoder(text) # (B, 768)
+ else:
+ text_embedding = None
+ sparse_embeddings, dense_embeddings = self.prompt_encoder(
+ points=points,
+ boxes=boxes,
+ masks=None,
+ text_embedding=text_embedding,
+ )
+
+ dense_pe = self.prompt_encoder.get_dense_pe()
+ low_res_masks, _ = self.mask_decoder(
+ image_embeddings=image_embedding,
+ text_embedding = text_embedding,
+ image_pe=dense_pe,
+ sparse_prompt_embeddings=sparse_embeddings,
+ dense_prompt_embeddings=dense_embeddings,
+ multimask_output=False,
+ )
+ logits = F.interpolate(low_res_masks, size=img_shape, mode='trilinear', align_corners=False)
+ return logits
+
+class TextEncoder(nn.Module):
+ def __init__(self, clip_ckpt):
+ super().__init__()
+ config = CLIPTextConfig()
+ self.clip_text_model = CLIPTextModel(config)
+ self.tokenizer = AutoTokenizer.from_pretrained(clip_ckpt)
+ self.dim_align = nn.Linear(512, 768)
+ # freeze text encoder
+ for param in self.clip_text_model.parameters():
+ param.requires_grad = False
+
+ def organ2tokens(self, organ_names):
+ text_list = ['A computerized tomography of a {}.'.format(organ_name) for organ_name in organ_names]
+ tokens = self.tokenizer(text_list, padding=True, return_tensors="pt")
+ return tokens
+
+ def forward(self, text):
+ if text is None:
+ return None
+ if type(text) is str:
+ text = [text]
+ tokens = self.organ2tokens(text)
+ clip_outputs = self.clip_text_model(**tokens)
+ text_embedding = clip_outputs.pooler_output
+ text_embedding = self.dim_align(text_embedding)
+ return text_embedding
diff --git a/model/script/inference_demo.sh b/model/script/inference_demo.sh
new file mode 100644
index 0000000000000000000000000000000000000000..d805dfa77c934074bdab1b6d3eb4aaba44c2c8ae
--- /dev/null
+++ b/model/script/inference_demo.sh
@@ -0,0 +1,8 @@
+export segvol_ckpt="path/to/SegVol_v1.pth"
+export work_dir="path/to/work_dir"
+export demo_config_path="./config/config_demo.json"
+
+CUDA_VISIBLE_DEVICES=0 python inference_demo.py \
+--resume $segvol_ckpt \
+-work_dir $work_dir \
+--demo_config $demo_config_path
diff --git a/model/segment_anything_volumetric/.ipynb_checkpoints/build_sam-checkpoint.py b/model/segment_anything_volumetric/.ipynb_checkpoints/build_sam-checkpoint.py
new file mode 100644
index 0000000000000000000000000000000000000000..5885de4ddb055c14582a75cd7f3314b7027e8213
--- /dev/null
+++ b/model/segment_anything_volumetric/.ipynb_checkpoints/build_sam-checkpoint.py
@@ -0,0 +1,172 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+from functools import partial
+from pathlib import Path
+import urllib.request
+import torch
+
+from .modeling import (
+ ImageEncoderViT,
+ MaskDecoder,
+ PromptEncoder,
+ Sam,
+ TwoWayTransformer,
+)
+
+from .modeling.image_encoder_swin import SwinTransformer
+
+from monai.utils import ensure_tuple_rep, optional_import
+
+def build_sam_vit_h(checkpoint=None, image_size=1024):
+ return _build_sam(
+ encoder_embed_dim=1280,
+ encoder_depth=32,
+ encoder_num_heads=16,
+ encoder_global_attn_indexes=[7, 15, 23, 31],
+ checkpoint=checkpoint,
+ image_size=image_size,
+ )
+
+
+build_sam = build_sam_vit_h
+
+
+def build_sam_vit_l(checkpoint=None, image_size=1024):
+ return _build_sam(
+ encoder_embed_dim=1024,
+ encoder_depth=24,
+ encoder_num_heads=16,
+ encoder_global_attn_indexes=[5, 11, 17, 23],
+ checkpoint=checkpoint,
+ image_size=image_size,
+ )
+
+
+def build_sam_vit_b(checkpoint=None, image_size=1024):
+ return _build_sam(
+ encoder_embed_dim=768,
+ encoder_depth=12,
+ encoder_num_heads=12,
+ encoder_global_attn_indexes=[2, 5, 8, 11],
+ checkpoint=checkpoint,
+ image_size=image_size,
+ )
+"""
+Examples::
+ # for 3D single channel input with size (96,96,96), 4-channel output and feature size of 48.
+ >>> net = SwinUNETR(img_size=(96,96,96), in_channels=1, out_channels=4, feature_size=48)
+ # for 3D 4-channel input with size (128,128,128), 3-channel output and (2,4,2,2) layers in each stage.
+ >>> net = SwinUNETR(img_size=(128,128,128), in_channels=4, out_channels=3, depths=(2,4,2,2))
+ # for 2D single channel input with size (96,96), 2-channel output and gradient checkpointing.
+ >>> net = SwinUNETR(img_size=(96,96), in_channels=3, out_channels=2, use_checkpoint=True, spatial_dims=2)
+"""
+
+def build_sam_vit_swin(checkpoint=None, image_size=96):
+ print('==> build_sam_vit_swin')
+ return _build_sam(
+ encoder_embed_dim=48,
+ encoder_depth=12,
+ encoder_num_heads=12,
+ encoder_global_attn_indexes=[2, 5, 8, 11],
+ checkpoint=checkpoint,
+ image_size=image_size,
+ )
+
+sam_model_registry = {
+ "default": build_sam_vit_h,
+ "vit_h": build_sam_vit_h,
+ "vit_l": build_sam_vit_l,
+ "vit_b": build_sam_vit_b,
+ "swin_vit": build_sam_vit_swin,
+}
+
+
+def _build_sam(
+ encoder_embed_dim,
+ encoder_depth,
+ encoder_num_heads,
+ encoder_global_attn_indexes,
+ checkpoint=None,
+ image_size=None,
+ spatial_dims=3,
+):
+ prompt_embed_dim = 768
+ patch_size = ensure_tuple_rep(2, spatial_dims)
+ window_size = ensure_tuple_rep(7, spatial_dims)
+ image_embedding_size = [size // 32 for size in image_size]
+ sam = Sam(
+ image_encoder=SwinTransformer(
+ in_chans=1,
+ embed_dim=encoder_embed_dim,
+ window_size=window_size,
+ patch_size=patch_size,
+ depths=(2, 2, 6, 2), #(2, 2, 6, 2),
+ num_heads=(3, 6, 12, 24),
+ mlp_ratio=4.0,
+ qkv_bias=True,
+ spatial_dims=spatial_dims,
+ ),
+ prompt_encoder=PromptEncoder(
+ embed_dim=prompt_embed_dim,
+ image_embedding_size=image_embedding_size,
+ input_image_size=image_size,
+ mask_in_chans=16,
+ ),
+ mask_decoder=MaskDecoder(
+ num_multimask_outputs=3,
+ transformer=TwoWayTransformer(
+ depth=2,
+ embedding_dim=prompt_embed_dim,
+ mlp_dim=2048,
+ num_heads=8,
+ ),
+ transformer_dim=prompt_embed_dim,
+ iou_head_depth=3,
+ iou_head_hidden_dim=256,
+ ),
+ pixel_mean=[123.675, 116.28, 103.53],
+ pixel_std=[58.395, 57.12, 57.375],
+ )
+ sam.eval()
+ if checkpoint is not None:
+ checkpoint = Path(checkpoint)
+ if checkpoint.name == "sam_vit_b_01ec64.pth" and not checkpoint.exists():
+ cmd = input("Download sam_vit_b_01ec64.pth from facebook AI? [y]/n: ")
+ if len(cmd) == 0 or cmd.lower() == 'y':
+ checkpoint.parent.mkdir(parents=True, exist_ok=True)
+ print("Downloading SAM ViT-B checkpoint...")
+ urllib.request.urlretrieve(
+ "https://dl.fbaipublicfiles.com/segment_anything/sam_vit_b_01ec64.pth",
+ checkpoint,
+ )
+ print(checkpoint.name, " is downloaded!")
+ elif checkpoint.name == "sam_vit_h_4b8939.pth" and not checkpoint.exists():
+ cmd = input("Download sam_vit_h_4b8939.pth from facebook AI? [y]/n: ")
+ if len(cmd) == 0 or cmd.lower() == 'y':
+ checkpoint.parent.mkdir(parents=True, exist_ok=True)
+ print("Downloading SAM ViT-H checkpoint...")
+ urllib.request.urlretrieve(
+ "https://dl.fbaipublicfiles.com/segment_anything/sam_vit_h_4b8939.pth",
+ checkpoint,
+ )
+ print(checkpoint.name, " is downloaded!")
+ elif checkpoint.name == "sam_vit_l_0b3195.pth" and not checkpoint.exists():
+ cmd = input("Download sam_vit_l_0b3195.pth from facebook AI? [y]/n: ")
+ if len(cmd) == 0 or cmd.lower() == 'y':
+ checkpoint.parent.mkdir(parents=True, exist_ok=True)
+ print("Downloading SAM ViT-L checkpoint...")
+ urllib.request.urlretrieve(
+ "https://dl.fbaipublicfiles.com/segment_anything/sam_vit_l_0b3195.pth",
+ checkpoint,
+ )
+ print(checkpoint.name, " is downloaded!")
+
+
+ if checkpoint is not None:
+ with open(checkpoint, "rb") as f:
+ state_dict = torch.load(f)
+ sam.load_state_dict(state_dict)
+ return sam
diff --git a/model/segment_anything_volumetric/__init__.py b/model/segment_anything_volumetric/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..073ec3592234ed09afa0d3170156fb4fee56c3fe
--- /dev/null
+++ b/model/segment_anything_volumetric/__init__.py
@@ -0,0 +1,12 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+from .build_sam import (
+ build_sam_vit_3d,
+ sam_model_registry,
+)
+from .predictor import SamPredictor
+from .automatic_mask_generator import SamAutomaticMaskGenerator
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diff --git a/model/segment_anything_volumetric/automatic_mask_generator.py b/model/segment_anything_volumetric/automatic_mask_generator.py
new file mode 100644
index 0000000000000000000000000000000000000000..d5a8c969207f119feff7087f94e044403acdff00
--- /dev/null
+++ b/model/segment_anything_volumetric/automatic_mask_generator.py
@@ -0,0 +1,372 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import numpy as np
+import torch
+from torchvision.ops.boxes import batched_nms, box_area # type: ignore
+
+from typing import Any, Dict, List, Optional, Tuple
+
+from .modeling import Sam
+from .predictor import SamPredictor
+from .utils.amg import (
+ MaskData,
+ area_from_rle,
+ batch_iterator,
+ batched_mask_to_box,
+ box_xyxy_to_xywh,
+ build_all_layer_point_grids,
+ calculate_stability_score,
+ coco_encode_rle,
+ generate_crop_boxes,
+ is_box_near_crop_edge,
+ mask_to_rle_pytorch,
+ remove_small_regions,
+ rle_to_mask,
+ uncrop_boxes_xyxy,
+ uncrop_masks,
+ uncrop_points,
+)
+
+
+class SamAutomaticMaskGenerator:
+ def __init__(
+ self,
+ model: Sam,
+ points_per_side: Optional[int] = 32,
+ points_per_batch: int = 64,
+ pred_iou_thresh: float = 0.88,
+ stability_score_thresh: float = 0.95,
+ stability_score_offset: float = 1.0,
+ box_nms_thresh: float = 0.7,
+ crop_n_layers: int = 0,
+ crop_nms_thresh: float = 0.7,
+ crop_overlap_ratio: float = 512 / 1500,
+ crop_n_points_downscale_factor: int = 1,
+ point_grids: Optional[List[np.ndarray]] = None,
+ min_mask_region_area: int = 0,
+ output_mode: str = "binary_mask",
+ ) -> None:
+ """
+ Using a SAM model, generates masks for the entire image.
+ Generates a grid of point prompts over the image, then filters
+ low quality and duplicate masks. The default settings are chosen
+ for SAM with a ViT-H backbone.
+
+ Arguments:
+ model (Sam): The SAM model to use for mask prediction.
+ points_per_side (int or None): The number of points to be sampled
+ along one side of the image. The total number of points is
+ points_per_side**2. If None, 'point_grids' must provide explicit
+ point sampling.
+ points_per_batch (int): Sets the number of points run simultaneously
+ by the model. Higher numbers may be faster but use more GPU memory.
+ pred_iou_thresh (float): A filtering threshold in [0,1], using the
+ model's predicted mask quality.
+ stability_score_thresh (float): A filtering threshold in [0,1], using
+ the stability of the mask under changes to the cutoff used to binarize
+ the model's mask predictions.
+ stability_score_offset (float): The amount to shift the cutoff when
+ calculated the stability score.
+ box_nms_thresh (float): The box IoU cutoff used by non-maximal
+ suppression to filter duplicate masks.
+ crop_n_layers (int): If >0, mask prediction will be run again on
+ crops of the image. Sets the number of layers to run, where each
+ layer has 2**i_layer number of image crops.
+ crop_nms_thresh (float): The box IoU cutoff used by non-maximal
+ suppression to filter duplicate masks between different crops.
+ crop_overlap_ratio (float): Sets the degree to which crops overlap.
+ In the first crop layer, crops will overlap by this fraction of
+ the image length. Later layers with more crops scale down this overlap.
+ crop_n_points_downscale_factor (int): The number of points-per-side
+ sampled in layer n is scaled down by crop_n_points_downscale_factor**n.
+ point_grids (list(np.ndarray) or None): A list over explicit grids
+ of points used for sampling, normalized to [0,1]. The nth grid in the
+ list is used in the nth crop layer. Exclusive with points_per_side.
+ min_mask_region_area (int): If >0, postprocessing will be applied
+ to remove disconnected regions and holes in masks with area smaller
+ than min_mask_region_area. Requires opencv.
+ output_mode (str): The form masks are returned in. Can be 'binary_mask',
+ 'uncompressed_rle', or 'coco_rle'. 'coco_rle' requires pycocotools.
+ For large resolutions, 'binary_mask' may consume large amounts of
+ memory.
+ """
+
+ assert (points_per_side is None) != (
+ point_grids is None
+ ), "Exactly one of points_per_side or point_grid must be provided."
+ if points_per_side is not None:
+ self.point_grids = build_all_layer_point_grids(
+ points_per_side,
+ crop_n_layers,
+ crop_n_points_downscale_factor,
+ )
+ elif point_grids is not None:
+ self.point_grids = point_grids
+ else:
+ raise ValueError("Can't have both points_per_side and point_grid be None.")
+
+ assert output_mode in [
+ "binary_mask",
+ "uncompressed_rle",
+ "coco_rle",
+ ], f"Unknown output_mode {output_mode}."
+ if output_mode == "coco_rle":
+ from pycocotools import mask as mask_utils # type: ignore # noqa: F401
+
+ if min_mask_region_area > 0:
+ import cv2 # type: ignore # noqa: F401
+
+ self.predictor = SamPredictor(model)
+ self.points_per_batch = points_per_batch
+ self.pred_iou_thresh = pred_iou_thresh
+ self.stability_score_thresh = stability_score_thresh
+ self.stability_score_offset = stability_score_offset
+ self.box_nms_thresh = box_nms_thresh
+ self.crop_n_layers = crop_n_layers
+ self.crop_nms_thresh = crop_nms_thresh
+ self.crop_overlap_ratio = crop_overlap_ratio
+ self.crop_n_points_downscale_factor = crop_n_points_downscale_factor
+ self.min_mask_region_area = min_mask_region_area
+ self.output_mode = output_mode
+
+ @torch.no_grad()
+ def generate(self, image: np.ndarray) -> List[Dict[str, Any]]:
+ """
+ Generates masks for the given image.
+
+ Arguments:
+ image (np.ndarray): The image to generate masks for, in HWC uint8 format.
+
+ Returns:
+ list(dict(str, any)): A list over records for masks. Each record is
+ a dict containing the following keys:
+ segmentation (dict(str, any) or np.ndarray): The mask. If
+ output_mode='binary_mask', is an array of shape HW. Otherwise,
+ is a dictionary containing the RLE.
+ bbox (list(float)): The box around the mask, in XYWH format.
+ area (int): The area in pixels of the mask.
+ predicted_iou (float): The model's own prediction of the mask's
+ quality. This is filtered by the pred_iou_thresh parameter.
+ point_coords (list(list(float))): The point coordinates input
+ to the model to generate this mask.
+ stability_score (float): A measure of the mask's quality. This
+ is filtered on using the stability_score_thresh parameter.
+ crop_box (list(float)): The crop of the image used to generate
+ the mask, given in XYWH format.
+ """
+
+ # Generate masks
+ mask_data = self._generate_masks(image)
+
+ # Filter small disconnected regions and holes in masks
+ if self.min_mask_region_area > 0:
+ mask_data = self.postprocess_small_regions(
+ mask_data,
+ self.min_mask_region_area,
+ max(self.box_nms_thresh, self.crop_nms_thresh),
+ )
+
+ # Encode masks
+ if self.output_mode == "coco_rle":
+ mask_data["segmentations"] = [coco_encode_rle(rle) for rle in mask_data["rles"]]
+ elif self.output_mode == "binary_mask":
+ mask_data["segmentations"] = [rle_to_mask(rle) for rle in mask_data["rles"]]
+ else:
+ mask_data["segmentations"] = mask_data["rles"]
+
+ # Write mask records
+ curr_anns = []
+ for idx in range(len(mask_data["segmentations"])):
+ ann = {
+ "segmentation": mask_data["segmentations"][idx],
+ "area": area_from_rle(mask_data["rles"][idx]),
+ "bbox": box_xyxy_to_xywh(mask_data["boxes"][idx]).tolist(),
+ "predicted_iou": mask_data["iou_preds"][idx].item(),
+ "point_coords": [mask_data["points"][idx].tolist()],
+ "stability_score": mask_data["stability_score"][idx].item(),
+ "crop_box": box_xyxy_to_xywh(mask_data["crop_boxes"][idx]).tolist(),
+ }
+ curr_anns.append(ann)
+
+ return curr_anns
+
+ def _generate_masks(self, image: np.ndarray) -> MaskData:
+ orig_size = image.shape[:2]
+ crop_boxes, layer_idxs = generate_crop_boxes(
+ orig_size, self.crop_n_layers, self.crop_overlap_ratio
+ )
+
+ # Iterate over image crops
+ data = MaskData()
+ for crop_box, layer_idx in zip(crop_boxes, layer_idxs):
+ crop_data = self._process_crop(image, crop_box, layer_idx, orig_size)
+ data.cat(crop_data)
+
+ # Remove duplicate masks between crops
+ if len(crop_boxes) > 1:
+ # Prefer masks from smaller crops
+ scores = 1 / box_area(data["crop_boxes"])
+ scores = scores.to(data["boxes"].device)
+ keep_by_nms = batched_nms(
+ data["boxes"].float(),
+ scores,
+ torch.zeros_like(data["boxes"][:, 0]), # categories
+ iou_threshold=self.crop_nms_thresh,
+ )
+ data.filter(keep_by_nms)
+
+ data.to_numpy()
+ return data
+
+ def _process_crop(
+ self,
+ image: np.ndarray,
+ crop_box: List[int],
+ crop_layer_idx: int,
+ orig_size: Tuple[int, ...],
+ ) -> MaskData:
+ # Crop the image and calculate embeddings
+ x0, y0, x1, y1 = crop_box
+ cropped_im = image[y0:y1, x0:x1, :]
+ cropped_im_size = cropped_im.shape[:2]
+ self.predictor.set_image(cropped_im)
+
+ # Get points for this crop
+ points_scale = np.array(cropped_im_size)[None, ::-1]
+ points_for_image = self.point_grids[crop_layer_idx] * points_scale
+
+ # Generate masks for this crop in batches
+ data = MaskData()
+ for (points,) in batch_iterator(self.points_per_batch, points_for_image):
+ batch_data = self._process_batch(points, cropped_im_size, crop_box, orig_size)
+ data.cat(batch_data)
+ del batch_data
+ self.predictor.reset_image()
+
+ # Remove duplicates within this crop.
+ keep_by_nms = batched_nms(
+ data["boxes"].float(),
+ data["iou_preds"],
+ torch.zeros_like(data["boxes"][:, 0]), # categories
+ iou_threshold=self.box_nms_thresh,
+ )
+ data.filter(keep_by_nms)
+
+ # Return to the original image frame
+ data["boxes"] = uncrop_boxes_xyxy(data["boxes"], crop_box)
+ data["points"] = uncrop_points(data["points"], crop_box)
+ data["crop_boxes"] = torch.tensor([crop_box for _ in range(len(data["rles"]))])
+
+ return data
+
+ def _process_batch(
+ self,
+ points: np.ndarray,
+ im_size: Tuple[int, ...],
+ crop_box: List[int],
+ orig_size: Tuple[int, ...],
+ ) -> MaskData:
+ orig_h, orig_w = orig_size
+
+ # Run model on this batch
+ transformed_points = self.predictor.transform.apply_coords(points, im_size)
+ in_points = torch.as_tensor(transformed_points, device=self.predictor.device)
+ in_labels = torch.ones(in_points.shape[0], dtype=torch.int, device=in_points.device)
+ masks, iou_preds, _ = self.predictor.predict_torch(
+ in_points[:, None, :],
+ in_labels[:, None],
+ multimask_output=True,
+ return_logits=True,
+ )
+
+ # Serialize predictions and store in MaskData
+ data = MaskData(
+ masks=masks.flatten(0, 1),
+ iou_preds=iou_preds.flatten(0, 1),
+ points=torch.as_tensor(points.repeat(masks.shape[1], axis=0)),
+ )
+ del masks
+
+ # Filter by predicted IoU
+ if self.pred_iou_thresh > 0.0:
+ keep_mask = data["iou_preds"] > self.pred_iou_thresh
+ data.filter(keep_mask)
+
+ # Calculate stability score
+ data["stability_score"] = calculate_stability_score(
+ data["masks"], self.predictor.model.mask_threshold, self.stability_score_offset
+ )
+ if self.stability_score_thresh > 0.0:
+ keep_mask = data["stability_score"] >= self.stability_score_thresh
+ data.filter(keep_mask)
+
+ # Threshold masks and calculate boxes
+ data["masks"] = data["masks"] > self.predictor.model.mask_threshold
+ data["boxes"] = batched_mask_to_box(data["masks"])
+
+ # Filter boxes that touch crop boundaries
+ keep_mask = ~is_box_near_crop_edge(data["boxes"], crop_box, [0, 0, orig_w, orig_h])
+ if not torch.all(keep_mask):
+ data.filter(keep_mask)
+
+ # Compress to RLE
+ data["masks"] = uncrop_masks(data["masks"], crop_box, orig_h, orig_w)
+ data["rles"] = mask_to_rle_pytorch(data["masks"])
+ del data["masks"]
+
+ return data
+
+ @staticmethod
+ def postprocess_small_regions(
+ mask_data: MaskData, min_area: int, nms_thresh: float
+ ) -> MaskData:
+ """
+ Removes small disconnected regions and holes in masks, then reruns
+ box NMS to remove any new duplicates.
+
+ Edits mask_data in place.
+
+ Requires open-cv as a dependency.
+ """
+ if len(mask_data["rles"]) == 0:
+ return mask_data
+
+ # Filter small disconnected regions and holes
+ new_masks = []
+ scores = []
+ for rle in mask_data["rles"]:
+ mask = rle_to_mask(rle)
+
+ mask, changed = remove_small_regions(mask, min_area, mode="holes")
+ unchanged = not changed
+ mask, changed = remove_small_regions(mask, min_area, mode="islands")
+ unchanged = unchanged and not changed
+
+ new_masks.append(torch.as_tensor(mask).unsqueeze(0))
+ # Give score=0 to changed masks and score=1 to unchanged masks
+ # so NMS will prefer ones that didn't need postprocessing
+ scores.append(float(unchanged))
+
+ # Recalculate boxes and remove any new duplicates
+ masks = torch.cat(new_masks, dim=0)
+ boxes = batched_mask_to_box(masks)
+ keep_by_nms = batched_nms(
+ boxes.float(),
+ torch.as_tensor(scores),
+ torch.zeros_like(boxes[:, 0]), # categories
+ iou_threshold=nms_thresh,
+ )
+
+ # Only recalculate RLEs for masks that have changed
+ for i_mask in keep_by_nms:
+ if scores[i_mask] == 0.0:
+ mask_torch = masks[i_mask].unsqueeze(0)
+ mask_data["rles"][i_mask] = mask_to_rle_pytorch(mask_torch)[0]
+ mask_data["boxes"][i_mask] = boxes[i_mask] # update res directly
+ mask_data.filter(keep_by_nms)
+
+ return mask_data
diff --git a/model/segment_anything_volumetric/build_sam.py b/model/segment_anything_volumetric/build_sam.py
new file mode 100644
index 0000000000000000000000000000000000000000..d0d4e98f55ed78cd551ed9a67a7a3de358c79374
--- /dev/null
+++ b/model/segment_anything_volumetric/build_sam.py
@@ -0,0 +1,111 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+from functools import partial
+from pathlib import Path
+import urllib.request
+import torch
+
+from .modeling import (
+ ImageEncoderViT,
+ MaskDecoder,
+ PromptEncoder,
+ Sam,
+ TwoWayTransformer,
+)
+import numpy as np
+from .modeling.image_encoder_swin import SwinTransformer
+from monai.networks.nets import ViT
+from monai.networks.nets.swin_unetr import SwinTransformer as SwinViT
+
+from monai.utils import ensure_tuple_rep, optional_import
+
+
+"""
+Examples::
+ # for 3D single channel input with size (96,96,96), 4-channel output and feature size of 48.
+ >>> net = SwinUNETR(img_size=(96,96,96), in_channels=1, out_channels=4, feature_size=48)
+ # for 3D 4-channel input with size (128,128,128), 3-channel output and (2,4,2,2) layers in each stage.
+ >>> net = SwinUNETR(img_size=(128,128,128), in_channels=4, out_channels=3, depths=(2,4,2,2))
+ # for 2D single channel input with size (96,96), 2-channel output and gradient checkpointing.
+ >>> net = SwinUNETR(img_size=(96,96), in_channels=3, out_channels=2, use_checkpoint=True, spatial_dims=2)
+"""
+
+def build_sam_vit_3d(checkpoint=None):
+ print('build_sam_vit_3d...')
+ return _build_sam(
+ image_encoder_type='vit',
+ embed_dim = 768,
+ patch_size=[4,16,16],
+ checkpoint=checkpoint,
+ image_size=[32,256,256],
+ )
+
+sam_model_registry = {
+ "vit": build_sam_vit_3d,
+}
+
+
+def _build_sam(
+ image_encoder_type,
+ embed_dim,
+ patch_size,
+ checkpoint,
+ image_size,
+):
+ mlp_dim = 3072
+ num_layers = 12
+ num_heads = 12
+ pos_embed = 'perceptron'
+ dropout_rate = 0.0
+
+ image_encoder=ViT(
+ in_channels=1,
+ img_size=image_size,
+ patch_size=patch_size,
+ hidden_size=embed_dim,
+ mlp_dim=mlp_dim,
+ num_layers=num_layers,
+ num_heads=num_heads,
+ pos_embed=pos_embed,
+ classification=False,
+ dropout_rate=dropout_rate,
+ )
+ image_embedding_size = [int(item) for item in (np.array(image_size) / np.array(patch_size))]
+
+ if checkpoint is not None:
+ with open(checkpoint, "rb") as f:
+ state_dict = torch.load(f, map_location='cpu')['state_dict']
+ encoder_dict = {k.replace('model.encoder.', ''): v for k, v in state_dict.items() if 'model.encoder.' in k}
+ image_encoder.load_state_dict(encoder_dict)
+ print(f'===> image_encoder.load_param: {checkpoint}')
+ sam = Sam(
+ image_encoder=image_encoder,
+ prompt_encoder=PromptEncoder(
+ embed_dim=embed_dim,
+ image_embedding_size=image_embedding_size,
+ input_image_size=image_size,
+ mask_in_chans=16,
+ ),
+ mask_decoder=MaskDecoder(
+ image_encoder_type=image_encoder_type,
+ num_multimask_outputs=3,
+ transformer=TwoWayTransformer(
+ depth=2,
+ embedding_dim=embed_dim,
+ mlp_dim=2048,
+ num_heads=8,
+ ),
+ transformer_dim=embed_dim,
+ iou_head_depth=3,
+ iou_head_hidden_dim=256,
+ image_size=np.array(image_size),
+ patch_size=np.array(patch_size),
+ ),
+ pixel_mean=[123.675, 116.28, 103.53],
+ pixel_std=[58.395, 57.12, 57.375],
+ )
+ sam.eval()
+ return sam
diff --git a/model/segment_anything_volumetric/modeling/.ipynb_checkpoints/image_encoder_swin-checkpoint.py b/model/segment_anything_volumetric/modeling/.ipynb_checkpoints/image_encoder_swin-checkpoint.py
new file mode 100644
index 0000000000000000000000000000000000000000..f0df343e823f87c2914b3940a60003e839a1d580
--- /dev/null
+++ b/model/segment_anything_volumetric/modeling/.ipynb_checkpoints/image_encoder_swin-checkpoint.py
@@ -0,0 +1,709 @@
+from typing import Sequence, Tuple, Type, Union
+
+import numpy as np
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import torch.utils.checkpoint as checkpoint
+from torch.nn import LayerNorm
+
+from monai.networks.blocks import MLPBlock as Mlp
+from monai.networks.blocks import PatchEmbed, UnetOutBlock, UnetrBasicBlock, UnetrUpBlock
+from monai.networks.layers import DropPath, trunc_normal_
+from monai.utils import ensure_tuple_rep, optional_import
+
+rearrange, _ = optional_import("einops", name="rearrange")
+
+def window_partition(x, window_size):
+ """window partition operation based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ Args:
+ x: input tensor.
+ window_size: local window size.
+ """
+ x_shape = x.size()
+ if len(x_shape) == 5:
+ b, d, h, w, c = x_shape
+ x = x.view(
+ b,
+ d // window_size[0],
+ window_size[0],
+ h // window_size[1],
+ window_size[1],
+ w // window_size[2],
+ window_size[2],
+ c,
+ )
+ windows = (
+ x.permute(0, 1, 3, 5, 2, 4, 6, 7).contiguous().view(-1, window_size[0] * window_size[1] * window_size[2], c)
+ )
+ elif len(x_shape) == 4:
+ b, h, w, c = x.shape
+ x = x.view(b, h // window_size[0], window_size[0], w // window_size[1], window_size[1], c)
+ windows = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(-1, window_size[0] * window_size[1], c)
+ return windows
+
+
+def window_reverse(windows, window_size, dims):
+ """window reverse operation based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ Args:
+ windows: windows tensor.
+ window_size: local window size.
+ dims: dimension values.
+ """
+ if len(dims) == 4:
+ b, d, h, w = dims
+ x = windows.view(
+ b,
+ d // window_size[0],
+ h // window_size[1],
+ w // window_size[2],
+ window_size[0],
+ window_size[1],
+ window_size[2],
+ -1,
+ )
+ x = x.permute(0, 1, 4, 2, 5, 3, 6, 7).contiguous().view(b, d, h, w, -1)
+
+ elif len(dims) == 3:
+ b, h, w = dims
+ x = windows.view(b, h // window_size[0], w // window_size[0], window_size[0], window_size[1], -1)
+ x = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(b, h, w, -1)
+ return x
+
+
+def get_window_size(x_size, window_size, shift_size=None):
+ """Computing window size based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ Args:
+ x_size: input size.
+ window_size: local window size.
+ shift_size: window shifting size.
+ """
+
+ use_window_size = list(window_size)
+ if shift_size is not None:
+ use_shift_size = list(shift_size)
+ for i in range(len(x_size)):
+ if x_size[i] <= window_size[i]:
+ use_window_size[i] = x_size[i]
+ if shift_size is not None:
+ use_shift_size[i] = 0
+
+ if shift_size is None:
+ return tuple(use_window_size)
+ else:
+ return tuple(use_window_size), tuple(use_shift_size)
+
+
+class WindowAttention(nn.Module):
+ """
+ Window based multi-head self attention module with relative position bias based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ """
+
+ def __init__(
+ self,
+ dim: int,
+ num_heads: int,
+ window_size: Sequence[int],
+ qkv_bias: bool = False,
+ attn_drop: float = 0.0,
+ proj_drop: float = 0.0,
+ ) -> None:
+ """
+ Args:
+ dim: number of feature channels.
+ num_heads: number of attention heads.
+ window_size: local window size.
+ qkv_bias: add a learnable bias to query, key, value.
+ attn_drop: attention dropout rate.
+ proj_drop: dropout rate of output.
+ """
+
+ super().__init__()
+ self.dim = dim
+ self.window_size = window_size
+ self.num_heads = num_heads
+ head_dim = dim // num_heads
+ self.scale = head_dim**-0.5
+ mesh_args = torch.meshgrid.__kwdefaults__
+
+ if len(self.window_size) == 3:
+ self.relative_position_bias_table = nn.Parameter(
+ torch.zeros(
+ (2 * self.window_size[0] - 1) * (2 * self.window_size[1] - 1) * (2 * self.window_size[2] - 1),
+ num_heads,
+ )
+ )
+ coords_d = torch.arange(self.window_size[0])
+ coords_h = torch.arange(self.window_size[1])
+ coords_w = torch.arange(self.window_size[2])
+ if mesh_args is not None:
+ coords = torch.stack(torch.meshgrid(coords_d, coords_h, coords_w, indexing="ij"))
+ else:
+ coords = torch.stack(torch.meshgrid(coords_d, coords_h, coords_w))
+ coords_flatten = torch.flatten(coords, 1)
+ relative_coords = coords_flatten[:, :, None] - coords_flatten[:, None, :]
+ relative_coords = relative_coords.permute(1, 2, 0).contiguous()
+ relative_coords[:, :, 0] += self.window_size[0] - 1
+ relative_coords[:, :, 1] += self.window_size[1] - 1
+ relative_coords[:, :, 2] += self.window_size[2] - 1
+ relative_coords[:, :, 0] *= (2 * self.window_size[1] - 1) * (2 * self.window_size[2] - 1)
+ relative_coords[:, :, 1] *= 2 * self.window_size[2] - 1
+ elif len(self.window_size) == 2:
+ self.relative_position_bias_table = nn.Parameter(
+ torch.zeros((2 * window_size[0] - 1) * (2 * window_size[1] - 1), num_heads)
+ )
+ coords_h = torch.arange(self.window_size[0])
+ coords_w = torch.arange(self.window_size[1])
+ if mesh_args is not None:
+ coords = torch.stack(torch.meshgrid(coords_h, coords_w, indexing="ij"))
+ else:
+ coords = torch.stack(torch.meshgrid(coords_h, coords_w))
+ coords_flatten = torch.flatten(coords, 1)
+ relative_coords = coords_flatten[:, :, None] - coords_flatten[:, None, :]
+ relative_coords = relative_coords.permute(1, 2, 0).contiguous()
+ relative_coords[:, :, 0] += self.window_size[0] - 1
+ relative_coords[:, :, 1] += self.window_size[1] - 1
+ relative_coords[:, :, 0] *= 2 * self.window_size[1] - 1
+
+ relative_position_index = relative_coords.sum(-1)
+ self.register_buffer("relative_position_index", relative_position_index)
+ self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias)
+ self.attn_drop = nn.Dropout(attn_drop)
+ self.proj = nn.Linear(dim, dim)
+ self.proj_drop = nn.Dropout(proj_drop)
+ trunc_normal_(self.relative_position_bias_table, std=0.02)
+ self.softmax = nn.Softmax(dim=-1)
+
+ def forward(self, x, mask):
+ b, n, c = x.shape
+ qkv = self.qkv(x).reshape(b, n, 3, self.num_heads, c // self.num_heads).permute(2, 0, 3, 1, 4)
+ q, k, v = qkv[0], qkv[1], qkv[2]
+ q = q * self.scale
+ attn = q @ k.transpose(-2, -1)
+ relative_position_bias = self.relative_position_bias_table[
+ self.relative_position_index.clone()[:n, :n].reshape(-1)
+ ].reshape(n, n, -1)
+ relative_position_bias = relative_position_bias.permute(2, 0, 1).contiguous()
+ attn = attn + relative_position_bias.unsqueeze(0)
+ if mask is not None:
+ nw = mask.shape[0]
+ attn = attn.view(b // nw, nw, self.num_heads, n, n) + mask.unsqueeze(1).unsqueeze(0)
+ attn = attn.view(-1, self.num_heads, n, n)
+ attn = self.softmax(attn)
+ else:
+ attn = self.softmax(attn)
+
+ attn = self.attn_drop(attn)
+ x = (attn @ v).transpose(1, 2).reshape(b, n, c)
+ x = self.proj(x)
+ x = self.proj_drop(x)
+ return x
+
+
+class SwinTransformerBlock(nn.Module):
+ """
+ Swin Transformer block based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ """
+
+ def __init__(
+ self,
+ dim: int,
+ num_heads: int,
+ window_size: Sequence[int],
+ shift_size: Sequence[int],
+ mlp_ratio: float = 4.0,
+ qkv_bias: bool = True,
+ drop: float = 0.0,
+ attn_drop: float = 0.0,
+ drop_path: float = 0.0,
+ act_layer: str = "GELU",
+ norm_layer: Type[LayerNorm] = nn.LayerNorm, # type: ignore
+ use_checkpoint: bool = False,
+ ) -> None:
+ """
+ Args:
+ dim: number of feature channels.
+ num_heads: number of attention heads.
+ window_size: local window size.
+ shift_size: window shift size.
+ mlp_ratio: ratio of mlp hidden dim to embedding dim.
+ qkv_bias: add a learnable bias to query, key, value.
+ drop: dropout rate.
+ attn_drop: attention dropout rate.
+ drop_path: stochastic depth rate.
+ act_layer: activation layer.
+ norm_layer: normalization layer.
+ use_checkpoint: use gradient checkpointing for reduced memory usage.
+ """
+
+ super().__init__()
+ self.dim = dim
+ self.num_heads = num_heads
+ self.window_size = window_size
+ self.shift_size = shift_size
+ self.mlp_ratio = mlp_ratio
+ self.use_checkpoint = use_checkpoint
+ self.norm1 = norm_layer(dim)
+ self.attn = WindowAttention(
+ dim,
+ window_size=self.window_size,
+ num_heads=num_heads,
+ qkv_bias=qkv_bias,
+ attn_drop=attn_drop,
+ proj_drop=drop,
+ )
+
+ self.drop_path = DropPath(drop_path) if drop_path > 0.0 else nn.Identity()
+ self.norm2 = norm_layer(dim)
+ mlp_hidden_dim = int(dim * mlp_ratio)
+ self.mlp = Mlp(hidden_size=dim, mlp_dim=mlp_hidden_dim, act=act_layer, dropout_rate=drop, dropout_mode="swin")
+
+ def forward_part1(self, x, mask_matrix):
+ x_shape = x.size()
+ x = self.norm1(x)
+ if len(x_shape) == 5:
+ b, d, h, w, c = x.shape
+ window_size, shift_size = get_window_size((d, h, w), self.window_size, self.shift_size)
+ pad_l = pad_t = pad_d0 = 0
+ pad_d1 = (window_size[0] - d % window_size[0]) % window_size[0]
+ pad_b = (window_size[1] - h % window_size[1]) % window_size[1]
+ pad_r = (window_size[2] - w % window_size[2]) % window_size[2]
+ x = F.pad(x, (0, 0, pad_l, pad_r, pad_t, pad_b, pad_d0, pad_d1))
+ _, dp, hp, wp, _ = x.shape
+ dims = [b, dp, hp, wp]
+
+ elif len(x_shape) == 4:
+ b, h, w, c = x.shape
+ window_size, shift_size = get_window_size((h, w), self.window_size, self.shift_size)
+ pad_l = pad_t = 0
+ pad_r = (window_size[0] - h % window_size[0]) % window_size[0]
+ pad_b = (window_size[1] - w % window_size[1]) % window_size[1]
+ x = F.pad(x, (0, 0, pad_l, pad_r, pad_t, pad_b))
+ _, hp, wp, _ = x.shape
+ dims = [b, hp, wp]
+
+ if any(i > 0 for i in shift_size):
+ if len(x_shape) == 5:
+ shifted_x = torch.roll(x, shifts=(-shift_size[0], -shift_size[1], -shift_size[2]), dims=(1, 2, 3))
+ elif len(x_shape) == 4:
+ shifted_x = torch.roll(x, shifts=(-shift_size[0], -shift_size[1]), dims=(1, 2))
+ attn_mask = mask_matrix
+ else:
+ shifted_x = x
+ attn_mask = None
+ x_windows = window_partition(shifted_x, window_size)
+ attn_windows = self.attn(x_windows, mask=attn_mask)
+ attn_windows = attn_windows.view(-1, *(window_size + (c,)))
+ shifted_x = window_reverse(attn_windows, window_size, dims)
+ if any(i > 0 for i in shift_size):
+ if len(x_shape) == 5:
+ x = torch.roll(shifted_x, shifts=(shift_size[0], shift_size[1], shift_size[2]), dims=(1, 2, 3))
+ elif len(x_shape) == 4:
+ x = torch.roll(shifted_x, shifts=(shift_size[0], shift_size[1]), dims=(1, 2))
+ else:
+ x = shifted_x
+
+ if len(x_shape) == 5:
+ if pad_d1 > 0 or pad_r > 0 or pad_b > 0:
+ x = x[:, :d, :h, :w, :].contiguous()
+ elif len(x_shape) == 4:
+ if pad_r > 0 or pad_b > 0:
+ x = x[:, :h, :w, :].contiguous()
+
+ return x
+
+ def forward_part2(self, x):
+ return self.drop_path(self.mlp(self.norm2(x)))
+
+ def load_from(self, weights, n_block, layer):
+ root = f"module.{layer}.0.blocks.{n_block}."
+ block_names = [
+ "norm1.weight",
+ "norm1.bias",
+ "attn.relative_position_bias_table",
+ "attn.relative_position_index",
+ "attn.qkv.weight",
+ "attn.qkv.bias",
+ "attn.proj.weight",
+ "attn.proj.bias",
+ "norm2.weight",
+ "norm2.bias",
+ "mlp.fc1.weight",
+ "mlp.fc1.bias",
+ "mlp.fc2.weight",
+ "mlp.fc2.bias",
+ ]
+ with torch.no_grad():
+ self.norm1.weight.copy_(weights["state_dict"][root + block_names[0]])
+ self.norm1.bias.copy_(weights["state_dict"][root + block_names[1]])
+ self.attn.relative_position_bias_table.copy_(weights["state_dict"][root + block_names[2]])
+ self.attn.relative_position_index.copy_(weights["state_dict"][root + block_names[3]])
+ self.attn.qkv.weight.copy_(weights["state_dict"][root + block_names[4]])
+ self.attn.qkv.bias.copy_(weights["state_dict"][root + block_names[5]])
+ self.attn.proj.weight.copy_(weights["state_dict"][root + block_names[6]])
+ self.attn.proj.bias.copy_(weights["state_dict"][root + block_names[7]])
+ self.norm2.weight.copy_(weights["state_dict"][root + block_names[8]])
+ self.norm2.bias.copy_(weights["state_dict"][root + block_names[9]])
+ self.mlp.linear1.weight.copy_(weights["state_dict"][root + block_names[10]])
+ self.mlp.linear1.bias.copy_(weights["state_dict"][root + block_names[11]])
+ self.mlp.linear2.weight.copy_(weights["state_dict"][root + block_names[12]])
+ self.mlp.linear2.bias.copy_(weights["state_dict"][root + block_names[13]])
+
+ def forward(self, x, mask_matrix):
+ shortcut = x
+ if self.use_checkpoint:
+ x = checkpoint.checkpoint(self.forward_part1, x, mask_matrix)
+ else:
+ x = self.forward_part1(x, mask_matrix)
+ x = shortcut + self.drop_path(x)
+ if self.use_checkpoint:
+ x = x + checkpoint.checkpoint(self.forward_part2, x)
+ else:
+ x = x + self.forward_part2(x)
+ return x
+
+
+class PatchMerging(nn.Module):
+ """
+ Patch merging layer based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ """
+
+ def __init__(
+ self, dim: int, norm_layer: Type[LayerNorm] = nn.LayerNorm, spatial_dims: int = 3
+ ) -> None: # type: ignore
+ """
+ Args:
+ dim: number of feature channels.
+ norm_layer: normalization layer.
+ spatial_dims: number of spatial dims.
+ """
+
+ super().__init__()
+ self.dim = dim
+ if spatial_dims == 3:
+ self.reduction = nn.Linear(8 * dim, 2 * dim, bias=False)
+ self.norm = norm_layer(8 * dim)
+ elif spatial_dims == 2:
+ self.reduction = nn.Linear(4 * dim, 2 * dim, bias=False)
+ self.norm = norm_layer(4 * dim)
+
+ def forward(self, x):
+
+ x_shape = x.size()
+ if len(x_shape) == 5:
+ b, d, h, w, c = x_shape
+ pad_input = (h % 2 == 1) or (w % 2 == 1) or (d % 2 == 1)
+ if pad_input:
+ x = F.pad(x, (0, 0, 0, d % 2, 0, w % 2, 0, h % 2))
+ x0 = x[:, 0::2, 0::2, 0::2, :]
+ x1 = x[:, 1::2, 0::2, 0::2, :]
+ x2 = x[:, 0::2, 1::2, 0::2, :]
+ x3 = x[:, 0::2, 0::2, 1::2, :]
+ x4 = x[:, 1::2, 0::2, 1::2, :]
+ x5 = x[:, 0::2, 1::2, 0::2, :]
+ x6 = x[:, 0::2, 0::2, 1::2, :]
+ x7 = x[:, 1::2, 1::2, 1::2, :]
+ x = torch.cat([x0, x1, x2, x3, x4, x5, x6, x7], -1)
+
+ elif len(x_shape) == 4:
+ b, h, w, c = x_shape
+ pad_input = (h % 2 == 1) or (w % 2 == 1)
+ if pad_input:
+ x = F.pad(x, (0, 0, 0, w % 2, 0, h % 2))
+ x0 = x[:, 0::2, 0::2, :]
+ x1 = x[:, 1::2, 0::2, :]
+ x2 = x[:, 0::2, 1::2, :]
+ x3 = x[:, 1::2, 1::2, :]
+ x = torch.cat([x0, x1, x2, x3], -1)
+
+ x = self.norm(x)
+ x = self.reduction(x)
+ return x
+
+
+def compute_mask(dims, window_size, shift_size, device):
+ """Computing region masks based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ Args:
+ dims: dimension values.
+ window_size: local window size.
+ shift_size: shift size.
+ device: device.
+ """
+
+ cnt = 0
+
+ if len(dims) == 3:
+ d, h, w = dims
+ img_mask = torch.zeros((1, d, h, w, 1), device=device)
+ for d in slice(-window_size[0]), slice(-window_size[0], -shift_size[0]), slice(-shift_size[0], None):
+ for h in slice(-window_size[1]), slice(-window_size[1], -shift_size[1]), slice(-shift_size[1], None):
+ for w in slice(-window_size[2]), slice(-window_size[2], -shift_size[2]), slice(-shift_size[2], None):
+ img_mask[:, d, h, w, :] = cnt
+ cnt += 1
+
+ elif len(dims) == 2:
+ h, w = dims
+ img_mask = torch.zeros((1, h, w, 1), device=device)
+ for h in slice(-window_size[0]), slice(-window_size[0], -shift_size[0]), slice(-shift_size[0], None):
+ for w in slice(-window_size[1]), slice(-window_size[1], -shift_size[1]), slice(-shift_size[1], None):
+ img_mask[:, h, w, :] = cnt
+ cnt += 1
+
+ mask_windows = window_partition(img_mask, window_size)
+ mask_windows = mask_windows.squeeze(-1)
+ attn_mask = mask_windows.unsqueeze(1) - mask_windows.unsqueeze(2)
+ attn_mask = attn_mask.masked_fill(attn_mask != 0, float(-100.0)).masked_fill(attn_mask == 0, float(0.0))
+
+ return attn_mask
+
+
+class BasicLayer(nn.Module):
+ """
+ Basic Swin Transformer layer in one stage based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ """
+
+ def __init__(
+ self,
+ dim: int,
+ depth: int,
+ num_heads: int,
+ window_size: Sequence[int],
+ drop_path: list,
+ mlp_ratio: float = 4.0,
+ qkv_bias: bool = False,
+ drop: float = 0.0,
+ attn_drop: float = 0.0,
+ norm_layer: Type[LayerNorm] = nn.LayerNorm, # type: ignore
+ downsample: isinstance = None, # type: ignore
+ use_checkpoint: bool = False,
+ ) -> None:
+ """
+ Args:
+ dim: number of feature channels.
+ depths: number of layers in each stage.
+ num_heads: number of attention heads.
+ window_size: local window size.
+ drop_path: stochastic depth rate.
+ mlp_ratio: ratio of mlp hidden dim to embedding dim.
+ qkv_bias: add a learnable bias to query, key, value.
+ drop: dropout rate.
+ attn_drop: attention dropout rate.
+ norm_layer: normalization layer.
+ downsample: downsample layer at the end of the layer.
+ use_checkpoint: use gradient checkpointing for reduced memory usage.
+ """
+
+ super().__init__()
+ self.window_size = window_size
+ self.shift_size = tuple(i // 2 for i in window_size)
+ self.no_shift = tuple(0 for i in window_size)
+ self.depth = depth
+ self.use_checkpoint = use_checkpoint
+ self.blocks = nn.ModuleList(
+ [
+ SwinTransformerBlock(
+ dim=dim,
+ num_heads=num_heads,
+ window_size=self.window_size,
+ shift_size=self.no_shift if (i % 2 == 0) else self.shift_size,
+ mlp_ratio=mlp_ratio,
+ qkv_bias=qkv_bias,
+ drop=drop,
+ attn_drop=attn_drop,
+ drop_path=drop_path[i] if isinstance(drop_path, list) else drop_path,
+ norm_layer=norm_layer,
+ use_checkpoint=use_checkpoint,
+ )
+ for i in range(depth)
+ ]
+ )
+ self.downsample = downsample
+ if self.downsample is not None:
+ self.downsample = downsample(dim=dim, norm_layer=norm_layer, spatial_dims=len(self.window_size))
+
+ def forward(self, x):
+ x_shape = x.size()
+ if len(x_shape) == 5:
+ b, c, d, h, w = x_shape
+ window_size, shift_size = get_window_size((d, h, w), self.window_size, self.shift_size)
+ x = rearrange(x, "b c d h w -> b d h w c")
+ dp = int(np.ceil(d / window_size[0])) * window_size[0]
+ hp = int(np.ceil(h / window_size[1])) * window_size[1]
+ wp = int(np.ceil(w / window_size[2])) * window_size[2]
+ attn_mask = compute_mask([dp, hp, wp], window_size, shift_size, x.device)
+ for blk in self.blocks:
+ x = blk(x, attn_mask)
+ x = x.view(b, d, h, w, -1)
+ if self.downsample is not None:
+ x = self.downsample(x)
+ x = rearrange(x, "b d h w c -> b c d h w")
+
+ elif len(x_shape) == 4:
+ b, c, h, w = x_shape
+ window_size, shift_size = get_window_size((h, w), self.window_size, self.shift_size)
+ x = rearrange(x, "b c h w -> b h w c")
+ hp = int(np.ceil(h / window_size[0])) * window_size[0]
+ wp = int(np.ceil(w / window_size[1])) * window_size[1]
+ attn_mask = compute_mask([hp, wp], window_size, shift_size, x.device)
+ for blk in self.blocks:
+ x = blk(x, attn_mask)
+ x = x.view(b, h, w, -1)
+ if self.downsample is not None:
+ x = self.downsample(x)
+ x = rearrange(x, "b h w c -> b c h w")
+ return x
+
+
+class SwinTransformer(nn.Module):
+ """
+ Swin Transformer based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ """
+
+ def __init__(
+ self,
+ in_chans: int,
+ embed_dim: int,
+ window_size: Sequence[int],
+ patch_size: Sequence[int],
+ depths: Sequence[int],
+ num_heads: Sequence[int],
+ mlp_ratio: float = 4.0,
+ qkv_bias: bool = True,
+ drop_rate: float = 0.0,
+ attn_drop_rate: float = 0.0,
+ drop_path_rate: float = 0.0,
+ norm_layer: Type[LayerNorm] = nn.LayerNorm, # type: ignore
+ patch_norm: bool = False,
+ use_checkpoint: bool = False,
+ spatial_dims: int = 3,
+ ) -> None:
+ """
+ Args:
+ in_chans: dimension of input channels.
+ embed_dim: number of linear projection output channels.
+ window_size: local window size.
+ patch_size: patch size.
+ depths: number of layers in each stage.
+ num_heads: number of attention heads.
+ mlp_ratio: ratio of mlp hidden dim to embedding dim.
+ qkv_bias: add a learnable bias to query, key, value.
+ drop_rate: dropout rate.
+ attn_drop_rate: attention dropout rate.
+ drop_path_rate: stochastic depth rate.
+ norm_layer: normalization layer.
+ patch_norm: add normalization after patch embedding.
+ use_checkpoint: use gradient checkpointing for reduced memory usage.
+ spatial_dims: spatial dimension.
+ """
+
+ super().__init__()
+ self.num_layers = len(depths)
+ self.embed_dim = embed_dim
+ self.patch_norm = patch_norm
+ self.window_size = window_size
+ self.patch_size = patch_size
+ self.patch_embed = PatchEmbed(
+ patch_size=self.patch_size,
+ in_chans=in_chans,
+ embed_dim=embed_dim,
+ norm_layer=norm_layer if self.patch_norm else None, # type: ignore
+ spatial_dims=spatial_dims,
+ )
+ self.pos_drop = nn.Dropout(p=drop_rate)
+ dpr = [x.item() for x in torch.linspace(0, drop_path_rate, sum(depths))]
+ # self.layers1 = nn.ModuleList()
+ # self.layers2 = nn.ModuleList()
+ # self.layers3 = nn.ModuleList()
+ # self.layers4 = nn.ModuleList()
+ self.layers = nn.ModuleList()
+ for i_layer in range(self.num_layers):
+ layer = BasicLayer(
+ dim=int(embed_dim * 2**i_layer),
+ depth=depths[i_layer],
+ num_heads=num_heads[i_layer],
+ window_size=self.window_size,
+ drop_path=dpr[sum(depths[:i_layer]) : sum(depths[: i_layer + 1])],
+ mlp_ratio=mlp_ratio,
+ qkv_bias=qkv_bias,
+ drop=drop_rate,
+ attn_drop=attn_drop_rate,
+ norm_layer=norm_layer,
+ downsample=PatchMerging,
+ use_checkpoint=use_checkpoint,
+ )
+ self.layers.append(layer)
+ # if i_layer == 0:
+ # self.layers1.append(layer)
+ # elif i_layer == 1:
+ # self.layers2.append(layer)
+ # elif i_layer == 2:
+ # self.layers3.append(layer)
+ # elif i_layer == 3:
+ # self.layers4.append(layer)
+ self.num_features = int(embed_dim * 2 ** (self.num_layers - 1))
+
+ def proj_out(self, x, normalize=False):
+ if normalize:
+ x_shape = x.size()
+ if len(x_shape) == 5:
+ n, ch, d, h, w = x_shape
+ x = rearrange(x, "n c d h w -> n d h w c")
+ x = F.layer_norm(x, [ch])
+ x = rearrange(x, "n d h w c -> n c d h w")
+ elif len(x_shape) == 4:
+ n, ch, h, w = x_shape
+ x = rearrange(x, "n c h w -> n h w c")
+ x = F.layer_norm(x, [ch])
+ x = rearrange(x, "n h w c -> n c h w")
+ return x
+
+ def forward(self, x, normalize=True):
+ # x input: [B*sample, C(1), H, W, D]
+ # x = rearrange(x, "b c h w d -> b c d h w")
+ # print('>> input: ', x.shape)
+ x = self.patch_embed(x)
+ # print('>> patch_embed: ', x.shape)
+ x = self.pos_drop(x)
+ for layer in self.layers:
+ x = layer(x.contiguous())
+ # print('>> layer: ', x.shape)
+ return x
+ # # x0_out = self.proj_out(x0, normalize)
+ # x1 = self.layers1[0](x0.contiguous())
+ # # x1_out = self.proj_out(x1, normalize)
+ # x2 = self.layers2[0](x1.contiguous())
+ # # x2_out = self.proj_out(x2, normalize)
+ # x3 = self.layers3[0](x2.contiguous())
+ # # x3_out = self.proj_out(x3, normalize)
+ # x4 = self.layers4[0](x3.contiguous())
+ # # x4_out = self.proj_out(x4, normalize)
+ # # return [x0_out, x1_out, x2_out, x3_out, x4_out]
+
+
\ No newline at end of file
diff --git a/model/segment_anything_volumetric/modeling/.ipynb_checkpoints/prompt_encoder-checkpoint.py b/model/segment_anything_volumetric/modeling/.ipynb_checkpoints/prompt_encoder-checkpoint.py
new file mode 100644
index 0000000000000000000000000000000000000000..bc95b970ea18e427835a592046a3daf4fe2be567
--- /dev/null
+++ b/model/segment_anything_volumetric/modeling/.ipynb_checkpoints/prompt_encoder-checkpoint.py
@@ -0,0 +1,232 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import numpy as np
+import torch
+from torch import nn
+
+from typing import Any, Optional, Tuple, Type
+
+from .common import LayerNorm2d
+import os
+
+class PromptEncoder(nn.Module):
+ def __init__(
+ self,
+ embed_dim: int,
+ image_embedding_size: Tuple[int, int, int],
+ input_image_size: Tuple[int, int, int],
+ mask_in_chans: int,
+ activation: Type[nn.Module] = nn.GELU,
+ ) -> None:
+ """
+ Encodes prompts for input to SAM's mask decoder.
+
+ Arguments:
+ embed_dim (int): The prompts' embedding dimension
+ image_embedding_size (tuple(int, int)): The spatial size of the
+ image embedding, as (H, W).
+ input_image_size (int): The padded size of the image as input
+ to the image encoder, as (H, W).
+ mask_in_chans (int): The number of hidden channels used for
+ encoding input masks.
+ activation (nn.Module): The activation to use when encoding
+ input masks.
+ """
+ super().__init__()
+ self.embed_dim = embed_dim
+ self.input_image_size = input_image_size
+ self.image_embedding_size = image_embedding_size
+ self.pe_layer = PositionEmbeddingRandom(embed_dim // 2)
+
+ self.num_point_embeddings: int = 4 # pos/neg point + 2 box corners
+ point_embeddings = [nn.Embedding(1, embed_dim) for i in range(self.num_point_embeddings)]
+ self.point_embeddings = nn.ModuleList(point_embeddings)
+ self.not_a_point_embed = nn.Embedding(1, embed_dim)
+
+ self.mask_input_size = (4 * image_embedding_size[0], 4 * image_embedding_size[1], 4 * image_embedding_size[2])
+ self.mask_downscaling = nn.Sequential(
+ nn.Conv2d(1, mask_in_chans // 4, kernel_size=2, stride=2),
+ LayerNorm2d(mask_in_chans // 4),
+ activation(),
+ nn.Conv2d(mask_in_chans // 4, mask_in_chans, kernel_size=2, stride=2),
+ LayerNorm2d(mask_in_chans),
+ activation(),
+ nn.Conv2d(mask_in_chans, embed_dim, kernel_size=1),
+ )
+ self.no_mask_embed = nn.Embedding(1, embed_dim)
+
+ def get_dense_pe(self) -> torch.Tensor:
+ """
+ Returns the positional encoding used to encode point prompts,
+ applied to a dense set of points the shape of the image encoding.
+
+ Returns:
+ torch.Tensor: Positional encoding with shape
+ 1x(embed_dim)x(embedding_h)x(embedding_w)
+ """
+ return self.pe_layer(self.image_embedding_size).unsqueeze(0)
+
+ def _embed_points(
+ self,
+ points: torch.Tensor,
+ labels: torch.Tensor,
+ pad: bool,
+ ) -> torch.Tensor:
+ """Embeds point prompts."""
+ points = points + 0.5 # Shift to center of pixel
+ if pad:
+ padding_point = torch.zeros((points.shape[0], 1, 3), device=points.device)
+ padding_label = -torch.ones((labels.shape[0], 1), device=labels.device)
+ points = torch.cat([points, padding_point], dim=1)
+ labels = torch.cat([labels, padding_label], dim=1)
+ point_embedding = self.pe_layer.forward_with_coords(points, self.input_image_size)
+ point_embedding[labels == -1] = 0.0
+ point_embedding[labels == -1] += self.not_a_point_embed.weight
+ point_embedding[labels == 0] += self.point_embeddings[0].weight
+ point_embedding[labels == 1] += self.point_embeddings[1].weight
+ return point_embedding
+
+ def _embed_boxes(self, boxes: torch.Tensor) -> torch.Tensor:
+ """Embeds box prompts."""
+ boxes = boxes + 0.5 # Shift to center of pixel
+ coords = boxes.reshape(-1, 2, 3)
+ corner_embedding = self.pe_layer.forward_with_coords(coords, self.input_image_size)
+ corner_embedding[:, 0, :] += self.point_embeddings[2].weight
+ corner_embedding[:, 1, :] += self.point_embeddings[3].weight
+ return corner_embedding
+
+ def _embed_masks(self, masks: torch.Tensor) -> torch.Tensor:
+ """Embeds mask inputs."""
+ mask_embedding = self.mask_downscaling(masks)
+ return mask_embedding
+
+ def _get_batch_size(
+ self,
+ points: Optional[Tuple[torch.Tensor, torch.Tensor]],
+ boxes: Optional[torch.Tensor],
+ masks: Optional[torch.Tensor],
+ text_embedding: Optional[torch.Tensor],
+ ) -> int:
+ """
+ Gets the batch size of the output given the batch size of the input prompts.
+ """
+ if points is not None:
+ return points[0].shape[0]
+ elif boxes is not None:
+ return boxes.shape[0]
+ elif masks is not None:
+ return masks.shape[0]
+ elif text_embedding is not None:
+ return text_embedding.shape[0]
+ else:
+ return 1
+
+ def _get_device(self) -> torch.device:
+ return self.point_embeddings[0].weight.device
+
+ def forward(
+ self,
+ points: Optional[Tuple[torch.Tensor, torch.Tensor]],
+ boxes: Optional[torch.Tensor],
+ masks: Optional[torch.Tensor],
+ text_embedding: Optional[torch.Tensor],
+ ) -> Tuple[torch.Tensor, torch.Tensor]:
+ """
+ Embeds different types of prompts, returning both sparse and dense
+ embeddings.
+
+ Arguments:
+ points (tuple(torch.Tensor, torch.Tensor) or none): point coordinates
+ and labels to embed.
+ boxes (torch.Tensor or none): boxes to embed
+ masks (torch.Tensor or none): masks to embed
+ text: test prompt (B, 768)
+
+ Returns:
+ torch.Tensor: sparse embeddings for the points and boxes, with shape
+ BxNx(embed_dim), where N is determined by the number of input points
+ and boxes.
+ torch.Tensor: dense embeddings for the masks, in the shape
+ Bx(embed_dim)x(embed_H)x(embed_W)
+ """
+ # print('prompt encoder here...')
+
+ bs = self._get_batch_size(points, boxes, masks, text_embedding)
+ sparse_embeddings = torch.empty((bs, 0, self.embed_dim), device=self._get_device())
+ # print('sparse_embeddings ', sparse_embeddings.shape)
+ if points is not None:
+ coords, labels = points
+ point_embeddings = self._embed_points(coords, labels, pad=(boxes is None))
+ sparse_embeddings = torch.cat([sparse_embeddings, point_embeddings], dim=1)
+
+ if boxes is not None:
+ box_embeddings = self._embed_boxes(boxes)
+ sparse_embeddings = torch.cat([sparse_embeddings, box_embeddings], dim=1)
+
+ if text_embedding is not None:
+ sparse_embeddings = torch.cat([sparse_embeddings, text_embedding.unsqueeze(dim=1)], dim=1)
+
+ # print('box_embeddings ', box_embeddings.shape)
+ # print('sparse_embeddings after box/point/text', sparse_embeddings.shape)
+
+ if masks is not None:
+ dense_embeddings = self._embed_masks(masks)
+ else:
+ dense_embeddings = self.no_mask_embed.weight.reshape(1, -1, 1, 1, 1).expand(
+ bs, -1, self.image_embedding_size[0], self.image_embedding_size[1], self.image_embedding_size[2]
+ )
+ # print('dense_embeddings ', dense_embeddings.shape)
+ return sparse_embeddings, dense_embeddings
+
+
+class PositionEmbeddingRandom(nn.Module):
+ """
+ Positional encoding using random spatial frequencies.
+ """
+
+ def __init__(self, num_pos_feats: int = 64, scale: Optional[float] = None) -> None:
+ super().__init__()
+ if scale is None or scale <= 0.0:
+ scale = 1.0
+ self.register_buffer(
+ "positional_encoding_gaussian_matrix",
+ scale * torch.randn((3, num_pos_feats)),
+ )
+
+ def _pe_encoding(self, coords: torch.Tensor) -> torch.Tensor:
+ """Positionally encode points that are normalized to [0,1]."""
+ # assuming coords are in [0, 1]^2 square and have d_1 x ... x d_n x 2 shape
+ coords = 2 * coords - 1
+ coords = coords @ self.positional_encoding_gaussian_matrix
+ coords = 2 * np.pi * coords
+ # outputs d_1 x ... x d_n x C shape
+ return torch.cat([torch.sin(coords), torch.cos(coords)], dim=-1)
+
+ def forward(self, size: Tuple[int, int, int]) -> torch.Tensor:
+ """Generate positional encoding for a grid of the specified size."""
+ h, w, d = size
+ device: Any = self.positional_encoding_gaussian_matrix.device
+ grid = torch.ones((h, w, d), device=device, dtype=torch.float32)
+ y_embed = grid.cumsum(dim=0) - 0.5
+ x_embed = grid.cumsum(dim=1) - 0.5
+ z_embed = grid.cumsum(dim=2) - 0.5
+ y_embed = y_embed / h
+ x_embed = x_embed / w
+ z_embed = z_embed / d
+
+ pe = self._pe_encoding(torch.stack([x_embed, y_embed, z_embed], dim=-1))
+ return pe.permute(3, 0, 1, 2) # C x H x W x D
+
+ def forward_with_coords(
+ self, coords_input: torch.Tensor, image_size: Tuple[int, int]
+ ) -> torch.Tensor:
+ """Positionally encode points that are not normalized to [0,1]."""
+ coords = coords_input.clone()
+ coords[:, :, 0] = coords[:, :, 0] / image_size[1]
+ coords[:, :, 1] = coords[:, :, 1] / image_size[0]
+ coords[:, :, 2] = coords[:, :, 2] / image_size[2]
+ return self._pe_encoding(coords.to(torch.float)) # B x N x C
diff --git a/model/segment_anything_volumetric/modeling/__init__.py b/model/segment_anything_volumetric/modeling/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..38e906243d898d7fc071c0fe218338c5cace3ea1
--- /dev/null
+++ b/model/segment_anything_volumetric/modeling/__init__.py
@@ -0,0 +1,11 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+from .sam import Sam
+from .image_encoder import ImageEncoderViT
+from .mask_decoder import MaskDecoder
+from .prompt_encoder import PromptEncoder
+from .transformer import TwoWayTransformer
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diff --git a/model/segment_anything_volumetric/modeling/common.py b/model/segment_anything_volumetric/modeling/common.py
new file mode 100644
index 0000000000000000000000000000000000000000..2bf15236a3eb24d8526073bc4fa2b274cccb3f96
--- /dev/null
+++ b/model/segment_anything_volumetric/modeling/common.py
@@ -0,0 +1,43 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import torch
+import torch.nn as nn
+
+from typing import Type
+
+
+class MLPBlock(nn.Module):
+ def __init__(
+ self,
+ embedding_dim: int,
+ mlp_dim: int,
+ act: Type[nn.Module] = nn.GELU,
+ ) -> None:
+ super().__init__()
+ self.lin1 = nn.Linear(embedding_dim, mlp_dim)
+ self.lin2 = nn.Linear(mlp_dim, embedding_dim)
+ self.act = act()
+
+ def forward(self, x: torch.Tensor) -> torch.Tensor:
+ return self.lin2(self.act(self.lin1(x)))
+
+
+# From https://github.com/facebookresearch/detectron2/blob/main/detectron2/layers/batch_norm.py # noqa
+# Itself from https://github.com/facebookresearch/ConvNeXt/blob/d1fa8f6fef0a165b27399986cc2bdacc92777e40/models/convnext.py#L119 # noqa
+class LayerNorm2d(nn.Module):
+ def __init__(self, num_channels: int, eps: float = 1e-6) -> None:
+ super().__init__()
+ self.weight = nn.Parameter(torch.ones(num_channels))
+ self.bias = nn.Parameter(torch.zeros(num_channels))
+ self.eps = eps
+
+ def forward(self, x: torch.Tensor) -> torch.Tensor:
+ u = x.mean(1, keepdim=True)
+ s = (x - u).pow(2).mean(1, keepdim=True)
+ x = (x - u) / torch.sqrt(s + self.eps)
+ x = self.weight[:, None, None] * x + self.bias[:, None, None]
+ return x
diff --git a/model/segment_anything_volumetric/modeling/image_encoder.py b/model/segment_anything_volumetric/modeling/image_encoder.py
new file mode 100644
index 0000000000000000000000000000000000000000..6e8436b55225c7b406849d4b2a69860998939ef4
--- /dev/null
+++ b/model/segment_anything_volumetric/modeling/image_encoder.py
@@ -0,0 +1,404 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+from typing import Optional, Tuple, Type
+
+from .common import LayerNorm2d, MLPBlock
+
+from monai.networks.blocks import PatchEmbed
+
+# This class and its supporting functions below lightly adapted from the ViTDet backbone available at: https://github.com/facebookresearch/detectron2/blob/main/detectron2/modeling/backbone/vit.py # noqa
+class ImageEncoderViT(nn.Module):
+ def __init__(
+ self,
+ img_size: int = 1024,
+ patch_size: int = 16,
+ in_chans: int = 1,
+ embed_dim: int = 768,
+ depth: int = 12,
+ num_heads: int = 12,
+ mlp_ratio: float = 4.0,
+ out_chans: int = 256,
+ qkv_bias: bool = True,
+ norm_layer: Type[nn.Module] = nn.LayerNorm,
+ act_layer: Type[nn.Module] = nn.GELU,
+ use_abs_pos: bool = True,
+ use_rel_pos: bool = False,
+ rel_pos_zero_init: bool = True,
+ window_size: int = 0,
+ global_attn_indexes: Tuple[int, ...] = (),
+ ) -> None:
+ """
+ Args:
+ img_size (int): Input image size.
+ patch_size (int): Patch size.
+ in_chans (int): Number of input image channels.
+ embed_dim (int): Patch embedding dimension.
+ depth (int): Depth of ViT.
+ num_heads (int): Number of attention heads in each ViT block.
+ mlp_ratio (float): Ratio of mlp hidden dim to embedding dim.
+ qkv_bias (bool): If True, add a learnable bias to query, key, value.
+ norm_layer (nn.Module): Normalization layer.
+ act_layer (nn.Module): Activation layer.
+ use_abs_pos (bool): If True, use absolute positional embeddings.
+ use_rel_pos (bool): If True, add relative positional embeddings to the attention map.
+ rel_pos_zero_init (bool): If True, zero initialize relative positional parameters.
+ window_size (int): Window size for window attention blocks.
+ global_attn_indexes (list): Indexes for blocks using global attention.
+ """
+ super().__init__()
+ self.img_size = img_size
+
+ # self.patch_embed = PatchEmbed(
+ # kernel_size=(patch_size, patch_size),
+ # stride=(patch_size, patch_size),
+ # in_chans=in_chans,
+ # embed_dim=embed_dim,
+ # )
+
+ self.patch_embed = PatchEmbed(
+ patch_size=patch_size,
+ in_chans=in_chans,
+ embed_dim=embed_dim,
+ spatial_dims=3,
+ )
+
+ self.pos_embed: Optional[nn.Parameter] = None
+ if use_abs_pos:
+ # Initialize absolute positional embedding with pretrain image size.
+ self.pos_embed = nn.Parameter(
+ torch.zeros(1, img_size // patch_size, img_size // patch_size, img_size // patch_size, embed_dim)
+ )
+
+ self.blocks = nn.ModuleList()
+ for i in range(depth):
+ block = Block(
+ dim=embed_dim,
+ num_heads=num_heads,
+ mlp_ratio=mlp_ratio,
+ qkv_bias=qkv_bias,
+ norm_layer=norm_layer,
+ act_layer=act_layer,
+ use_rel_pos=use_rel_pos,
+ rel_pos_zero_init=rel_pos_zero_init,
+ window_size=window_size if i not in global_attn_indexes else 0,
+ input_size=(img_size // patch_size, img_size // patch_size),
+ )
+ self.blocks.append(block)
+
+ self.neck = nn.Sequential(
+ nn.Conv2d(
+ embed_dim,
+ out_chans,
+ kernel_size=1,
+ bias=False,
+ ),
+ LayerNorm2d(out_chans),
+ nn.Conv2d(
+ out_chans,
+ out_chans,
+ kernel_size=3,
+ padding=1,
+ bias=False,
+ ),
+ LayerNorm2d(out_chans),
+ )
+
+ def forward(self, x: torch.Tensor) -> torch.Tensor:
+ x = self.patch_embed(x)
+ print('patch embedded shape: ', x.shape) # embedded: [8, 768, 6, 6, 6]
+ if self.pos_embed is not None:
+ x = x + self.pos_embed
+
+ for blk in self.blocks:
+ x = blk(x)
+
+ x = self.neck(x.permute(0, 3, 1, 2))
+
+ return x
+
+
+class Block(nn.Module):
+ """Transformer blocks with support of window attention and residual propagation blocks"""
+
+ def __init__(
+ self,
+ dim: int,
+ num_heads: int,
+ mlp_ratio: float = 4.0,
+ qkv_bias: bool = True,
+ norm_layer: Type[nn.Module] = nn.LayerNorm,
+ act_layer: Type[nn.Module] = nn.GELU,
+ use_rel_pos: bool = False,
+ rel_pos_zero_init: bool = True,
+ window_size: int = 0,
+ input_size: Optional[Tuple[int, int]] = None,
+ ) -> None:
+ """
+ Args:
+ dim (int): Number of input channels.
+ num_heads (int): Number of attention heads in each ViT block.
+ mlp_ratio (float): Ratio of mlp hidden dim to embedding dim.
+ qkv_bias (bool): If True, add a learnable bias to query, key, value.
+ norm_layer (nn.Module): Normalization layer.
+ act_layer (nn.Module): Activation layer.
+ use_rel_pos (bool): If True, add relative positional embeddings to the attention map.
+ rel_pos_zero_init (bool): If True, zero initialize relative positional parameters.
+ window_size (int): Window size for window attention blocks. If it equals 0, then
+ use global attention.
+ input_size (tuple(int, int) or None): Input resolution for calculating the relative
+ positional parameter size.
+ """
+ super().__init__()
+ self.norm1 = norm_layer(dim)
+ self.attn = Attention(
+ dim,
+ num_heads=num_heads,
+ qkv_bias=qkv_bias,
+ use_rel_pos=use_rel_pos,
+ rel_pos_zero_init=rel_pos_zero_init,
+ input_size=input_size if window_size == 0 else (window_size, window_size),
+ )
+
+ self.norm2 = norm_layer(dim)
+ self.mlp = MLPBlock(embedding_dim=dim, mlp_dim=int(dim * mlp_ratio), act=act_layer)
+
+ self.window_size = window_size
+
+ def forward(self, x: torch.Tensor) -> torch.Tensor:
+ shortcut = x
+ x = self.norm1(x)
+ # Window partition
+ if self.window_size > 0:
+ H, W = x.shape[1], x.shape[2]
+ x, pad_hw = window_partition(x, self.window_size)
+
+ x = self.attn(x)
+ # Reverse window partition
+ if self.window_size > 0:
+ x = window_unpartition(x, self.window_size, pad_hw, (H, W))
+
+ x = shortcut + x
+ x = x + self.mlp(self.norm2(x))
+
+ return x
+
+
+class Attention(nn.Module):
+ """Multi-head Attention block with relative position embeddings."""
+
+ def __init__(
+ self,
+ dim: int,
+ num_heads: int = 8,
+ qkv_bias: bool = True,
+ use_rel_pos: bool = False,
+ rel_pos_zero_init: bool = True,
+ input_size: Optional[Tuple[int, int]] = None,
+ ) -> None:
+ """
+ Args:
+ dim (int): Number of input channels.
+ num_heads (int): Number of attention heads.
+ qkv_bias (bool): If True, add a learnable bias to query, key, value.
+ rel_pos (bool): If True, add relative positional embeddings to the attention map.
+ rel_pos_zero_init (bool): If True, zero initialize relative positional parameters.
+ input_size (tuple(int, int) or None): Input resolution for calculating the relative
+ positional parameter size.
+ """
+ super().__init__()
+ self.num_heads = num_heads
+ head_dim = dim // num_heads
+ self.scale = head_dim**-0.5
+
+ self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias)
+ self.proj = nn.Linear(dim, dim)
+
+ self.use_rel_pos = use_rel_pos
+ if self.use_rel_pos:
+ assert (
+ input_size is not None
+ ), "Input size must be provided if using relative positional encoding."
+ # initialize relative positional embeddings
+ self.rel_pos_h = nn.Parameter(torch.zeros(2 * input_size[0] - 1, head_dim))
+ self.rel_pos_w = nn.Parameter(torch.zeros(2 * input_size[1] - 1, head_dim))
+
+ def forward(self, x: torch.Tensor) -> torch.Tensor:
+ B, H, W, _ = x.shape
+ # qkv with shape (3, B, nHead, H * W, C)
+ qkv = self.qkv(x).reshape(B, H * W, 3, self.num_heads, -1).permute(2, 0, 3, 1, 4)
+ # q, k, v with shape (B * nHead, H * W, C)
+ q, k, v = qkv.reshape(3, B * self.num_heads, H * W, -1).unbind(0)
+
+ attn = (q * self.scale) @ k.transpose(-2, -1)
+
+ if self.use_rel_pos:
+ attn = add_decomposed_rel_pos(attn, q, self.rel_pos_h, self.rel_pos_w, (H, W), (H, W))
+
+ attn = attn.softmax(dim=-1)
+ x = (attn @ v).view(B, self.num_heads, H, W, -1).permute(0, 2, 3, 1, 4).reshape(B, H, W, -1)
+ x = self.proj(x)
+
+ return x
+
+
+def window_partition(x: torch.Tensor, window_size: int) -> Tuple[torch.Tensor, Tuple[int, int]]:
+ """
+ Partition into non-overlapping windows with padding if needed.
+ Args:
+ x (tensor): input tokens with [B, H, W, C].
+ window_size (int): window size.
+
+ Returns:
+ windows: windows after partition with [B * num_windows, window_size, window_size, C].
+ (Hp, Wp): padded height and width before partition
+ """
+ B, H, W, C = x.shape
+
+ pad_h = (window_size - H % window_size) % window_size
+ pad_w = (window_size - W % window_size) % window_size
+ if pad_h > 0 or pad_w > 0:
+ x = F.pad(x, (0, 0, 0, pad_w, 0, pad_h))
+ Hp, Wp = H + pad_h, W + pad_w
+
+ x = x.view(B, Hp // window_size, window_size, Wp // window_size, window_size, C)
+ windows = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(-1, window_size, window_size, C)
+ return windows, (Hp, Wp)
+
+
+def window_unpartition(
+ windows: torch.Tensor, window_size: int, pad_hw: Tuple[int, int], hw: Tuple[int, int]
+) -> torch.Tensor:
+ """
+ Window unpartition into original sequences and removing padding.
+ Args:
+ windows (tensor): input tokens with [B * num_windows, window_size, window_size, C].
+ window_size (int): window size.
+ pad_hw (Tuple): padded height and width (Hp, Wp).
+ hw (Tuple): original height and width (H, W) before padding.
+
+ Returns:
+ x: unpartitioned sequences with [B, H, W, C].
+ """
+ Hp, Wp = pad_hw
+ H, W = hw
+ B = windows.shape[0] // (Hp * Wp // window_size // window_size)
+ x = windows.view(B, Hp // window_size, Wp // window_size, window_size, window_size, -1)
+ x = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(B, Hp, Wp, -1)
+
+ if Hp > H or Wp > W:
+ x = x[:, :H, :W, :].contiguous()
+ return x
+
+
+def get_rel_pos(q_size: int, k_size: int, rel_pos: torch.Tensor) -> torch.Tensor:
+ """
+ Get relative positional embeddings according to the relative positions of
+ query and key sizes.
+ Args:
+ q_size (int): size of query q.
+ k_size (int): size of key k.
+ rel_pos (Tensor): relative position embeddings (L, C).
+
+ Returns:
+ Extracted positional embeddings according to relative positions.
+ """
+ max_rel_dist = int(2 * max(q_size, k_size) - 1)
+ # Interpolate rel pos if needed.
+ if rel_pos.shape[0] != max_rel_dist:
+ # Interpolate rel pos.
+ rel_pos_resized = F.interpolate(
+ rel_pos.reshape(1, rel_pos.shape[0], -1).permute(0, 2, 1),
+ size=max_rel_dist,
+ mode="linear",
+ )
+ rel_pos_resized = rel_pos_resized.reshape(-1, max_rel_dist).permute(1, 0)
+ else:
+ rel_pos_resized = rel_pos
+
+ # Scale the coords with short length if shapes for q and k are different.
+ q_coords = torch.arange(q_size)[:, None] * max(k_size / q_size, 1.0)
+ k_coords = torch.arange(k_size)[None, :] * max(q_size / k_size, 1.0)
+ relative_coords = (q_coords - k_coords) + (k_size - 1) * max(q_size / k_size, 1.0)
+
+ return rel_pos_resized[relative_coords.long()]
+
+
+def add_decomposed_rel_pos(
+ attn: torch.Tensor,
+ q: torch.Tensor,
+ rel_pos_h: torch.Tensor,
+ rel_pos_w: torch.Tensor,
+ q_size: Tuple[int, int],
+ k_size: Tuple[int, int],
+) -> torch.Tensor:
+ """
+ Calculate decomposed Relative Positional Embeddings from :paper:`mvitv2`.
+ https://github.com/facebookresearch/mvit/blob/19786631e330df9f3622e5402b4a419a263a2c80/mvit/models/attention.py # noqa B950
+ Args:
+ attn (Tensor): attention map.
+ q (Tensor): query q in the attention layer with shape (B, q_h * q_w, C).
+ rel_pos_h (Tensor): relative position embeddings (Lh, C) for height axis.
+ rel_pos_w (Tensor): relative position embeddings (Lw, C) for width axis.
+ q_size (Tuple): spatial sequence size of query q with (q_h, q_w).
+ k_size (Tuple): spatial sequence size of key k with (k_h, k_w).
+
+ Returns:
+ attn (Tensor): attention map with added relative positional embeddings.
+ """
+ q_h, q_w = q_size
+ k_h, k_w = k_size
+ Rh = get_rel_pos(q_h, k_h, rel_pos_h)
+ Rw = get_rel_pos(q_w, k_w, rel_pos_w)
+
+ B, _, dim = q.shape
+ r_q = q.reshape(B, q_h, q_w, dim)
+ rel_h = torch.einsum("bhwc,hkc->bhwk", r_q, Rh)
+ rel_w = torch.einsum("bhwc,wkc->bhwk", r_q, Rw)
+
+ attn = (
+ attn.view(B, q_h, q_w, k_h, k_w) + rel_h[:, :, :, :, None] + rel_w[:, :, :, None, :]
+ ).view(B, q_h * q_w, k_h * k_w)
+
+ return attn
+
+
+# class PatchEmbed(nn.Module):
+# """
+# Image to Patch Embedding.
+# """
+
+# def __init__(
+# self,
+# kernel_size: Tuple[int, int] = (16, 16),
+# stride: Tuple[int, int] = (16, 16),
+# padding: Tuple[int, int] = (0, 0),
+# in_chans: int = 3,
+# embed_dim: int = 768,
+# ) -> None:
+# """
+# Args:
+# kernel_size (Tuple): kernel size of the projection layer.
+# stride (Tuple): stride of the projection layer.
+# padding (Tuple): padding size of the projection layer.
+# in_chans (int): Number of input image channels.
+# embed_dim (int): Patch embedding dimension.
+# """
+# super().__init__()
+
+# self.proj = nn.Conv2d(
+# in_chans, embed_dim, kernel_size=kernel_size, stride=stride, padding=padding
+# )
+
+# def forward(self, x: torch.Tensor) -> torch.Tensor:
+# x = self.proj(x)
+# # B C H W -> B H W C
+# x = x.permute(0, 2, 3, 1)
+# return x
diff --git a/model/segment_anything_volumetric/modeling/image_encoder_swin.py b/model/segment_anything_volumetric/modeling/image_encoder_swin.py
new file mode 100644
index 0000000000000000000000000000000000000000..f0df343e823f87c2914b3940a60003e839a1d580
--- /dev/null
+++ b/model/segment_anything_volumetric/modeling/image_encoder_swin.py
@@ -0,0 +1,709 @@
+from typing import Sequence, Tuple, Type, Union
+
+import numpy as np
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import torch.utils.checkpoint as checkpoint
+from torch.nn import LayerNorm
+
+from monai.networks.blocks import MLPBlock as Mlp
+from monai.networks.blocks import PatchEmbed, UnetOutBlock, UnetrBasicBlock, UnetrUpBlock
+from monai.networks.layers import DropPath, trunc_normal_
+from monai.utils import ensure_tuple_rep, optional_import
+
+rearrange, _ = optional_import("einops", name="rearrange")
+
+def window_partition(x, window_size):
+ """window partition operation based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ Args:
+ x: input tensor.
+ window_size: local window size.
+ """
+ x_shape = x.size()
+ if len(x_shape) == 5:
+ b, d, h, w, c = x_shape
+ x = x.view(
+ b,
+ d // window_size[0],
+ window_size[0],
+ h // window_size[1],
+ window_size[1],
+ w // window_size[2],
+ window_size[2],
+ c,
+ )
+ windows = (
+ x.permute(0, 1, 3, 5, 2, 4, 6, 7).contiguous().view(-1, window_size[0] * window_size[1] * window_size[2], c)
+ )
+ elif len(x_shape) == 4:
+ b, h, w, c = x.shape
+ x = x.view(b, h // window_size[0], window_size[0], w // window_size[1], window_size[1], c)
+ windows = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(-1, window_size[0] * window_size[1], c)
+ return windows
+
+
+def window_reverse(windows, window_size, dims):
+ """window reverse operation based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ Args:
+ windows: windows tensor.
+ window_size: local window size.
+ dims: dimension values.
+ """
+ if len(dims) == 4:
+ b, d, h, w = dims
+ x = windows.view(
+ b,
+ d // window_size[0],
+ h // window_size[1],
+ w // window_size[2],
+ window_size[0],
+ window_size[1],
+ window_size[2],
+ -1,
+ )
+ x = x.permute(0, 1, 4, 2, 5, 3, 6, 7).contiguous().view(b, d, h, w, -1)
+
+ elif len(dims) == 3:
+ b, h, w = dims
+ x = windows.view(b, h // window_size[0], w // window_size[0], window_size[0], window_size[1], -1)
+ x = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(b, h, w, -1)
+ return x
+
+
+def get_window_size(x_size, window_size, shift_size=None):
+ """Computing window size based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ Args:
+ x_size: input size.
+ window_size: local window size.
+ shift_size: window shifting size.
+ """
+
+ use_window_size = list(window_size)
+ if shift_size is not None:
+ use_shift_size = list(shift_size)
+ for i in range(len(x_size)):
+ if x_size[i] <= window_size[i]:
+ use_window_size[i] = x_size[i]
+ if shift_size is not None:
+ use_shift_size[i] = 0
+
+ if shift_size is None:
+ return tuple(use_window_size)
+ else:
+ return tuple(use_window_size), tuple(use_shift_size)
+
+
+class WindowAttention(nn.Module):
+ """
+ Window based multi-head self attention module with relative position bias based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ """
+
+ def __init__(
+ self,
+ dim: int,
+ num_heads: int,
+ window_size: Sequence[int],
+ qkv_bias: bool = False,
+ attn_drop: float = 0.0,
+ proj_drop: float = 0.0,
+ ) -> None:
+ """
+ Args:
+ dim: number of feature channels.
+ num_heads: number of attention heads.
+ window_size: local window size.
+ qkv_bias: add a learnable bias to query, key, value.
+ attn_drop: attention dropout rate.
+ proj_drop: dropout rate of output.
+ """
+
+ super().__init__()
+ self.dim = dim
+ self.window_size = window_size
+ self.num_heads = num_heads
+ head_dim = dim // num_heads
+ self.scale = head_dim**-0.5
+ mesh_args = torch.meshgrid.__kwdefaults__
+
+ if len(self.window_size) == 3:
+ self.relative_position_bias_table = nn.Parameter(
+ torch.zeros(
+ (2 * self.window_size[0] - 1) * (2 * self.window_size[1] - 1) * (2 * self.window_size[2] - 1),
+ num_heads,
+ )
+ )
+ coords_d = torch.arange(self.window_size[0])
+ coords_h = torch.arange(self.window_size[1])
+ coords_w = torch.arange(self.window_size[2])
+ if mesh_args is not None:
+ coords = torch.stack(torch.meshgrid(coords_d, coords_h, coords_w, indexing="ij"))
+ else:
+ coords = torch.stack(torch.meshgrid(coords_d, coords_h, coords_w))
+ coords_flatten = torch.flatten(coords, 1)
+ relative_coords = coords_flatten[:, :, None] - coords_flatten[:, None, :]
+ relative_coords = relative_coords.permute(1, 2, 0).contiguous()
+ relative_coords[:, :, 0] += self.window_size[0] - 1
+ relative_coords[:, :, 1] += self.window_size[1] - 1
+ relative_coords[:, :, 2] += self.window_size[2] - 1
+ relative_coords[:, :, 0] *= (2 * self.window_size[1] - 1) * (2 * self.window_size[2] - 1)
+ relative_coords[:, :, 1] *= 2 * self.window_size[2] - 1
+ elif len(self.window_size) == 2:
+ self.relative_position_bias_table = nn.Parameter(
+ torch.zeros((2 * window_size[0] - 1) * (2 * window_size[1] - 1), num_heads)
+ )
+ coords_h = torch.arange(self.window_size[0])
+ coords_w = torch.arange(self.window_size[1])
+ if mesh_args is not None:
+ coords = torch.stack(torch.meshgrid(coords_h, coords_w, indexing="ij"))
+ else:
+ coords = torch.stack(torch.meshgrid(coords_h, coords_w))
+ coords_flatten = torch.flatten(coords, 1)
+ relative_coords = coords_flatten[:, :, None] - coords_flatten[:, None, :]
+ relative_coords = relative_coords.permute(1, 2, 0).contiguous()
+ relative_coords[:, :, 0] += self.window_size[0] - 1
+ relative_coords[:, :, 1] += self.window_size[1] - 1
+ relative_coords[:, :, 0] *= 2 * self.window_size[1] - 1
+
+ relative_position_index = relative_coords.sum(-1)
+ self.register_buffer("relative_position_index", relative_position_index)
+ self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias)
+ self.attn_drop = nn.Dropout(attn_drop)
+ self.proj = nn.Linear(dim, dim)
+ self.proj_drop = nn.Dropout(proj_drop)
+ trunc_normal_(self.relative_position_bias_table, std=0.02)
+ self.softmax = nn.Softmax(dim=-1)
+
+ def forward(self, x, mask):
+ b, n, c = x.shape
+ qkv = self.qkv(x).reshape(b, n, 3, self.num_heads, c // self.num_heads).permute(2, 0, 3, 1, 4)
+ q, k, v = qkv[0], qkv[1], qkv[2]
+ q = q * self.scale
+ attn = q @ k.transpose(-2, -1)
+ relative_position_bias = self.relative_position_bias_table[
+ self.relative_position_index.clone()[:n, :n].reshape(-1)
+ ].reshape(n, n, -1)
+ relative_position_bias = relative_position_bias.permute(2, 0, 1).contiguous()
+ attn = attn + relative_position_bias.unsqueeze(0)
+ if mask is not None:
+ nw = mask.shape[0]
+ attn = attn.view(b // nw, nw, self.num_heads, n, n) + mask.unsqueeze(1).unsqueeze(0)
+ attn = attn.view(-1, self.num_heads, n, n)
+ attn = self.softmax(attn)
+ else:
+ attn = self.softmax(attn)
+
+ attn = self.attn_drop(attn)
+ x = (attn @ v).transpose(1, 2).reshape(b, n, c)
+ x = self.proj(x)
+ x = self.proj_drop(x)
+ return x
+
+
+class SwinTransformerBlock(nn.Module):
+ """
+ Swin Transformer block based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ """
+
+ def __init__(
+ self,
+ dim: int,
+ num_heads: int,
+ window_size: Sequence[int],
+ shift_size: Sequence[int],
+ mlp_ratio: float = 4.0,
+ qkv_bias: bool = True,
+ drop: float = 0.0,
+ attn_drop: float = 0.0,
+ drop_path: float = 0.0,
+ act_layer: str = "GELU",
+ norm_layer: Type[LayerNorm] = nn.LayerNorm, # type: ignore
+ use_checkpoint: bool = False,
+ ) -> None:
+ """
+ Args:
+ dim: number of feature channels.
+ num_heads: number of attention heads.
+ window_size: local window size.
+ shift_size: window shift size.
+ mlp_ratio: ratio of mlp hidden dim to embedding dim.
+ qkv_bias: add a learnable bias to query, key, value.
+ drop: dropout rate.
+ attn_drop: attention dropout rate.
+ drop_path: stochastic depth rate.
+ act_layer: activation layer.
+ norm_layer: normalization layer.
+ use_checkpoint: use gradient checkpointing for reduced memory usage.
+ """
+
+ super().__init__()
+ self.dim = dim
+ self.num_heads = num_heads
+ self.window_size = window_size
+ self.shift_size = shift_size
+ self.mlp_ratio = mlp_ratio
+ self.use_checkpoint = use_checkpoint
+ self.norm1 = norm_layer(dim)
+ self.attn = WindowAttention(
+ dim,
+ window_size=self.window_size,
+ num_heads=num_heads,
+ qkv_bias=qkv_bias,
+ attn_drop=attn_drop,
+ proj_drop=drop,
+ )
+
+ self.drop_path = DropPath(drop_path) if drop_path > 0.0 else nn.Identity()
+ self.norm2 = norm_layer(dim)
+ mlp_hidden_dim = int(dim * mlp_ratio)
+ self.mlp = Mlp(hidden_size=dim, mlp_dim=mlp_hidden_dim, act=act_layer, dropout_rate=drop, dropout_mode="swin")
+
+ def forward_part1(self, x, mask_matrix):
+ x_shape = x.size()
+ x = self.norm1(x)
+ if len(x_shape) == 5:
+ b, d, h, w, c = x.shape
+ window_size, shift_size = get_window_size((d, h, w), self.window_size, self.shift_size)
+ pad_l = pad_t = pad_d0 = 0
+ pad_d1 = (window_size[0] - d % window_size[0]) % window_size[0]
+ pad_b = (window_size[1] - h % window_size[1]) % window_size[1]
+ pad_r = (window_size[2] - w % window_size[2]) % window_size[2]
+ x = F.pad(x, (0, 0, pad_l, pad_r, pad_t, pad_b, pad_d0, pad_d1))
+ _, dp, hp, wp, _ = x.shape
+ dims = [b, dp, hp, wp]
+
+ elif len(x_shape) == 4:
+ b, h, w, c = x.shape
+ window_size, shift_size = get_window_size((h, w), self.window_size, self.shift_size)
+ pad_l = pad_t = 0
+ pad_r = (window_size[0] - h % window_size[0]) % window_size[0]
+ pad_b = (window_size[1] - w % window_size[1]) % window_size[1]
+ x = F.pad(x, (0, 0, pad_l, pad_r, pad_t, pad_b))
+ _, hp, wp, _ = x.shape
+ dims = [b, hp, wp]
+
+ if any(i > 0 for i in shift_size):
+ if len(x_shape) == 5:
+ shifted_x = torch.roll(x, shifts=(-shift_size[0], -shift_size[1], -shift_size[2]), dims=(1, 2, 3))
+ elif len(x_shape) == 4:
+ shifted_x = torch.roll(x, shifts=(-shift_size[0], -shift_size[1]), dims=(1, 2))
+ attn_mask = mask_matrix
+ else:
+ shifted_x = x
+ attn_mask = None
+ x_windows = window_partition(shifted_x, window_size)
+ attn_windows = self.attn(x_windows, mask=attn_mask)
+ attn_windows = attn_windows.view(-1, *(window_size + (c,)))
+ shifted_x = window_reverse(attn_windows, window_size, dims)
+ if any(i > 0 for i in shift_size):
+ if len(x_shape) == 5:
+ x = torch.roll(shifted_x, shifts=(shift_size[0], shift_size[1], shift_size[2]), dims=(1, 2, 3))
+ elif len(x_shape) == 4:
+ x = torch.roll(shifted_x, shifts=(shift_size[0], shift_size[1]), dims=(1, 2))
+ else:
+ x = shifted_x
+
+ if len(x_shape) == 5:
+ if pad_d1 > 0 or pad_r > 0 or pad_b > 0:
+ x = x[:, :d, :h, :w, :].contiguous()
+ elif len(x_shape) == 4:
+ if pad_r > 0 or pad_b > 0:
+ x = x[:, :h, :w, :].contiguous()
+
+ return x
+
+ def forward_part2(self, x):
+ return self.drop_path(self.mlp(self.norm2(x)))
+
+ def load_from(self, weights, n_block, layer):
+ root = f"module.{layer}.0.blocks.{n_block}."
+ block_names = [
+ "norm1.weight",
+ "norm1.bias",
+ "attn.relative_position_bias_table",
+ "attn.relative_position_index",
+ "attn.qkv.weight",
+ "attn.qkv.bias",
+ "attn.proj.weight",
+ "attn.proj.bias",
+ "norm2.weight",
+ "norm2.bias",
+ "mlp.fc1.weight",
+ "mlp.fc1.bias",
+ "mlp.fc2.weight",
+ "mlp.fc2.bias",
+ ]
+ with torch.no_grad():
+ self.norm1.weight.copy_(weights["state_dict"][root + block_names[0]])
+ self.norm1.bias.copy_(weights["state_dict"][root + block_names[1]])
+ self.attn.relative_position_bias_table.copy_(weights["state_dict"][root + block_names[2]])
+ self.attn.relative_position_index.copy_(weights["state_dict"][root + block_names[3]])
+ self.attn.qkv.weight.copy_(weights["state_dict"][root + block_names[4]])
+ self.attn.qkv.bias.copy_(weights["state_dict"][root + block_names[5]])
+ self.attn.proj.weight.copy_(weights["state_dict"][root + block_names[6]])
+ self.attn.proj.bias.copy_(weights["state_dict"][root + block_names[7]])
+ self.norm2.weight.copy_(weights["state_dict"][root + block_names[8]])
+ self.norm2.bias.copy_(weights["state_dict"][root + block_names[9]])
+ self.mlp.linear1.weight.copy_(weights["state_dict"][root + block_names[10]])
+ self.mlp.linear1.bias.copy_(weights["state_dict"][root + block_names[11]])
+ self.mlp.linear2.weight.copy_(weights["state_dict"][root + block_names[12]])
+ self.mlp.linear2.bias.copy_(weights["state_dict"][root + block_names[13]])
+
+ def forward(self, x, mask_matrix):
+ shortcut = x
+ if self.use_checkpoint:
+ x = checkpoint.checkpoint(self.forward_part1, x, mask_matrix)
+ else:
+ x = self.forward_part1(x, mask_matrix)
+ x = shortcut + self.drop_path(x)
+ if self.use_checkpoint:
+ x = x + checkpoint.checkpoint(self.forward_part2, x)
+ else:
+ x = x + self.forward_part2(x)
+ return x
+
+
+class PatchMerging(nn.Module):
+ """
+ Patch merging layer based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ """
+
+ def __init__(
+ self, dim: int, norm_layer: Type[LayerNorm] = nn.LayerNorm, spatial_dims: int = 3
+ ) -> None: # type: ignore
+ """
+ Args:
+ dim: number of feature channels.
+ norm_layer: normalization layer.
+ spatial_dims: number of spatial dims.
+ """
+
+ super().__init__()
+ self.dim = dim
+ if spatial_dims == 3:
+ self.reduction = nn.Linear(8 * dim, 2 * dim, bias=False)
+ self.norm = norm_layer(8 * dim)
+ elif spatial_dims == 2:
+ self.reduction = nn.Linear(4 * dim, 2 * dim, bias=False)
+ self.norm = norm_layer(4 * dim)
+
+ def forward(self, x):
+
+ x_shape = x.size()
+ if len(x_shape) == 5:
+ b, d, h, w, c = x_shape
+ pad_input = (h % 2 == 1) or (w % 2 == 1) or (d % 2 == 1)
+ if pad_input:
+ x = F.pad(x, (0, 0, 0, d % 2, 0, w % 2, 0, h % 2))
+ x0 = x[:, 0::2, 0::2, 0::2, :]
+ x1 = x[:, 1::2, 0::2, 0::2, :]
+ x2 = x[:, 0::2, 1::2, 0::2, :]
+ x3 = x[:, 0::2, 0::2, 1::2, :]
+ x4 = x[:, 1::2, 0::2, 1::2, :]
+ x5 = x[:, 0::2, 1::2, 0::2, :]
+ x6 = x[:, 0::2, 0::2, 1::2, :]
+ x7 = x[:, 1::2, 1::2, 1::2, :]
+ x = torch.cat([x0, x1, x2, x3, x4, x5, x6, x7], -1)
+
+ elif len(x_shape) == 4:
+ b, h, w, c = x_shape
+ pad_input = (h % 2 == 1) or (w % 2 == 1)
+ if pad_input:
+ x = F.pad(x, (0, 0, 0, w % 2, 0, h % 2))
+ x0 = x[:, 0::2, 0::2, :]
+ x1 = x[:, 1::2, 0::2, :]
+ x2 = x[:, 0::2, 1::2, :]
+ x3 = x[:, 1::2, 1::2, :]
+ x = torch.cat([x0, x1, x2, x3], -1)
+
+ x = self.norm(x)
+ x = self.reduction(x)
+ return x
+
+
+def compute_mask(dims, window_size, shift_size, device):
+ """Computing region masks based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ Args:
+ dims: dimension values.
+ window_size: local window size.
+ shift_size: shift size.
+ device: device.
+ """
+
+ cnt = 0
+
+ if len(dims) == 3:
+ d, h, w = dims
+ img_mask = torch.zeros((1, d, h, w, 1), device=device)
+ for d in slice(-window_size[0]), slice(-window_size[0], -shift_size[0]), slice(-shift_size[0], None):
+ for h in slice(-window_size[1]), slice(-window_size[1], -shift_size[1]), slice(-shift_size[1], None):
+ for w in slice(-window_size[2]), slice(-window_size[2], -shift_size[2]), slice(-shift_size[2], None):
+ img_mask[:, d, h, w, :] = cnt
+ cnt += 1
+
+ elif len(dims) == 2:
+ h, w = dims
+ img_mask = torch.zeros((1, h, w, 1), device=device)
+ for h in slice(-window_size[0]), slice(-window_size[0], -shift_size[0]), slice(-shift_size[0], None):
+ for w in slice(-window_size[1]), slice(-window_size[1], -shift_size[1]), slice(-shift_size[1], None):
+ img_mask[:, h, w, :] = cnt
+ cnt += 1
+
+ mask_windows = window_partition(img_mask, window_size)
+ mask_windows = mask_windows.squeeze(-1)
+ attn_mask = mask_windows.unsqueeze(1) - mask_windows.unsqueeze(2)
+ attn_mask = attn_mask.masked_fill(attn_mask != 0, float(-100.0)).masked_fill(attn_mask == 0, float(0.0))
+
+ return attn_mask
+
+
+class BasicLayer(nn.Module):
+ """
+ Basic Swin Transformer layer in one stage based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ """
+
+ def __init__(
+ self,
+ dim: int,
+ depth: int,
+ num_heads: int,
+ window_size: Sequence[int],
+ drop_path: list,
+ mlp_ratio: float = 4.0,
+ qkv_bias: bool = False,
+ drop: float = 0.0,
+ attn_drop: float = 0.0,
+ norm_layer: Type[LayerNorm] = nn.LayerNorm, # type: ignore
+ downsample: isinstance = None, # type: ignore
+ use_checkpoint: bool = False,
+ ) -> None:
+ """
+ Args:
+ dim: number of feature channels.
+ depths: number of layers in each stage.
+ num_heads: number of attention heads.
+ window_size: local window size.
+ drop_path: stochastic depth rate.
+ mlp_ratio: ratio of mlp hidden dim to embedding dim.
+ qkv_bias: add a learnable bias to query, key, value.
+ drop: dropout rate.
+ attn_drop: attention dropout rate.
+ norm_layer: normalization layer.
+ downsample: downsample layer at the end of the layer.
+ use_checkpoint: use gradient checkpointing for reduced memory usage.
+ """
+
+ super().__init__()
+ self.window_size = window_size
+ self.shift_size = tuple(i // 2 for i in window_size)
+ self.no_shift = tuple(0 for i in window_size)
+ self.depth = depth
+ self.use_checkpoint = use_checkpoint
+ self.blocks = nn.ModuleList(
+ [
+ SwinTransformerBlock(
+ dim=dim,
+ num_heads=num_heads,
+ window_size=self.window_size,
+ shift_size=self.no_shift if (i % 2 == 0) else self.shift_size,
+ mlp_ratio=mlp_ratio,
+ qkv_bias=qkv_bias,
+ drop=drop,
+ attn_drop=attn_drop,
+ drop_path=drop_path[i] if isinstance(drop_path, list) else drop_path,
+ norm_layer=norm_layer,
+ use_checkpoint=use_checkpoint,
+ )
+ for i in range(depth)
+ ]
+ )
+ self.downsample = downsample
+ if self.downsample is not None:
+ self.downsample = downsample(dim=dim, norm_layer=norm_layer, spatial_dims=len(self.window_size))
+
+ def forward(self, x):
+ x_shape = x.size()
+ if len(x_shape) == 5:
+ b, c, d, h, w = x_shape
+ window_size, shift_size = get_window_size((d, h, w), self.window_size, self.shift_size)
+ x = rearrange(x, "b c d h w -> b d h w c")
+ dp = int(np.ceil(d / window_size[0])) * window_size[0]
+ hp = int(np.ceil(h / window_size[1])) * window_size[1]
+ wp = int(np.ceil(w / window_size[2])) * window_size[2]
+ attn_mask = compute_mask([dp, hp, wp], window_size, shift_size, x.device)
+ for blk in self.blocks:
+ x = blk(x, attn_mask)
+ x = x.view(b, d, h, w, -1)
+ if self.downsample is not None:
+ x = self.downsample(x)
+ x = rearrange(x, "b d h w c -> b c d h w")
+
+ elif len(x_shape) == 4:
+ b, c, h, w = x_shape
+ window_size, shift_size = get_window_size((h, w), self.window_size, self.shift_size)
+ x = rearrange(x, "b c h w -> b h w c")
+ hp = int(np.ceil(h / window_size[0])) * window_size[0]
+ wp = int(np.ceil(w / window_size[1])) * window_size[1]
+ attn_mask = compute_mask([hp, wp], window_size, shift_size, x.device)
+ for blk in self.blocks:
+ x = blk(x, attn_mask)
+ x = x.view(b, h, w, -1)
+ if self.downsample is not None:
+ x = self.downsample(x)
+ x = rearrange(x, "b h w c -> b c h w")
+ return x
+
+
+class SwinTransformer(nn.Module):
+ """
+ Swin Transformer based on: "Liu et al.,
+ Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
+ <https://arxiv.org/abs/2103.14030>"
+ https://github.com/microsoft/Swin-Transformer
+ """
+
+ def __init__(
+ self,
+ in_chans: int,
+ embed_dim: int,
+ window_size: Sequence[int],
+ patch_size: Sequence[int],
+ depths: Sequence[int],
+ num_heads: Sequence[int],
+ mlp_ratio: float = 4.0,
+ qkv_bias: bool = True,
+ drop_rate: float = 0.0,
+ attn_drop_rate: float = 0.0,
+ drop_path_rate: float = 0.0,
+ norm_layer: Type[LayerNorm] = nn.LayerNorm, # type: ignore
+ patch_norm: bool = False,
+ use_checkpoint: bool = False,
+ spatial_dims: int = 3,
+ ) -> None:
+ """
+ Args:
+ in_chans: dimension of input channels.
+ embed_dim: number of linear projection output channels.
+ window_size: local window size.
+ patch_size: patch size.
+ depths: number of layers in each stage.
+ num_heads: number of attention heads.
+ mlp_ratio: ratio of mlp hidden dim to embedding dim.
+ qkv_bias: add a learnable bias to query, key, value.
+ drop_rate: dropout rate.
+ attn_drop_rate: attention dropout rate.
+ drop_path_rate: stochastic depth rate.
+ norm_layer: normalization layer.
+ patch_norm: add normalization after patch embedding.
+ use_checkpoint: use gradient checkpointing for reduced memory usage.
+ spatial_dims: spatial dimension.
+ """
+
+ super().__init__()
+ self.num_layers = len(depths)
+ self.embed_dim = embed_dim
+ self.patch_norm = patch_norm
+ self.window_size = window_size
+ self.patch_size = patch_size
+ self.patch_embed = PatchEmbed(
+ patch_size=self.patch_size,
+ in_chans=in_chans,
+ embed_dim=embed_dim,
+ norm_layer=norm_layer if self.patch_norm else None, # type: ignore
+ spatial_dims=spatial_dims,
+ )
+ self.pos_drop = nn.Dropout(p=drop_rate)
+ dpr = [x.item() for x in torch.linspace(0, drop_path_rate, sum(depths))]
+ # self.layers1 = nn.ModuleList()
+ # self.layers2 = nn.ModuleList()
+ # self.layers3 = nn.ModuleList()
+ # self.layers4 = nn.ModuleList()
+ self.layers = nn.ModuleList()
+ for i_layer in range(self.num_layers):
+ layer = BasicLayer(
+ dim=int(embed_dim * 2**i_layer),
+ depth=depths[i_layer],
+ num_heads=num_heads[i_layer],
+ window_size=self.window_size,
+ drop_path=dpr[sum(depths[:i_layer]) : sum(depths[: i_layer + 1])],
+ mlp_ratio=mlp_ratio,
+ qkv_bias=qkv_bias,
+ drop=drop_rate,
+ attn_drop=attn_drop_rate,
+ norm_layer=norm_layer,
+ downsample=PatchMerging,
+ use_checkpoint=use_checkpoint,
+ )
+ self.layers.append(layer)
+ # if i_layer == 0:
+ # self.layers1.append(layer)
+ # elif i_layer == 1:
+ # self.layers2.append(layer)
+ # elif i_layer == 2:
+ # self.layers3.append(layer)
+ # elif i_layer == 3:
+ # self.layers4.append(layer)
+ self.num_features = int(embed_dim * 2 ** (self.num_layers - 1))
+
+ def proj_out(self, x, normalize=False):
+ if normalize:
+ x_shape = x.size()
+ if len(x_shape) == 5:
+ n, ch, d, h, w = x_shape
+ x = rearrange(x, "n c d h w -> n d h w c")
+ x = F.layer_norm(x, [ch])
+ x = rearrange(x, "n d h w c -> n c d h w")
+ elif len(x_shape) == 4:
+ n, ch, h, w = x_shape
+ x = rearrange(x, "n c h w -> n h w c")
+ x = F.layer_norm(x, [ch])
+ x = rearrange(x, "n h w c -> n c h w")
+ return x
+
+ def forward(self, x, normalize=True):
+ # x input: [B*sample, C(1), H, W, D]
+ # x = rearrange(x, "b c h w d -> b c d h w")
+ # print('>> input: ', x.shape)
+ x = self.patch_embed(x)
+ # print('>> patch_embed: ', x.shape)
+ x = self.pos_drop(x)
+ for layer in self.layers:
+ x = layer(x.contiguous())
+ # print('>> layer: ', x.shape)
+ return x
+ # # x0_out = self.proj_out(x0, normalize)
+ # x1 = self.layers1[0](x0.contiguous())
+ # # x1_out = self.proj_out(x1, normalize)
+ # x2 = self.layers2[0](x1.contiguous())
+ # # x2_out = self.proj_out(x2, normalize)
+ # x3 = self.layers3[0](x2.contiguous())
+ # # x3_out = self.proj_out(x3, normalize)
+ # x4 = self.layers4[0](x3.contiguous())
+ # # x4_out = self.proj_out(x4, normalize)
+ # # return [x0_out, x1_out, x2_out, x3_out, x4_out]
+
+
\ No newline at end of file
diff --git a/model/segment_anything_volumetric/modeling/mask_decoder.py b/model/segment_anything_volumetric/modeling/mask_decoder.py
new file mode 100644
index 0000000000000000000000000000000000000000..f9fc60905f1c51a83aff51a90df4fc4bf5d644d1
--- /dev/null
+++ b/model/segment_anything_volumetric/modeling/mask_decoder.py
@@ -0,0 +1,217 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import torch
+from torch import nn
+from torch.nn import functional as F
+
+from typing import List, Tuple, Type, Optional
+
+from .common import LayerNorm2d
+
+class MaskDecoder(nn.Module):
+ def __init__(
+ self,
+ *,
+ image_encoder_type: str,
+ transformer_dim: int,
+ transformer: nn.Module,
+ num_multimask_outputs: int = 3,
+ activation: Type[nn.Module] = nn.GELU,
+ iou_head_depth: int = 3,
+ iou_head_hidden_dim: int = 256,
+ image_size,
+ patch_size,
+ ) -> None:
+ """
+ Predicts masks given an image and prompt embeddings, using a
+ transformer architecture.
+
+ Arguments:
+ transformer_dim (int): the channel dimension of the transformer
+ transformer (nn.Module): the transformer used to predict masks
+ num_multimask_outputs (int): the number of masks to predict
+ when disambiguating masks
+ activation (nn.Module): the type of activation to use when
+ upscaling masks
+ iou_head_depth (int): the depth of the MLP used to predict
+ mask quality
+ iou_head_hidden_dim (int): the hidden dimension of the MLP
+ used to predict mask quality
+ """
+ super().__init__()
+ self.transformer_dim = transformer_dim
+ self.transformer = transformer
+
+ self.num_multimask_outputs = num_multimask_outputs
+
+ self.iou_token = nn.Embedding(1, transformer_dim)
+ self.num_mask_tokens = num_multimask_outputs + 1
+ self.mask_tokens = nn.Embedding(self.num_mask_tokens, transformer_dim)
+
+ if image_encoder_type == 'swin_vit':
+ self.feat_shape = image_size/patch_size
+ self.output_upscaling = nn.Sequential(
+ nn.ConvTranspose3d(transformer_dim, transformer_dim // 4, kernel_size=2, stride=2),
+ nn.LayerNorm((transformer_dim // 4, int(self.feat_shape[0]), int(self.feat_shape[1]), int(self.feat_shape[2]))), # swin
+ activation(),
+ nn.ConvTranspose3d(transformer_dim // 4, transformer_dim // 8, kernel_size=2, stride=2), # swin
+ # nn.Conv3d(transformer_dim // 4, transformer_dim // 8, kernel_size=3, stride=1, padding=1), # vit
+ activation(),
+ )
+ else:
+ self.feat_shape = image_size/patch_size * 2
+ self.output_upscaling = nn.Sequential(
+ nn.ConvTranspose3d(transformer_dim, transformer_dim // 4, kernel_size=2, stride=2),
+ nn.LayerNorm((transformer_dim // 4, int(self.feat_shape[0]), int(self.feat_shape[1]), int(self.feat_shape[2]))), # vit
+ activation(),
+ nn.ConvTranspose3d(transformer_dim // 4, transformer_dim // 8, kernel_size=2, stride=2),
+ # nn.Conv3d(transformer_dim // 4, transformer_dim // 8, kernel_size=3, stride=1, padding=1),
+ activation(),
+ )
+ self.output_hypernetworks_mlps = nn.ModuleList(
+ [
+ MLP(transformer_dim, transformer_dim, transformer_dim // 8, 3)
+ for i in range(self.num_mask_tokens)
+ ]
+ )
+
+ self.iou_prediction_head = MLP(
+ transformer_dim, iou_head_hidden_dim, self.num_mask_tokens, iou_head_depth
+ )
+
+ self.txt_align_upscaled_embedding = nn.Linear(768, 96)
+
+ def forward(
+ self,
+ image_embeddings: torch.Tensor,
+ text_embedding: Optional[torch.Tensor],
+ image_pe: torch.Tensor,
+ sparse_prompt_embeddings: torch.Tensor,
+ dense_prompt_embeddings: torch.Tensor,
+ multimask_output: bool,
+ ) -> Tuple[torch.Tensor, torch.Tensor]:
+ """
+ Predict masks given image and prompt embeddings.
+
+ Arguments:
+ image_embeddings (torch.Tensor): the embeddings from the image encoder
+ image_pe (torch.Tensor): positional encoding with the shape of image_embeddings
+ sparse_prompt_embeddings (torch.Tensor): the embeddings of the points and boxes
+ dense_prompt_embeddings (torch.Tensor): the embeddings of the mask inputs
+ multimask_output (bool): Whether to return multiple masks or a single
+ mask.
+
+ Returns:
+ torch.Tensor: batched predicted masks
+ torch.Tensor: batched predictions of mask quality
+ """
+ # print('--------------decoder here--------------')
+ masks, iou_pred = self.predict_masks(
+ image_embeddings=image_embeddings,
+ text_embedding=text_embedding,
+ image_pe=image_pe,
+ sparse_prompt_embeddings=sparse_prompt_embeddings,
+ dense_prompt_embeddings=dense_prompt_embeddings,
+ )
+
+ # Select the correct mask or masks for output
+ if multimask_output:
+ mask_slice = slice(1, None)
+ else:
+ mask_slice = slice(0, 1)
+ masks = masks[:, mask_slice, :, :, :]
+ iou_pred = iou_pred[:, mask_slice]
+
+ # Prepare output
+ return masks, iou_pred
+
+ def predict_masks(
+ self,
+ image_embeddings: torch.Tensor,
+ text_embedding: torch.Tensor,
+ image_pe: torch.Tensor,
+ sparse_prompt_embeddings: torch.Tensor,
+ dense_prompt_embeddings: torch.Tensor,
+ ) -> Tuple[torch.Tensor, torch.Tensor]:
+ """Predicts masks. See 'forward' for more details."""
+ # Concatenate output tokens
+ output_tokens = torch.cat([self.iou_token.weight, self.mask_tokens.weight], dim=0)
+ output_tokens = output_tokens.unsqueeze(0).expand(sparse_prompt_embeddings.size(0), -1, -1)
+ tokens = torch.cat((output_tokens, sparse_prompt_embeddings), dim=1) # [2, 7=(5+2), 256]
+ # Expand per-image data in batch direction to be per-mask
+ if image_embeddings.shape[0] != tokens.shape[0]:
+ src = torch.repeat_interleave(image_embeddings, tokens.shape[0], dim=0)
+ else:
+ src = image_embeddings
+ src = src + dense_prompt_embeddings
+ pos_src = torch.repeat_interleave(image_pe, tokens.shape[0], dim=0)
+ b, c, h, w, d = src.shape
+
+ # Run the transformer
+ hs, src = self.transformer(src, pos_src, tokens)
+ iou_token_out = hs[:, 0, :]
+ mask_tokens_out = hs[:, 1 : (1 + self.num_mask_tokens), :]
+
+ # Upscale mask embeddings and predict masks using the mask tokens
+ src = src.transpose(1, 2).view(b, c, h, w, d)
+ # print('src ', src.shape) # vit:[B, 768, 12, 12, 6], swin: [B, 6, 6, 3]
+ upscaled_embedding = self.output_upscaling(src)
+ hyper_in_list: List[torch.Tensor] = []
+ for i in range(self.num_mask_tokens):
+ hyper_in_list.append(self.output_hypernetworks_mlps[i](mask_tokens_out[:, i, :]))
+ hyper_in = torch.stack(hyper_in_list, dim=1)
+ b, c, h, w, d = upscaled_embedding.shape
+ # print('hyper_in ', hyper_in.shape) # [2, 4, 96]
+ # print('upscaled_embedding ', upscaled_embedding.shape) # [2, 96, 24, 24, 12]*
+ masks = (hyper_in @ upscaled_embedding.view(b, c, h * w * d)).view(b, -1, h, w, d)
+ # print('masks here ', masks.shape) # [2, 4, 24, 24, 12]
+
+ if text_embedding is not None:
+ # text_embedding: B x 768, upscaled_embedding: B x c x h x w x d => B x 1 x h x w x d
+ text_embedding_down = self.txt_align_upscaled_embedding(text_embedding).unsqueeze(dim=1)
+ upscaled_embedding = upscaled_embedding.view(b, c, h * w * d)
+ # print('text_embedding_down ', text_embedding_down.shape) # [2, 1, 96]
+ # text_embedding_norm = F.normalize(text_embedding_down, dim=-1)
+ # upscaled_embedding_norm = F.normalize(upscaled_embedding, dim=1)
+ # sim = (text_embedding_norm @ upscaled_embedding_norm).view(b, -1, h, w, d)
+ # print(text_embedding_down.shape, upscaled_embedding.shape)
+ sim = (text_embedding_down @ upscaled_embedding).view(b, -1, h, w, d)
+ # print('sim ', sim.shape) # [B, 1, 24, 24, 12]
+ sim = sim.repeat(1, masks.shape[1], 1, 1, 1)
+ # print('sim after', sim.shape) # [B, 4, 24, 24, 12]
+ masks = masks + sim
+ # Generate mask quality predictions
+ iou_pred = self.iou_prediction_head(iou_token_out)
+
+ return masks, iou_pred
+
+
+# Lightly adapted from
+# https://github.com/facebookresearch/MaskFormer/blob/main/mask_former/modeling/transformer/transformer_predictor.py # noqa
+class MLP(nn.Module):
+ def __init__(
+ self,
+ input_dim: int,
+ hidden_dim: int,
+ output_dim: int,
+ num_layers: int,
+ sigmoid_output: bool = False,
+ ) -> None:
+ super().__init__()
+ self.num_layers = num_layers
+ h = [hidden_dim] * (num_layers - 1)
+ self.layers = nn.ModuleList(
+ nn.Linear(n, k) for n, k in zip([input_dim] + h, h + [output_dim])
+ )
+ self.sigmoid_output = sigmoid_output
+
+ def forward(self, x):
+ for i, layer in enumerate(self.layers):
+ x = F.relu(layer(x)) if i < self.num_layers - 1 else layer(x)
+ if self.sigmoid_output:
+ x = F.sigmoid(x)
+ return x
diff --git a/model/segment_anything_volumetric/modeling/prompt_encoder.py b/model/segment_anything_volumetric/modeling/prompt_encoder.py
new file mode 100644
index 0000000000000000000000000000000000000000..a0acdfe8af845923b7ecf2a3f93e8f1b60a94f13
--- /dev/null
+++ b/model/segment_anything_volumetric/modeling/prompt_encoder.py
@@ -0,0 +1,232 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import numpy as np
+import torch
+from torch import nn
+
+from typing import Any, Optional, Tuple, Type
+
+from .common import LayerNorm2d
+import os
+
+class PromptEncoder(nn.Module):
+ def __init__(
+ self,
+ embed_dim: int,
+ image_embedding_size: Tuple[int, int, int],
+ input_image_size: Tuple[int, int, int],
+ mask_in_chans: int,
+ activation: Type[nn.Module] = nn.GELU,
+ ) -> None:
+ """
+ Encodes prompts for input to SAM's mask decoder.
+
+ Arguments:
+ embed_dim (int): The prompts' embedding dimension
+ image_embedding_size (tuple(int, int)): The spatial size of the
+ image embedding, as (H, W).
+ input_image_size (int): The padded size of the image as input
+ to the image encoder, as (H, W).
+ mask_in_chans (int): The number of hidden channels used for
+ encoding input masks.
+ activation (nn.Module): The activation to use when encoding
+ input masks.
+ """
+ super().__init__()
+ self.embed_dim = embed_dim
+ self.input_image_size = input_image_size
+ self.image_embedding_size = image_embedding_size
+ self.pe_layer = PositionEmbeddingRandom(embed_dim // 2)
+
+ self.num_point_embeddings: int = 4 # pos/neg point + 2 box corners
+ point_embeddings = [nn.Embedding(1, embed_dim) for i in range(self.num_point_embeddings)]
+ self.point_embeddings = nn.ModuleList(point_embeddings)
+ self.not_a_point_embed = nn.Embedding(1, embed_dim)
+
+ self.mask_input_size = (4 * image_embedding_size[0], 4 * image_embedding_size[1], 4 * image_embedding_size[2])
+ self.mask_downscaling = nn.Sequential(
+ nn.Conv2d(1, mask_in_chans // 4, kernel_size=2, stride=2),
+ LayerNorm2d(mask_in_chans // 4),
+ activation(),
+ nn.Conv2d(mask_in_chans // 4, mask_in_chans, kernel_size=2, stride=2),
+ LayerNorm2d(mask_in_chans),
+ activation(),
+ nn.Conv2d(mask_in_chans, embed_dim, kernel_size=1),
+ )
+ self.no_mask_embed = nn.Embedding(1, embed_dim)
+
+ def get_dense_pe(self) -> torch.Tensor:
+ """
+ Returns the positional encoding used to encode point prompts,
+ applied to a dense set of points the shape of the image encoding.
+
+ Returns:
+ torch.Tensor: Positional encoding with shape
+ 1x(embed_dim)x(embedding_h)x(embedding_w)
+ """
+ return self.pe_layer(self.image_embedding_size).unsqueeze(0)
+
+ def _embed_points(
+ self,
+ points: torch.Tensor,
+ labels: torch.Tensor,
+ pad: bool,
+ ) -> torch.Tensor:
+ """Embeds point prompts."""
+ points = points + 0.5 # Shift to center of pixel
+ if pad:
+ padding_point = torch.zeros((points.shape[0], 1, 3), device=points.device)
+ padding_label = -torch.ones((labels.shape[0], 1), device=labels.device)
+ points = torch.cat([points, padding_point], dim=1)
+ labels = torch.cat([labels, padding_label], dim=1)
+ point_embedding = self.pe_layer.forward_with_coords(points, self.input_image_size)
+ point_embedding[labels == -1] = 0.0
+ point_embedding[labels == -1] += self.not_a_point_embed.weight
+ point_embedding[labels == 0] += self.point_embeddings[0].weight
+ point_embedding[labels == 1] += self.point_embeddings[1].weight
+ return point_embedding
+
+ def _embed_boxes(self, boxes: torch.Tensor) -> torch.Tensor:
+ """Embeds box prompts."""
+ boxes = boxes + 0.5 # Shift to center of pixel
+ coords = boxes.reshape(-1, 2, 3)
+ corner_embedding = self.pe_layer.forward_with_coords(coords, self.input_image_size)
+ corner_embedding[:, 0, :] += self.point_embeddings[2].weight
+ corner_embedding[:, 1, :] += self.point_embeddings[3].weight
+ return corner_embedding
+
+ def _embed_masks(self, masks: torch.Tensor) -> torch.Tensor:
+ """Embeds mask inputs."""
+ mask_embedding = self.mask_downscaling(masks)
+ return mask_embedding
+
+ def _get_batch_size(
+ self,
+ points: Optional[Tuple[torch.Tensor, torch.Tensor]],
+ boxes: Optional[torch.Tensor],
+ masks: Optional[torch.Tensor],
+ text_embedding: Optional[torch.Tensor],
+ ) -> int:
+ """
+ Gets the batch size of the output given the batch size of the input prompts.
+ """
+ if points is not None:
+ return points[0].shape[0]
+ elif boxes is not None:
+ return boxes.shape[0]
+ elif masks is not None:
+ return masks.shape[0]
+ elif text_embedding is not None:
+ return text_embedding.shape[0]
+ else:
+ return 1
+
+ def _get_device(self) -> torch.device:
+ return self.point_embeddings[0].weight.device
+
+ def forward(
+ self,
+ points: Optional[Tuple[torch.Tensor, torch.Tensor]],
+ boxes: Optional[torch.Tensor],
+ masks: Optional[torch.Tensor],
+ text_embedding: Optional[torch.Tensor],
+ ) -> Tuple[torch.Tensor, torch.Tensor]:
+ """
+ Embeds different types of prompts, returning both sparse and dense
+ embeddings.
+
+ Arguments:
+ points (tuple(torch.Tensor, torch.Tensor) or none): point coordinates
+ and labels to embed.
+ boxes (torch.Tensor or none): boxes to embed
+ masks (torch.Tensor or none): masks to embed
+ text: test prompt (B, 768)
+
+ Returns:
+ torch.Tensor: sparse embeddings for the points and boxes, with shape
+ BxNx(embed_dim), where N is determined by the number of input points
+ and boxes.
+ torch.Tensor: dense embeddings for the masks, in the shape
+ Bx(embed_dim)x(embed_H)x(embed_W)
+ """
+ # print('prompt encoder here...')
+
+ bs = self._get_batch_size(points, boxes, masks, text_embedding)
+ sparse_embeddings = torch.empty((bs, 0, self.embed_dim), device=self._get_device())
+ # print('sparse_embeddings ', sparse_embeddings.shape)
+ if points is not None:
+ coords, labels = points
+ point_embeddings = self._embed_points(coords, labels, pad=(boxes is None))
+ sparse_embeddings = torch.cat([sparse_embeddings, point_embeddings], dim=1)
+
+ if boxes is not None:
+ box_embeddings = self._embed_boxes(boxes)
+ sparse_embeddings = torch.cat([sparse_embeddings, box_embeddings], dim=1)
+
+ if text_embedding is not None:
+ sparse_embeddings = torch.cat([sparse_embeddings, text_embedding.unsqueeze(dim=1)], dim=1)
+
+ # print('box_embeddings ', box_embeddings.shape)
+ # print('sparse_embeddings after box/point/text', sparse_embeddings.shape)
+
+ if masks is not None:
+ dense_embeddings = self._embed_masks(masks)
+ else:
+ dense_embeddings = self.no_mask_embed.weight.reshape(1, -1, 1, 1, 1).expand(
+ bs, -1, int(self.image_embedding_size[0]), int(self.image_embedding_size[1]), int(self.image_embedding_size[2])
+ )
+ # print('dense_embeddings ', dense_embeddings.shape)
+ return sparse_embeddings, dense_embeddings
+
+
+class PositionEmbeddingRandom(nn.Module):
+ """
+ Positional encoding using random spatial frequencies.
+ """
+
+ def __init__(self, num_pos_feats: int = 64, scale: Optional[float] = None) -> None:
+ super().__init__()
+ if scale is None or scale <= 0.0:
+ scale = 1.0
+ self.register_buffer(
+ "positional_encoding_gaussian_matrix",
+ scale * torch.randn((3, num_pos_feats)),
+ )
+
+ def _pe_encoding(self, coords: torch.Tensor) -> torch.Tensor:
+ """Positionally encode points that are normalized to [0,1]."""
+ # assuming coords are in [0, 1]^2 square and have d_1 x ... x d_n x 2 shape
+ coords = 2 * coords - 1
+ coords = coords @ self.positional_encoding_gaussian_matrix
+ coords = 2 * np.pi * coords
+ # outputs d_1 x ... x d_n x C shape
+ return torch.cat([torch.sin(coords), torch.cos(coords)], dim=-1)
+
+ def forward(self, size: Tuple[int, int, int]) -> torch.Tensor:
+ """Generate positional encoding for a grid of the specified size."""
+ h, w, d = size
+ device: Any = self.positional_encoding_gaussian_matrix.device
+ grid = torch.ones((h, w, d), device=device, dtype=torch.float32)
+ y_embed = grid.cumsum(dim=0) - 0.5
+ x_embed = grid.cumsum(dim=1) - 0.5
+ z_embed = grid.cumsum(dim=2) - 0.5
+ y_embed = y_embed / h
+ x_embed = x_embed / w
+ z_embed = z_embed / d
+
+ pe = self._pe_encoding(torch.stack([x_embed, y_embed, z_embed], dim=-1))
+ return pe.permute(3, 0, 1, 2) # C x H x W x D
+
+ def forward_with_coords(
+ self, coords_input: torch.Tensor, image_size: Tuple[int, int]
+ ) -> torch.Tensor:
+ """Positionally encode points that are not normalized to [0,1]."""
+ coords = coords_input.clone()
+ coords[:, :, 0] = coords[:, :, 0] / image_size[1]
+ coords[:, :, 1] = coords[:, :, 1] / image_size[0]
+ coords[:, :, 2] = coords[:, :, 2] / image_size[2]
+ return self._pe_encoding(coords.to(torch.float)) # B x N x C
diff --git a/model/segment_anything_volumetric/modeling/sam.py b/model/segment_anything_volumetric/modeling/sam.py
new file mode 100644
index 0000000000000000000000000000000000000000..acdc4e537f2332c490087c3775a0b9d3f85aa927
--- /dev/null
+++ b/model/segment_anything_volumetric/modeling/sam.py
@@ -0,0 +1,175 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import torch
+from torch import nn
+from torch.nn import functional as F
+
+from typing import Any, Dict, List, Tuple
+
+from .image_encoder import ImageEncoderViT
+from .mask_decoder import MaskDecoder
+from .prompt_encoder import PromptEncoder
+
+
+class Sam(nn.Module):
+ mask_threshold: float = 0.0
+ image_format: str = "RGB"
+
+ def __init__(
+ self,
+ image_encoder: ImageEncoderViT,
+ prompt_encoder: PromptEncoder,
+ mask_decoder: MaskDecoder,
+ pixel_mean: List[float] = [123.675, 116.28, 103.53],
+ pixel_std: List[float] = [58.395, 57.12, 57.375],
+ ) -> None:
+ """
+ SAM predicts object masks from an image and input prompts.
+
+ Arguments:
+ image_encoder (ImageEncoderViT): The backbone used to encode the
+ image into image embeddings that allow for efficient mask prediction.
+ prompt_encoder (PromptEncoder): Encodes various types of input prompts.
+ mask_decoder (MaskDecoder): Predicts masks from the image embeddings
+ and encoded prompts.
+ pixel_mean (list(float)): Mean values for normalizing pixels in the input image.
+ pixel_std (list(float)): Std values for normalizing pixels in the input image.
+ """
+ super().__init__()
+ self.image_encoder = image_encoder
+ self.prompt_encoder = prompt_encoder
+ self.mask_decoder = mask_decoder
+ self.register_buffer("pixel_mean", torch.Tensor(pixel_mean).view(-1, 1, 1), False)
+ self.register_buffer("pixel_std", torch.Tensor(pixel_std).view(-1, 1, 1), False)
+
+ @property
+ def device(self) -> Any:
+ return self.pixel_mean.device
+
+ @torch.no_grad()
+ def forward(
+ self,
+ batched_input: List[Dict[str, Any]],
+ multimask_output: bool,
+ ) -> List[Dict[str, torch.Tensor]]:
+ """
+ Predicts masks end-to-end from provided images and prompts.
+ If prompts are not known in advance, using SamPredictor is
+ recommended over calling the model directly.
+
+ Arguments:
+ batched_input (list(dict)): A list over input images, each a
+ dictionary with the following keys. A prompt key can be
+ excluded if it is not present.
+ 'image': The image as a torch tensor in 3xHxW format,
+ already transformed for input to the model.
+ 'original_size': (tuple(int, int)) The original size of
+ the image before transformation, as (H, W).
+ 'point_coords': (torch.Tensor) Batched point prompts for
+ this image, with shape BxNx2. Already transformed to the
+ input frame of the model.
+ 'point_labels': (torch.Tensor) Batched labels for point prompts,
+ with shape BxN.
+ 'boxes': (torch.Tensor) Batched box inputs, with shape Bx4.
+ Already transformed to the input frame of the model.
+ 'mask_inputs': (torch.Tensor) Batched mask inputs to the model,
+ in the form Bx1xHxW.
+ multimask_output (bool): Whether the model should predict multiple
+ disambiguating masks, or return a single mask.
+
+ Returns:
+ (list(dict)): A list over input images, where each element is
+ as dictionary with the following keys.
+ 'masks': (torch.Tensor) Batched binary mask predictions,
+ with shape BxCxHxW, where B is the number of input prompts,
+ C is determined by multimask_output, and (H, W) is the
+ original size of the image.
+ 'iou_predictions': (torch.Tensor) The model's predictions
+ of mask quality, in shape BxC.
+ 'low_res_logits': (torch.Tensor) Low resolution logits with
+ shape BxCxHxW, where H=W=256. Can be passed as mask input
+ to subsequent iterations of prediction.
+ """
+ input_images = torch.stack([self.preprocess(x["image"]) for x in batched_input], dim=0)
+ image_embeddings = self.image_encoder(input_images)
+
+ outputs = []
+ for image_record, curr_embedding in zip(batched_input, image_embeddings):
+ if "point_coords" in image_record:
+ points = (image_record["point_coords"], image_record["point_labels"])
+ else:
+ points = None
+ sparse_embeddings, dense_embeddings = self.prompt_encoder(
+ points=points,
+ boxes=image_record.get("boxes", None),
+ masks=image_record.get("mask_inputs", None),
+ )
+ low_res_masks, iou_predictions = self.mask_decoder(
+ image_embeddings=curr_embedding.unsqueeze(0),
+ image_pe=self.prompt_encoder.get_dense_pe(),
+ sparse_prompt_embeddings=sparse_embeddings,
+ dense_prompt_embeddings=dense_embeddings,
+ multimask_output=multimask_output,
+ )
+ masks = self.postprocess_masks(
+ low_res_masks,
+ input_size=image_record["image"].shape[-2:],
+ original_size=image_record["original_size"],
+ )
+ masks = masks > self.mask_threshold
+ outputs.append(
+ {
+ "masks": masks,
+ "iou_predictions": iou_predictions,
+ "low_res_logits": low_res_masks,
+ }
+ )
+ return outputs
+
+ def postprocess_masks(
+ self,
+ masks: torch.Tensor,
+ input_size: Tuple[int, ...],
+ original_size: Tuple[int, ...],
+ ) -> torch.Tensor:
+ """
+ Remove padding and upscale masks to the original image size.
+
+ Arguments:
+ masks (torch.Tensor): Batched masks from the mask_decoder,
+ in BxCxHxW format.
+ input_size (tuple(int, int)): The size of the image input to the
+ model, in (H, W) format. Used to remove padding.
+ original_size (tuple(int, int)): The original size of the image
+ before resizing for input to the model, in (H, W) format.
+
+ Returns:
+ (torch.Tensor): Batched masks in BxCxHxW format, where (H, W)
+ is given by original_size.
+ """
+ masks = F.interpolate(
+ masks,
+ (self.image_encoder.img_size, self.image_encoder.img_size),
+ mode="bilinear",
+ align_corners=False,
+ )
+ masks = masks[..., : input_size[0], : input_size[1]]
+ masks = F.interpolate(masks, original_size, mode="bilinear", align_corners=False)
+ return masks
+
+ def preprocess(self, x: torch.Tensor) -> torch.Tensor:
+ """Normalize pixel values and pad to a square input."""
+ # Normalize colors
+ # TODO
+ x = (x - self.pixel_mean) / self.pixel_std
+
+ # Pad
+ h, w = x.shape[-2:]
+ padh = self.image_encoder.img_size - h
+ padw = self.image_encoder.img_size - w
+ x = F.pad(x, (0, padw, 0, padh))
+ return x
diff --git a/model/segment_anything_volumetric/modeling/transformer.py b/model/segment_anything_volumetric/modeling/transformer.py
new file mode 100644
index 0000000000000000000000000000000000000000..692d04146dfc3bb215b252026e0a7be60d7c0c22
--- /dev/null
+++ b/model/segment_anything_volumetric/modeling/transformer.py
@@ -0,0 +1,240 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import torch
+from torch import Tensor, nn
+
+import math
+from typing import Tuple, Type
+
+from .common import MLPBlock
+
+
+class TwoWayTransformer(nn.Module):
+ def __init__(
+ self,
+ depth: int,
+ embedding_dim: int,
+ num_heads: int,
+ mlp_dim: int,
+ activation: Type[nn.Module] = nn.ReLU,
+ attention_downsample_rate: int = 2,
+ ) -> None:
+ """
+ A transformer decoder that attends to an input image using
+ queries whose positional embedding is supplied.
+
+ Args:
+ depth (int): number of layers in the transformer
+ embedding_dim (int): the channel dimension for the input embeddings
+ num_heads (int): the number of heads for multihead attention. Must
+ divide embedding_dim
+ mlp_dim (int): the channel dimension internal to the MLP block
+ activation (nn.Module): the activation to use in the MLP block
+ """
+ super().__init__()
+ self.depth = depth
+ self.embedding_dim = embedding_dim
+ self.num_heads = num_heads
+ self.mlp_dim = mlp_dim
+ self.layers = nn.ModuleList()
+
+ for i in range(depth):
+ self.layers.append(
+ TwoWayAttentionBlock(
+ embedding_dim=embedding_dim,
+ num_heads=num_heads,
+ mlp_dim=mlp_dim,
+ activation=activation,
+ attention_downsample_rate=attention_downsample_rate,
+ skip_first_layer_pe=(i == 0),
+ )
+ )
+
+ self.final_attn_token_to_image = Attention(
+ embedding_dim, num_heads, downsample_rate=attention_downsample_rate
+ )
+ self.norm_final_attn = nn.LayerNorm(embedding_dim)
+
+ def forward(
+ self,
+ image_embedding: Tensor,
+ image_pe: Tensor,
+ point_embedding: Tensor,
+ ) -> Tuple[Tensor, Tensor]:
+ """
+ Args:
+ image_embedding (torch.Tensor): image to attend to. Should be shape
+ B x embedding_dim x h x w for any h and w.
+ image_pe (torch.Tensor): the positional encoding to add to the image. Must
+ have the same shape as image_embedding.
+ point_embedding (torch.Tensor): the embedding to add to the query points.
+ Must have shape B x N_points x embedding_dim for any N_points.
+
+ Returns:
+ torch.Tensor: the processed point_embedding
+ torch.Tensor: the processed image_embedding
+ """
+ # BxCxHxW -> BxHWxC == B x N_image_tokens x C
+ bs, c, h, w, d = image_embedding.shape
+ image_embedding = image_embedding.flatten(2).permute(0, 2, 1)
+ image_pe = image_pe.flatten(2).permute(0, 2, 1)
+
+ # Prepare queries
+ queries = point_embedding
+ keys = image_embedding
+
+ # Apply transformer blocks and final layernorm
+ for layer in self.layers:
+ queries, keys = layer(
+ queries=queries,
+ keys=keys,
+ query_pe=point_embedding,
+ key_pe=image_pe,
+ )
+
+ # Apply the final attention layer from the points to the image
+ q = queries + point_embedding
+ k = keys + image_pe
+ attn_out = self.final_attn_token_to_image(q=q, k=k, v=keys)
+ queries = queries + attn_out
+ queries = self.norm_final_attn(queries)
+
+ return queries, keys
+
+
+class TwoWayAttentionBlock(nn.Module):
+ def __init__(
+ self,
+ embedding_dim: int,
+ num_heads: int,
+ mlp_dim: int = 2048,
+ activation: Type[nn.Module] = nn.ReLU,
+ attention_downsample_rate: int = 2,
+ skip_first_layer_pe: bool = False,
+ ) -> None:
+ """
+ A transformer block with four layers: (1) self-attention of sparse
+ inputs, (2) cross attention of sparse inputs to dense inputs, (3) mlp
+ block on sparse inputs, and (4) cross attention of dense inputs to sparse
+ inputs.
+
+ Arguments:
+ embedding_dim (int): the channel dimension of the embeddings
+ num_heads (int): the number of heads in the attention layers
+ mlp_dim (int): the hidden dimension of the mlp block
+ activation (nn.Module): the activation of the mlp block
+ skip_first_layer_pe (bool): skip the PE on the first layer
+ """
+ super().__init__()
+ self.self_attn = Attention(embedding_dim, num_heads)
+ self.norm1 = nn.LayerNorm(embedding_dim)
+
+ self.cross_attn_token_to_image = Attention(
+ embedding_dim, num_heads, downsample_rate=attention_downsample_rate
+ )
+ self.norm2 = nn.LayerNorm(embedding_dim)
+
+ self.mlp = MLPBlock(embedding_dim, mlp_dim, activation)
+ self.norm3 = nn.LayerNorm(embedding_dim)
+
+ self.norm4 = nn.LayerNorm(embedding_dim)
+ self.cross_attn_image_to_token = Attention(
+ embedding_dim, num_heads, downsample_rate=attention_downsample_rate
+ )
+
+ self.skip_first_layer_pe = skip_first_layer_pe
+
+ def forward(
+ self, queries: Tensor, keys: Tensor, query_pe: Tensor, key_pe: Tensor
+ ) -> Tuple[Tensor, Tensor]:
+ # Self attention block
+ if self.skip_first_layer_pe:
+ queries = self.self_attn(q=queries, k=queries, v=queries)
+ else:
+ q = queries + query_pe
+ attn_out = self.self_attn(q=q, k=q, v=queries)
+ queries = queries + attn_out
+ queries = self.norm1(queries)
+
+ # Cross attention block, tokens attending to image embedding
+ q = queries + query_pe
+ k = keys + key_pe
+ attn_out = self.cross_attn_token_to_image(q=q, k=k, v=keys)
+ queries = queries + attn_out
+ queries = self.norm2(queries)
+
+ # MLP block
+ mlp_out = self.mlp(queries)
+ queries = queries + mlp_out
+ queries = self.norm3(queries)
+
+ # Cross attention block, image embedding attending to tokens
+ q = queries + query_pe
+ k = keys + key_pe
+ attn_out = self.cross_attn_image_to_token(q=k, k=q, v=queries)
+ keys = keys + attn_out
+ keys = self.norm4(keys)
+
+ return queries, keys
+
+
+class Attention(nn.Module):
+ """
+ An attention layer that allows for downscaling the size of the embedding
+ after projection to queries, keys, and values.
+ """
+
+ def __init__(
+ self,
+ embedding_dim: int,
+ num_heads: int,
+ downsample_rate: int = 1,
+ ) -> None:
+ super().__init__()
+ self.embedding_dim = embedding_dim
+ self.internal_dim = embedding_dim // downsample_rate
+ self.num_heads = num_heads
+ assert self.internal_dim % num_heads == 0, "num_heads must divide embedding_dim."
+
+ self.q_proj = nn.Linear(embedding_dim, self.internal_dim)
+ self.k_proj = nn.Linear(embedding_dim, self.internal_dim)
+ self.v_proj = nn.Linear(embedding_dim, self.internal_dim)
+ self.out_proj = nn.Linear(self.internal_dim, embedding_dim)
+
+ def _separate_heads(self, x: Tensor, num_heads: int) -> Tensor:
+ b, n, c = x.shape
+ x = x.reshape(b, n, num_heads, c // num_heads)
+ return x.transpose(1, 2) # B x N_heads x N_tokens x C_per_head
+
+ def _recombine_heads(self, x: Tensor) -> Tensor:
+ b, n_heads, n_tokens, c_per_head = x.shape
+ x = x.transpose(1, 2)
+ return x.reshape(b, n_tokens, n_heads * c_per_head) # B x N_tokens x C
+
+ def forward(self, q: Tensor, k: Tensor, v: Tensor) -> Tensor:
+ # Input projections
+ q = self.q_proj(q)
+ k = self.k_proj(k)
+ v = self.v_proj(v)
+
+ # Separate into heads
+ q = self._separate_heads(q, self.num_heads)
+ k = self._separate_heads(k, self.num_heads)
+ v = self._separate_heads(v, self.num_heads)
+
+ # Attention
+ _, _, _, c_per_head = q.shape
+ attn = q @ k.permute(0, 1, 3, 2) # B x N_heads x N_tokens x N_tokens
+ attn = attn / math.sqrt(c_per_head)
+ attn = torch.softmax(attn, dim=-1)
+
+ # Get output
+ out = attn @ v
+ out = self._recombine_heads(out)
+ out = self.out_proj(out)
+
+ return out
diff --git a/model/segment_anything_volumetric/predictor.py b/model/segment_anything_volumetric/predictor.py
new file mode 100644
index 0000000000000000000000000000000000000000..821293589605b0aec9606c7882210c51f00d1aed
--- /dev/null
+++ b/model/segment_anything_volumetric/predictor.py
@@ -0,0 +1,269 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import numpy as np
+import torch
+
+from model.segment_anything_volumetric.modeling import Sam
+
+from typing import Optional, Tuple
+
+from .utils.transforms import ResizeLongestSide
+
+
+class SamPredictor:
+ def __init__(
+ self,
+ sam_model: Sam,
+ ) -> None:
+ """
+ Uses SAM to calculate the image embedding for an image, and then
+ allow repeated, efficient mask prediction given prompts.
+
+ Arguments:
+ sam_model (Sam): The model to use for mask prediction.
+ """
+ super().__init__()
+ self.model = sam_model
+ self.transform = ResizeLongestSide(sam_model.image_encoder.img_size)
+ self.reset_image()
+
+ def set_image(
+ self,
+ image: np.ndarray,
+ image_format: str = "RGB",
+ ) -> None:
+ """
+ Calculates the image embeddings for the provided image, allowing
+ masks to be predicted with the 'predict' method.
+
+ Arguments:
+ image (np.ndarray): The image for calculating masks. Expects an
+ image in HWC uint8 format, with pixel values in [0, 255].
+ image_format (str): The color format of the image, in ['RGB', 'BGR'].
+ """
+ assert image_format in [
+ "RGB",
+ "BGR",
+ ], f"image_format must be in ['RGB', 'BGR'], is {image_format}."
+ if image_format != self.model.image_format:
+ image = image[..., ::-1]
+
+ # Transform the image to the form expected by the model
+ input_image = self.transform.apply_image(image)
+ input_image_torch = torch.as_tensor(input_image, device=self.device)
+ input_image_torch = input_image_torch.permute(2, 0, 1).contiguous()[None, :, :, :]
+
+ self.set_torch_image(input_image_torch, image.shape[:2])
+
+ @torch.no_grad()
+ def set_torch_image(
+ self,
+ transformed_image: torch.Tensor,
+ original_image_size: Tuple[int, ...],
+ ) -> None:
+ """
+ Calculates the image embeddings for the provided image, allowing
+ masks to be predicted with the 'predict' method. Expects the input
+ image to be already transformed to the format expected by the model.
+
+ Arguments:
+ transformed_image (torch.Tensor): The input image, with shape
+ 1x3xHxW, which has been transformed with ResizeLongestSide.
+ original_image_size (tuple(int, int)): The size of the image
+ before transformation, in (H, W) format.
+ """
+ assert (
+ len(transformed_image.shape) == 4
+ and transformed_image.shape[1] == 3
+ and max(*transformed_image.shape[2:]) == self.model.image_encoder.img_size
+ ), f"set_torch_image input must be BCHW with long side {self.model.image_encoder.img_size}."
+ self.reset_image()
+
+ self.original_size = original_image_size
+ self.input_size = tuple(transformed_image.shape[-2:])
+ input_image = self.model.preprocess(transformed_image)
+ self.features = self.model.image_encoder(input_image)
+ self.is_image_set = True
+
+ def predict(
+ self,
+ point_coords: Optional[np.ndarray] = None,
+ point_labels: Optional[np.ndarray] = None,
+ box: Optional[np.ndarray] = None,
+ mask_input: Optional[np.ndarray] = None,
+ multimask_output: bool = True,
+ return_logits: bool = False,
+ ) -> Tuple[np.ndarray, np.ndarray, np.ndarray]:
+ """
+ Predict masks for the given input prompts, using the currently set image.
+
+ Arguments:
+ point_coords (np.ndarray or None): A Nx2 array of point prompts to the
+ model. Each point is in (X,Y) in pixels.
+ point_labels (np.ndarray or None): A length N array of labels for the
+ point prompts. 1 indicates a foreground point and 0 indicates a
+ background point.
+ box (np.ndarray or None): A length 4 array given a box prompt to the
+ model, in XYXY format.
+ mask_input (np.ndarray): A low resolution mask input to the model, typically
+ coming from a previous prediction iteration. Has form 1xHxW, where
+ for SAM, H=W=256.
+ multimask_output (bool): If true, the model will return three masks.
+ For ambiguous input prompts (such as a single click), this will often
+ produce better masks than a single prediction. If only a single
+ mask is needed, the model's predicted quality score can be used
+ to select the best mask. For non-ambiguous prompts, such as multiple
+ input prompts, multimask_output=False can give better results.
+ return_logits (bool): If true, returns un-thresholded masks logits
+ instead of a binary mask.
+
+ Returns:
+ (np.ndarray): The output masks in CxHxW format, where C is the
+ number of masks, and (H, W) is the original image size.
+ (np.ndarray): An array of length C containing the model's
+ predictions for the quality of each mask.
+ (np.ndarray): An array of shape CxHxW, where C is the number
+ of masks and H=W=256. These low resolution logits can be passed to
+ a subsequent iteration as mask input.
+ """
+ if not self.is_image_set:
+ raise RuntimeError("An image must be set with .set_image(...) before mask prediction.")
+
+ # Transform input prompts
+ coords_torch, labels_torch, box_torch, mask_input_torch = None, None, None, None
+ if point_coords is not None:
+ assert (
+ point_labels is not None
+ ), "point_labels must be supplied if point_coords is supplied."
+ point_coords = self.transform.apply_coords(point_coords, self.original_size)
+ coords_torch = torch.as_tensor(point_coords, dtype=torch.float, device=self.device)
+ labels_torch = torch.as_tensor(point_labels, dtype=torch.int, device=self.device)
+ coords_torch, labels_torch = coords_torch[None, :, :], labels_torch[None, :]
+ if box is not None:
+ box = self.transform.apply_boxes(box, self.original_size)
+ box_torch = torch.as_tensor(box, dtype=torch.float, device=self.device)
+ box_torch = box_torch[None, :]
+ if mask_input is not None:
+ mask_input_torch = torch.as_tensor(mask_input, dtype=torch.float, device=self.device)
+ mask_input_torch = mask_input_torch[None, :, :, :]
+
+ masks, iou_predictions, low_res_masks = self.predict_torch(
+ coords_torch,
+ labels_torch,
+ box_torch,
+ mask_input_torch,
+ multimask_output,
+ return_logits=return_logits,
+ )
+
+ masks_np = masks[0].detach().cpu().numpy()
+ iou_predictions_np = iou_predictions[0].detach().cpu().numpy()
+ low_res_masks_np = low_res_masks[0].detach().cpu().numpy()
+ return masks_np, iou_predictions_np, low_res_masks_np
+
+ @torch.no_grad()
+ def predict_torch(
+ self,
+ point_coords: Optional[torch.Tensor],
+ point_labels: Optional[torch.Tensor],
+ boxes: Optional[torch.Tensor] = None,
+ mask_input: Optional[torch.Tensor] = None,
+ multimask_output: bool = True,
+ return_logits: bool = False,
+ ) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor]:
+ """
+ Predict masks for the given input prompts, using the currently set image.
+ Input prompts are batched torch tensors and are expected to already be
+ transformed to the input frame using ResizeLongestSide.
+
+ Arguments:
+ point_coords (torch.Tensor or None): A BxNx2 array of point prompts to the
+ model. Each point is in (X,Y) in pixels.
+ point_labels (torch.Tensor or None): A BxN array of labels for the
+ point prompts. 1 indicates a foreground point and 0 indicates a
+ background point.
+ boxes (np.ndarray or None): A Bx4 array given a box prompt to the
+ model, in XYXY format.
+ mask_input (np.ndarray): A low resolution mask input to the model, typically
+ coming from a previous prediction iteration. Has form Bx1xHxW, where
+ for SAM, H=W=256. Masks returned by a previous iteration of the
+ predict method do not need further transformation.
+ multimask_output (bool): If true, the model will return three masks.
+ For ambiguous input prompts (such as a single click), this will often
+ produce better masks than a single prediction. If only a single
+ mask is needed, the model's predicted quality score can be used
+ to select the best mask. For non-ambiguous prompts, such as multiple
+ input prompts, multimask_output=False can give better results.
+ return_logits (bool): If true, returns un-thresholded masks logits
+ instead of a binary mask.
+
+ Returns:
+ (torch.Tensor): The output masks in BxCxHxW format, where C is the
+ number of masks, and (H, W) is the original image size.
+ (torch.Tensor): An array of shape BxC containing the model's
+ predictions for the quality of each mask.
+ (torch.Tensor): An array of shape BxCxHxW, where C is the number
+ of masks and H=W=256. These low res logits can be passed to
+ a subsequent iteration as mask input.
+ """
+ if not self.is_image_set:
+ raise RuntimeError("An image must be set with .set_image(...) before mask prediction.")
+
+ if point_coords is not None:
+ points = (point_coords, point_labels)
+ else:
+ points = None
+
+ # Embed prompts
+ sparse_embeddings, dense_embeddings = self.model.prompt_encoder(
+ points=points,
+ boxes=boxes,
+ masks=mask_input,
+ )
+
+ # Predict masks
+ low_res_masks, iou_predictions = self.model.mask_decoder(
+ image_embeddings=self.features,
+ image_pe=self.model.prompt_encoder.get_dense_pe(),
+ sparse_prompt_embeddings=sparse_embeddings,
+ dense_prompt_embeddings=dense_embeddings,
+ multimask_output=multimask_output,
+ )
+
+ # Upscale the masks to the original image resolution
+ masks = self.model.postprocess_masks(low_res_masks, self.input_size, self.original_size)
+
+ if not return_logits:
+ masks = masks > self.model.mask_threshold
+
+ return masks, iou_predictions, low_res_masks
+
+ def get_image_embedding(self) -> torch.Tensor:
+ """
+ Returns the image embeddings for the currently set image, with
+ shape 1xCxHxW, where C is the embedding dimension and (H,W) are
+ the embedding spatial dimension of SAM (typically C=256, H=W=64).
+ """
+ if not self.is_image_set:
+ raise RuntimeError(
+ "An image must be set with .set_image(...) to generate an embedding."
+ )
+ assert self.features is not None, "Features must exist if an image has been set."
+ return self.features
+
+ @property
+ def device(self) -> torch.device:
+ return self.model.device
+
+ def reset_image(self) -> None:
+ """Resets the currently set image."""
+ self.is_image_set = False
+ self.features = None
+ self.orig_h = None
+ self.orig_w = None
+ self.input_h = None
+ self.input_w = None
diff --git a/model/segment_anything_volumetric/utils/__init__.py b/model/segment_anything_volumetric/utils/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..5277f46157403e47fd830fc519144b97ef69d4ae
--- /dev/null
+++ b/model/segment_anything_volumetric/utils/__init__.py
@@ -0,0 +1,5 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
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diff --git a/model/segment_anything_volumetric/utils/amg.py b/model/segment_anything_volumetric/utils/amg.py
new file mode 100644
index 0000000000000000000000000000000000000000..be064071ef399fea96c673ad173689656c23534a
--- /dev/null
+++ b/model/segment_anything_volumetric/utils/amg.py
@@ -0,0 +1,346 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import numpy as np
+import torch
+
+import math
+from copy import deepcopy
+from itertools import product
+from typing import Any, Dict, Generator, ItemsView, List, Tuple
+
+
+class MaskData:
+ """
+ A structure for storing masks and their related data in batched format.
+ Implements basic filtering and concatenation.
+ """
+
+ def __init__(self, **kwargs) -> None:
+ for v in kwargs.values():
+ assert isinstance(
+ v, (list, np.ndarray, torch.Tensor)
+ ), "MaskData only supports list, numpy arrays, and torch tensors."
+ self._stats = dict(**kwargs)
+
+ def __setitem__(self, key: str, item: Any) -> None:
+ assert isinstance(
+ item, (list, np.ndarray, torch.Tensor)
+ ), "MaskData only supports list, numpy arrays, and torch tensors."
+ self._stats[key] = item
+
+ def __delitem__(self, key: str) -> None:
+ del self._stats[key]
+
+ def __getitem__(self, key: str) -> Any:
+ return self._stats[key]
+
+ def items(self) -> ItemsView[str, Any]:
+ return self._stats.items()
+
+ def filter(self, keep: torch.Tensor) -> None:
+ for k, v in self._stats.items():
+ if v is None:
+ self._stats[k] = None
+ elif isinstance(v, torch.Tensor):
+ self._stats[k] = v[torch.as_tensor(keep, device=v.device)]
+ elif isinstance(v, np.ndarray):
+ self._stats[k] = v[keep.detach().cpu().numpy()]
+ elif isinstance(v, list) and keep.dtype == torch.bool:
+ self._stats[k] = [a for i, a in enumerate(v) if keep[i]]
+ elif isinstance(v, list):
+ self._stats[k] = [v[i] for i in keep]
+ else:
+ raise TypeError(f"MaskData key {k} has an unsupported type {type(v)}.")
+
+ def cat(self, new_stats: "MaskData") -> None:
+ for k, v in new_stats.items():
+ if k not in self._stats or self._stats[k] is None:
+ self._stats[k] = deepcopy(v)
+ elif isinstance(v, torch.Tensor):
+ self._stats[k] = torch.cat([self._stats[k], v], dim=0)
+ elif isinstance(v, np.ndarray):
+ self._stats[k] = np.concatenate([self._stats[k], v], axis=0)
+ elif isinstance(v, list):
+ self._stats[k] = self._stats[k] + deepcopy(v)
+ else:
+ raise TypeError(f"MaskData key {k} has an unsupported type {type(v)}.")
+
+ def to_numpy(self) -> None:
+ for k, v in self._stats.items():
+ if isinstance(v, torch.Tensor):
+ self._stats[k] = v.detach().cpu().numpy()
+
+
+def is_box_near_crop_edge(
+ boxes: torch.Tensor, crop_box: List[int], orig_box: List[int], atol: float = 20.0
+) -> torch.Tensor:
+ """Filter masks at the edge of a crop, but not at the edge of the original image."""
+ crop_box_torch = torch.as_tensor(crop_box, dtype=torch.float, device=boxes.device)
+ orig_box_torch = torch.as_tensor(orig_box, dtype=torch.float, device=boxes.device)
+ boxes = uncrop_boxes_xyxy(boxes, crop_box).float()
+ near_crop_edge = torch.isclose(boxes, crop_box_torch[None, :], atol=atol, rtol=0)
+ near_image_edge = torch.isclose(boxes, orig_box_torch[None, :], atol=atol, rtol=0)
+ near_crop_edge = torch.logical_and(near_crop_edge, ~near_image_edge)
+ return torch.any(near_crop_edge, dim=1)
+
+
+def box_xyxy_to_xywh(box_xyxy: torch.Tensor) -> torch.Tensor:
+ box_xywh = deepcopy(box_xyxy)
+ box_xywh[2] = box_xywh[2] - box_xywh[0]
+ box_xywh[3] = box_xywh[3] - box_xywh[1]
+ return box_xywh
+
+
+def batch_iterator(batch_size: int, *args) -> Generator[List[Any], None, None]:
+ assert len(args) > 0 and all(
+ len(a) == len(args[0]) for a in args
+ ), "Batched iteration must have inputs of all the same size."
+ n_batches = len(args[0]) // batch_size + int(len(args[0]) % batch_size != 0)
+ for b in range(n_batches):
+ yield [arg[b * batch_size : (b + 1) * batch_size] for arg in args]
+
+
+def mask_to_rle_pytorch(tensor: torch.Tensor) -> List[Dict[str, Any]]:
+ """
+ Encodes masks to an uncompressed RLE, in the format expected by
+ pycoco tools.
+ """
+ # Put in fortran order and flatten h,w
+ b, h, w = tensor.shape
+ tensor = tensor.permute(0, 2, 1).flatten(1)
+
+ # Compute change indices
+ diff = tensor[:, 1:] ^ tensor[:, :-1]
+ change_indices = diff.nonzero()
+
+ # Encode run length
+ out = []
+ for i in range(b):
+ cur_idxs = change_indices[change_indices[:, 0] == i, 1]
+ cur_idxs = torch.cat(
+ [
+ torch.tensor([0], dtype=cur_idxs.dtype, device=cur_idxs.device),
+ cur_idxs + 1,
+ torch.tensor([h * w], dtype=cur_idxs.dtype, device=cur_idxs.device),
+ ]
+ )
+ btw_idxs = cur_idxs[1:] - cur_idxs[:-1]
+ counts = [] if tensor[i, 0] == 0 else [0]
+ counts.extend(btw_idxs.detach().cpu().tolist())
+ out.append({"size": [h, w], "counts": counts})
+ return out
+
+
+def rle_to_mask(rle: Dict[str, Any]) -> np.ndarray:
+ """Compute a binary mask from an uncompressed RLE."""
+ h, w = rle["size"]
+ mask = np.empty(h * w, dtype=bool)
+ idx = 0
+ parity = False
+ for count in rle["counts"]:
+ mask[idx : idx + count] = parity
+ idx += count
+ parity ^= True
+ mask = mask.reshape(w, h)
+ return mask.transpose() # Put in C order
+
+
+def area_from_rle(rle: Dict[str, Any]) -> int:
+ return sum(rle["counts"][1::2])
+
+
+def calculate_stability_score(
+ masks: torch.Tensor, mask_threshold: float, threshold_offset: float
+) -> torch.Tensor:
+ """
+ Computes the stability score for a batch of masks. The stability
+ score is the IoU between the binary masks obtained by thresholding
+ the predicted mask logits at high and low values.
+ """
+ # One mask is always contained inside the other.
+ # Save memory by preventing unnecessary cast to torch.int64
+ intersections = (
+ (masks > (mask_threshold + threshold_offset))
+ .sum(-1, dtype=torch.int16)
+ .sum(-1, dtype=torch.int32)
+ )
+ unions = (
+ (masks > (mask_threshold - threshold_offset))
+ .sum(-1, dtype=torch.int16)
+ .sum(-1, dtype=torch.int32)
+ )
+ return intersections / unions
+
+
+def build_point_grid(n_per_side: int) -> np.ndarray:
+ """Generates a 2D grid of points evenly spaced in [0,1]x[0,1]."""
+ offset = 1 / (2 * n_per_side)
+ points_one_side = np.linspace(offset, 1 - offset, n_per_side)
+ points_x = np.tile(points_one_side[None, :], (n_per_side, 1))
+ points_y = np.tile(points_one_side[:, None], (1, n_per_side))
+ points = np.stack([points_x, points_y], axis=-1).reshape(-1, 2)
+ return points
+
+
+def build_all_layer_point_grids(
+ n_per_side: int, n_layers: int, scale_per_layer: int
+) -> List[np.ndarray]:
+ """Generates point grids for all crop layers."""
+ points_by_layer = []
+ for i in range(n_layers + 1):
+ n_points = int(n_per_side / (scale_per_layer**i))
+ points_by_layer.append(build_point_grid(n_points))
+ return points_by_layer
+
+
+def generate_crop_boxes(
+ im_size: Tuple[int, ...], n_layers: int, overlap_ratio: float
+) -> Tuple[List[List[int]], List[int]]:
+ """
+ Generates a list of crop boxes of different sizes. Each layer
+ has (2**i)**2 boxes for the ith layer.
+ """
+ crop_boxes, layer_idxs = [], []
+ im_h, im_w = im_size
+ short_side = min(im_h, im_w)
+
+ # Original image
+ crop_boxes.append([0, 0, im_w, im_h])
+ layer_idxs.append(0)
+
+ def crop_len(orig_len, n_crops, overlap):
+ return int(math.ceil((overlap * (n_crops - 1) + orig_len) / n_crops))
+
+ for i_layer in range(n_layers):
+ n_crops_per_side = 2 ** (i_layer + 1)
+ overlap = int(overlap_ratio * short_side * (2 / n_crops_per_side))
+
+ crop_w = crop_len(im_w, n_crops_per_side, overlap)
+ crop_h = crop_len(im_h, n_crops_per_side, overlap)
+
+ crop_box_x0 = [int((crop_w - overlap) * i) for i in range(n_crops_per_side)]
+ crop_box_y0 = [int((crop_h - overlap) * i) for i in range(n_crops_per_side)]
+
+ # Crops in XYWH format
+ for x0, y0 in product(crop_box_x0, crop_box_y0):
+ box = [x0, y0, min(x0 + crop_w, im_w), min(y0 + crop_h, im_h)]
+ crop_boxes.append(box)
+ layer_idxs.append(i_layer + 1)
+
+ return crop_boxes, layer_idxs
+
+
+def uncrop_boxes_xyxy(boxes: torch.Tensor, crop_box: List[int]) -> torch.Tensor:
+ x0, y0, _, _ = crop_box
+ offset = torch.tensor([[x0, y0, x0, y0]], device=boxes.device)
+ # Check if boxes has a channel dimension
+ if len(boxes.shape) == 3:
+ offset = offset.unsqueeze(1)
+ return boxes + offset
+
+
+def uncrop_points(points: torch.Tensor, crop_box: List[int]) -> torch.Tensor:
+ x0, y0, _, _ = crop_box
+ offset = torch.tensor([[x0, y0]], device=points.device)
+ # Check if points has a channel dimension
+ if len(points.shape) == 3:
+ offset = offset.unsqueeze(1)
+ return points + offset
+
+
+def uncrop_masks(
+ masks: torch.Tensor, crop_box: List[int], orig_h: int, orig_w: int
+) -> torch.Tensor:
+ x0, y0, x1, y1 = crop_box
+ if x0 == 0 and y0 == 0 and x1 == orig_w and y1 == orig_h:
+ return masks
+ # Coordinate transform masks
+ pad_x, pad_y = orig_w - (x1 - x0), orig_h - (y1 - y0)
+ pad = (x0, pad_x - x0, y0, pad_y - y0)
+ return torch.nn.functional.pad(masks, pad, value=0)
+
+
+def remove_small_regions(
+ mask: np.ndarray, area_thresh: float, mode: str
+) -> Tuple[np.ndarray, bool]:
+ """
+ Removes small disconnected regions and holes in a mask. Returns the
+ mask and an indicator of if the mask has been modified.
+ """
+ import cv2 # type: ignore
+
+ assert mode in ["holes", "islands"]
+ correct_holes = mode == "holes"
+ working_mask = (correct_holes ^ mask).astype(np.uint8)
+ n_labels, regions, stats, _ = cv2.connectedComponentsWithStats(working_mask, 8)
+ sizes = stats[:, -1][1:] # Row 0 is background label
+ small_regions = [i + 1 for i, s in enumerate(sizes) if s < area_thresh]
+ if len(small_regions) == 0:
+ return mask, False
+ fill_labels = [0] + small_regions
+ if not correct_holes:
+ fill_labels = [i for i in range(n_labels) if i not in fill_labels]
+ # If every region is below threshold, keep largest
+ if len(fill_labels) == 0:
+ fill_labels = [int(np.argmax(sizes)) + 1]
+ mask = np.isin(regions, fill_labels)
+ return mask, True
+
+
+def coco_encode_rle(uncompressed_rle: Dict[str, Any]) -> Dict[str, Any]:
+ from pycocotools import mask as mask_utils # type: ignore
+
+ h, w = uncompressed_rle["size"]
+ rle = mask_utils.frPyObjects(uncompressed_rle, h, w)
+ rle["counts"] = rle["counts"].decode("utf-8") # Necessary to serialize with json
+ return rle
+
+
+def batched_mask_to_box(masks: torch.Tensor) -> torch.Tensor:
+ """
+ Calculates boxes in XYXY format around masks. Return [0,0,0,0] for
+ an empty mask. For input shape C1xC2x...xHxW, the output shape is C1xC2x...x4.
+ """
+ # torch.max below raises an error on empty inputs, just skip in this case
+ if torch.numel(masks) == 0:
+ return torch.zeros(*masks.shape[:-2], 4, device=masks.device)
+
+ # Normalize shape to CxHxW
+ shape = masks.shape
+ h, w = shape[-2:]
+ if len(shape) > 2:
+ masks = masks.flatten(0, -3)
+ else:
+ masks = masks.unsqueeze(0)
+
+ # Get top and bottom edges
+ in_height, _ = torch.max(masks, dim=-1)
+ in_height_coords = in_height * torch.arange(h, device=in_height.device)[None, :]
+ bottom_edges, _ = torch.max(in_height_coords, dim=-1)
+ in_height_coords = in_height_coords + h * (~in_height)
+ top_edges, _ = torch.min(in_height_coords, dim=-1)
+
+ # Get left and right edges
+ in_width, _ = torch.max(masks, dim=-2)
+ in_width_coords = in_width * torch.arange(w, device=in_width.device)[None, :]
+ right_edges, _ = torch.max(in_width_coords, dim=-1)
+ in_width_coords = in_width_coords + w * (~in_width)
+ left_edges, _ = torch.min(in_width_coords, dim=-1)
+
+ # If the mask is empty the right edge will be to the left of the left edge.
+ # Replace these boxes with [0, 0, 0, 0]
+ empty_filter = (right_edges < left_edges) | (bottom_edges < top_edges)
+ out = torch.stack([left_edges, top_edges, right_edges, bottom_edges], dim=-1)
+ out = out * (~empty_filter).unsqueeze(-1)
+
+ # Return to original shape
+ if len(shape) > 2:
+ out = out.reshape(*shape[:-2], 4)
+ else:
+ out = out[0]
+
+ return out
diff --git a/model/segment_anything_volumetric/utils/onnx.py b/model/segment_anything_volumetric/utils/onnx.py
new file mode 100644
index 0000000000000000000000000000000000000000..3196bdf4b782e6eeb3da4ad66ef3c7b1741535fe
--- /dev/null
+++ b/model/segment_anything_volumetric/utils/onnx.py
@@ -0,0 +1,144 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import torch
+import torch.nn as nn
+from torch.nn import functional as F
+
+from typing import Tuple
+
+from ..modeling import Sam
+from .amg import calculate_stability_score
+
+
+class SamOnnxModel(nn.Module):
+ """
+ This model should not be called directly, but is used in ONNX export.
+ It combines the prompt encoder, mask decoder, and mask postprocessing of Sam,
+ with some functions modified to enable model tracing. Also supports extra
+ options controlling what information. See the ONNX export script for details.
+ """
+
+ def __init__(
+ self,
+ model: Sam,
+ return_single_mask: bool,
+ use_stability_score: bool = False,
+ return_extra_metrics: bool = False,
+ ) -> None:
+ super().__init__()
+ self.mask_decoder = model.mask_decoder
+ self.model = model
+ self.img_size = model.image_encoder.img_size
+ self.return_single_mask = return_single_mask
+ self.use_stability_score = use_stability_score
+ self.stability_score_offset = 1.0
+ self.return_extra_metrics = return_extra_metrics
+
+ @staticmethod
+ def resize_longest_image_size(
+ input_image_size: torch.Tensor, longest_side: int
+ ) -> torch.Tensor:
+ input_image_size = input_image_size.to(torch.float32)
+ scale = longest_side / torch.max(input_image_size)
+ transformed_size = scale * input_image_size
+ transformed_size = torch.floor(transformed_size + 0.5).to(torch.int64)
+ return transformed_size
+
+ def _embed_points(self, point_coords: torch.Tensor, point_labels: torch.Tensor) -> torch.Tensor:
+ point_coords = point_coords + 0.5
+ point_coords = point_coords / self.img_size
+ point_embedding = self.model.prompt_encoder.pe_layer._pe_encoding(point_coords)
+ point_labels = point_labels.unsqueeze(-1).expand_as(point_embedding)
+
+ point_embedding = point_embedding * (point_labels != -1)
+ point_embedding = point_embedding + self.model.prompt_encoder.not_a_point_embed.weight * (
+ point_labels == -1
+ )
+
+ for i in range(self.model.prompt_encoder.num_point_embeddings):
+ point_embedding = point_embedding + self.model.prompt_encoder.point_embeddings[
+ i
+ ].weight * (point_labels == i)
+
+ return point_embedding
+
+ def _embed_masks(self, input_mask: torch.Tensor, has_mask_input: torch.Tensor) -> torch.Tensor:
+ mask_embedding = has_mask_input * self.model.prompt_encoder.mask_downscaling(input_mask)
+ mask_embedding = mask_embedding + (
+ 1 - has_mask_input
+ ) * self.model.prompt_encoder.no_mask_embed.weight.reshape(1, -1, 1, 1)
+ return mask_embedding
+
+ def mask_postprocessing(self, masks: torch.Tensor, orig_im_size: torch.Tensor) -> torch.Tensor:
+ masks = F.interpolate(
+ masks,
+ size=(self.img_size, self.img_size),
+ mode="bilinear",
+ align_corners=False,
+ )
+
+ prepadded_size = self.resize_longest_image_size(orig_im_size, self.img_size).to(torch.int64)
+ masks = masks[..., : prepadded_size[0], : prepadded_size[1]] # type: ignore
+
+ orig_im_size = orig_im_size.to(torch.int64)
+ h, w = orig_im_size[0], orig_im_size[1]
+ masks = F.interpolate(masks, size=(h, w), mode="bilinear", align_corners=False)
+ return masks
+
+ def select_masks(
+ self, masks: torch.Tensor, iou_preds: torch.Tensor, num_points: int
+ ) -> Tuple[torch.Tensor, torch.Tensor]:
+ # Determine if we should return the multiclick mask or not from the number of points.
+ # The reweighting is used to avoid control flow.
+ score_reweight = torch.tensor(
+ [[1000] + [0] * (self.model.mask_decoder.num_mask_tokens - 1)]
+ ).to(iou_preds.device)
+ score = iou_preds + (num_points - 2.5) * score_reweight
+ best_idx = torch.argmax(score, dim=1)
+ masks = masks[torch.arange(masks.shape[0]), best_idx, :, :].unsqueeze(1)
+ iou_preds = iou_preds[torch.arange(masks.shape[0]), best_idx].unsqueeze(1)
+
+ return masks, iou_preds
+
+ @torch.no_grad()
+ def forward(
+ self,
+ image_embeddings: torch.Tensor,
+ point_coords: torch.Tensor,
+ point_labels: torch.Tensor,
+ mask_input: torch.Tensor,
+ has_mask_input: torch.Tensor,
+ orig_im_size: torch.Tensor,
+ ):
+ sparse_embedding = self._embed_points(point_coords, point_labels)
+ dense_embedding = self._embed_masks(mask_input, has_mask_input)
+
+ masks, scores = self.model.mask_decoder.predict_masks(
+ image_embeddings=image_embeddings,
+ image_pe=self.model.prompt_encoder.get_dense_pe(),
+ sparse_prompt_embeddings=sparse_embedding,
+ dense_prompt_embeddings=dense_embedding,
+ )
+
+ if self.use_stability_score:
+ scores = calculate_stability_score(
+ masks, self.model.mask_threshold, self.stability_score_offset
+ )
+
+ if self.return_single_mask:
+ masks, scores = self.select_masks(masks, scores, point_coords.shape[1])
+
+ upscaled_masks = self.mask_postprocessing(masks, orig_im_size)
+
+ if self.return_extra_metrics:
+ stability_scores = calculate_stability_score(
+ upscaled_masks, self.model.mask_threshold, self.stability_score_offset
+ )
+ areas = (upscaled_masks > self.model.mask_threshold).sum(-1).sum(-1)
+ return upscaled_masks, scores, stability_scores, areas, masks
+
+ return upscaled_masks, scores, masks
diff --git a/model/segment_anything_volumetric/utils/transforms.py b/model/segment_anything_volumetric/utils/transforms.py
new file mode 100644
index 0000000000000000000000000000000000000000..4738cc59439a4e83a22e93e1ae21d734feac9003
--- /dev/null
+++ b/model/segment_anything_volumetric/utils/transforms.py
@@ -0,0 +1,101 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import numpy as np
+import torch
+from torch.nn import functional as F
+from torchvision.transforms.functional import resize, to_pil_image # type: ignore
+
+from copy import deepcopy
+from typing import Tuple
+
+
+class ResizeLongestSide:
+ """
+ Resizes images to the longest side 'target_length', as well as provides
+ methods for resizing coordinates and boxes. Provides methods for
+ transforming both numpy array and batched torch tensors.
+ """
+
+ def __init__(self, target_length: int) -> None:
+ self.target_length = target_length
+
+ def apply_image(self, image: np.ndarray) -> np.ndarray:
+ """
+ Expects a numpy array with shape HxWxC in uint8 format.
+ """
+ target_size = self.get_preprocess_shape(image.shape[0], image.shape[1], self.target_length)
+ return np.array(resize(to_pil_image(image), target_size))
+
+ def apply_coords(self, coords: np.ndarray, original_size: Tuple[int, ...]) -> np.ndarray:
+ """
+ Expects a numpy array of length 2 in the final dimension. Requires the
+ original image size in (H, W) format.
+ """
+ old_h, old_w = original_size
+ new_h, new_w = self.get_preprocess_shape(old_h, old_w, self.target_length)
+ new_coords = np.empty_like(coords)
+ new_coords[..., 0] = coords[..., 0] * (new_w / old_w)
+ new_coords[..., 1] = coords[..., 1] * (new_h / old_h)
+ return new_coords
+
+
+ def apply_boxes(self, boxes: np.ndarray, original_size: Tuple[int, ...]) -> np.ndarray:
+ """
+ Expects a numpy array shape Bx4. Requires the original image size
+ in (H, W) format.
+ """
+ boxes = self.apply_coords(boxes.reshape(-1, 2, 2), original_size)
+ return boxes.reshape(-1, 4)
+
+ def apply_image_torch(self, image: torch.Tensor) -> torch.Tensor:
+ """
+ Expects batched images with shape BxCxHxW and float format. This
+ transformation may not exactly match apply_image. apply_image is
+ the transformation expected by the model.
+ """
+ # Expects an image in BCHW format. May not exactly match apply_image.
+ target_size = self.get_preprocess_shape(image.shape[2], image.shape[3], self.target_length)
+ return F.interpolate(
+ image, target_size, mode="bilinear", align_corners=False, antialias=True
+ )
+
+ def apply_coords_torch(
+ self, coords: torch.Tensor, original_size: Tuple[int, ...]
+ ) -> torch.Tensor:
+ """
+ Expects a torch tensor with length 2 in the last dimension. Requires the
+ original image size in (H, W) format.
+ """
+ old_h, old_w = original_size
+ new_h, new_w = self.get_preprocess_shape(
+ original_size[0], original_size[1], self.target_length
+ )
+ coords = deepcopy(coords).to(torch.float)
+ coords[..., 0] = coords[..., 0] * (new_w / old_w)
+ coords[..., 1] = coords[..., 1] * (new_h / old_h)
+ return coords
+
+ def apply_boxes_torch(
+ self, boxes: torch.Tensor, original_size: Tuple[int, ...]
+ ) -> torch.Tensor:
+ """
+ Expects a torch tensor with shape Bx4. Requires the original image
+ size in (H, W) format.
+ """
+ boxes = self.apply_coords_torch(boxes.reshape(-1, 2, 2), original_size)
+ return boxes.reshape(-1, 4)
+
+ @staticmethod
+ def get_preprocess_shape(oldh: int, oldw: int, long_side_length: int) -> Tuple[int, int]:
+ """
+ Compute the output size given input size and target long side length.
+ """
+ scale = long_side_length * 1.0 / max(oldh, oldw)
+ newh, neww = oldh * scale, oldw * scale
+ neww = int(neww + 0.5)
+ newh = int(newh + 0.5)
+ return (newh, neww)
diff --git a/model/utils/__pycache__/monai_inferers_utils.cpython-39.pyc b/model/utils/__pycache__/monai_inferers_utils.cpython-39.pyc
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diff --git a/model/utils/__pycache__/visualize.cpython-39.pyc b/model/utils/__pycache__/visualize.cpython-39.pyc
new file mode 100644
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diff --git a/model/utils/monai_inferers_utils.py b/model/utils/monai_inferers_utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..e04b08361f47e4eb83ca46e9b8e291302b1c71cd
--- /dev/null
+++ b/model/utils/monai_inferers_utils.py
@@ -0,0 +1,467 @@
+# Copyright (c) MONAI Consortium
+# 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 streamlit as st
+
+import warnings
+from typing import Any, Callable, Dict, List, Mapping, Sequence, Tuple, Union
+
+import torch
+import torch.nn.functional as F
+import random
+import time
+from monai.data.utils import compute_importance_map, dense_patch_slices, get_valid_patch_size
+from monai.transforms import Resize
+from monai.utils import (
+ BlendMode,
+ PytorchPadMode,
+ convert_data_type,
+ ensure_tuple,
+ fall_back_tuple,
+ look_up_option,
+ optional_import,
+)
+
+tqdm, _ = optional_import("tqdm", name="tqdm")
+
+__all__ = ["sliding_window_inference"]
+
+def logits2roi_coor(spatial_size, logits_global_single):
+ # crop predict
+ pred_global_single = torch.sigmoid(logits_global_single) > 0.5
+ ## get all pos idx
+ nonzero_indices = torch.nonzero(pred_global_single)
+ if nonzero_indices.shape[0] == 0:
+ return None, None, None, None, None, None
+ ## get boundary
+ min_d, max_d = nonzero_indices[:, 0].min(), nonzero_indices[:, 0].max()
+ min_h, max_h = nonzero_indices[:, 1].min(), nonzero_indices[:, 1].max()
+ min_w, max_w = nonzero_indices[:, 2].min(), nonzero_indices[:, 2].max()
+ ## padding
+ crop_d, crop_h, crop_w = max_d - min_d + 1, max_h - min_h + 1, max_w - min_w + 1,
+ window_d, window_h, window_w = spatial_size
+ padding_d, padding_h, padding_w = max(0, window_d-crop_d), max(0, window_h-crop_h), max(0, window_w-crop_w)
+ global_d, global_h, global_w = logits_global_single.shape
+ min_d = max(0, min_d - int(padding_d)//2)
+ min_h = max(0, min_h - int(padding_h)//2)
+ min_w = max(0, min_w - int(padding_w)//2)
+ max_d = min(global_d, max_d + int(padding_d)//2)
+ max_h = min(global_h, max_h + int(padding_h)//2)
+ max_w = min(global_w, max_w + int(padding_w)//2)
+ return min_d, min_h, min_w, max_d, max_h, max_w
+
+def build_binary_cube(bbox, binary_cube_shape):
+ min_coord = bbox[0][:3].int().tolist()
+ max_coord = bbox[0][3:].int().tolist()
+ binary_cube = torch.zeros(binary_cube_shape)
+ binary_cube[min_coord[0]:max_coord[0]+1, min_coord[1]:max_coord[1]+1, min_coord[2]:max_coord[2]+1] = 1
+ return binary_cube
+
+def build_binary_points(points, labels, shape):
+ binary_points = torch.zeros(shape, dtype=torch.int16)
+ print(shape, labels == 1)
+ binary_points[points[labels == 1, 0].long(), points[labels == 1, 1].long(), points[labels == 1, 2].long()] = 1
+ return binary_points
+
+def sliding_window_inference(
+ inputs: torch.Tensor,
+ prompt_reflection: Union[torch.Tensor, Tuple[torch.Tensor, ...]],
+ roi_size: Union[Sequence[int], int],
+ sw_batch_size: int,
+ predictor: Callable[..., Union[torch.Tensor, Sequence[torch.Tensor], Dict[Any, torch.Tensor]]],
+ overlap: float = 0.25,
+ mode: Union[BlendMode, str] = BlendMode.CONSTANT,
+ sigma_scale: Union[Sequence[float], float] = 0.125,
+ padding_mode: Union[PytorchPadMode, str] = PytorchPadMode.CONSTANT,
+ cval: float = 0.0,
+ sw_device: Union[torch.device, str, None] = None,
+ device: Union[torch.device, str, None] = None,
+ progress: bool = False,
+ roi_weight_map: Union[torch.Tensor, None] = None,
+ *args: Any,
+ **kwargs: Any,
+) -> Union[torch.Tensor, Tuple[torch.Tensor, ...], Dict[Any, torch.Tensor]]:
+ """
+ Sliding window inference on `inputs` with `predictor`.
+
+ The outputs of `predictor` could be a tensor, a tuple, or a dictionary of tensors.
+ Each output in the tuple or dict value is allowed to have different resolutions with respect to the input.
+ e.g., the input patch spatial size is [128,128,128], the output (a tuple of two patches) patch sizes
+ could be ([128,64,256], [64,32,128]).
+ In this case, the parameter `overlap` and `roi_size` need to be carefully chosen to ensure the output ROI is still
+ an integer. If the predictor's input and output spatial sizes are not equal, we recommend choosing the parameters
+ so that `overlap*roi_size*output_size/input_size` is an integer (for each spatial dimension).
+
+ When roi_size is larger than the inputs' spatial size, the input image are padded during inference.
+ To maintain the same spatial sizes, the output image will be cropped to the original input size.
+
+ Args:
+ inputs: input image to be processed (assuming NCHW[D])
+ roi_size: the spatial window size for inferences.
+ When its components have None or non-positives, the corresponding inputs dimension will be used.
+ if the components of the `roi_size` are non-positive values, the transform will use the
+ corresponding components of img size. For example, `roi_size=(32, -1)` will be adapted
+ to `(32, 64)` if the second spatial dimension size of img is `64`.
+ sw_batch_size: the batch size to run window slices.
+ predictor: given input tensor ``patch_data`` in shape NCHW[D],
+ The outputs of the function call ``predictor(patch_data)`` should be a tensor, a tuple, or a dictionary
+ with Tensor values. Each output in the tuple or dict value should have the same batch_size, i.e. NM'H'W'[D'];
+ where H'W'[D'] represents the output patch's spatial size, M is the number of output channels,
+ N is `sw_batch_size`, e.g., the input shape is (7, 1, 128,128,128),
+ the output could be a tuple of two tensors, with shapes: ((7, 5, 128, 64, 256), (7, 4, 64, 32, 128)).
+ In this case, the parameter `overlap` and `roi_size` need to be carefully chosen
+ to ensure the scaled output ROI sizes are still integers.
+ If the `predictor`'s input and output spatial sizes are different,
+ we recommend choosing the parameters so that ``overlap*roi_size*zoom_scale`` is an integer for each dimension.
+ overlap: Amount of overlap between scans.
+ mode: {``"constant"``, ``"gaussian"``}
+ How to blend output of overlapping windows. Defaults to ``"constant"``.
+
+ - ``"constant``": gives equal weight to all predictions.
+ - ``"gaussian``": gives less weight to predictions on edges of windows.
+
+ sigma_scale: the standard deviation coefficient of the Gaussian window when `mode` is ``"gaussian"``.
+ Default: 0.125. Actual window sigma is ``sigma_scale`` * ``dim_size``.
+ When sigma_scale is a sequence of floats, the values denote sigma_scale at the corresponding
+ spatial dimensions.
+ padding_mode: {``"constant"``, ``"reflect"``, ``"replicate"``, ``"circular"``}
+ Padding mode for ``inputs``, when ``roi_size`` is larger than inputs. Defaults to ``"constant"``
+ See also: https://pytorch.org/docs/stable/generated/torch.nn.functional.pad.html
+ cval: fill value for 'constant' padding mode. Default: 0
+ sw_device: device for the window data.
+ By default the device (and accordingly the memory) of the `inputs` is used.
+ Normally `sw_device` should be consistent with the device where `predictor` is defined.
+ device: device for the stitched output prediction.
+ By default the device (and accordingly the memory) of the `inputs` is used. If for example
+ set to device=torch.device('cpu') the gpu memory consumption is less and independent of the
+ `inputs` and `roi_size`. Output is on the `device`.
+ progress: whether to print a `tqdm` progress bar.
+ roi_weight_map: pre-computed (non-negative) weight map for each ROI.
+ If not given, and ``mode`` is not `constant`, this map will be computed on the fly.
+ args: optional args to be passed to ``predictor``.
+ kwargs: optional keyword args to be passed to ``predictor``.
+
+ Note:
+ - input must be channel-first and have a batch dim, supports N-D sliding window.
+
+ """
+ print('sliding window inference for ROI')
+ text = kwargs['text']
+ use_box = kwargs['use_box']
+ use_point = kwargs['use_point']
+ logits_global_single = kwargs['logits_global_single']
+ assert not (use_box and use_point)
+ compute_dtype = inputs.dtype
+ num_spatial_dims = len(inputs.shape) - 2
+ if overlap < 0 or overlap >= 1:
+ raise ValueError("overlap must be >= 0 and < 1.")
+
+ # determine image spatial size and batch size
+ # Note: all input images must have the same image size and batch size
+ batch_size, _, *image_size_ = inputs.shape
+
+ if device is None:
+ device = inputs.device
+ if sw_device is None:
+ sw_device = inputs.device
+
+ roi_size = fall_back_tuple(roi_size, image_size_)
+ # in case that image size is smaller than roi size
+ image_size = tuple(max(image_size_[i], roi_size[i]) for i in range(num_spatial_dims))
+ pad_size = []
+ for k in range(len(inputs.shape) - 1, 1, -1):
+ diff = max(roi_size[k - 2] - inputs.shape[k], 0)
+ half = diff // 2
+ pad_size.extend([half, diff - half])
+ inputs = F.pad(inputs, pad=pad_size, mode=look_up_option(padding_mode, PytorchPadMode).value, value=cval)
+ #############
+ if use_point or use_box:
+ binary_prompt_map, global_preds = prompt_reflection
+ global_preds = F.pad(global_preds, pad=pad_size, mode=look_up_option(padding_mode, PytorchPadMode).value, value=cval)
+ #############
+ scan_interval = _get_scan_interval(image_size, roi_size, num_spatial_dims, overlap)
+
+ # Store all slices in list
+ slices = dense_patch_slices(image_size, roi_size, scan_interval)
+ num_win = len(slices) # number of windows per image
+ total_slices = num_win * batch_size # total number of windows
+ if total_slices > 10:
+ return logits_global_single
+
+ # Create window-level importance map
+ valid_patch_size = get_valid_patch_size(image_size, roi_size)
+ if valid_patch_size == roi_size and (roi_weight_map is not None):
+ importance_map = roi_weight_map
+ else:
+ try:
+ importance_map = compute_importance_map(valid_patch_size, mode=mode, sigma_scale=sigma_scale, device=device)
+ except BaseException as e:
+ raise RuntimeError(
+ "Seems to be OOM. Please try smaller patch size or mode='constant' instead of mode='gaussian'."
+ ) from e
+ importance_map = convert_data_type(importance_map, torch.Tensor, device, compute_dtype)[0] # type: ignore
+ # handle non-positive weights
+ min_non_zero = max(importance_map[importance_map != 0].min().item(), 1e-3)
+ importance_map = torch.clamp(importance_map.to(torch.float32), min=min_non_zero).to(compute_dtype)
+
+ # Perform predictions
+ dict_key, output_image_list, count_map_list = None, [], []
+ _initialized_ss = -1
+ is_tensor_output = True # whether the predictor's output is a tensor (instead of dict/tuple)
+
+ # for each patch
+
+ for slice_g in tqdm(range(0, total_slices, sw_batch_size)) if progress else range(0, total_slices, sw_batch_size):
+ # my_bar.progress(float(slice_g/total_slices), text=progress_text)
+ st.write(f'zoom in inference {slice_g/total_slices*100.0:.2f}%')
+ slice_range = range(slice_g, min(slice_g + sw_batch_size, total_slices))
+ unravel_slice = [
+ [slice(int(idx / num_win), int(idx / num_win) + 1), slice(None)] + list(slices[idx % num_win])
+ for idx in slice_range
+ ]
+ window_data = torch.cat([inputs[win_slice] for win_slice in unravel_slice]).to(sw_device)
+ #############
+
+ boxes = None
+ points = None
+ if use_point:
+ window_binary_prompt_map = torch.cat([binary_prompt_map[win_slice] for win_slice in unravel_slice]).to(sw_device)
+ point, point_label = select_points(window_binary_prompt_map.squeeze())
+ points = (point.unsqueeze(0).float(), point_label.unsqueeze(0).float())
+ pseudo_label = torch.cat([global_preds[win_slice] for win_slice in unravel_slice]).to(sw_device)
+ boxes = generate_box(pseudo_label.squeeze()).unsqueeze(0).float()
+ if use_box:
+ if num_win == 1:
+ window_binary_prompt_map = torch.cat([binary_prompt_map[win_slice] for win_slice in unravel_slice]).to(sw_device)
+ boxes = generate_box(window_binary_prompt_map.squeeze()).unsqueeze(0).float()
+ else:
+ pseudo_label = torch.cat([global_preds[win_slice] for win_slice in unravel_slice]).to(sw_device)
+ boxes = generate_box(pseudo_label.squeeze()).unsqueeze(0).float()
+ seg_prob_out = predictor(window_data, text, boxes, points) # batched patch segmentation
+ #############
+ # convert seg_prob_out to tuple seg_prob_tuple, this does not allocate new memory.
+ seg_prob_tuple: Tuple[torch.Tensor, ...]
+ if isinstance(seg_prob_out, torch.Tensor):
+ seg_prob_tuple = (seg_prob_out,)
+ elif isinstance(seg_prob_out, Mapping):
+ if dict_key is None:
+ dict_key = sorted(seg_prob_out.keys()) # track predictor's output keys
+ seg_prob_tuple = tuple(seg_prob_out[k] for k in dict_key)
+ is_tensor_output = False
+ else:
+ seg_prob_tuple = ensure_tuple(seg_prob_out)
+ is_tensor_output = False
+
+ # for each output in multi-output list
+ for ss, seg_prob in enumerate(seg_prob_tuple):
+ seg_prob = seg_prob.to(device) # BxCxMxNxP or BxCxMxN
+
+ # compute zoom scale: out_roi_size/in_roi_size
+ zoom_scale = []
+ for axis, (img_s_i, out_w_i, in_w_i) in enumerate(
+ zip(image_size, seg_prob.shape[2:], window_data.shape[2:])
+ ):
+ _scale = out_w_i / float(in_w_i)
+ if not (img_s_i * _scale).is_integer():
+ warnings.warn(
+ f"For spatial axis: {axis}, output[{ss}] will have non-integer shape. Spatial "
+ f"zoom_scale between output[{ss}] and input is {_scale}. Please pad inputs."
+ )
+ zoom_scale.append(_scale)
+
+ if _initialized_ss < ss: # init. the ss-th buffer at the first iteration
+ # construct multi-resolution outputs
+ output_classes = seg_prob.shape[1]
+ output_shape = [batch_size, output_classes] + [
+ int(image_size_d * zoom_scale_d) for image_size_d, zoom_scale_d in zip(image_size, zoom_scale)
+ ]
+ # allocate memory to store the full output and the count for overlapping parts
+ output_image_list.append(torch.zeros(output_shape, dtype=compute_dtype, device=device))
+ count_map_list.append(torch.zeros([1, 1] + output_shape[2:], dtype=compute_dtype, device=device))
+ _initialized_ss += 1
+
+ # resizing the importance_map
+ resizer = Resize(spatial_size=seg_prob.shape[2:], mode="nearest", anti_aliasing=False)
+
+ # store the result in the proper location of the full output. Apply weights from importance map.
+ for idx, original_idx in zip(slice_range, unravel_slice):
+ # zoom roi
+ original_idx_zoom = list(original_idx) # 4D for 2D image, 5D for 3D image
+ for axis in range(2, len(original_idx_zoom)):
+ zoomed_start = original_idx[axis].start * zoom_scale[axis - 2]
+ zoomed_end = original_idx[axis].stop * zoom_scale[axis - 2]
+ if not zoomed_start.is_integer() or (not zoomed_end.is_integer()):
+ warnings.warn(
+ f"For axis-{axis-2} of output[{ss}], the output roi range is not int. "
+ f"Input roi range is ({original_idx[axis].start}, {original_idx[axis].stop}). "
+ f"Spatial zoom_scale between output[{ss}] and input is {zoom_scale[axis - 2]}. "
+ f"Corresponding output roi range is ({zoomed_start}, {zoomed_end}).\n"
+ f"Please change overlap ({overlap}) or roi_size ({roi_size[axis-2]}) for axis-{axis-2}. "
+ "Tips: if overlap*roi_size*zoom_scale is an integer, it usually works."
+ )
+ original_idx_zoom[axis] = slice(int(zoomed_start), int(zoomed_end), None)
+ importance_map_zoom = resizer(importance_map.unsqueeze(0))[0].to(compute_dtype)
+ # store results and weights
+ output_image_list[ss][original_idx_zoom] += importance_map_zoom * seg_prob[idx - slice_g]
+ count_map_list[ss][original_idx_zoom] += (
+ importance_map_zoom.unsqueeze(0).unsqueeze(0).expand(count_map_list[ss][original_idx_zoom].shape)
+ )
+ # account for any overlapping sections
+ for ss in range(len(output_image_list)):
+ output_image_list[ss] = (output_image_list[ss] / count_map_list.pop(0)).to(compute_dtype)
+
+ # remove padding if image_size smaller than roi_size
+ for ss, output_i in enumerate(output_image_list):
+ if torch.isnan(output_i).any() or torch.isinf(output_i).any():
+ warnings.warn("Sliding window inference results contain NaN or Inf.")
+
+ zoom_scale = [
+ seg_prob_map_shape_d / roi_size_d for seg_prob_map_shape_d, roi_size_d in zip(output_i.shape[2:], roi_size)
+ ]
+
+ final_slicing: List[slice] = []
+ for sp in range(num_spatial_dims):
+ slice_dim = slice(pad_size[sp * 2], image_size_[num_spatial_dims - sp - 1] + pad_size[sp * 2])
+ slice_dim = slice(
+ int(round(slice_dim.start * zoom_scale[num_spatial_dims - sp - 1])),
+ int(round(slice_dim.stop * zoom_scale[num_spatial_dims - sp - 1])),
+ )
+ final_slicing.insert(0, slice_dim)
+ while len(final_slicing) < len(output_i.shape):
+ final_slicing.insert(0, slice(None))
+ output_image_list[ss] = output_i[final_slicing]
+
+ if dict_key is not None: # if output of predictor is a dict
+ final_output = dict(zip(dict_key, output_image_list))
+ else:
+ final_output = tuple(output_image_list) # type: ignore
+ return final_output[0] if is_tensor_output else final_output # type: ignore
+
+
+def _get_scan_interval(
+ image_size: Sequence[int], roi_size: Sequence[int], num_spatial_dims: int, overlap: float
+) -> Tuple[int, ...]:
+ """
+ Compute scan interval according to the image size, roi size and overlap.
+ Scan interval will be `int((1 - overlap) * roi_size)`, if interval is 0,
+ use 1 instead to make sure sliding window works.
+
+ """
+ if len(image_size) != num_spatial_dims:
+ raise ValueError("image coord different from spatial dims.")
+ if len(roi_size) != num_spatial_dims:
+ raise ValueError("roi coord different from spatial dims.")
+
+ scan_interval = []
+ for i in range(num_spatial_dims):
+ if roi_size[i] == image_size[i]:
+ scan_interval.append(int(roi_size[i]))
+ else:
+ interval = int(roi_size[i] * (1 - overlap))
+ scan_interval.append(interval if interval > 0 else 1)
+ return tuple(scan_interval)
+
+
+def generate_box(pred_pre, bbox_shift=None):
+ meaning_post_label = pred_pre # [h, w, d]
+ ones_idx = (meaning_post_label > 0).nonzero(as_tuple=True)
+ if all(tensor.nelement() == 0 for tensor in ones_idx):
+ bboxes = torch.tensor([-1,-1,-1,-1,-1,-1])
+ # print(bboxes, bboxes.shape)
+ return bboxes
+ min_coords = [dim.min() for dim in ones_idx] # [x_min, y_min, z_min]
+ max_coords = [dim.max() for dim in ones_idx] # [x_max, y_max, z_max]
+
+
+ if bbox_shift is None:
+ corner_min = []
+ corner_max = []
+ shape = meaning_post_label.shape
+ for coor in min_coords:
+ coor_ = max(0, coor)
+ corner_min.append(coor_)
+ for idx, coor in enumerate(max_coords):
+ coor_ = min(shape[idx], coor)
+ corner_max.append(coor_)
+ corner_min = torch.tensor(corner_min)
+ corner_max = torch.tensor(corner_max)
+ return torch.cat((corner_min, corner_max), dim=0)
+ else:
+ # add perturbation to bounding box coordinates
+ corner_min = []
+ corner_max = []
+ shape = meaning_post_label.shape
+ for coor in min_coords:
+ coor_ = max(0, coor + random.randint(-bbox_shift, bbox_shift))
+ corner_min.append(coor_)
+ for idx, coor in enumerate(max_coords):
+ coor_ = min(shape[idx], coor + random.randint(-bbox_shift, bbox_shift))
+ corner_max.append(coor_)
+ corner_min = torch.tensor(corner_min)
+ corner_max = torch.tensor(corner_max)
+ return torch.cat((corner_min, corner_max), dim=0)
+
+
+def select_points(preds, num_positive_extra=4, num_negative_extra=0, fix_extra_point_num=None):
+ spacial_dim = 3
+ points = torch.zeros((0, 3))
+ labels = torch.zeros((0))
+ pos_thred = 0.9
+ neg_thred = 0.1
+
+ # get pos/net indices
+ positive_indices = torch.nonzero(preds > pos_thred, as_tuple=True) # ([pos x], [pos y], [pos z])
+ negative_indices = torch.nonzero(preds < neg_thred, as_tuple=True)
+
+ ones_idx = (preds > pos_thred).nonzero(as_tuple=True)
+ if all(tmp.nelement() == 0 for tmp in ones_idx):
+ # all neg
+ num_positive_extra = 0
+ selected_positive_point = torch.tensor([-1,-1,-1]).unsqueeze(dim=0)
+ points = torch.cat((points, selected_positive_point), dim=0)
+ labels = torch.cat((labels, torch.tensor([-1]).reshape(1)))
+ else:
+ # random select a pos point
+ random_idx = torch.randint(len(positive_indices[0]), (1,))
+ selected_positive_point = torch.tensor([positive_indices[i][random_idx] for i in range(spacial_dim)]).unsqueeze(dim=0)
+ points = torch.cat((points, selected_positive_point), dim=0)
+ labels = torch.cat((labels, torch.ones((1))))
+
+ if num_positive_extra > 0:
+ pos_idx_list = torch.randperm(len(positive_indices[0]))[:num_positive_extra]
+ extra_positive_points = []
+ for pos_idx in pos_idx_list:
+ extra_positive_points.append([positive_indices[i][pos_idx] for i in range(spacial_dim)])
+ extra_positive_points = torch.tensor(extra_positive_points).reshape(-1, 3)
+ points = torch.cat((points, extra_positive_points), dim=0)
+ labels = torch.cat((labels, torch.ones((extra_positive_points.shape[0]))))
+
+ if num_negative_extra > 0:
+ neg_idx_list = torch.randperm(len(negative_indices[0]))[:num_negative_extra]
+ extra_negative_points = []
+ for neg_idx in neg_idx_list:
+ extra_negative_points.append([negative_indices[i][neg_idx] for i in range(spacial_dim)])
+ extra_negative_points = torch.tensor(extra_negative_points).reshape(-1, 3)
+ points = torch.cat((points, extra_negative_points), dim=0)
+ labels = torch.cat((labels, torch.zeros((extra_negative_points.shape[0]))))
+ # print('extra_negative_points ', extra_negative_points, extra_negative_points.shape)
+ # print('==> points ', points.shape, labels)
+
+ if fix_extra_point_num is None:
+ left_point_num = num_positive_extra + num_negative_extra + 1 - labels.shape[0]
+ else:
+ left_point_num = fix_extra_point_num + 1 - labels.shape[0]
+
+ for _ in range(left_point_num):
+ ignore_point = torch.tensor([-1,-1,-1]).unsqueeze(dim=0)
+ points = torch.cat((points, ignore_point), dim=0)
+ labels = torch.cat((labels, torch.tensor([-1]).reshape(1)))
+
+ return (points, labels)
diff --git a/model/utils/visualize.py b/model/utils/visualize.py
new file mode 100644
index 0000000000000000000000000000000000000000..a4a6342665225e39886eaea5513a648273629420
--- /dev/null
+++ b/model/utils/visualize.py
@@ -0,0 +1,91 @@
+import numpy as np
+import matplotlib.pyplot as plt
+from PIL import Image, ImageDraw
+import os
+import torch
+import monai.transforms as transforms
+
+def draw_result(category, image, bboxes, points, logits, gt3D):
+ zoom_out_transform = transforms.Compose([
+ transforms.AddChanneld(keys=["image", "label", "logits"]),
+ transforms.Resized(keys=["image", "label", "logits"], spatial_size=(32,256,256), mode='nearest-exact')
+ ])
+ print(image.shape, gt3D.shape, logits.shape)
+ image = image[0,0]
+ post_item = zoom_out_transform({
+ 'image': image,
+ 'label': gt3D,
+ 'logits': logits
+ })
+ image, gt3D, logits = post_item['image'][0], post_item['label'][0], post_item['logits'][0]
+ preds = torch.sigmoid(logits)
+ preds = (preds > 0.5).int()
+
+ root_dir=os.path.join(f'./fig_examples/{category}/')
+
+ if not os.path.exists(root_dir):
+ os.makedirs(root_dir)
+ if bboxes is not None:
+ x1, y1, z1, x2, y2, z2 = bboxes[0].cpu().numpy()
+ if points is not None:
+ points = (points[0].cpu().numpy(), points[1].cpu().numpy())
+ points_ax = points[0] # [n, 3]
+ points_label = points[1] # [n]
+ # print(points_ax.shape, points_label.shape)
+
+ for j in range(image.shape[0]):
+ img_2d = image[j, :, :].detach().cpu().numpy()
+ preds_2d = preds[j, :, :].detach().cpu().numpy()
+ label_2d = gt3D[j, :, :].detach().cpu().numpy()
+ # if np.sum(label_2d) == 0 and np.sum(preds_2d) == 0:
+ # continue
+
+ # orginal img
+ fig, (ax1, ax2, ax3) = plt.subplots(1, 3)
+ ax1.imshow(img_2d, cmap='gray')
+ ax1.set_title('Image with prompt')
+ ax1.axis('off')
+
+ # gt
+ ax2.imshow(img_2d, cmap='gray')
+ show_mask(label_2d, ax2)
+ ax2.set_title('Ground truth')
+ ax2.axis('off')
+
+ # preds
+ ax3.imshow(img_2d, cmap='gray')
+ show_mask(preds_2d, ax3)
+ ax3.set_title('Prediction')
+ ax3.axis('off')
+
+ # boxes
+ if bboxes is not None:
+ if j >= x1 and j <= x2:
+ show_box((z1, y1, z2, y2), ax1)
+ # points
+ if points is not None:
+ for point_idx in range(points_label.shape[0]):
+ point = points_ax[point_idx]
+ label = points_label[point_idx] # [1]
+ if j == point[0]:
+ show_points(point, label, ax1)
+
+ fig.subplots_adjust(left=0, right=1, bottom=0, top=1, wspace=0, hspace=0)
+ plt.savefig(os.path.join(root_dir, f'{category}_{j}.png'), bbox_inches='tight')
+ plt.close()
+
+def show_mask(mask, ax):
+ color = np.array([251/255, 252/255, 30/255, 0.6])
+ h, w = mask.shape[-2:]
+ mask_image = mask.reshape(h, w, 1) * color.reshape(1, 1, -1)
+ ax.imshow(mask_image, alpha=0.35)
+
+def show_box(box, ax):
+ x0, y0 = box[0], box[1]
+ w, h = box[2] - box[0], box[3] - box[1]
+ ax.add_patch(plt.Rectangle((x0, y0), w, h, edgecolor='blue', facecolor=(0,0,0,0), lw=2))
+
+def show_points(points_ax, points_label, ax):
+ print('draw point')
+ color = 'red' if points_label == 0 else 'blue'
+ ax.scatter(points_ax[2], points_ax[1], c=color, marker='o', s=200)
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c39f907d83334ea652f54c7015d6f20fb922655a
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,144 @@
+absl-py==2.0.0
+alembic==1.12.1
+altair==5.2.0
+attrs==23.1.0
+beautifulsoup4==4.12.2
+blinker==1.7.0
+Brotli==1.0.9
+cachetools==5.3.2
+certifi==2023.11.17
+cffi==1.15.1
+charset-normalizer==2.0.4
+click==8.1.7
+cloudpickle==2.2.1
+contourpy==1.2.0
+cryptography==41.0.3
+cucim==23.10.0
+cycler==0.12.1
+databricks-cli==0.18.0
+docker==6.1.3
+einops==0.6.1
+entrypoints==0.4
+filelock==3.13.1
+fire==0.5.0
+Flask==3.0.0
+fonttools==4.45.1
+fsspec==2023.10.0
+gdown==4.7.1
+gitdb==4.0.11
+GitPython==3.1.40
+google-auth==2.23.4
+google-auth-oauthlib==1.1.0
+greenlet==3.0.1
+grpcio==1.59.3
+gunicorn==21.2.0
+huggingface-hub==0.19.4
+idna==3.4
+imagecodecs==2023.9.18
+imageio==2.33.0
+importlib-metadata==6.8.0
+importlib-resources==6.1.1
+itk==5.3.0
+itk-core==5.3.0
+itk-filtering==5.3.0
+itk-io==5.3.0
+itk-numerics==5.3.0
+itk-registration==5.3.0
+itk-segmentation==5.3.0
+itsdangerous==2.1.2
+Jinja2==3.1.2
+joblib==1.3.2
+jsonschema==4.20.0
+jsonschema-specifications==2023.11.1
+kiwisolver==1.4.5
+lazy_loader==0.3
+lmdb==1.4.1
+Mako==1.3.0
+Markdown==3.5.1
+markdown-it-py==3.0.0
+MarkupSafe==2.1.3
+matplotlib==3.8.2
+mdurl
+mkl-fft
+mkl-random
+mkl-service
+mlflow
+monai==0.9.0
+networkx==3.2.1
+nibabel==5.1.0
+nptyping==2.5.0
+numpy==1.24.3
+oauthlib==3.2.2
+olefile==0.46
+openslide-python==1.1.2
+packaging==23.2
+pandas==2.1.3
+Pillow==10.1.0
+pip==23.3.1
+protobuf==4.23.4
+psutil==5.9.6
+pyarrow==14.0.1
+pyasn1==0.5.1
+pyasn1-modules==0.3.0
+pycparser==2.21
+pydeck==0.8.1b0
+Pygments==2.17.2
+PyJWT==2.8.0
+pynrrd==1.0.0
+pyOpenSSL==23.2.0
+pyparsing==3.1.1
+PySocks==1.7.1
+python-dateutil==2.8.2
+pytorch-ignite==0.4.8
+pytz==2023.3.post1
+PyYAML==6.0.1
+querystring-parser==1.2.4
+referencing==0.31.1
+regex==2023.10.3
+requests==2.31.0
+requests-oauthlib==1.3.1
+rich==13.7.0
+rpds-py==0.13.2
+rsa==4.9
+sacremoses==0.1.1
+safetensors==0.4.1
+scikit-image==0.22.0
+scikit-learn==1.3.2
+scipy==1.11.4
+setuptools==68.0.0
+six==1.16.0
+smmap==5.0.1
+soupsieve==2.5
+SQLAlchemy==2.0.23
+sqlparse==0.4.4
+streamlit==1.28.2
+streamlit-cropper==0.2.2
+streamlit-drawable-canvas==0.9.3
+streamlit-image-coordinates==0.1.6
+tabulate==0.9.0
+tenacity==8.2.3
+tensorboard==2.15.1
+tensorboard-data-server==0.7.2
+tensorboardX==2.6.2.2
+termcolor==2.3.0
+threadpoolctl==3.2.0
+tifffile==2023.9.26
+tokenizers==0.12.1
+toml==0.10.2
+toolz==0.12.0
+torch==1.11.0
+torchaudio==0.11.0
+torchvision==0.12.0
+tornado==6.4
+tqdm==4.66.1
+transformers==4.18.0
+typing_extensions==4.7.1
+tzdata==2023.3
+tzlocal==5.2
+urllib3==1.26.18
+validators==0.22.0
+watchdog==3.0.0
+websocket-client==1.6.4
+Werkzeug==3.0.1
+wheel==0.41.2
+zipp==3.17.0
diff --git a/utils.py b/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..23d515339edb0b9ed4a62a9f896e719614e9a056
--- /dev/null
+++ b/utils.py
@@ -0,0 +1,130 @@
+import matplotlib.pyplot as plt
+import numpy as np
+from PIL import Image, ImageEnhance, ImageDraw
+import torch
+import streamlit as st
+from model.inference_cpu import inference_case
+
+initial_rectangle = {
+ "version": "4.4.0",
+ 'objects': [
+ {
+ "type": "rect",
+ "version": "4.4.0",
+ "originX": "left",
+ "originY": "top",
+ "left": 50,
+ "top": 50,
+ "width": 100,
+ "height": 100,
+ 'fill': 'rgba(255, 165, 0, 0.3)',
+ 'stroke': '#2909F1',
+ 'strokeWidth': 3,
+ 'strokeDashArray': None,
+ 'strokeLineCap': 'butt',
+ 'strokeDashOffset': 0,
+ 'strokeLineJoin': 'miter',
+ 'strokeUniform': True,
+ 'strokeMiterLimit': 4,
+ 'scaleX': 1,
+ 'scaleY': 1,
+ 'angle': 0,
+ 'flipX': False,
+ 'flipY': False,
+ 'opacity': 1,
+ 'shadow': None,
+ 'visible': True,
+ 'backgroundColor': '',
+ 'fillRule':
+ 'nonzero',
+ 'paintFirst':
+ 'fill',
+ 'globalCompositeOperation': 'source-over',
+ 'skewX': 0,
+ 'skewY': 0,
+ 'rx': 0,
+ 'ry': 0
+ }
+ ]
+}
+
+def run():
+ image = st.session_state.data_item["image"].float()
+ image_zoom_out = st.session_state.data_item["zoom_out_image"].float()
+ text_prompt = None
+ point_prompt = None
+ box_prompt = None
+ if st.session_state.use_text_prompt:
+ text_prompt = st.session_state.text_prompt
+ if st.session_state.use_point_prompt and len(st.session_state.points) > 0:
+ point_prompt = reflect_points_into_model(st.session_state.points)
+ if st.session_state.use_box_prompt:
+ box_prompt = reflect_box_into_model(st.session_state.rectangle_3Dbox)
+ inference_case.clear()
+ st.session_state.preds_3D = inference_case(image, image_zoom_out,
+ text_prompt=text_prompt,
+ _point_prompt=point_prompt,
+ _box_prompt=box_prompt)
+
+def reflect_box_into_model(box_3d):
+ z1, y1, x1, z2, y2, x2 = box_3d
+ x1_prompt = int(x1 * 256.0 / 325.0)
+ y1_prompt = int(y1 * 256.0 / 325.0)
+ z1_prompt = int(z1 * 32.0 / 325.0)
+ x2_prompt = int(x2 * 256.0 / 325.0)
+ y2_prompt = int(y2 * 256.0 / 325.0)
+ z2_prompt = int(z2 * 32.0 / 325.0)
+ return torch.tensor(np.array([z1_prompt, y1_prompt, x1_prompt, z2_prompt, y2_prompt, x2_prompt]))
+
+def reflect_json_data_to_3D_box(json_data, view):
+ if view == 'xy':
+ st.session_state.rectangle_3Dbox[1] = json_data['objects'][0]['top']
+ st.session_state.rectangle_3Dbox[2] = json_data['objects'][0]['left']
+ st.session_state.rectangle_3Dbox[4] = json_data['objects'][0]['top'] + json_data['objects'][0]['height'] * json_data['objects'][0]['scaleY']
+ st.session_state.rectangle_3Dbox[5] = json_data['objects'][0]['left'] + json_data['objects'][0]['width'] * json_data['objects'][0]['scaleX']
+ print(st.session_state.rectangle_3Dbox)
+
+def reflect_points_into_model(points):
+ points_prompt_list = []
+ for point in points:
+ z, y, x = point
+ x_prompt = int(x * 256.0 / 325.0)
+ y_prompt = int(y * 256.0 / 325.0)
+ z_prompt = int(z * 32.0 / 325.0)
+ points_prompt_list.append([z_prompt, y_prompt, x_prompt])
+ points_prompt = np.array(points_prompt_list)
+ points_label = np.ones(points_prompt.shape[0])
+ print(points_prompt, points_label)
+ return (torch.tensor(points_prompt), torch.tensor(points_label))
+
+def show_points(points_ax, points_label, ax):
+ color = 'red' if points_label == 0 else 'blue'
+ ax.scatter(points_ax[0], points_ax[1], c=color, marker='o', s=200)
+
+def make_fig(image, preds, point_axs=None, current_idx=None, view=None):
+ # Convert A to an image
+ image = Image.fromarray((image * 255).astype(np.uint8)).convert("RGB")
+ enhancer = ImageEnhance.Contrast(image)
+ image = enhancer.enhance(2.0)
+
+ # Create a yellow mask from B
+ if preds is not None:
+ mask = np.where(preds == 1, 255, 0).astype(np.uint8)
+ mask = Image.merge("RGB",
+ (Image.fromarray(mask),
+ Image.fromarray(mask),
+ Image.fromarray(np.zeros_like(mask, dtype=np.uint8))))
+
+ # Overlay the mask on the image
+ image = Image.blend(image.convert("RGB"), mask, alpha=st.session_state.transparency)
+
+ if point_axs is not None:
+ draw = ImageDraw.Draw(image)
+ radius = 5
+ for point in point_axs:
+ z, y, x = point
+ if view == 'xy' and z == current_idx:
+ draw.ellipse((x-radius, y-radius, x+radius, y+radius), fill="blue")
+ elif view == 'xz'and y == current_idx:
+ draw.ellipse((x-radius, z-radius, x+radius, z+radius), fill="blue")
+ return image
\ No newline at end of file