diff --git a/README.md b/README.md
index 4c482a4df3ab90b98e77120f27a4ec779ac1e840..4b393ce20a455a606fbc5d9e81515f09f18005ea 100644
--- a/README.md
+++ b/README.md
@@ -1,13 +1,12 @@
---
title: SegVol
-emoji: 🏢
-colorFrom: indigo
-colorTo: blue
+emoji: 📈
+colorFrom: gray
+colorTo: red
sdk: streamlit
-sdk_version: 1.28.2
+sdk_version: 1.29.0
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
deleted file mode 100644
index 6676a1c05d90c102b16920341ddec4f1bb314832..0000000000000000000000000000000000000000
--- a/SegVol_v1.pth
+++ /dev/null
@@ -1,3 +0,0 @@
-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
deleted file mode 100644
index 80bc65ea3a2d1455a88b2ef736119fcf1256d1d0..0000000000000000000000000000000000000000
Binary files a/__pycache__/utils.cpython-39.pyc and /dev/null differ
diff --git a/app.py b/app.py
deleted file mode 100644
index 80eaf85437438ebf38affc94456d883178768d7d..0000000000000000000000000000000000000000
--- a/app.py
+++ /dev/null
@@ -1,339 +0,0 @@
-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
-import nibabel as nib
-import tempfile
-
-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
- st.session_state.preds_3D_ori = 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
- st.session_state.preds_3D_ori = 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))
- st.session_state.enforce_zoom = st.checkbox('Enforce zoom-out-zoom-in')
-
-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.session_state.preds_3D_ori = None
- st.rerun()
-
-with col2:
- img_nii = None
- if st.session_state.preds_3D_ori is not None and st.session_state.data_item is not None:
- meta_dict = st.session_state.data_item['meta']
- foreground_start_coord = st.session_state.data_item['foreground_start_coord']
- foreground_end_coord = st.session_state.data_item['foreground_end_coord']
- original_shape = st.session_state.data_item['ori_shape']
- pred_array = st.session_state.preds_3D_ori
- original_array = np.zeros(original_shape)
- original_array[foreground_start_coord[0]:foreground_end_coord[0],
- foreground_start_coord[1]:foreground_end_coord[1],
- foreground_start_coord[2]:foreground_end_coord[2]] = pred_array
-
- original_array = original_array.transpose(2, 1, 0)
- img_nii = nib.Nifti1Image(original_array, affine=meta_dict['affine'])
-
- with tempfile.NamedTemporaryFile(suffix=".nii.gz") as tmpfile:
- nib.save(img_nii, tmpfile.name)
- with open(tmpfile.name, "rb") as f:
- bytes_data = f.read()
- st.download_button(
- label="Download result(.nii.gz)",
- data=bytes_data,
- file_name="segvol_preds.nii.gz",
- mime="application/octet-stream",
- disabled=img_nii is None
- )
-
-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 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
deleted file mode 100644
index 046bedb384179804fa1676f29edee7eef6756969..0000000000000000000000000000000000000000
--- a/model/LICENSE
+++ /dev/null
@@ -1,21 +0,0 @@
-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
deleted file mode 100644
index 0ef6f5638f174463072799e9ea537786a176b352..0000000000000000000000000000000000000000
--- a/model/README.md
+++ /dev/null
@@ -1,74 +0,0 @@
-# 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
-
-
-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.
-
-
-
-
diff --git a/model/__pycache__/inference_cpu.cpython-39.pyc b/model/__pycache__/inference_cpu.cpython-39.pyc
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diff --git a/model/asset/FLARE22_Tr_0002_0000.nii.gz b/model/asset/FLARE22_Tr_0002_0000.nii.gz
deleted file mode 100644
index 87aff949327a80155c36b186171073baa850ee85..0000000000000000000000000000000000000000
--- a/model/asset/FLARE22_Tr_0002_0000.nii.gz
+++ /dev/null
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diff --git a/model/asset/FLARE22_Tr_0005_0000.nii.gz b/model/asset/FLARE22_Tr_0005_0000.nii.gz
deleted file mode 100644
index 8afbd6ad329c179a2f711a14d63c2b602c98deaf..0000000000000000000000000000000000000000
--- a/model/asset/FLARE22_Tr_0005_0000.nii.gz
+++ /dev/null
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-version https://git-lfs.github.com/spec/v1
-oid sha256:2be5019bfc7e805d5e24785bcd44ffe7720e13e38b2a3124ad25b454811b221c
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--- a/model/asset/FLARE22_Tr_0034_0000.nii.gz
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-version https://git-lfs.github.com/spec/v1
-oid sha256:023c5d06ea2a6c8866c1e214ecee06a4447a8d0c50225142cdfdbbccc2bf8c66
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deleted file mode 100644
index 91d9f76eeb94460e63f6f02bb4478d09e1da1b2b..0000000000000000000000000000000000000000
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diff --git a/model/asset/model.png b/model/asset/model.png
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diff --git a/model/config/clip/config.json b/model/config/clip/config.json
deleted file mode 100644
index a2a88b96561196777ca173b15309ea859f4d2ce0..0000000000000000000000000000000000000000
--- a/model/config/clip/config.json
+++ /dev/null
@@ -1,157 +0,0 @@
-{
- "_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,
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- "chunk_size_feed_forward": 0,
- "cross_attention_hidden_size": null,
- "decoder_start_token_id": null,
- "diversity_penalty": 0.0,
- "do_sample": false,
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- "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,
- "hidden_act": "quick_gelu",
- "hidden_size": 512,
- "id2label": {
- "0": "LABEL_0",
- "1": "LABEL_1"
- },
- "initializer_factor": 1.0,
- "initializer_range": 0.02,
- "intermediate_size": 2048,
- "is_decoder": false,
- "is_encoder_decoder": false,
- "label2id": {
- "LABEL_0": 0,
- "LABEL_1": 1
- },
- "layer_norm_eps": 1e-05,
- "length_penalty": 1.0,
- "max_length": 20,
- "max_position_embeddings": 77,
- "min_length": 0,
- "model_type": "clip_text_model",
- "no_repeat_ngram_size": 0,
- "num_attention_heads": 8,
- "num_beam_groups": 1,
- "num_beams": 1,
- "num_hidden_layers": 12,
- "num_return_sequences": 1,
- "output_attentions": false,
- "output_hidden_states": false,
- "output_scores": false,
- "pad_token_id": 1,
- "prefix": null,
- "projection_dim": 512,
- "problem_type": null,
- "pruned_heads": {},
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- "return_dict": true,
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- "temperature": 1.0,
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- "top_p": 1.0,
- "torch_dtype": null,
- "torchscript": false,
- "transformers_version": "4.16.0.dev0",
- "use_bfloat16": false,
- "vocab_size": 49408
- },
- "text_config_dict": null,
- "transformers_version": null,
- "vision_config": {
- "_name_or_path": "",
- "add_cross_attention": false,
- "architectures": null,
- "attention_dropout": 0.0,
- "bad_words_ids": null,
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- "chunk_size_feed_forward": 0,
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- "decoder_start_token_id": null,
- "diversity_penalty": 0.0,
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- "eos_token_id": null,
- "finetuning_task": null,
- "forced_bos_token_id": null,
- "forced_eos_token_id": null,
- "hidden_act": "quick_gelu",
- "hidden_size": 768,
- "id2label": {
- "0": "LABEL_0",
- "1": "LABEL_1"
- },
- "image_size": 224,
- "initializer_factor": 1.0,
- "initializer_range": 0.02,
- "intermediate_size": 3072,
- "is_decoder": false,
- "is_encoder_decoder": false,
- "label2id": {
- "LABEL_0": 0,
- "LABEL_1": 1
- },
- "layer_norm_eps": 1e-05,
- "length_penalty": 1.0,
- "max_length": 20,
- "min_length": 0,
- "model_type": "clip_vision_model",
- "no_repeat_ngram_size": 0,
- "num_attention_heads": 12,
- "num_beam_groups": 1,
- "num_beams": 1,
- "num_hidden_layers": 12,
- "num_return_sequences": 1,
- "output_attentions": false,
- "output_hidden_states": false,
- "output_scores": false,
- "pad_token_id": null,
- "patch_size": 32,
- "prefix": null,
- "projection_dim" : 512,
- "problem_type": null,
- "pruned_heads": {},
- "remove_invalid_values": false,
- "repetition_penalty": 1.0,
- "return_dict": true,
- "return_dict_in_generate": false,
- "sep_token_id": null,
- "task_specific_params": null,
- "temperature": 1.0,
- "tie_encoder_decoder": false,
- "tie_word_embeddings": true,
- "tokenizer_class": null,
- "top_k": 50,
- "top_p": 1.0,
- "torch_dtype": null,
- "torchscript": false,
- "transformers_version": "4.16.0.dev0",
- "use_bfloat16": false
- },
- "vision_config_dict": null
-}
diff --git a/model/config/clip/special_tokens_map.json b/model/config/clip/special_tokens_map.json
deleted file mode 100644
index 9bfb42aa97dcd61e89f279ccaee988bccb4fabae..0000000000000000000000000000000000000000
--- a/model/config/clip/special_tokens_map.json
+++ /dev/null
@@ -1 +0,0 @@
-{"bos_token": {"content": "<|startoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "eos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "unk_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "pad_token": "<|endoftext|>"}
\ No newline at end of file
diff --git a/model/config/clip/tokenizer.json b/model/config/clip/tokenizer.json
deleted file mode 100644
index 564c0ebd5ce29c4ee4864004aee693deadd3128c..0000000000000000000000000000000000000000
--- a/model/config/clip/tokenizer.json
+++ /dev/null
@@ -1,98393 +0,0 @@
-{
- "version": "1.0",
- "truncation": null,
- "padding": null,
- "added_tokens": [
- {
- "id": 49406,
- "special": true,
- "content": "<|startoftext|>",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true
- },
- {
- "id": 49407,
- "special": true,
- "content": "<|endoftext|>",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": false
- }
- ],
- "normalizer": {
- "type": "Sequence",
- "normalizers": [
- {
- "type": "NFC"
- },
- {
- "type": "Replace",
- "pattern": {
- "Regex": "\\s+"
- },
- "content": " "
- },
- {
- "type": "Lowercase"
- }
- ]
- },
- "pre_tokenizer": {
- "type": "Sequence",
- "pretokenizers": [
- {
- "type": "Split",
- "pattern": {
- "Regex": "<\\|startoftext\\|>|<\\|endoftext\\|>|'s|'t|'re|'ve|'m|'ll|'d|[\\p{L}]+|[\\p{N}]|[^\\s\\p{L}\\p{N}]+"
- },
- "behavior": "Removed",
- "invert": true
- },
- {
- "type": "ByteLevel",
- "add_prefix_space": false,
- "trim_offsets": true
- }
- ]
- },
- "post_processor": {
- "type": "RobertaProcessing",
- "sep": [
- "<|endoftext|>",
- 49407
- ],
- "cls": [
- "<|startoftext|>",
- 49406
- ],
- "trim_offsets": false,
- "add_prefix_space": false
- },
- "decoder": {
- "type": "ByteLevel",
- "add_prefix_space": true,
- "trim_offsets": true
- },
- "model": {
- "type": "BPE",
- "dropout": null,
- "unk_token": "<|endoftext|>",
- "continuing_subword_prefix": "",
- "end_of_word_suffix": "",
- "fuse_unk": false,
- "vocab": {
- "!": 0,
- "\"": 1,
- "#": 2,
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- "ðŁĺ ĺ",
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- "summ er",
- "environ ment",
- "s ons",
- "ðŁĻ ı",
- "m ps",
- "gi es",
- "her oes",
- "t elling",
- "hen ry",
- "f en",
- "know ledge",
- "Ģ ï¸ı",
- "f r",
- "ne g",
- "u re",
- "ac king",
- "hear ts",
- "s oo",
- "hol lywood",
- "ju mp",
- "sau ce",
- "schedu le",
- "tur n",
- "yo ga",
- "cre ating",
- "c ket",
- "cre ek",
- "â Ń",
- "custom ers",
- "ma dri",
- "gu l",
- "asse mb",
- "moun t",
- "c ell",
- "to p",
- "st al",
- "dav is",
- "t wi",
- "sig n",
- "premi er",
- "iti ons",
- "he aring",
- "un k",
- "pati ents",
- "app ear",
- "heav en",
- "al ty",
- "doc tor",
- "a e",
- "plat form",
- "je ff",
- "ðŁĵ ·",
- "regi onal",
- "bi d",
- "box ing",
- "ex ten",
- "or ity",
- "a w",
- "w ise",
- "il le",
- "sever al",
- "bi e",
- "s itu",
- "sy ria",
- "âľ ħ",
- "remin der",
- "enter tain",
- "li on",
- "part ners",
- "in n",
- "ph ar",
- "f au",
- "pl s",
- "expe cted",
- "sug ar",
- "deci sion",
- "s b",
- "ch ron",
- "associ ation",
- "leav es",
- "vis ited",
- "sh ap",
- "ðŁĴ ĸ",
- "fur ther",
- "h ann",
- "w i",
- "run s",
- "l er",
- "fun ding",
- "fil led",
- ".. ....",
- "tin y",
- "han g",
- "or g",
- "co ol",
- "se min",
- "ðŁı Ĩ",
- "spon s",
- "nav y",
- "sa int",
- "dru g",
- "d al",
- "r oun",
- "co vered",
- "tra ditional",
- "invest ment",
- "de te",
- "al ism",
- "f low",
- "n is",
- "sun rise",
- "fe at",
- "f ted",
- "we ird",
- "je re",
- "ve gan",
- "medic ine",
- "an o",
- "ac cu",
- "deli very",
- "temp le",
- "chang ing",
- "wil son",
- "phili pp",
- "re fe",
- "n d",
- "is er",
- "g ay",
- "r and",
- "ati ves",
- "t ely",
- "p and",
- "intelli g",
- "g are",
- "am bas",
- "de mon",
- "commit tee",
- "strate gy",
- "refu ge",
- "bud get",
- "prote c",
- "pi er",
- "ex press",
- "nom in",
- "econom y",
- "al low",
- "ic on",
- "gal ax",
- "o h",
- "indi vi",
- "dem and",
- "vir gin",
- "lu ke",
- "ali sts",
- "man i",
- "s mi",
- "ju dge",
- "ent y",
- "mic hi",
- "resul t",
- "am ed",
- "spe aks",
- "' ,",
- "hou ston",
- "sh in",
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- "fl y",
- "ch em",
- "au to",
- "v as",
- "ge t",
- "ar m",
- "thank s",
- "d in",
- "gan g",
- "x x",
- "si on",
- "loc ated",
- "p l",
- "jo sh",
- "in fo",
- "jo ins",
- "adver ti",
- "ot d",
- "el d",
- "si e",
- "re asons",
- "v ent",
- "ðŁĩºðŁĩ ¸",
- "â ł",
- "convers ation",
- "stu di",
- "ðŁĶ¥ ðŁĶ¥",
- "go s",
- "s ounds",
- "un it",
- "mu sc",
- "ge l",
- "ack ed",
- "pac i",
- "co s",
- "de re",
- "u u",
- "a o",
- "la m",
- "inspir ing",
- "ar ms",
- "tw are",
- "mat ters",
- "ad dic",
- "du de",
- "ex t",
- "cri sis",
- "b ath",
- "me et",
- "sing h",
- "expe ct",
- "del hi",
- "resc ue",
- "wor st",
- "au g",
- "shi pping",
- "ser ving",
- "st o",
- "dar k",
- "ac es",
- "histor ic",
- "landsc ape",
- "desig ner",
- "b illion",
- "gr ateful",
- "wa ke",
- "e ve",
- "m iller",
- "hou sing",
- "dy nam",
- "is co",
- "be ha",
- "sh op",
- "pr ou",
- "e as",
- "a sia",
- "e ding",
- "k on",
- "depart ment",
- "aw ar",
- "mar ine",
- "in ci",
- "photograph er",
- "ta pe",
- "lo go",
- "r ings",
- "d it",
- "-- --",
- "vin yl",
- "w c",
- "vo ting",
- "se ven",
- "ambas sad",
- "dal las",
- "t u",
- "com ment",
- "k ra",
- "b les",
- "w ag",
- "u d",
- "au dio",
- "stri ke",
- "offici al",
- "o ts",
- "me tho",
- "to ols",
- "ra di",
- "al an",
- "hun t",
- "wat ched",
- "a ke",
- "fa ke",
- "drin king",
- "mer ry",
- "m l",
- "b day",
- "ri o",
- "ni ke",
- "c ant",
- "re pe",
- "co stu",
- "mur der",
- "ak ers",
- "ch ers",
- "ou ts",
- "beg inning",
- "so s",
- "ad es",
- "n in",
- "not es",
- "wro te",
- "sol o",
- "c i",
- "li ghting",
- "ur ban",
- "bre xit",
- "att end",
- "shir ts",
- "pla yo",
- "ac tress",
- "pl ic",
- "stand ard",
- "quot es",
- "par ade",
- "anci ent",
- "Â ©",
- "tur ing",
- "re e",
- "pri mary",
- "fla sh",
- "citi z",
- "mat es",
- "ste in",
- "z i",
- "clin ton",
- "sk in",
- "gen e",
- "hu m",
- "g ar",
- "t le",
- "y i",
- "fo cu",
- "de an",
- "pl ants",
- "cy ber",
- "b u",
- "om e",
- "ho p",
- "ad dress",
- "ti x",
- "gi fts",
- "relation ship",
- "sub scri",
- "fe ed",
- "exac tly",
- "haw ks",
- "ex o",
- "stre ss",
- "s n",
- "arre sted",
- "an e",
- "sof tware",
- "z ero",
- "the me",
- "mu mb",
- "im migr",
- "mi a",
- "make up",
- "ple asure",
- "uni vers",
- "har b",
- "eng ine",
- "ap er",
- "r in",
- "br a",
- "institu te",
- "le ather",
- "al th",
- "sing ing",
- "co s",
- "gh ty",
- "me as",
- "st ic",
- "si de",
- "insur ance",
- "co t",
- "pit ch",
- "moun tains",
- "cri min",
- "su pre",
- "valent ine",
- "at er",
- "wou ldn",
- "sc ale",
- "rel ated",
- "re gar",
- "star tup",
- "pack ed",
- "mi ke",
- "week ly",
- "p ts",
- "coun t",
- "ha r",
- "gott en",
- "min d",
- "ber lin",
- "con ditions",
- "swit ch",
- "cor n",
- "sa ve",
- "g li",
- "emer gency",
- "tun ed",
- "sto ck",
- "discu ssing",
- "every body",
- "s day",
- "whe ther",
- "wrest ling",
- "ec es",
- "gen der",
- "ch en",
- "ðŁij Ģ",
- "madri d",
- "mar athon",
- "e gg",
- "i er",
- "th x",
- "as king",
- "kore a",
- "wol f",
- "ay a",
- "g m",
- "g au",
- "at ory",
- "v r",
- "gra ss",
- "k illing",
- "b ble",
- "ur o",
- "un i",
- "e th",
- "sh ore",
- "th en",
- "re ale",
- "bot tom",
- "ex erc",
- "k ar",
- "or ies",
- "ad ri",
- "san ds",
- "se x",
- ". '",
- "volunte ers",
- "per form",
- "par liam",
- "inclu de",
- "deli ghted",
- "execu tive",
- "fu el",
- "kis s",
- "ã ħ",
- "char ge",
- "h u",
- "ca kes",
- "ve t",
- "g lu",
- "agre e",
- "pr ices",
- "n au",
- "h l",
- "g ru",
- "ra j",
- "streng th",
- "b ic",
- "sp ending",
- "al es",
- "av en",
- "b last",
- ": (",
- "yo f",
- "nor mal",
- "si x",
- "qu ick",
- "se a",
- "d aw",
- "mee ts",
- "lo vers",
- "upd ated",
- "po tat",
- "comple ted",
- "coo k",
- "opportun ities",
- "p ure",
- "organ ic",
- "tem per",
- "c am",
- "avo id",
- "par king",
- "duba i",
- "and o",
- "di stri",
- "to y",
- "comple tely",
- "don ald",
- "tri al",
- "bas s",
- "b oun",
- "back ground",
- "v as",
- "mar vel",
- "lu m",
- "ru s",
- "t ool",
- "com missi",
- "throw back",
- "fin ding",
- "is lam",
- "! ?",
- "st op",
- "e vil",
- "or al",
- "resi dents",
- "i denti",
- "o ak",
- "ðŁİ ¶",
- "l il",
- "span ish",
- "chap ter",
- "sto pped",
- "direc t",
- "ho sted",
- "pic ked",
- "lab our",
- "lew is",
- "defen se",
- "à ®",
- "health care",
- "wh is",
- "mat h",
- "pe ak",
- "ra ised",
- "fi x",
- "bu ll",
- "th ir",
- "chel sea",
- "fol k",
- "tr e",
- "can di",
- "pau l",
- "ei ther",
- "ad am",
- "poe try",
- "jewel ry",
- "ðŁ ¦",
- "pr ay",
- "Ø §",
- "g c",
- "o z",
- "wi shes",
- "fore ign",
- "sun g",
- "lear ned",
- "en e",
- "n ing",
- "micha el",
- "illu stration",
- "legend ary",
- "w av",
- "b au",
- "ðŁļ ¨",
- "cal end",
- "stre ets",
- "â Ĩ",
- "mon ster",
- "bu ck",
- "g r",
- "scho ol",
- "ba th",
- "wa ste",
- "ne ck",
- "ha wa",
- "be ach",
- "re plac",
- "jec t",
- "on er",
- "fac tory",
- "coun t",
- "ðŁĵ ¸",
- "mor gan",
- "der ing",
- "se an",
- "steph en",
- "de p",
- "no vel",
- "vide os",
- "ic al",
- "press ure",
- "arsen al",
- "ex pre",
- "ir s",
- "tren ding",
- "ss a",
- "fla sh",
- "re sear",
- "thr ough",
- "profess or",
- "scul p",
- "to s",
- "gg ed",
- "mm a",
- "be e",
- "a pe",
- "hun ter",
- "am i",
- "he i",
- "pla stic",
- "bu cks",
- "uni verse",
- "le gen",
- "niger ia",
- "ple ased",
- "ri s",
- "thin ks",
- "autu mn",
- "i ds",
- "d is",
- "anth ony",
- "ðŁı ½",
- "ak ed",
- "gla sses",
- "fin ance",
- "z er",
- "k as",
- "con tract",
- "nu mbers",
- "sh aw",
- "partner ship",
- "t il",
- "laun ched",
- "s al",
- "victor ia",
- "theat er",
- "usu al",
- "nam es",
- "perio d",
- "eli za",
- "i th",
- "bar cel",
- "ro cks",
- "bag s",
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- "distri bu",
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- "ali zed",
- "cur ren",
- "sco red",
- "b ha",
- "du blin",
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- "soli d",
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- "ohi o",
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- "ru le",
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- "bor der",
- "bj p",
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- "al o",
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- "sop hi",
- "ðŁı ¼",
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- "nu tr",
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- "scot ti",
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- "( #",
- "na i",
- "studi os",
- "ba i",
- "ðŁĴ Ľ",
- "j av",
- "diam ond",
- "vin ce",
- "ric k",
- "prote ction",
- "lin col",
- "cham ps",
- "appro ach",
- "d ar",
- "m ile",
- "clou ds",
- "je ff",
- "in fin",
- "l ers",
- "p les",
- "pe ace",
- "go p",
- "âĻ ¡",
- "tech n",
- "str a",
- "a verage",
- "ef fort",
- "introduc ing",
- "di versity",
- "austr alian",
- "am p",
- "boo st",
- "s ke",
- "pati ent",
- "appreci ate",
- "ici ans",
- "pu r",
- "f ell",
- "woo ds",
- "illu str",
- "ðŁ ĸ",
- "ag ency",
- "ac tions",
- "brit ain",
- "under way",
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- "f ill",
- "stre aming",
- "pro test",
- "challeng es",
- "ky o",
- "et sy",
- "coo king",
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- "ru ss",
- "rain bow",
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- "sp in",
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- "c ry",
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- "gr ams",
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- "âĤ ¬",
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- "ro oms",
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- "fri day",
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- "n az",
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- "fi gu",
- "v au",
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- "un es",
- "> >>",
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- "pl ann",
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- "al ber",
- "stat us",
- "re main",
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- "c andy",
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- "o v",
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- "-- >",
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- "i ors",
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- "reco very",
- "ak i",
- "po pul",
- "res ort",
- "mar ia",
- "stu ck",
- "read s",
- "ti er",
- "perfe c",
- "netfli x",
- "p oo",
- "cham p",
- "o c",
- "re duce",
- "we red",
- "comm ents",
- "cla im",
- "acci dent",
- "s ag",
- "h ack",
- "sal t",
- "kin da",
- "k iller",
- "i os",
- "z y",
- "ex change",
- "lec ture",
- "eng er",
- "ic king",
- "t au",
- "reve als",
- "pri son",
- "z om",
- "gh an",
- "u l",
- "jour nal",
- "i ot",
- "tr in",
- "jon a",
- "govern or",
- "cap e",
- "quar ter",
- "spec tive",
- "impre ssive",
- "bab ies",
- "t x",
- "m ill",
- "o y",
- "har ri",
- "jo int",
- "su e",
- "collabor ation",
- "tren d",
- "revolu tion",
- "re new",
- "alum ni",
- "ge tt",
- "sh ell",
- "sun day",
- "ent u",
- "ni c",
- "donald trump",
- "block chain",
- "paci fic",
- "expla ins",
- "sp y",
- "ad voc",
- "par adi",
- "to f",
- "star ring",
- "p av",
- "fe ed",
- "br ac",
- "smo ke",
- "ham p",
- "y am",
- "to kyo",
- "si mon",
- "d h",
- "e ffici",
- "phys ical",
- "n j",
- "ell i",
- "s low",
- "gradu ate",
- "americ ans",
- "ti fy",
- "f red",
- "ap ore",
- "fin ds",
- "rob in",
- "we t",
- "not ice",
- "se mi",
- "un ve",
- "k om",
- "pil ot",
- "scre ening",
- "da ily",
- "ðŁĴ Ĺ",
- "roy al",
- "sp a",
- "vo tes",
- "n ag",
- "wh ate",
- "att ending",
- "exper im",
- "ad dition",
- "k ate",
- "sto l",
- "m ali",
- "foo t",
- "chri st",
- "ch an",
- "de e",
- "lic en",
- "glo bal",
- "mo ore",
- "ti a",
- "bri gh",
- "myster y",
- "y ay",
- "âĿ¤ï¸ı âĿ¤ï¸ı",
- "cre ati",
- "me chan",
- "clo ck",
- "di c",
- "âĢ Ķ",
- "pp er",
- "al ph",
- "through out",
- "al low",
- "re sources",
- "selec tion",
- "ham il",
- "bb q",
- "aa aa",
- "virgin ia",
- "dis ney",
- "en g",
- "so red",
- "drin ks",
- "f ancy",
- "consi der",
- "end a",
- "jan e",
- "hand made",
- "du l",
- "on tari",
- "i us",
- "s ville",
- "color ado",
- "whate ver",
- "whe el",
- "promis e",
- "ne ver",
- "desig ns",
- "ab ly",
- "sex ual",
- "vanc ou",
- "at i",
- "con vention",
- "cul tural",
- "sing apore",
- "pro mo",
- "load ed",
- "gla sgo",
- "pp l",
- "n oo",
- "ke e",
- "ste m",
- "men tion",
- "i do",
- "cru ise",
- "ri ding",
- "be comes",
- "be y",
- "âļ½ ï¸ı",
- "tw in",
- "dedic ated",
- "na sh",
- "de si",
- "work out",
- "jen ni",
- "i v",
- "grou ps",
- "rela x",
- "pho eni",
- "li ft",
- "mix ed",
- "m ck",
- "p c",
- "mu st",
- "me tro",
- "ci es",
- "y ar",
- "a im",
- "ang er",
- "i e",
- "rec y",
- "marri ed",
- "dro pped",
- "eng ag",
- "le st",
- "ambassad or",
- "op h",
- "de s",
- "w ick",
- "assi stant",
- "nat ur",
- "fa il",
- "l td",
- "shor t",
- "k ap",
- "sha w",
- "bi gger",
- "rema ins",
- "crit ical",
- "sur vey",
- "co verage",
- "er son",
- "win d",
- "n b",
- "bil ly",
- "let es",
- "ac ts",
- "jim my",
- "at lan",
- "al and",
- "t c",
- "import ance",
- "dam age",
- "f g",
- "stor age",
- "tw t",
- "bon d",
- "bal ance",
- "cr ying",
- "pu ppy",
- "vo te",
- "pu sh",
- "ðŁĴ ľ",
- "pol y",
- "me l",
- "lon don",
- "terr ori",
- "effec tive",
- "corpor ate",
- "atl anta",
- "jac o",
- "nas a",
- "gre ek",
- "sen ate",
- "i sh",
- "ev a",
- "intellig ence",
- "effor ts",
- "al co",
- "k un",
- "h all",
- "di ag",
- "claim s",
- "fir st",
- "h b",
- "ba e",
- "v ul",
- "pu ll",
- "Â °",
- "se par",
- "spe ed",
- "vic ti",
- "on thisday",
- "audi ence",
- "r ates",
- "te ach",
- "fil ming",
- "bu sh",
- "son g",
- "y um",
- "br un",
- "ra ine",
- "aw a",
- "par ks",
- "ð Ŀ",
- "ra bb",
- "ra ch",
- "ra id",
- "reach ed",
- "ra il",
- "mo ves",
- "selec ted",
- "fr i",
- "ra ising",
- "om y",
- "st ones",
- "su k",
- "franc isco",
- "cas es",
- "cap it",
- "con fu",
- "w tf",
- "po ke",
- "equip ment",
- "gre g",
- "ess ential",
- "off ering",
- "ne x",
- "pi es",
- "be c",
- "cre ation",
- "chair man",
- "cro wn",
- "w al",
- "john ny",
- "shi ft",
- "ne ck",
- "ban g",
- "bir d",
- "ðŁĺ ı",
- "du ck",
- "re serve",
- "de pu",
- "ma sters",
- "over all",
- "no tic",
- "ju ice",
- "sne ak",
- "che er",
- "cla sses",
- "eag les",
- "n ca",
- "car pet",
- "ci vil",
- "coach es",
- "har ris",
- "u ps",
- "b alls",
- "dec or",
- "mar tin",
- "ro s",
- "v ice",
- "announ cement",
- "who se",
- "ti gers",
- "ste red",
- "c ts",
- "dr am",
- "ste el",
- "youn g",
- "inst all",
- "supp o",
- "recor ding",
- "de ck",
- "se ats",
- "l der",
- "ang le",
- "bo t",
- "sty les",
- "elec tions",
- "for tun",
- "n ab",
- "but ter",
- "ari an",
- "ka sh",
- "in ner",
- "ou red",
- "be ast",
- "we i",
- "ic onic",
- "exper ts",
- "ne cess",
- "b eng",
- "jam es",
- "li a",
- "gre ece",
- "ðŁĵ ·",
- "ðŁĺ ģ",
- "good bye",
- "m itch",
- "tw ice",
- "mumb ai",
- "ste am",
- "ru sh",
- "med al",
- "ne tt",
- "fashi on",
- "t ar",
- "r s",
- "sav ing",
- "ric ul",
- "l m",
- "sleep ing",
- "brook lyn",
- "mis s",
- "sen ding",
- "disco vered",
- "sp here",
- "of theday",
- "k icks",
- "missi ons",
- "w right",
- "er n",
- "ght ly",
- "i ous",
- "mel bourne",
- "star tu",
- "mo ved",
- "car ry",
- "d ak",
- "ag ues",
- "bel gi",
- "e ma",
- "way ne",
- "do t",
- "er ie",
- "pe l",
- "it unes",
- "matthe w",
- "no body",
- "est ab",
- "cal m",
- "win ds",
- "lu c",
- "prep are",
- "tren ds",
- "exerc ise",
- "adv ant",
- "ðŁĴ ¯",
- "athle tics",
- "app s",
- "c tions",
- "adv ance",
- "laun ches",
- "litt le",
- "real donaldtrump",
- "eliza beth",
- "carol ina",
- "hu b",
- "hi dden",
- "n w",
- "us er",
- "pol l",
- "great er",
- "mo st",
- "f ed",
- "p at",
- "life style",
- "s ati",
- "sco res",
- "marri age",
- "l r",
- "aven ue",
- "de serve",
- "ri f",
- "ðŁ Ĺ",
- "wat ch",
- "champion ships",
- "gr ay",
- "en ni",
- "cot ton",
- "g om",
- "whe re",
- "pack age",
- "su m",
- "ab solu",
- "new ly",
- "foo ds",
- "ty ler",
- "assemb ly",
- "musli m",
- "ban k",
- "re memb",
- "op tions",
- "produc er",
- "land o",
- "fun ds",
- "u pper",
- "shad ow",
- "pro gre",
- "co p",
- "ing e",
- "leg s",
- "detro it",
- "hill ary",
- "jo se",
- "gi ants",
- "sou p",
- "sustain able",
- "t us",
- "clo thes",
- "roc king",
- "n z",
- "min ne",
- "mat eri",
- "bru ce",
- "ear t",
- "ca sting",
- "independ ent",
- "thou sands",
- "ta h",
- "de cl",
- "veter ans",
- "li ons",
- "wra p",
- "âĢ ¦",
- "de ss",
- "bl ing",
- "st ine",
- "e ggs",
- "o on",
- "clo sing",
- "z ay",
- "at t",
- "bac on",
- "fa il",
- "ariz ona",
- "de pre",
- "gho st",
- "new sp",
- "w ers",
- "vi p",
- "li ked",
- "id ent",
- "volunte er",
- "ad ult",
- "pu pp",
- "cir cle",
- "mat erial",
- "degre e",
- "gro wn",
- "boo m",
- "calend ar",
- "su r",
- "vie wing",
- "ath letes",
- "ch and",
- "re ll",
- "asi an",
- "en tr",
- "vol ley",
- "victi ms",
- "bo dy",
- "m ama",
- "trans fer",
- "ge ek",
- "in dic",
- "sav ed",
- "ma i",
- "g ent",
- "it s",
- "loun ge",
- "k ol",
- "the ory",
- "situ ation",
- "is lands",
- "ar th",
- "z oo",
- "floo d",
- "vi ously",
- "show ed",
- "parliam ent",
- "ch ev",
- "el ine",
- "at trac",
- "ab ad",
- "ta il",
- "h rs",
- "lu s",
- "por tu",
- "gor y",
- "provi des",
- "to ys",
- "de ath",
- "in fe",
- "an ce",
- "g le",
- "li am",
- "lo ver",
- "hu d",
- "dv d",
- "reve aled",
- "g w",
- "re ment",
- "ca the",
- "l ying",
- "ra dio",
- "der by",
- "stor s",
- "che mi",
- "hosp it",
- "âľ ¨",
- "' :",
- "ilo ve",
- "le mon",
- "re public",
- "s ni",
- "ne ss",
- "do or",
- "re action",
- "pre gn",
- "fla v",
- "schol ar",
- "spo tify",
- "is ation",
- "vis ual",
- "aw are",
- "spon sored",
- "jo ke",
- "less ons",
- "leg is",
- "lo ck",
- "si mil",
- "ðŁĺ ĭ",
- "kin d",
- "la y",
- "ma h",
- "ho ping",
- "vancou ver",
- "as er",
- "clean ing",
- "gal a",
- "thre at",
- "la p",
- "ach e",
- "ro mance",
- "ex pen",
- "re post",
- "z am",
- "e pi",
- "mir ror",
- "o ak",
- "ad ul",
- "bat man",
- "s lu",
- "l c",
- "vie wed",
- "re views",
- "d ates",
- "indone sia",
- "acti vi",
- "off en",
- "lea f",
- "i si",
- "ag ricul",
- "costu me",
- "s ites",
- "spir itu",
- "appear ance",
- "ir y",
- "st air",
- "applic ation",
- "spec tac",
- "ic ity",
- "ski es",
- "hand le",
- "pun k",
- "paradi se",
- "t n",
- "de al",
- "provi ding",
- "do c",
- "recei ving",
- "bre w",
- "micro soft",
- "Ã ¶",
- "fer r",
- "me tro",
- "th ail",
- "y um",
- "car ter",
- "Ã ¡",
- "gent le",
- "bre aks",
- "coo per",
- "show case",
- "cu tting",
- "egy pt",
- "bab y",
- "semin ar",
- "gl ori",
- "ss on",
- "fa ve",
- "re hear",
- "lo tte",
- "la dy",
- "al as",
- "pre p",
- "deli vered",
- "nu clear",
- "ir o",
- "engag ement",
- "at ta",
- "con ven",
- "z an",
- "gl ory",
- "hol ds",
- "busine sses",
- "str ange",
- "sch e",
- "it self",
- "gra d",
- "mar kets",
- "f alling",
- "st ats",
- "ge on",
- "bu dd",
- "li s",
- "she et",
- "thi si",
- "co lo",
- "deser t",
- "regi stration",
- "ig n",
- "expla in",
- "inter ior",
- "la ws",
- "writ ers",
- "spr ings",
- "k r",
- "fri ed",
- "blo om",
- "inf ra",
- "a o",
- "cre d",
- "pa st",
- "line up",
- "bo o",
- "bre a",
- "boo ts",
- "celebr ity",
- "att acks",
- "bro ok",
- "ev es",
- "ex cu",
- "cher ry",
- "oo p",
- "fas cin",
- "boy friend",
- "se as",
- "n ine",
- "effec ts",
- "po wered",
- "k ha",
- "ðŁĺ Ģ",
- "sh out",
- "con dition",
- "i j",
- "her o",
- "enter pri",
- "win ter",
- "applic ations",
- "sho e",
- "g el",
- "batt le",
- "pro grams",
- "w art",
- "ðŁĴ ¥",
- "ra p",
- "ho l",
- "dang erous",
- "di a",
- "coun ter",
- "ric s",
- "i or",
- "k night",
- "co at",
- "emo tional",
- "at ures",
- "d as",
- "whe el",
- "fore cast",
- "tran sport",
- "glasgo w",
- "king dom",
- "prepar ing",
- "im medi",
- "ff in",
- "awar ded",
- "prin ting",
- "ro man",
- "fight ers",
- "any more",
- "bel t",
- "p ine",
- "win e",
- "x i",
- "employe es",
- "logi es",
- "al led",
- "de mo",
- "birth day",
- "ange les",
- "lo g",
- "dri vers",
- "neck lace",
- "k ath",
- "s it",
- "athle te",
- "ef s",
- "s burg",
- "pur pose",
- "resi stance",
- "rele ases",
- "t is",
- "vari ous",
- "deli ver",
- "ch al",
- "s anc",
- "opp o",
- "cra w",
- "neu ro",
- "dr a",
- "suppor ters",
- "sna p",
- "diffic ult",
- "swe ar",
- "logi st",
- "pa th",
- "attemp t",
- "à ¥",
- "swim ming",
- "ste ve",
- "hur t",
- "inclu ded",
- "b ap",
- "wa re",
- "ðŁĴ ĭ",
- "end ers",
- "ja ke",
- "le eds",
- "cli mb",
- "l b",
- "im ple",
- "li sa",
- "clo thing",
- "ðŁĺ İ",
- "d t",
- "com pla",
- "sw ing",
- "stra w",
- "v als",
- "k le",
- "us ers",
- "stor m",
- "cu ts",
- "ontari o",
- "p an",
- "hand some",
- "i ow",
- "ar gu",
- "chec king",
- "scotti sh",
- "Ķ ï¸ı",
- "si er",
- "em ma",
- "po d",
- "patter n",
- "de sh",
- "en h",
- "ed ward",
- "t ing",
- "k h",
- "hal f",
- "lincol n",
- "mo ther",
- "al leg",
- "r c",
- "volley ball",
- "d n",
- "g ay",
- "all y",
- "le ton",
- "gro ve",
- "l oud",
- "adv anced",
- "re spec",
- "cli ent",
- "supre me",
- "thail and",
- "ho w",
- "gi g",
- "to i",
- "do t",
- "dol lar",
- "ðŁij ĩ",
- "p it",
- "r b",
- "h n",
- "produc ed",
- "gg ers",
- "âĨ Ĵ",
- "ml b",
- "can vas",
- "fin eart",
- "us d",
- "in the",
- "p son",
- "actu al",
- "s l",
- "t b",
- "ip ad",
- "en sure",
- "u mb",
- "w d",
- "sk a",
- "mar s",
- "k end",
- "f eli",
- "th ing",
- "count down",
- "absolu te",
- "r out",
- "dra l",
- "p y",
- "inju red",
- "min t",
- "hun ting",
- "mm er",
- "s age",
- "li gh",
- "ac ity",
- "ex pan",
- "mur ray",
- "ar o",
- "sec ure",
- "four th",
- "eag le",
- "reli ef",
- "st akes",
- "industri al",
- "clar k",
- "under standing",
- "see m",
- "pl enty",
- "sil ver",
- "cla u",
- "thre at",
- "sa il",
- "pro duce",
- "ab str",
- "is is",
- "b r",
- "eng ers",
- "wor ry",
- "bie ber",
- "s j",
- "just in",
- "reali ze",
- "ky le",
- "esp n",
- "fil ter",
- "s ch",
- "ty pes",
- "game dev",
- "d ing",
- "twit ter",
- "soldi ers",
- "p om",
- "car bon",
- "y ards",
- "child hood",
- "ri ed",
- "ke l",
- "ele ph",
- "t ons",
- "key note",
- "qui et",
- "wi re",
- "po sting",
- "is sa",
- "repre senting",
- "bac ks",
- "alex ander",
- "celebr ates",
- "ta ining",
- "| |",
- "ch or",
- "esc ape",
- "pe ek",
- "ti ves",
- "fiel d",
- "ssi e",
- "im pac",
- "spons or",
- "r c",
- "we dd",
- "cann ab",
- "si des",
- "trac ks",
- "com par",
- "con trac",
- "techn ical",
- "bi ble",
- "expl oring",
- "sh are",
- "tra v",
- "n ate",
- "ill o",
- "sc ru",
- "m ingham",
- "gun s",
- "of the",
- "sh ame",
- "se es",
- "ca tho",
- "ac cess",
- "ce l",
- "repor ted",
- "Â »",
- "mari o",
- "p ad",
- "hope fully",
- "ou se",
- "y on",
- "disapp o",
- "ol o",
- "p itt",
- "pa c",
- "ga p",
- "cru sh",
- "s g",
- "k le",
- "ge m",
- "emp ire",
- "dir ty",
- "a is",
- "avi ation",
- "ze aland",
- "fac ing",
- "high way",
- "d anny",
- "spi der",
- "ot ta",
- "ðŁĺ Ħ",
- "w y",
- "col ours",
- "in fl",
- "co sts",
- "olym pics",
- "au s",
- "h m",
- "ho ward",
- "pas ses",
- "lau ren",
- "mu sh",
- "op in",
- "r ho",
- "disc ount",
- "oper ation",
- "em ily",
- "mm m",
- "cham ber",
- "d il",
- "to yo",
- "shi p",
- "sam u",
- "pic tured",
- "un ic",
- "po l",
- "keep er",
- "carto on",
- "st en",
- "ig nor",
- "n ations",
- "n l",
- "ta sting",
- "deta il",
- "offici als",
- "mo tor",
- "franc is",
- "ed itor",
- "ðŁij ĩ",
- "pe ts",
- "rang ers",
- "t g",
- "r n",
- "w ri",
- "nic hol",
- "i se",
- "spo ts",
- "ani e",
- "chec k",
- "tri ple",
- "ku mar",
- "spe akers",
- "ic ing",
- "pre pared",
- "ab use",
- "friend ship",
- "mon th",
- "swi m",
- "air e",
- "sc ent",
- "hamil ton",
- "indi an",
- "j es",
- "yum my",
- "te ars",
- "da wn",
- "i zed",
- "worl ds",
- "ðŁ ķ",
- "b illi",
- "st one",
- "n hs",
- "ba sic",
- "p or",
- "st le",
- "ir on",
- "ol der",
- "cle vel",
- "e ing",
- "ðŁĺįðŁĺį ðŁĺį",
- "prin ts",
- "fir m",
- "air craft",
- "fin est",
- "devel op",
- "aar on",
- "t z",
- "gra ham",
- "own ers",
- "fo li",
- "less on",
- "qu es",
- "bab e",
- "cra ft",
- "ph en",
- "ju n",
- "bir mingham",
- "v ine",
- "ll er",
- "i an",
- "fineart america",
- "evol u",
- "st ab",
- "im per",
- "war d",
- "com ic",
- "wi z",
- "inv ited",
- "du ke",
- "mat ch",
- "por ts",
- "ro ger",
- "diag no",
- "ke pt",
- "te st",
- "vis u",
- "r hy",
- "so c",
- "to x",
- "b aker",
- "sur face",
- "co vers",
- "man s",
- "b its",
- "x box",
- "ff le",
- "n an",
- "gar d",
- "h art",
- "wat ers",
- "v illa",
- "re tro",
- "light ning",
- "catho lic",
- "democr acy",
- "neigh bor",
- "pen n",
- "cr an",
- "jona than",
- "la ura",
- "vi bes",
- "su b",
- "coach ing",
- "clear ly",
- "uk raine",
- "bra ve",
- "commit ment",
- "t all",
- "mar t",
- "ra p",
- "mo di",
- "sco tt",
- "bro s",
- "show er",
- "ðŁı ¾",
- "âĺº ï¸ı",
- "cou sin",
- "appro ach",
- "br e",
- "com pos",
- "hil ari",
- "phil ly",
- "g ad",
- "quick ly",
- "ri an",
- "t m",
- "vir tual",
- "hou ses",
- "k t",
- "phoeni x",
- "w ire",
- "ff y",
- "b unch",
- "anc ing",
- "tal e",
- "snap chat",
- "star ter",
- "h t",
- "k icking",
- "ap art",
- "th y",
- ") !",
- "blo gger",
- "it z",
- "com fort",
- "ang els",
- "w ash",
- "\" :",
- "ar gent",
- "re quest",
- "hon est",
- "mi ghty",
- "bo bby",
- "k g",
- "ro l",
- "thou se",
- "ex po",
- "h c",
- "tab les",
- "mag ical",
- "po sts",
- "de m",
- "n w",
- "or lando",
- "ab er",
- "* **",
- "ðŁĺ ľ",
- "environ mental",
- "trans formation",
- "mi le",
- "w ic",
- "hir ing",
- "ma ine",
- "bo ar",
- "r ying",
- "ti s",
- "nit ure",
- "twee ted",
- "anton io",
- "opin ion",
- "fin ale",
- "di y",
- "f is",
- "th in",
- "trou ble",
- "le go",
- "fi les",
- "qu art",
- "sp a",
- "curren cy",
- "cli mate",
- "fan art",
- "rail way",
- "sp ace",
- "ban ds",
- "dani el",
- "mo tion",
- "l eng",
- "hol der",
- "oc cu",
- "mar ie",
- "cathe dral",
- "bu zz",
- "bi es",
- "nas car",
- "bm w",
- "bat tery",
- "char lotte",
- "doc tor",
- "zz le",
- "se ven",
- "in san",
- "d dy",
- "st en",
- "lab or",
- "thr illed",
- "se ren",
- "docu mentary",
- "wav es",
- "cer tain",
- "can did",
- "allow ed",
- "ninten do",
- "star wars",
- "ta p",
- "home made",
- "d les",
- "ther ing",
- "bre e",
- "emp ty",
- "pi ano",
- "pos iti",
- "coun try",
- "por k",
- "pu ts",
- "per ry",
- "m atic",
- "spot light",
- "ti st",
- "or ities",
- "we alth",
- "c p",
- "bar bar",
- "commit ted",
- "as sau",
- "pro fit",
- "e ight",
- "hu l",
- "fini shing",
- "run ner",
- "ss o",
- "insp ec",
- "char ged",
- "christ op",
- "lo sing",
- "co al",
- "ho o",
- "ele v",
- "de le",
- "mo ham",
- "don ation",
- "c able",
- "clin ic",
- "j in",
- "manag ed",
- "ter ing",
- "â ¬",
- "ur ban",
- "depu ty",
- "bb er",
- "bur n",
- "acade mic",
- "o tt",
- "sta ke",
- "it er",
- "sto wn",
- "ack er",
- "advent ures",
- "ad ams",
- "gre g",
- "pro m",
- "vo l",
- "ac qu",
- "con gre",
- "pa int",
- "citiz ens",
- "c all",
- "af ford",
- "v c",
- "as ks",
- "the tic",
- "independ ence",
- "â Ľ",
- "h itting",
- "bl on",
- "fu ture",
- "â ı",
- "in no",
- "gen e",
- "bo ards",
- "di stance",
- "se t",
- "re mem",
- "th al",
- "pre vent",
- "l ang",
- "ob jec",
- "su sp",
- "mat t",
- "in duc",
- "bor o",
- "pi one",
- "re di",
- "vir tu",
- "prin ted",
- "sco pe",
- "shar k",
- "suc ce",
- "a stron",
- "il legal",
- "j ag",
- "c ting",
- "ine e",
- "at o",
- "rob in",
- "nutr ition",
- "b f",
- "du tch",
- "b n",
- "fur niture",
- "for gotten",
- "at ar",
- "ru p",
- "hy per",
- "bran ch",
- "communic ation",
- "degre es",
- "on ia",
- "un cle",
- "promo te",
- "or che",
- "wi i",
- "j s",
- "but ton",
- "ma jor",
- "c bs",
- "bri stol",
- "premi um",
- "ordin ary",
- "e dit",
- "m g",
- "we ed",
- "st even",
- ": '",
- "gu s",
- "te s",
- "cap tured",
- "dru gs",
- "do w",
- "wr ites",
- "bi shop",
- "whe els",
- "ali zation",
- "disco very",
- "w r",
- "rach el",
- "ne il",
- "hy dr",
- "cu test",
- "entreprene ur",
- "kore an",
- "ore gon",
- "ul ty",
- "perfec tly",
- "suppor ted",
- "histor ical",
- "t wins",
- "ell y",
- "we l",
- "de vil",
- "in come",
- "scienti sts",
- "de leg",
- "h en",
- "on i",
- "ic ed",
- "gi o",
- "cur ry",
- "reve al",
- "e g",
- "buff alo",
- "n ol",
- "op era",
- "camer on",
- "haha haha",
- "j ab",
- "gradu ation",
- "cra ig",
- "r al",
- "i f",
- "organi zation",
- "le ge",
- "g ang",
- "su d",
- "edin burgh",
- "l ack",
- "fli es",
- "g ate",
- "thr ones",
- "q b",
- "the real",
- "e leg",
- "pp in",
- "c les",
- "jam ie",
- "tn am",
- "cryp to",
- "ou l",
- "p ages",
- "a se",
- "roo ts",
- "stu pid",
- "a did",
- "boo t",
- "prote in",
- "s ap",
- "si um",
- "su s",
- "end or",
- "fun ction",
- "don t",
- "en na",
- "ch y",
- "squ e",
- "wor ker",
- "m tv",
- "e a",
- "k an",
- "ðŁĴ ļ",
- "mu s",
- "professi on",
- "t to",
- "oper ations",
- "al lo",
- "c tor",
- "inv ite",
- "sc and",
- "ou th",
- "z im",
- "lin ks",
- "cli ents",
- "sam sung",
- "discu sses",
- "n ell",
- "ul tra",
- "some where",
- "ste wart",
- "ine t",
- "de z",
- "b out",
- "fac tor",
- "ti an",
- "tr ans",
- "jere my",
- "d b",
- "ðŁĩ ¬",
- "or n",
- "develop ing",
- "spo l",
- "coo per",
- "ma u",
- "rememb ering",
- "tre k",
- "famil y",
- "sen iors",
- "fo ster",
- "att ended",
- "w ing",
- "trans form",
- "ele mentary",
- "hor iz",
- "li sting",
- "malay sia",
- "it ch",
- "warri or",
- "philipp ines",
- "russ ell",
- "m end",
- "initi ative",
- "cre ep",
- "to ps",
- "br iti",
- "a ur",
- "shar p",
- "adverti sing",
- "ug ly",
- "achi ev",
- "materi als",
- "bu g",
- "dev ice",
- "bon us",
- "fac ility",
- "col e",
- "nh l",
- "y as",
- "plann ed",
- "pol e",
- "excell ence",
- "tr ick",
- "con fl",
- "r p",
- "achi eve",
- "lo an",
- "swa g",
- "jess ica",
- "ho we",
- "p our",
- "sc u",
- "z oo",
- "r ated",
- "dre sses",
- "re bel",
- "mex ican",
- "co ordin",
- "me ss",
- "atlan tic",
- "t l",
- "osc ar",
- "wal ks",
- "phar mac",
- "investig ation",
- "... #",
- "cc i",
- "eas ily",
- "monday motivation",
- "y ment",
- "au ti",
- "for ced",
- "ar med",
- "colle agues",
- "pap ers",
- "pro per",
- "sha ke",
- "bu c",
- "le an",
- "exhi bit",
- "e vement",
- "co tt",
- "bi z",
- "sp er",
- "k ent",
- "sw an",
- "/ @",
- "girl friend",
- "haw k",
- "âĺ Ģï¸ı",
- "mon o",
- "ðŁĴ Ľ",
- "stat ue",
- "ðŁĺ ³",
- "ra s",
- "te eth",
- "preci ous",
- "t ile",
- "p am",
- "swi ft",
- "v ali",
- "no se",
- "dr unk",
- "experi ences",
- "come back",
- "gen ius",
- "wor se",
- "sh ef",
- "ra d",
- "ed it",
- "hon our",
- "au spol",
- "lar ry",
- "h ire",
- "gor don",
- "achi evement",
- ".... ....",
- "su icide",
- "alter native",
- "su p",
- "sur roun",
- "sha ke",
- "ke ith",
- "pe pper",
- "tur k",
- "crimin al",
- "be ck",
- "su m",
- "w alls",
- "cn n",
- "an tic",
- "of fe",
- "col li",
- "win es",
- "high light",
- "hawa ii",
- "emb ar",
- "l fc",
- "ðŁĩ ®",
- "m v",
- "> >",
- "at mo",
- "wor d",
- "car l",
- "shout out",
- "bre wing",
- "ì Ŀ",
- "do f",
- "s ic",
- "hot test",
- "col on",
- "hh h",
- "shu t",
- "low ing",
- "volu me",
- "apart ment",
- "agre ement",
- "de stro",
- "we e",
- "religi ous",
- "iow a",
- "ro d",
- "land ing",
- "re present",
- "ðŁĵ· :",
- "la s",
- "usu ally",
- "h l",
- "c ac",
- "sal v",
- "al ong",
- "laugh ing",
- "be ans",
- "remin ds",
- "pha se",
- "some body",
- "ma sk",
- "ran ked",
- "dest roy",
- "sc i",
- "âĢ¼ ï¸ı",
- "gab ri",
- "le o",
- "ro a",
- "fa iled",
- "si l",
- "refuge es",
- "re vi",
- "r ing",
- "ber ries",
- "coo kies",
- "y y",
- "conserv ation",
- "sh ab",
- "human s",
- "de termin",
- "a in",
- "ni all",
- "as su",
- "mb a",
- "fro m",
- "extre me",
- "vic es",
- "commer ce",
- "ght ful",
- "or dered",
- "suppor ts",
- "re cap",
- "v or",
- "dro pping",
- "correc t",
- "pay ing",
- "mean ing",
- "n j",
- "qui z",
- "\" #",
- "busine ss",
- "ðŁĩ® ðŁĩ",
- "indi gen",
- "du st",
- "box es",
- "bl ind",
- "x xx",
- "zz y",
- "ðŁĩ¬ ðŁĩ",
- "ss els",
- "s ant",
- "dd le",
- "hilari ous",
- "desig n",
- "wonder ing",
- "vehic les",
- "k re",
- "ju d",
- "rece ption",
- "par ker",
- "Ã Ń",
- "pri vi",
- "hy dro",
- "sof tball",
- "pol lu",
- "lo cked",
- "ba h",
- "e ar",
- "scri pt",
- "di vi",
- "br ace",
- "geor ge",
- "the ast",
- "bel o",
- "j al",
- "tion ary",
- "dent al",
- "roc ket",
- "pur ch",
- "sh ak",
- "manufac turing",
- "e z",
- "it is",
- "con cep",
- "tb all",
- "ch s",
- "direc ted",
- "pra yers",
- "oo k",
- "phil os",
- "vari ety",
- "che ss",
- "ser ver",
- "g and",
- "bal ti",
- "ðŁĵ ¸",
- "sel y",
- "cru z",
- "spectac ular",
- "bur ning",
- "re present",
- "i z",
- "t one",
- "mer ce",
- "h ell",
- "bed room",
- "estab li",
- "bo l",
- "com mon",
- "ãĥ »",
- "ab or",
- "kit ty",
- "hei ghts",
- "re pair",
- "willi am",
- "qu ake",
- "alab ama",
- "popul ation",
- "re v",
- "re tt",
- "i sts",
- "n ite",
- "le m",
- "a ha",
- "clevel and",
- "r m",
- "po ver",
- "ob se",
- "mon tre",
- "man ia",
- "Â ®",
- "con ne",
- "car ni",
- "sh ah",
- "f y",
- "u a",
- "sc or",
- "strugg le",
- "bo b",
- "' '",
- "appro pri",
- "deci de",
- "ff ed",
- "ca ster",
- "s ort",
- "hun gry",
- "dra g",
- "ا Ù",
- "gr ounds",
- "d w",
- "sli ghtly",
- "car din",
- "dead line",
- "bron ze",
- "web in",
- "bar ry",
- "sil ence",
- "e uro",
- "op tion",
- "ear n",
- "ðŁĴ ĸ",
- "howe ver",
- "na ren",
- "na ils",
- "bath room",
- "v ine",
- "ph d",
- "min ing",
- "gar age",
- "( )",
- "shou lder",
- "defe at",
- "di r",
- "o v",
- "liber ty",
- "ple as",
- "x on",
- "com pre",
- "a v",
- "j in",
- "ab les",
- "sil ent",
- "fam ili",
- "vis its",
- "di pl",
- "ha bit",
- "milli ons",
- "regar ding",
- "innov ative",
- "sen ator",
- "r ts",
- "v on",
- "k l",
- "wh il",
- "requi red",
- "âĿ Ħ",
- "lu v",
- "presi dential",
- "po cket",
- "hun dre",
- "sho wn",
- "fro zen",
- "to ward",
- "fa st",
- "confi dence",
- "r ough",
- "indivi dual",
- "qu et",
- "ðŁı ½",
- "dom e",
- "fi fa",
- "engine er",
- "z en",
- "re mix",
- "ðŁĺ ĥ",
- "pl ant",
- "min or",
- "robin son",
- "as y",
- "pul led",
- "cer tain",
- "potat o",
- "( :",
- "pre s",
- "oc ca",
- "w it",
- "it em",
- "si e",
- "d ating",
- "thom pson",
- "own ed",
- "an u",
- "vi e",
- "te dly",
- "good night",
- "ex cept",
- "ðŁĮ Ł",
- "ira q",
- "ki e",
- "ren ces",
- "li p",
- "simil ar",
- "sau di",
- "vi g",
- "arth ur",
- "pic ks",
- "mil an",
- "hon da",
- "ma xi",
- "o g",
- "ste st",
- "ar ch",
- "analy tics",
- "ba sti",
- "pear l",
- "ter ry",
- "hor se",
- "ast ro",
- "ac ce",
- "laun ching",
- "inter national",
- "s no",
- "ta sty",
- "den ver",
- "ir l",
- "pe te",
- "tor n",
- "advant age",
- "var sity",
- "\" \"",
- "sol e",
- "g c",
- "lan g",
- "demon str",
- "ol ds",
- "un ity",
- "ne ts",
- "insp ire",
- "cre te",
- "nash ville",
- "nel son",
- "e ter",
- "wal k",
- "hy un",
- "m ack",
- "tre as",
- "see king",
- "ra ge",
- "bru sh",
- "ab and",
- "whil st",
- "co con",
- "h ong",
- "shel ter",
- "i p",
- "possi bly",
- "so o",
- "it ed",
- "â Ħ",
- "rac es",
- "war ming",
- "qu in",
- "tele vision",
- "mat ches",
- "ra pi",
- "ment al",
- "pal m",
- "jenni fer",
- "rol ls",
- "indi ana",
- "b ars",
- "cat ching",
- "resc u",
- "candid ates",
- "fa re",
- "âł Ģ",
- "se o",
- "vie tnam",
- "alph a",
- "michel le",
- "visi ble",
- "re gre",
- "wn ed",
- "app le",
- "li p",
- "f fe",
- "li z",
- "york shire",
- "ha il",
- "se asons",
- "be gan",
- "m d",
- "k c",
- "la p",
- "fascin ating",
- "hel p",
- "ur y",
- "u ms",
- "nu ts",
- "se m",
- "along side",
- "bri dge",
- "ori al",
- "o ve",
- "world cup",
- "briti sh",
- "comfor table",
- "i ve",
- "hot els",
- "fair s",
- "hor ri",
- "so x",
- "d ining",
- "stre am",
- "bar ri",
- "ss y",
- "w im",
- "ter ms",
- "v u",
- "pe re",
- "l ens",
- "wal ked",
- "r or",
- "l ars",
- "shi eld",
- "dou bt",
- "pro to",
- "cro ssing",
- "me ant",
- "medi um",
- "ad ding",
- "e b",
- "che ap",
- "fun c",
- "pap er",
- "bran ds",
- "ry an",
- "feed back",
- "col lins",
- "un known",
- "tro pical",
- "sand wich",
- "fal len",
- "for mu",
- "selec t",
- "lo ads",
- "answ ers",
- "or i",
- "mag a",
- "d or",
- "du o",
- "ali e",
- "dru m",
- "ur i",
- "de er",
- "sou l",
- "sh ut",
- "âĺ º",
- "sto len",
- "don ated",
- "bu zz",
- "patri ots",
- "ha l",
- "na sty",
- "nomin ated",
- "mon te",
- "ki a",
- "th ri",
- "ing u",
- "te sts",
- "pe tro",
- "ðŁij ij",
- "ho sts",
- "ne st",
- "to pic",
- "pat ch",
- "m my",
- "hu gh",
- "ab ilities",
- "ma the",
- "s miles",
- "g b",
- "ag enda",
- "insi ghts",
- "chi p",
- "ph an",
- "fail ure",
- "dg ers",
- "ha i",
- "signific ant",
- "sho ck",
- "ru ral",
- "gl am",
- "figu res",
- "pot us",
- "o ta",
- "mini stry",
- "appe ars",
- "fe ar",
- "r h",
- "americ an",
- "h att",
- "son y",
- "fi res",
- "e di",
- "n ou",
- "e qui",
- "wh en",
- "univers al",
- "mad ness",
- "i x",
- "sculp ture",
- "b ach",
- "t to",
- "swe den",
- "et a",
- "en to",
- "develop ed",
- "month ly",
- "ma ps",
- "ra h",
- "le d",
- "del ta",
- "sa ints",
- "is lam",
- "ben ch",
- "fif th",
- "v ard",
- "so cks",
- "wel coming",
- "j e",
- "tur ner",
- "v b",
- "ad i",
- "nor way",
- "ad y",
- "hurric ane",
- "por sche",
- "tra dition",
- "ex am",
- "newsp aper",
- "lu ci",
- "a ver",
- "ide al",
- "d na",
- "madi son",
- "ðŁ §",
- "wit ness",
- "ac ou",
- "insi ght",
- "si mon",
- "robo t",
- "sna ke",
- "n bc",
- "ac o",
- "ro ss",
- "sh ment",
- "religi on",
- "ch ann",
- "in su",
- "camp bell",
- "inst alled",
- "we ather",
- "hor ses",
- "ol i",
- "rober t",
- "k az",
- "ðŁı Ģ",
- "veter an",
- "th read",
- "quar ter",
- "ea sier",
- "cap ture",
- "hi pho",
- "law rence",
- "roman tic",
- "pas sion",
- "cl ay",
- "ox ford",
- "th ai",
- "stu dying",
- "fi a",
- "elec ted",
- "most ly",
- "c b",
- "tu mb",
- "âĢįâĻ Ĥ",
- "x l",
- "sh an",
- "fa ster",
- "ev ans",
- "sli de",
- "sh ri",
- "see k",
- "mi es",
- "chemi stry",
- "pump kin",
- "tu m",
- ", ,",
- "ro om",
- "fi red",
- "li ps",
- "pres ence",
- "af f",
- "brew ery",
- "arri ve",
- "sw ag",
- "photo graph",
- "pen gu",
- "chi ps",
- "at tor",
- "val ues",
- "accur ate",
- "con temporary",
- "princi pal",
- "cannab is",
- "ari o",
- "any where",
- "gi a",
- "democr ats",
- "buil dings",
- "li ved",
- "ap s",
- "neg ative",
- "m are",
- "bal lo",
- "li on",
- "diam on",
- "loo k",
- "re form",
- "tom my",
- "il la",
- "tre ats",
- "hundre ds",
- "port land",
- "wor thy",
- "ex cep",
- "ar ia",
- "ido l",
- "be er",
- "cd n",
- "y u",
- "aw k",
- "ðŁĩ ¨",
- "c ells",
- "Ã ³",
- "ident ity",
- "dra wn",
- "de vil",
- "f inger",
- "th am",
- "ðŁij Ĭ",
- "ear ned",
- "fin tech",
- "dol ph",
- "twee ting",
- "evolu tion",
- "ðŁĵ į",
- "est im",
- "m vp",
- "n one",
- "ðŁĩºðŁĩ ¸",
- "toyo ta",
- "au x",
- "mar in",
- "b old",
- "l bs",
- "ste ak",
- "mur phy",
- "it able",
- "lou is",
- "sol ve",
- "pi a",
- "sk ir",
- "ill ino",
- "webin ar",
- "ban ana",
- "lo v",
- "th on",
- "vo ters",
- "afford able",
- "defe ated",
- "lm fa",
- "air lines",
- "super b",
- "any way",
- "deb t",
- "bo red",
- "ver si",
- "me tal",
- "responsi ble",
- "m k",
- "s se",
- "f ay",
- "cau sed",
- "f p",
- "recomm end",
- "pla za",
- "spor ting",
- "alli ance",
- "au stri",
- "n n",
- "t ours",
- "surpri sed",
- "arti f",
- "th under",
- "sur ve",
- "wor e",
- "bri ef",
- "necess ary",
- "z ie",
- "ash ley",
- "dra ke",
- "r t",
- "kni fe",
- "im mun",
- "char ges",
- "a the",
- "bri de",
- "rep ly",
- "g av",
- "broad cast",
- "pu er",
- "brace let",
- "cap acity",
- "harve st",
- "id k",
- "perfor man",
- "d ding",
- "il ers",
- "par a",
- "jam a",
- "pro vince",
- "ch in",
- "id ers",
- "har i",
- "te aser",
- "ch en",
- "re stor",
- "r at",
- "fl at",
- "col om",
- "ðŁĴ ŀ",
- "ðŁĩ¨ ðŁĩ",
- "smoo th",
- "r t",
- "p itch",
- "stay ing",
- "isra eli",
- "t cot",
- "per spective",
- "do ck",
- "open er",
- "lo vel",
- "x o",
- "class room",
- "l ington",
- "go al",
- "kenne dy",
- "sh am",
- "sp aces",
- "mitch ell",
- "home coming",
- "uk i",
- "claim ed",
- "recru it",
- "ing o",
- "mu fc",
- "mon it",
- "g roo",
- "resi dent",
- "per cent",
- "per man",
- "otta wa",
- "int ment",
- "an xi",
- "stand ards",
- "wor ship",
- "sche me",
- "f x",
- "pot ter",
- "bi an",
- "athle tic",
- "af gh",
- "s se",
- "sat ell",
- "par ties",
- "âĿ¤ âĿ¤",
- "infra structure",
- "rela x",
- "mo du",
- "wor n",
- "smo king",
- "y ach",
- "practic es",
- "wc w",
- "am b",
- "dome stic",
- "tay lor",
- "k entu",
- "provi ded",
- "mo di",
- "ve g",
- "\" ...",
- "ob serv",
- "ðŁĺ ©",
- "be ard",
- "m our",
- "an gry",
- "ðŁĺ ±",
- "startu ps",
- "woo den",
- "di ve",
- "na il",
- "anti que",
- "ro ses",
- "torn ado",
- "m at",
- "^ ^",
- "su spect",
- "far m",
- "de vices",
- "me ga",
- "tu l",
- "scholar ship",
- "ge e",
- "disa ster",
- "arri val",
- "po in",
- "mar c",
- "kati e",
- "bb ed",
- "fal se",
- "deser ves",
- "ric hard",
- "ju ana",
- "fre y",
- "tion ed",
- "hy bri",
- "r w",
- "sar ah",
- "ach i",
- "c ure",
- "o le",
- "mor ris",
- "ch ic",
- "broad way",
- "la bel",
- "pa k",
- "pover ty",
- "gol f",
- "e red",
- "f u",
- "er ies",
- "be es",
- "alo gue",
- "st el",
- "wire less",
- "je wish",
- "ti de",
- "blo cked",
- "life time",
- "b har",
- "sp lit",
- "am ster",
- "th i",
- "jo shu",
- "br unch",
- "ha ps",
- "s for",
- "oo ps",
- "ka poor",
- "hi king",
- "suppo sed",
- "ro of",
- "re as",
- "tra in",
- "ti ght",
- "tru mp",
- "bas ically",
- "r r",
- "ea red",
- "see ds",
- "entr ance",
- "c p",
- "wi e",
- "son ic",
- "vic tim",
- "he re",
- "e h",
- "ear rings",
- "sal mon",
- "arc tic",
- "an ne",
- "dou gla",
- "corru ption",
- "hann ah",
- "ha sn",
- "vo ices",
- "con ce",
- "att a",
- "fle et",
- "clin ical",
- "democr atic",
- "ton y",
- "st ood",
- "le f",
- "twit ch",
- "a il",
- "honest ly",
- "incre ased",
- "dro me",
- "don na",
- "accep ted",
- "visit ors",
- "ap ar",
- "ad or",
- "p ar",
- "jer ry",
- "ra i",
- "brand on",
- "ab u",
- "!! !!!!",
- "me me",
- "in gh",
- "glori ous",
- "b hu",
- "pu mp",
- "j ol",
- "li ke",
- "fi sher",
- "ma z",
- "ag an",
- "destin ation",
- "play list",
- "le tters",
- "gen u",
- "br ace",
- "celebr ated",
- "bann er",
- "r he",
- "dra gon",
- "ðŁĺ ħ",
- "sig nature",
- "gre y",
- "âľ Ķï¸ı",
- "al ice",
- "be red",
- "ph er",
- "ber n",
- "ca th",
- "ga thering",
- "sc oring",
- "influ ence",
- "sm iling",
- "de pt",
- "lo cal",
- "a x",
- "ac u",
- "reti rement",
- "hon or",
- "her self",
- "chem ical",
- "asse ss",
- "y all",
- "fre qu",
- "appreci ation",
- "ac a",
- "cho ir",
- "cu z",
- "so il",
- "c il",
- "repor ting",
- "u h",
- "enterpri se",
- "gr at",
- "jaco b",
- "ru m",
- "fe e",
- "j ak",
- "sp in",
- "bi kes",
- "phi a",
- "ste re",
- "p is",
- "bloo d",
- "t att",
- "ra ft",
- "war ren",
- "sh eri",
- "back stage",
- "mar sh",
- "hash tag",
- "ther ine",
- "re in",
- "game day",
- "guar an",
- "reci pes",
- "min ds",
- "stron ger",
- "issu ed",
- "bic y",
- "n ak",
- "ment ed",
- "sc ary",
- "u x",
- "pre vious",
- "tt le",
- "th ats",
- "ac tors",
- "u ma",
- "tin a",
- "bun ny",
- "promo tion",
- "u ss",
- "oli ver",
- "montre al",
- "what s",
- "appreci ated",
- "la kes",
- "excu se",
- "kno wing",
- "pri zes",
- "musc le",
- "shad es",
- "sco t",
- "ing redi",
- "electr onic",
- "ju an",
- "comb at",
- "s ri",
- "e h",
- "turk ish",
- "l om",
- "stri kes",
- "pri son",
- "re e",
- "po pe",
- "vi d",
- "ol dest",
- "dol l",
- "sw iss",
- "certi fied",
- "cli p",
- "re turning",
- "lat or",
- "le igh",
- "tt es",
- "wat son",
- "heal ing",
- "el im",
- "per haps",
- "ha ss",
- "k au",
- "d der",
- "mou se",
- "new castle",
- "indigen ous",
- "wel comes",
- "co le",
- "tau ght",
- "no ise",
- "appe ar",
- "jo e",
- "can on",
- "wedne sday",
- "u tah",
- "c tive",
- "dri ven",
- "i v",
- "c ell",
- "stri p",
- "ac c",
- "focu sed",
- "ar rest",
- "sto cks",
- "wo o",
- "â Ĺ",
- "notic ed",
- "shad o",
- "di spla",
- "ter ror",
- "bor ne",
- "secon d",
- "que ens",
- "wo ke",
- "ja il",
- "no tt",
- "cam bridge",
- "har t",
- "se af",
- "fa x",
- "ac cept",
- "âĺ ħ",
- "goo ds",
- "k at",
- "t win",
- "h s",
- "thou sand",
- "s ins",
- "su ite",
- "amp ton",
- "ar n",
- "rele v",
- "ric har",
- "hoo ps",
- "n bc",
- "class ic",
- "p ab",
- "soldi er",
- "de plo",
- "le ans",
- "install ation",
- "cla sh",
- "le ban",
- "ee e",
- "ti re",
- "belo ved",
- "fu sion",
- "travel ing",
- "ne i",
- "coo kie",
- "glo be",
- "phys ics",
- "s q",
- "co l",
- "wol ves",
- "d l",
- "ex it",
- "\" -",
- "foo tball",
- "le af",
- "ster ling",
- "hi de",
- "minne so",
- "fresh man",
- "natu re",
- "indi e",
- "supp lies",
- "bri s",
- "iri sh",
- "ink tober",
- "doo dle",
- "ic op",
- "mess ages",
- "adul ts",
- "recor ded",
- "fix ed",
- "ar do",
- "offe red",
- "under ground",
- "dr one",
- "p ine",
- "ma inten",
- "and re",
- "ham mer",
- "s x",
- "r ound",
- "hi ke",
- "bra d",
- "ro me",
- "fu ll",
- "on ey",
- "ro ws",
- "colum bia",
- "archi ves",
- "appro ved",
- "bat ch",
- "illino is",
- "recogn ition",
- "shou ldn",
- "fo g",
- "nca a",
- "ke vin",
- "human ity",
- "al though",
- "pow ers",
- "p ou",
- "s ar",
- "pe st",
- "alco hol",
- "con sci",
- "phil adel",
- "en o",
- "t m",
- "ok la",
- "cate gory",
- "particip ate",
- "accu sed",
- "bri ef",
- "po em",
- "clu bs",
- "consul t",
- "ja b",
- "big data",
- "amster dam",
- "ac ing",
- "certi fic",
- "n u",
- "d at",
- "impro ved",
- "and y",
- "campa ig",
- "pale stin",
- "p ace",
- "mo bi",
- "feel ings",
- "wol f",
- "bra in",
- "pro pos",
- "inter active",
- "prin ce",
- "inde x",
- "c is",
- "cha e",
- "peace ful",
- "co vering",
- "ac o",
- "cour ses",
- "mon key",
- "re place",
- "b l",
- "bloo dy",
- "tal es",
- "brigh ton",
- "neighbor hood",
- "g ates",
- "spiritu al",
- "af raid",
- "bre ast",
- "b ones",
- "ðŁij ī",
- "vide o",
- "w au",
- "tou ch",
- "inju ries",
- "car l",
- "ri x",
- "une x",
- "âĢ ¢",
- "fre d",
- "consi dered",
- "thu si",
- "an ch",
- "on y",
- "u sa",
- "graph ics",
- "ac re",
- "ðŁĺ ©",
- "com memor",
- "com mod",
- "go ti",
- "guar dian",
- "star bucks",
- "pre vention",
- "haha haha",
- "admini stration",
- "portu gal",
- "fac ulty",
- "bet a",
- "ul a",
- "al bert",
- "bre ath",
- "er i",
- "le tting",
- "tr ic",
- "ment ation",
- "incredi bly",
- "ten nes",
- "v d",
- "ðŁĻ Ī",
- "ed die",
- "br ick",
- "gr ill",
- "bt w",
- "wat ches",
- "resear chers",
- "t ney",
- "ni e",
- "p as",
- "a ster",
- "vi br",
- "poke mon",
- "ch rome",
- "go at",
- "pitt s",
- "il ly",
- "festi ve",
- "y d",
- "can al",
- "ðŁ Ĩ",
- "fi es",
- "car los",
- "re que",
- "partic i",
- "tra ins",
- "sam ple",
- "temper ature",
- "sym ph",
- "pic king",
- "in door",
- "z ers",
- "playo ffs",
- "____ ____",
- "ap es",
- "ly rics",
- "islam ic",
- "performan ces",
- "d ick",
- "spar k",
- "se as",
- "hom a",
- "gr ound",
- "disc i",
- "employe e",
- "com mu",
- "alas ka",
- "al an",
- "fe ast",
- "dg ing",
- "ban king",
- "manu el",
- "slow ly",
- "tru cks",
- "mc car",
- "oo o",
- "sc rat",
- "orche stra",
- "indivi du",
- "m x",
- "bre ath",
- "stair s",
- "equ ality",
- "bla ke",
- "loc ations",
- "cocon ut",
- "balti more",
- "aa a",
- "l c",
- "ðŁı Ĩ",
- "har vey",
- "resi st",
- "immigr ation",
- "adid as",
- "fil i",
- "re f",
- "lg bt",
- "mo s",
- "pp i",
- "ken ny",
- "terr or",
- "ban e",
- "apol is",
- "s g",
- "social media",
- "ka i",
- "hon est",
- "as sas",
- "bol lywood",
- "âĢįâĻ Ģï¸ı",
- "ferr ari",
- "hor n",
- "cryp to",
- "bo om",
- "mainten ance",
- "i di",
- "s man",
- "w l",
- "ext ended",
- "in sul",
- "ve s",
- "go sp",
- "tr i",
- "pi g",
- "tar ge",
- "cel er",
- "st ati",
- "sm h",
- "ri dic",
- "appe al",
- "? )",
- "con clu",
- "cos me",
- "she ep",
- "christop her",
- "en thusi",
- "po lish",
- "me ts",
- "oun ded",
- "sustain ability",
- "creati vity",
- "con crete",
- "ra i",
- "ali en",
- "ble ss",
- "te es",
- "clu b",
- "ro t",
- "bo s",
- "ex ist",
- "perfe ction",
- "lu ck",
- "rock y",
- "expen sive",
- "mean while",
- "happy birthday",
- "pre t",
- "thr iller",
- "ca ve",
- "playo ff",
- "som er",
- "l u",
- "le x",
- "def ence",
- "am writing",
- "home less",
- "pro phe",
- "ch et",
- "past or",
- "ðŁ¤ £",
- "land er",
- "ww w",
- "Ģ ï¸ı",
- "tic a",
- "! #",
- "o tic",
- "rad ar",
- "po sters",
- "pow der",
- "po li",
- "ha un",
- "tra p",
- "bl in",
- "assau lt",
- "shor ts",
- "re y",
- "sh y",
- "squ ir",
- "rac ist",
- "gar lic",
- "fu r",
- "remo te",
- "sm ell",
- "impre ssed",
- "fing ers",
- "âł Ģ",
- "din o",
- "le ment",
- "s nu",
- "promo ting",
- "str ing",
- "produc tive",
- "b age",
- "ma son",
- "ra z",
- "direc tly",
- "j k",
- "ev al",
- "ðŁij Ĭ",
- "doc tors",
- "co w",
- "ri der",
- "st v",
- "re move",
- "w u",
- "na than",
- "ro d",
- "n r",
- "= >",
- "affe cted",
- "inve st",
- "mp tion",
- "g inger",
- "o d",
- "agricul ture",
- "s que",
- "mu g",
- "coun ting",
- "ke e",
- "mag nific",
- "coo k",
- "ani stan",
- "roo t",
- "plac ed",
- "sym po",
- "gh ana",
- "un d",
- "che er",
- "thro wing",
- "secre ts",
- "f illing",
- "opti mi",
- "butter fly",
- "bu bb",
- "ðŁĺ ī",
- "terri ble",
- "d g",
- "sil k",
- "obse ssed",
- "lo u",
- "ai de",
- "sal ute",
- "mon u",
- "philadel phia",
- "scienti fic",
- "i st",
- "u ae",
- "dess ert",
- "bott les",
- "can yon",
- "ðŁĺ Ī",
- "car ib",
- "o ther",
- "w ich",
- "re source",
- "guil ty",
- "un d",
- "le on",
- "e ss",
- "kan e",
- "el e",
- "tra iner",
- "he im",
- "an te",
- "man age",
- "roo kie",
- "tre ated",
- "po ses",
- "rs vp",
- "cau ses",
- "aw ak",
- "je well",
- "le tt",
- "on ics",
- "tit les",
- "cardi ff",
- "g aga",
- "bu mp",
- "use ful",
- "? !",
- "loo se",
- "bb ing",
- ": :",
- "argent ina",
- "de bu",
- "cy cl",
- "wh el",
- "dis gu",
- "j el",
- "k ills",
- "bio logy",
- "ex ter",
- "tra sh",
- "bo dies",
- "tr am",
- "circu it",
- "expe ct",
- "la ds",
- "w ells",
- "sho t",
- "ge e",
- "naren dr",
- "fa stest",
- "b ent",
- "b ills",
- "mar shall",
- "h ats",
- "intro duce",
- "citi zen",
- "im possible",
- "gi b",
- "az z",
- "net working",
- "r ant",
- "thin k",
- "in dy",
- "st ops",
- "f theday",
- "bri an",
- "* *",
- "amo di",
- "dom e",
- "coura ge",
- "pac king",
- "af fairs",
- "g n",
- "si zed",
- "ent ary",
- "pol and",
- "swit zer",
- "afgh anistan",
- "w u",
- "ten der",
- "subscri be",
- "mo sco",
- "att end",
- "republic an",
- "hon ey",
- "âĢ ĭ",
- "si mul",
- "we ster",
- "foo die",
- "or o",
- "midd le",
- "ab t",
- "co pies",
- "ma je",
- "narendr amodi",
- "ty pical",
- "inspir ational",
- "vit am",
- "wis con",
- "cu bs",
- "tiv ity",
- "h ali",
- "e ars",
- "k ay",
- "d are",
- "mari juana",
- "cu rious",
- "an ia",
- "tom ato",
- "re mind",
- "ðŁĩ ·",
- "sc ared",
- "cou p",
- "po et",
- "land ed",
- "ri d",
- "wra pped",
- "mor ri",
- "climb ing",
- "e ws",
- "fe eding",
- "con tra",
- "tho logy",
- "gri d",
- "ti vely",
- "read er",
- "la ser",
- "di ving",
- "di g",
- "lat in",
- "ti ed",
- "shake spe",
- "o ci",
- "ad m",
- "show ers",
- "chu ck",
- "mar cus",
- "oo s",
- "kne e",
- "o live",
- "ow l",
- "dy lan",
- "an no",
- "g ym",
- "deci sions",
- "well ness",
- "arri ves",
- "sati s",
- "chri s",
- "thur s",
- "ðŁ¤ £",
- "inter views",
- "thank you",
- "switzer land",
- "over night",
- "journ alist",
- "ser ves",
- "vol can",
- ".... ...",
- "plo t",
- "nic ol",
- "car rying",
- "mag ne",
- "tre asure",
- "ex p",
- "be ver",
- "ðŁĺ ¢",
- "mar ty",
- "mo le",
- "don ations",
- "recogni zed",
- "b h",
- "du s",
- "sh ann",
- "al do",
- "success fully",
- "ent e",
- "ðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤ",
- "cab inet",
- "cu is",
- "tit led",
- "d as",
- "so l",
- "strate gies",
- "deli vering",
- "ad ds",
- "ani an",
- "ne ther",
- "ðŁĴ ĥ",
- "con tain",
- "su its",
- "pa irs",
- "to dd",
- "rel la",
- "ro pe",
- "ci o",
- "cro p",
- "paint ings",
- "su z",
- "re jec",
- "bu st",
- "d h",
- "fra ud",
- "m h",
- "contro l",
- "je al",
- "destroy ed",
- "al lows",
- "wo ol",
- "minneso ta",
- "om en",
- "j u",
- "sympo sium",
- "d af",
- "lim it",
- "accoun ts",
- "load ing",
- "inter n",
- "re solution",
- "hol land",
- "qu al",
- "meet ings",
- "gra ve",
- "cam ping",
- "v am",
- "re nov",
- "liber al",
- "am ber",
- "gre e",
- "hu mb",
- "fe ver",
- "el ing",
- "broo ks",
- "à ²",
- "be th",
- "ad ed",
- "al t",
- "ro e",
- "perform ed",
- "jo sh",
- "frank lin",
- "nic ole",
- "de ss",
- "bb s",
- "m g",
- "net works",
- "min im",
- "al t",
- "weap ons",
- "gu y",
- "jas on",
- "g ha",
- "harb our",
- "at on",
- "pra ise",
- "kentu cky",
- "bel fast",
- "st icks",
- "blo ss",
- "ho pes",
- "an thro",
- "famili ar",
- "wa it",
- "ch ile",
- "depre ssion",
- "la x",
- "je ts",
- "le ice",
- "recei ves",
- "si er",
- "an k",
- "de x",
- "inde ed",
- "fle xi",
- "fab ric",
- "lam b",
- "hel icop",
- "am anda",
- "âĢĶ âĢĶ",
- "compe te",
- "sn ack",
- "techno logies",
- "sy rian",
- "mom s",
- "mu ham",
- "cho sen",
- "an at",
- "dev on",
- "shar ks",
- "re t",
- "fundra iser",
- "selfi es",
- "st ations",
- "communic ations",
- "tennes see",
- "tu tor",
- "ro t",
- "valu able",
- "dynam ic",
- "nur se",
- "i ed",
- "earth quake",
- "deser ved",
- "a ve",
- "sar a",
- "stre tch",
- "dougla s",
- "ne pal",
- "Ã §",
- "ob viously",
- "d ame",
- "ra pe",
- "any body",
- "k w",
- "pat rol",
- "hol ders",
- "h anna",
- "info graphic",
- "ec o",
- "be ating",
- "stan ley",
- "bo ats",
- "ri bb",
- "e z",
- "wit ch",
- "inv a",
- "ac id",
- "boar ding",
- "- @",
- "gi l",
- "da ve",
- "care ers",
- "opp os",
- "l loy",
- "in ter",
- "do pe",
- "re su",
- "j agu",
- "sh ade",
- "in dy",
- "on ist",
- "rel ations",
- "ag en",
- "ab le",
- "inci dent",
- "me ter",
- "shar ma",
- "id r",
- "pro ve",
- "immedi ately",
- "tro ops",
- "am an",
- "g low",
- "gaz a",
- "blo cks",
- "person al",
- "chron ic",
- "all er",
- "si d",
- "sh r",
- "whats app",
- "lu cy",
- "ar chae",
- "ho u",
- "journ alism",
- "our selves",
- "go t",
- "the med",
- "shap ed",
- "we ak",
- "cas ual",
- "leng th",
- "sla m",
- "ab bey",
- "e v",
- "coun ter",
- "est a",
- "reci pi",
- "cha pel",
- "expan sion",
- "sel f",
- "suff ering",
- "sp ice",
- "n z",
- "sp art",
- "desp er",
- "boo king",
- "quart ers",
- "y on",
- "ðŁĴ Ĺ",
- "p k",
- "continu ed",
- "- #",
- "man hatt",
- "tal ked",
- "sh en",
- "com bo",
- "hybri d",
- "je ans",
- "liqu id",
- "se al",
- "re tweets",
- "ac celer",
- "collec tive",
- "t as",
- ": ))",
- "profession als",
- "ra w",
- "o tt",
- "su san",
- "ir ing",
- "okla homa",
- "re ven",
- "survi val",
- "cre ator",
- "tran sit",
- "st ac",
- "sur f",
- "i k",
- "ed iting",
- "ch illing",
- "bai ley",
- "ste al",
- "ra ble",
- "pa rent",
- "hun ger",
- "sn app",
- "collec t",
- "philos oph",
- "dedic ation",
- "c f",
- "c m",
- "le ep",
- "repe at",
- "re ha",
- "un fortun",
- "a er",
- "a ero",
- "abstr act",
- "mon itor",
- "ag ents",
- "bu l",
- "sci ence",
- "harb or",
- "drag ons",
- "floo ding",
- "ac compli",
- "d ash",
- "juli a",
- "the red",
- "tues day",
- "cy ber",
- "b low",
- "ta ined",
- "le m",
- "refe rence",
- "pp o",
- "ne goti",
- "char le",
- "con nor",
- "au lt",
- "access ories",
- "commissi oner",
- "rain y",
- "re ar",
- "advis ory",
- "luc as",
- "ma id",
- "co al",
- "k av",
- "pol o",
- "ðŁı ¾",
- "tran sport",
- "mar gare",
- "straw berry",
- "bur ns",
- "gre ens",
- "ne v",
- "partici pants",
- "col in",
- "belgi um",
- "col our",
- "in form",
- "d ell",
- "br on",
- "cal y",
- "kick off",
- "strate gic",
- "re union",
- "hon ors",
- "li b",
- "egy p",
- "âŃIJ ï¸ı",
- "hy po",
- "si zes",
- "regi stered",
- "bet es",
- "relax ing",
- "bloo m",
- "inten se",
- "valent ines",
- "insan e",
- "w wii",
- "p x",
- "tri o",
- "bla de",
- "wiscon sin",
- "con e",
- "plat in",
- "ali ze",
- "ra ven",
- "incre asing",
- "indi ans",
- "il ian",
- "bl u",
- "rabb it",
- "exten sion",
- "je f",
- "au di",
- "fer ry",
- "s ell",
- "a day",
- "us b",
- "swe at",
- "cham pag",
- "metho d",
- "mem ph",
- "assi st",
- "s by",
- "ca pe",
- "remo ved",
- "mag n",
- "v t",
- "r ams",
- "f bi",
- "tack le",
- "phe w",
- "h on",
- "motor cycle",
- "su spec",
- "eleph ant",
- "sub ject",
- "let te",
- "da iry",
- "whe at",
- "awk ward",
- "ac t",
- "tro l",
- "mit ted",
- "zay n",
- "sheri ff",
- "ene my",
- "con s",
- "ke tt",
- "bul ls",
- "ev alu",
- "bt c",
- "satell ite",
- "ho lo",
- "por ter",
- "dia betes",
- "bet ter",
- "rele asing",
- "sur f",
- ": -",
- "se basti",
- "collec ting",
- "en cing",
- "e thi",
- "go ds",
- "al ley",
- "health y",
- "m ills",
- "sma sh",
- "co pper",
- "cr ack",
- "read ers",
- "sp ac",
- "licen se",
- "bas ket",
- "bang la",
- "en tic",
- "om i",
- "m ere",
- "si vely",
- "anim ation",
- "lan es",
- "dent ally",
- "chill in",
- "fi e",
- "k aren",
- "dep th",
- "li pse",
- "n g",
- "ri p",
- "mel o",
- "sand y",
- "ðŁijı ðŁijı",
- "vin cent",
- "nu t",
- "hu g",
- "who le",
- "cre ates",
- "? ???",
- "âĿ¤ï¸ı âĿ¤ï¸ı",
- "bak ed",
- "up grade",
- "rober ts",
- "har a",
- "carib bean",
- "auth entic",
- "mb s",
- "mosco w",
- "attor ney",
- "wi ki",
- "ch lo",
- "hu ll",
- "cor k",
- "\" !",
- "sty lish",
- "ðŁĵ¸ :",
- "di ary",
- "impro ving",
- "ex pand",
- "bri ght",
- "pollu tion",
- "k nights",
- "person ality",
- "chec ked",
- "fac ilities",
- "z el",
- "bow ling",
- "gu er",
- "ðŁİ Ĥ",
- "on going",
- "un its",
- "hoo k",
- "be ck",
- "confl ict",
- "to dd",
- "far ming",
- "educ ational",
- "k ak",
- "cla y",
- "stro ke",
- "bel ly",
- "explo re",
- "mill enni",
- "th m",
- "loo p",
- "sm s",
- "consi st",
- "cir ca",
- "br yan",
- "d ab",
- "youn ger",
- "soli dar",
- "pp a",
- "experi enced",
- "b ella",
- "bo ard",
- "shef field",
- "steph en",
- "consu mer",
- "sub mit",
- "spon sor",
- "t ang",
- "ag gre",
- "comb ined",
- "trac king",
- "sand ers",
- "b az",
- "survi ve",
- "fer red",
- "equ al",
- "se p",
- "re ed",
- "str ong",
- "priv acy",
- "st ap",
- "un g",
- "ac ry",
- "pa sta",
- "pir ates",
- "ag er",
- "fair y",
- "du p",
- "introduc ed",
- "wi p",
- "let s",
- "spr ay",
- "ðŁĵ º",
- "gre w",
- "a sts",
- "pitts burgh",
- "new york",
- "jo ey",
- "lau ren",
- "tra de",
- "ch op",
- "pi pe",
- "cla ire",
- "behavi or",
- "v ap",
- "cre ws",
- "lap top",
- "ðŁ¤ Ĺ",
- "che ster",
- "disci pl",
- "d f",
- "out doors",
- "k s",
- "go ver",
- "super star",
- "cas ino",
- "far mer",
- "; -)",
- "re turned",
- "ðŁı Ī",
- "ma il",
- "roa sted",
- "co sta",
- "v ill",
- "pe z",
- "gard ening",
- "distribu tion",
- "sh ining",
- "inve stors",
- "ra sp",
- "dec ades",
- "reali zed",
- "bar n",
- "p ti",
- "st able",
- "ut d",
- "pan thers",
- "m ens",
- "b n",
- "ca de",
- "bu cket",
- "yn n",
- "when ever",
- "wa ke",
- "da is",
- "ber nie",
- "lo dge",
- "ju lie",
- "atmo sphere",
- "ðŁĺĺ ðŁĺĺ",
- "major ity",
- "par ti",
- "exc it",
- "cu t",
- "me h",
- "musli ms",
- "be gun",
- "fli ghts",
- "vene ss",
- "ce me",
- "po sing",
- "so le",
- "g ou",
- "dark ness",
- "pe ach",
- "cel tic",
- "auth ority",
- "grand ma",
- "ful ness",
- "smi th",
- "speci fic",
- "gar cia",
- "co ins",
- "good ness",
- "aldu b",
- "recru iting",
- "den nis",
- "gar y",
- "sle eve",
- "weap on",
- "pl z",
- "disco ver",
- "harri son",
- "recruit ment",
- "ja i",
- "ch im",
- "com pared",
- "tom s",
- "mo thers",
- "am y",
- "archi ve",
- "t ask",
- "ben jam",
- "se g",
- "law yer",
- "al um",
- "inve sting",
- "mi e",
- "che z",
- "j p",
- "a ke",
- "fl am",
- "wall paper",
- "âĻ¥ ï¸ı",
- "t ton",
- "che st",
- "favor ites",
- "we igh",
- "coo lest",
- "r ating",
- "relev ant",
- "lo gan",
- "ma ple",
- "run ners",
- "pri or",
- "peop le",
- "ma ur",
- "terrori st",
- "te sted",
- "carni val",
- "su spen",
- "me asure",
- "m v",
- "cyber security",
- "app ren",
- "terror ism",
- "o z",
- "v ital",
- "ni es",
- "gon z",
- "fun ded",
- "twi st",
- "assess ment",
- "die sel",
- "en for",
- "colum n",
- "ad dressing",
- "ca sts",
- "pay ment",
- "x ton",
- "fi er",
- ", '",
- "la st",
- "ne e",
- "un less",
- "clo se",
- "sk ill",
- "cuis ine",
- "fun eral",
- "ti les",
- "a un",
- "k ru",
- "relation ships",
- "ðŁĴ ¯",
- "ev ent",
- "âĢįâĻĤ ï¸ı",
- "kind ness",
- "pro posed",
- "acou stic",
- "a es",
- "defen der",
- "dan ce",
- "h tt",
- "w at",
- "vo y",
- "ðŁ¤ ĺ",
- "au s",
- "cli ff",
- "sear ching",
- "beauti fully",
- "in qu",
- "at l",
- "speci alist",
- "ðŁIJ ¶",
- "da i",
- "tra ils",
- "class ics",
- "inst ant",
- "v ous",
- "re venue",
- "mar ch",
- "kir k",
- "fr inge",
- "fire works",
- "tri via",
- "âĺ ħ",
- "tr action",
- "wal ter",
- "mo to",
- "l ily",
- "att itude",
- "cli mb",
- "sc an",
- "sav ings",
- "c w",
- "fa ith",
- "cred its",
- "ab led",
- "gra ff",
- "auto graph",
- "he he",
- "ran ch",
- "ha d",
- "ro gers",
- "ðŁĮ ¹",
- "f in",
- "re qu",
- "fol k",
- "ad ditional",
- "lyn n",
- "u ber",
- "dol lars",
- "lo gic",
- "wor th",
- "so m",
- "the sis",
- "p ound",
- "bi c",
- "st ur",
- "cer am",
- "spen cer",
- "en tered",
- "v amp",
- "organi zed",
- "âľ Ī",
- "pp s",
- "tr on",
- "merce des",
- "no ti",
- "compet itive",
- "do w",
- "ous ness",
- "vic tor",
- "gr illed",
- "na i",
- "pu tin",
- "ab ra",
- "bl ame",
- "alex and",
- "anim al",
- "dec ent",
- "p ent",
- "inter ior",
- ":' )",
- "but ler",
- "bal let",
- "ðŁĴ Ķ",
- "albu ms",
- "down s",
- "la d",
- "si r",
- "pla in",
- "p ers",
- "blon de",
- "dis c",
- "paki stan",
- "se ment",
- "ga a",
- "w age",
- "ch as",
- "man i",
- "co ps",
- "terr it",
- "lo l",
- "lau ghter",
- "ri vers",
- "magnific ent",
- "lam p",
- "w b",
- "new sle",
- "char ts",
- "ble ssing",
- "p unch",
- "lon gest",
- "fl oral",
- "cu tie",
- "fare well",
- "sto pping",
- "mb b",
- "bu d",
- "chee se",
- "de cla",
- "si m",
- "mc donald",
- "de ter",
- "you th",
- "t ch",
- "fre der",
- "kin dle",
- "fer n",
- "at or",
- "as leep",
- "p ond",
- "spr int",
- "p ounds",
- "la zy",
- "gh e",
- "fundra ising",
- "dead ly",
- "gran de",
- "dou g",
- "he y",
- "lin da",
- "consi dering",
- "i um",
- "gol den",
- "vi k",
- "auth ors",
- "di ss",
- "u ally",
- "appropri ate",
- "mor ning",
- "y le",
- "hon oring",
- "foli o",
- "be c",
- "re bec",
- "fin land",
- "formu la",
- "corn wall",
- "sh ay",
- "cau sing",
- "bl end",
- "sig nal",
- "t ent",
- "kash mir",
- "nation als",
- "har mony",
- "sc out",
- "acce ssi",
- "he ight",
- "medi eval",
- "impro vement",
- "ke es",
- "prac tical",
- "car d",
- "de par",
- "hu n",
- "om ing",
- "cal gary",
- "ste l",
- "bu bble",
- "gur u",
- "ma h",
- "unex pe",
- "n h",
- "ed a",
- "me at",
- "i ge",
- "si o",
- "god dess",
- "in ches",
- "tun es",
- "br itt",
- "sti on",
- "ra j",
- "âĻ «",
- "mer cy",
- "ðŁĴ ĺ",
- "sen ds",
- "i est",
- "pol ici",
- "val e",
- "reduc ed",
- "as ap",
- "vi jay",
- "defen sive",
- "celebr ations",
- "ri ders",
- "med itation",
- "har mon",
- "g ing",
- "Â ¡",
- "program ming",
- "in au",
- "sud den",
- "m h",
- "replac ement",
- "sk u",
- "j ar",
- "gra des",
- "ta st",
- "k itt",
- "brand ing",
- "k aw",
- "boo t",
- "f ought",
- "p ays",
- "g f",
- "iz ation",
- "ho p",
- "k k",
- "activi st",
- "v end",
- "coast al",
- "cha os",
- "ðŁĶ ´",
- "se me",
- "bill board",
- "li fting",
- "cu mb",
- "sc al",
- "ðŁĸ ¤",
- "stru ck",
- "l v",
- "indie dev",
- "beat en",
- "jun gle",
- "al right",
- "destin y",
- "m ing",
- "k c",
- "ch ances",
- "om an",
- "q atar",
- "cra f",
- "tra ined",
- "pri x",
- "char m",
- "o tive",
- "s mu",
- "e c",
- "and ers",
- "hand ed",
- "al ban",
- "certain ly",
- "arri ving",
- "i ze",
- "sa i",
- "tr ack",
- "pain ter",
- "hu mble",
- "appo intment",
- "head line",
- "manag ing",
- "mo d",
- "as pe",
- "andre a",
- "Ã ¤",
- "ethi op",
- "un ited",
- "exi st",
- "bal i",
- "k ad",
- "n t",
- "d red",
- "re x",
- "recogni ze",
- "tam pa",
- "be ers",
- "ati a",
- "he els",
- "no te",
- "transport ation",
- "tur tle",
- "re de",
- "hipho p",
- "sp icy",
- "sp urs",
- "⬠ĩ",
- "cor p",
- "ther n",
- "to ast",
- "hur ry",
- "proper ties",
- "ma ge",
- "mar co",
- "ele ments",
- "bou ti",
- "syn drome",
- "ms g",
- "develop er",
- "gra ders",
- "he im",
- "re sil",
- "off ices",
- "del ay",
- "di men",
- "vin tag",
- "barbar a",
- "ðŁĺ ±",
- "vene zu",
- "cu lar",
- "fac ed",
- "bar n",
- "ðŁĺ Ĩ",
- "survi vor",
- "wor m",
- "confu sed",
- "passion ate",
- "Ø ±",
- "identi fy",
- "electr icity",
- "sou ls",
- "brad ley",
- "repor tedly",
- "lun ch",
- "shel f",
- "eli a",
- "swee t",
- "smoo th",
- "emplo yment",
- "am el",
- "manhatt an",
- "ste am",
- "oun ts",
- "ye p",
- "li ving",
- "un e",
- "descri be",
- "ca res",
- "man ila",
- "sha wn",
- "ac ted",
- "bas h",
- "st even",
- "re st",
- "pet ition",
- "div ine",
- "wel sh",
- "rac e",
- "platin um",
- "ðŁĮ ¸",
- "p b",
- "extra ordinary",
- "solidar ity",
- "m all",
- "on ion",
- "schedu led",
- "game of",
- "fer gu",
- "de ms",
- "nor m",
- "p k",
- "tri als",
- "polici es",
- "publi shing",
- "st ole",
- "fron t",
- "charac ter",
- "van ia",
- "ex ce",
- "sti e",
- "sc a",
- "resi dential",
- "sa iling",
- "ðŁĶ¥ðŁĶ¥ ðŁĶ¥",
- "spons ors",
- "th ick",
- "champag ne",
- "she pher",
- "continu ing",
- "ven ice",
- "per th",
- "na p",
- "a ster",
- "y ak",
- "un limited",
- "cho ices",
- "ne o",
- "hi v",
- "repor ter",
- "bru ssels",
- "f old",
- "dy s",
- "se mi",
- "la wn",
- "it alia",
- "wi fi",
- "as k",
- "em ed",
- "fr ame",
- "monit oring",
- "ste ad",
- "i da",
- "gr in",
- "is a",
- "fli p",
- "re stric",
- "offen sive",
- "atta ched",
- "di sh",
- "wh y",
- "philli ps",
- "gre et",
- "p als",
- "mix tape",
- "v ou",
- "fiel der",
- "spar k",
- "alber ta",
- "g len",
- "ca sh",
- "s ri",
- "u ri",
- "ro dri",
- "entreprene urs",
- "climate change",
- "p sy",
- "d le",
- "em ents",
- "lin ked",
- "nether lands",
- "acci dentally",
- "oppos ition",
- "vel vet",
- "ra ys",
- "c w",
- "om o",
- "m f",
- "lmfa o",
- "newsle tter",
- ": )",
- "toi let",
- "liter ature",
- "di sp",
- "phili p",
- "uni form",
- "sudden ly",
- "head er",
- "cool er",
- "-- -",
- "prou d",
- "bri g",
- "nis san",
- "scienti st",
- "j ah",
- "con centr",
- "pac ks",
- "appo inted",
- "so ap",
- "eng age",
- "cho se",
- "âĻ ¡",
- "se tup",
- "jeal ous",
- "har ry",
- "g ation",
- "tun nel",
- "te mp",
- "osc ars",
- "dec ade",
- "recomm ended",
- "child ren",
- "ab a",
- "anxi ety",
- "ve ments",
- "sal on",
- "pho too",
- "organi z",
- "mach ines",
- "ab s",
- "vil le",
- "hy pe",
- "ti ff",
- "emer ging",
- "av geek",
- "[ #",
- "contribu tion",
- "bra dy",
- "re sto",
- "g mail",
- "fit z",
- "photo shoot",
- "hel met",
- "h t",
- "eleg ant",
- "ug anda",
- "nur sing",
- "or leans",
- "pen n",
- "na h",
- "foo tage",
- "em a",
- "w o",
- "w ad",
- "concer ns",
- "ve re",
- "re mark",
- "who ever",
- "str ang",
- "p t",
- "qu it",
- "sh ang",
- "histor y",
- "s ick",
- "perman ent",
- "ill ness",
- "col d",
- "visi on",
- "he m",
- "ar row",
- "con vic",
- "pin k",
- "oc cup",
- "bal d",
- "ex hau",
- "u of",
- "am o",
- "on t",
- "ãĥ »",
- "adop t",
- "la id",
- "smo ked",
- "inter pre",
- "ess enti",
- "associ ated",
- "b d",
- "bb y",
- "fi er",
- "inst all",
- "dipl om",
- "con diti",
- "c f",
- "w ak",
- "any a",
- "gr aci",
- "fi sher",
- "s ss",
- "ap r",
- "il it",
- "mus ician",
- "symph ony",
- "cor d",
- "h ack",
- "le gi",
- "l v",
- "bless ings",
- "hum or",
- "sc ra",
- "e ti",
- "min ster",
- "trav elling",
- "bu sh",
- "jewell ery",
- "li me",
- "!! !",
- "pregn ant",
- "pe e",
- "lo b",
- "cap ital",
- "ip a",
- "pen cil",
- "la bor",
- "duc ks",
- "prou dly",
- "wedd ing",
- "dere k",
- "m w",
- "pe g",
- "valent ine",
- "an gu",
- "re treat",
- "pro spect",
- "dang er",
- "vul ner",
- "up set",
- ", #",
- "sr k",
- "x im",
- "thur sday",
- "n fl",
- "kis ses",
- "re ds",
- "cr ack",
- "re ward",
- "c u",
- "ko k",
- "me te",
- "aband oned",
- "it t",
- "me als",
- "sp ell",
- "stan bul",
- "del ays",
- "ru m",
- "le op",
- "gu m",
- "no va",
- "super man",
- "ch ick",
- "m is",
- "dram atic",
- "inno cent",
- "r ounds",
- "re c",
- "auti sm",
- "bangla desh",
- "mor al",
- "mo vie",
- "sp oo",
- "k la",
- "âĥ £",
- "ou ting",
- "mess i",
- "ab road",
- "loo kin",
- "a im",
- "q i",
- "st ack",
- "colla ge",
- "à ¯",
- "hud son",
- "sc an",
- "ho e",
- "ch au",
- "oc cur",
- "comm ander",
- "ho les",
- "ðŁİ Ħ",
- "bi as",
- "v on",
- "stick er",
- "ma k",
- "responsi bility",
- "colum bus",
- "sa int",
- "ed mon",
- "rac ism",
- "far ms",
- "w en",
- "gul f",
- "may o",
- "!!!! !!!!",
- "corpor ation",
- "ba chel",
- "el a",
- "inter nal",
- "je ep",
- "fol lows",
- "di alogue",
- "de rer",
- "smart phone",
- "he len",
- "rich mond",
- "equ ity",
- "s land",
- "b g",
- "ne ar",
- "av i",
- "memph is",
- "we ir",
- "discu ssed",
- "bad ge",
- "p up",
- "mi stake",
- "phen omen",
- "un ite",
- "ðŁ Ľ",
- "de pic",
- "ri des",
- "in augu",
- "n at",
- "sof twitter",
- "comb ination",
- "gosp el",
- "âļ ¾",
- "ad mission",
- "retro gaming",
- "ðŁIJ ¾",
- "sch u",
- "mb o",
- "jun ction",
- "al arm",
- "à ¦",
- "gr ac",
- "kh ali",
- "k ul",
- "m ale",
- "cap tion",
- "wi sh",
- "te re",
- "cor ps",
- "ru bber",
- "play station",
- "er in",
- "effici ent",
- "l or",
- "jo kes",
- "in ary",
- "nor man",
- "lu is",
- "inaugu ral",
- "ch ed",
- "âļ½ ï¸ı",
- "di p",
- "to e",
- "str at",
- "aa c",
- "am u",
- "pi er",
- "co tt",
- "comm and",
- "tt en",
- "sn oo",
- "cu be",
- "clo ses",
- "class ical",
- "s word",
- "expre ssion",
- "reach ing",
- "n app",
- "co st",
- "affe ct",
- "ric o",
- "gi f",
- "brea the",
- "tri be",
- "or tho",
- "h ay",
- "l g",
- "fri es",
- "n m",
- "hi ding",
- "richar ds",
- "en de",
- "mic ro",
- "capit ol",
- "cop y",
- "ro m",
- "regi me",
- "mary land",
- "tax i",
- "di al",
- "embar ra",
- "un believ",
- "ch t",
- "v s",
- "elim in",
- "o dd",
- "pen ny",
- "sound track",
- "l ings",
- "trans ition",
- "rema ining",
- "a is",
- "mali k",
- "? !?",
- "rand om",
- "def end",
- "ul tra",
- "tru m",
- "danc er",
- "st ol",
- "dri ve",
- "a ver",
- "ro ast",
- "defin ition",
- "se an",
- "excit ement",
- "partic ul",
- "su rely",
- "sh av",
- "ber y",
- "di shes",
- "com m",
- "is ol",
- "i am",
- "ob li",
- "gho st",
- "hugh es",
- "chi efs",
- "b as",
- "conserv ative",
- "speci al",
- "fe min",
- "sh ri",
- "n ancy",
- "inte l",
- "tu ne",
- "ðŁĩ ª",
- "jo el",
- "gg le",
- "mo to",
- "ðŁĺ Ķ",
- "bu ck",
- "d ag",
- "antic ip",
- "mont ana",
- "gu id",
- "fro g",
- "ec raft",
- "op e",
- "dri ves",
- "nu mer",
- "x y",
- "color ful",
- "wednesday wisdom",
- "illu min",
- "bey on",
- "inau gur",
- "deep ly",
- "pre fer",
- "for tune",
- "coo ked",
- "ti ble",
- "âĺ ķ",
- "swe ater",
- "it ter",
- "tt y",
- "u i",
- "gi e",
- "com plic",
- "~ ~",
- "tax es",
- "cu ps",
- "di verse",
- "sam anth",
- "âłĢ âłĢ",
- "ba king",
- "sy mp",
- "wa i",
- "be half",
- "mer cur",
- "travel s",
- "ðŁİī ðŁİ",
- "or ia",
- "eng aged",
- "jump ing",
- "reti red",
- "n aked",
- "p uni",
- "speed way",
- "sci ences",
- "rehear sal",
- "on ym",
- "dy ou",
- "pl ates",
- "r ati",
- "kri sh",
- "jaz z",
- "car ol",
- "ra f",
- "pen alty",
- "tim eline",
- "ru by",
- "engine ers",
- "ra f",
- "bel le",
- "do se",
- "che on",
- "esc ap",
- "me g",
- "ran k",
- "or d",
- "me gan",
- "mer ch",
- "ec lipse",
- "âĺº ï¸ı",
- "ple dge",
- "kir k",
- "per si",
- "leice ster",
- "sa k",
- "w k",
- "saf ely",
- "yy y",
- "je t",
- "promis ed",
- "j c",
- "en ne",
- "no ah",
- "re no",
- "re a",
- "ðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤ",
- "tra il",
- "ðŁij Ģ",
- "f d",
- "soo o",
- "ri min",
- "w k",
- "ภ²",
- "i al",
- "x ox",
- "bis cu",
- "d ale",
- "fan dom",
- "particip ating",
- "fla g",
- "privi lege",
- "pe ach",
- "mach ine",
- "bo ston",
- "gro ss",
- "o g",
- "mir acle",
- "adop tion",
- "u ss",
- "mon sters",
- "be ij",
- "clar ke",
- "pu shing",
- "pra ying",
- "ar o",
- "d n",
- "ell is",
- "apol lo",
- "od ds",
- "refuge e",
- "to w",
- "b p",
- "ðŁĩ¬ðŁĩ §",
- "h end",
- "app eared",
- "memb ership",
- "pe an",
- "du m",
- "viol ent",
- "v y",
- "potat oes",
- "aw w",
- "greet ings",
- "t ts",
- "ac on",
- "sh ane",
- "photograph ed",
- "cra b",
- "temper atures",
- "cu ba",
- "c fc",
- "wel com",
- "he l",
- "in nings",
- "m k",
- "co de",
- "kno ck",
- "gra ss",
- "swe dish",
- "p ta",
- "ick y",
- "v at",
- "lin ing",
- "s q",
- "sa p",
- "ar c",
- "announ cing",
- "sk ins",
- "cit yof",
- "br ing",
- "co x",
- "gam er",
- "it arian",
- "i da",
- "h d",
- "ros se",
- "sad ly",
- "ge o",
- "âļ ¡ï¸ı",
- "tag s",
- "fa ther",
- "chan ge",
- "l ance",
- "whis key",
- "adel aide",
- "te c",
- "stick ers",
- "marke t",
- "class y",
- "bad ass",
- "flo rence",
- "lin er",
- "fro st",
- "k ate",
- "ac on",
- "scand al",
- "es sex",
- "ðŁĺ ı",
- "vi vi",
- "dr ill",
- "blo ggers",
- "recomm end",
- "d ha",
- "ac res",
- "ro ma",
- "bu y",
- "gro cer",
- "er ia",
- "ma har",
- "ff er",
- "patter ns",
- "ver i",
- "com pu",
- "st ev",
- "ang a",
- "ment or",
- "do o",
- "it ali",
- "cdn poli",
- "on ly",
- "conduc t",
- "elec tro",
- "de f",
- "wh ale",
- "prepar ation",
- "bicy cle",
- "vi ral",
- "turn out",
- "bra ss",
- "qu ad",
- "hospit ality",
- "pack aging",
- "den cy",
- "ceme tery",
- "abo ard",
- "dre aming",
- "pic ture",
- "t all",
- "inv ent",
- "ad mi",
- "o e",
- "tem ps",
- "qu an",
- "fun dam",
- "pro mp",
- "resi dence",
- "mu d",
- "sour i",
- "âĦ ¢",
- "graff iti",
- "gi f",
- "d nd",
- "com p",
- "s war",
- "pe eps",
- "pale stine",
- "devil s",
- "san g",
- "assi stance",
- "bi ke",
- "missi ssi",
- "inter viewed",
- "ne phew",
- "dru ms",
- "v and",
- "gentle men",
- "n sw",
- "inst a",
- "leban on",
- "ee ee",
- "oli via",
- "ver y",
- "rou gh",
- "industri es",
- "m ation",
- "ðŁĺ Ĵ",
- "bar rel",
- "n ay",
- "po ps",
- "moder n",
- "ill y",
- "are st",
- "on ents",
- "protec ting",
- "v ans",
- "e o",
- "vi kings",
- "restaur ants",
- "re ck",
- "jac kie",
- "andre w",
- "w illing",
- "he ath",
- "citiz en",
- "disc rimin",
- "๠Ī",
- "stu art",
- "m ys",
- "hi p",
- "tran sp",
- "\" ?",
- "te x",
- "su shi",
- "ke d",
- "cro ssed",
- "dist ur",
- "pe dia",
- "f ate",
- "some how",
- "mo th",
- "proce ssing",
- "is s",
- "r in",
- "u ts",
- "yy c",
- "ver t",
- "lg bt",
- "re id",
- "on to",
- "arab ia",
- "habit at",
- "= =",
- "stre ak",
- "simp son",
- "addic tion",
- "wim ble",
- "deli vers",
- "challeng ing",
- "ðŁİ ¶",
- "fran ch",
- "e du",
- "s me",
- "ai ds",
- "hur st",
- "th am",
- "tari an",
- "remem bered",
- "palestin ian",
- "fe es",
- "tru m",
- "sket ch",
- "ur u",
- "fit ting",
- "jes se",
- "ðŁĶ¥ ðŁĶ¥",
- "---- ----",
- "ba ch",
- "ici a",
- "colo red",
- "da h",
- "associ ate",
- "int el",
- "s eller",
- "p u",
- "stu ffed",
- "ac s",
- "b s",
- "sh in",
- "cooper ation",
- "certific ate",
- "ab u",
- "ingredi ents",
- "re v",
- "in ge",
- "el der",
- "christi an",
- "bun dle",
- "th ic",
- "dir t",
- "beij ing",
- "comm it",
- "ted dy",
- "ed u",
- "to day",
- "s field",
- "w yn",
- "confir ms",
- "lo o",
- "j v",
- "ene ss",
- "al pha",
- "vir us",
- "ari um",
- "gr ind",
- "bri dges",
- "introduc tion",
- "pol ls",
- "bac ter",
- "z ach",
- "termin al",
- "ra iders",
- "fla vor",
- "zom bie",
- "vo d",
- "sp reading",
- "gameof thrones",
- "effici ency",
- "lat ely",
- "ale m",
- "twee t",
- "cri mes",
- "cl er",
- "de y",
- "dg ed",
- "hy un",
- "pay ments",
- "cir cus",
- "ðŁĺŃ ðŁĺŃ",
- "mis souri",
- "lu b",
- "episo des",
- "c age",
- "po s",
- "mat ching",
- "tumb lr",
- "lin ed",
- "ge st",
- "am bi",
- "nar r",
- "ing ton",
- "regu l",
- "blo wn",
- "is le",
- "co co",
- "on don",
- "joshu a",
- "tour ing",
- "sm a",
- "sau sage",
- "best friend",
- "bo eing",
- "desi re",
- "sav age",
- "ra pper",
- "de vo",
- "te ar",
- "take over",
- "cow boys",
- "po ker",
- "par ag",
- "pp e",
- "h int",
- "we ars",
- "se th",
- "ro les",
- "l anc",
- "man ga",
- "form at",
- "fl yer",
- "c ay",
- "mo or",
- "ba ke",
- "spla sh",
- "v ad",
- "ker ala",
- "proce eds",
- "sil ly",
- "reflec tion",
- "di str",
- "wi d",
- "su it",
- "ci vic",
- "yan kees",
- "by n",
- "migr ation",
- "di stin",
- "or ch",
- "fe mini",
- "quali fying",
- "tu ri",
- "o be",
- "hun dred",
- "cra p",
- "wan g",
- "mathe mat",
- "bu re",
- "expo sure",
- "fergu son",
- "seme ster",
- "re serv",
- "pl ym",
- "a hu",
- "fac ial",
- "wa x",
- "wor ried",
- "ca b",
- "vi o",
- "as a",
- "co d",
- "to pics",
- "p cs",
- "hal o",
- "rescu ed",
- "horiz on",
- "ar k",
- "âļ ª",
- "hol ly",
- "el f",
- "ul ti",
- "pu p",
- "quali fied",
- "attend ance",
- "ati vely",
- "destro y",
- "y c",
- "for th",
- "photoo ftheday",
- "c ents",
- "ic eland",
- "meas ures",
- "de sk",
- "port folio",
- "artic les",
- "direc tors",
- "dat ab",
- "e w",
- "creep y",
- "oun ding",
- "hon oured",
- "mi st",
- "j it",
- "men tioned",
- "port able",
- "iti c",
- "d ann",
- "friday feeling",
- "am id",
- "ti ger",
- "scri p",
- "helicop ter",
- "hard ware",
- "expl or",
- "work place",
- "austri a",
- "beat les",
- "ber nar",
- "spi der",
- "disc o",
- "cul t",
- "lim its",
- "shor tly",
- "fin al",
- "nin ja",
- "lu ke",
- "le bron",
- "wal mart",
- "o il",
- "van illa",
- "shi re",
- "ye g",
- "ak y",
- "c s",
- "bl er",
- "collec ted",
- "t g",
- "rol led",
- "speci als",
- "b ff",
- "pier re",
- "sh im",
- "vi er",
- "flash back",
- "restor ation",
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- "gre et",
- "re yn",
- "care ful",
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- "vie w",
- "thunder storm",
- "b led",
- "pic nic",
- "guar di",
- "pi g",
- "ar k",
- "syl vania",
- "bann ed",
- "u cl",
- "vi jay",
- "ori um",
- "av engers",
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- "eu r",
- "monu ment",
- "concer ned",
- "la bs",
- "ber g",
- "a ap",
- "vi sh",
- "sing les",
- "can cel",
- "z el",
- "ar ab",
- "ru th",
- "too th",
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- "r ack",
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- "crow d",
- "cl y",
- "fle x",
- "christ ma",
- "artif icial",
- "tom at",
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- "advoc ate",
- "fran ce",
- "Ù Ĭ",
- "ðŁĺ ³",
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- "s our",
- "compre hen",
- "no ble",
- "aa p",
- "hin du",
- "cor al",
- "g ars",
- "ow en",
- "n l",
- "st all",
- "yel low",
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- "pi e",
- "master piece",
- "sco re",
- "for ce",
- "mor tg",
- "crypto currency",
- "o x",
- "r ors",
- "rock in",
- "pro vin",
- "ho g",
- "no stal",
- "oak land",
- "pat rick",
- "inclu sion",
- "tra ffic",
- "ah med",
- "a ha",
- "lux ury",
- "con secu",
- "de mon",
- "âĸ º",
- "b lowing",
- "st ag",
- ": \"",
- "encoura ge",
- "ben e",
- "sku ll",
- "do dge",
- "bu ster",
- "kin son",
- "wit ne",
- "er ror",
- "lo west",
- "fel low",
- "à °",
- "sh re",
- "bl ur",
- "vir gin",
- "compos er",
- "sli p",
- "mor nings",
- "ga ins",
- "tab le",
- "gra in",
- "ari st",
- "braz ilian",
- "w we",
- "tu es",
- "ribb on",
- "an ag",
- "di st",
- "sac rif",
- "em brace",
- "entreprene ur",
- "af fili",
- "de o",
- "t ali",
- "touri st",
- "fat al",
- "ì Ĭ",
- "autom atic",
- "ðŁĩ µ",
- "we ak",
- "wel fare",
- "confir m",
- "benjam in",
- "fi ghts",
- "alleg ed",
- "me ad",
- "strugg ling",
- "pro secu",
- "che f",
- "Ã ¨",
- "propos al",
- "er n",
- "ðŁĺ Ħ",
- "dy k",
- "on gs",
- "hon g",
- "m ack",
- "mel on",
- "on ent",
- "ru sh",
- "d ap",
- "tol er",
- "pro pag",
- "c ze",
- "trans lation",
- "wal let",
- "cott age",
- "sa il",
- "constitu tion",
- "ðŁĴ Ģ",
- "mun ici",
- "fav or",
- "storm hour",
- "i h",
- "ðŁĺ Į",
- "approach ing",
- "pin ned",
- "j ed",
- "niger ian",
- "n ach",
- "sh at",
- "particul arly",
- "mc don",
- "camer as",
- "anni e",
- "admini str",
- "he at",
- "electr ical",
- "char ming",
- "gib son",
- "bouti que",
- "ex posed",
- "ac tor",
- "pil low",
- "beach es",
- "genu ine",
- "margare t",
- "ben nett",
- "lou isi",
- "pos itions",
- "el y",
- "shin y",
- "ten tion",
- "architec t",
- "ren tal",
- "ac qui",
- "goo gle",
- "sub way",
- "mom ent",
- "ðŁļ ¨",
- "ri m",
- "metho ds",
- "cy cli",
- "nor folk",
- "Ù Ī",
- "over whel",
- "ra pid",
- "we ar",
- "happy birthday",
- "progre ssive",
- "ðŁĴ ¥",
- "co gn",
- "pap a",
- "f ool",
- "philosoph y",
- "pol ar",
- "jim my",
- "wi g",
- "ðŁĴ ĭ",
- "oper ating",
- "reduc tion",
- "ph i",
- "fla gs",
- "to the",
- "o di",
- "a res",
- "k oo",
- "k ang",
- "ar kansas",
- "ash ton",
- "wimble don",
- "sci fi",
- "attrac tive",
- "mississi ppi",
- "logi sts",
- "ral ph",
- "la bel",
- "gradu ates",
- "ma ha",
- "home town",
- "âľĮ ï¸ı",
- "foun ded",
- "on the",
- "li z",
- "trans l",
- "mini mum",
- "pre sti",
- "ta m",
- "gener ations",
- "re bel",
- "journ alists",
- "par am",
- "mc m",
- "acry lic",
- "death s",
- "tes la",
- "w t",
- "bry ant",
- "jer us",
- "i stanbul",
- "muham mad",
- "ri ley",
- "k ris",
- "work shops",
- "is o",
- "coun ts",
- "stre t",
- "prote cted",
- "trin ity",
- "man ual",
- "r hin",
- "r il",
- "pleas ant",
- "le mon",
- "ner d",
- "har der",
- "dar ren",
- "bur y",
- "ra h",
- "bas is",
- "mi gu",
- "occa sion",
- "li sts",
- "âĿ¤ï¸ıâĿ¤ï¸ı âĿ¤ï¸ı",
- "e b",
- "de cre",
- "hamp ton",
- "ìĿ ´",
- "tra vis",
- "trans form",
- "puer to",
- "nh l",
- "av oc",
- "tri ps",
- "unexpe cted",
- "ve t",
- "di dyou",
- "bar ber",
- "st ages",
- "m son",
- "re presented",
- "for t",
- "l al",
- "pp le",
- "nic ely",
- "ignor e",
- "qu il",
- "qu inn",
- "h k",
- "carri er",
- "remin ded",
- "am ong",
- "pass enger",
- "el len",
- "gue z",
- "sc ape",
- "mu ral",
- "youn gest",
- "ma sh",
- "d ill",
- "rout ine",
- "stain less",
- "jack son",
- "gand hi",
- "th al",
- "on ers",
- "edit orial",
- "convers ations",
- "sd ale",
- "autom ation",
- "i ke",
- "า à¸",
- "ðŁĩ ª",
- "hau l",
- "la ying",
- "men tions",
- "am en",
- "abor tion",
- "i bi",
- "coun ties",
- "ca therine",
- "man ds",
- "jam e",
- "roll er",
- "au t",
- "n am",
- "o logical",
- "cep tion",
- "ran king",
- "tox ic",
- "sn acks",
- "victor ian",
- "bang kok",
- "psycho logy",
- "re g",
- "ang ela",
- "respon d",
- "sty le",
- "sophi e",
- "dak ota",
- "achiev ed",
- "mar ked",
- "imper ial",
- "in as",
- "glo ves",
- "sli m",
- "confi dent",
- "att acked",
- "gg er",
- "lon ely",
- "valentine sday",
- "re b",
- "craft beer",
- "orig in",
- "zim bab",
- "ce iling",
- "te ens",
- "other wise",
- "w b",
- "f ers",
- "day sof",
- "advis or",
- "y ah",
- "âĻ ª",
- "en der",
- "republic ans",
- "av a",
- "skir t",
- "pi pel",
- "chi e",
- "jan e",
- "ja x",
- "ðŁĺ ĭ",
- "âľ Ĭ",
- "j ays",
- "bre tt",
- "bal o",
- "cru cial",
- "d har",
- "as is",
- "de au",
- "lloy d",
- "chat ting",
- "âĿĦ ï¸ı",
- "rel ay",
- "remark able",
- "n s",
- "we t",
- "bris bane",
- "ðŁĶ ´",
- "tion ally",
- "f k",
- "la yer",
- "house hold",
- "consecu tive",
- "es is",
- "pend ant",
- "st ir",
- "crit ic",
- "su gar",
- "photo shop",
- "pa res",
- "arti stic",
- "do dgers",
- "c un",
- "cra fted",
- "am end",
- "bo at",
- "âŃIJ ï¸ı",
- "egyp tian",
- "sa w",
- "tra ge",
- "small er",
- "ox y",
- "pa ired",
- "nex t",
- "i res",
- "tac o",
- "o y",
- "u c",
- "st i",
- "a erial",
- ": //",
- "dr o",
- "dot com",
- "gg ins",
- "r pg",
- "ay e",
- "le an",
- "stri ker",
- "lo bby",
- "prote sts",
- "pri ority",
- "congre ss",
- "am ate",
- "inv it",
- "r ington",
- "mom my",
- "th us",
- "allow ing",
- "pione er",
- "enfor cement",
- "g ori",
- "tal k",
- "dra g",
- "du mb",
- "bul let",
- "san ge",
- "er y",
- "tar gets",
- "ðŁĩ ¦",
- "he ather",
- "consi der",
- "seaf ood",
- "ve st",
- "ris ks",
- "% .",
- "p g",
- "sac red",
- "he ating",
- "kick ed",
- "tto t",
- ". -",
- "chan di",
- "co ven",
- "po ol",
- "pul se",
- "i a",
- "ro ster",
- "shakespe are",
- "es a",
- "car go",
- "pean ut",
- "tro op",
- "ac tion",
- "tab let",
- "home work",
- "cast le",
- "stru ction",
- "mus icians",
- "free zing",
- "bu tt",
- "justin bieber",
- "j j",
- "bah rain",
- "an them",
- "au dit",
- "didyou know",
- "na vig",
- "guid ance",
- "âĸ ¶",
- "tur f",
- "n un",
- "fic ations",
- "ye men",
- "char ging",
- "x c",
- "bron cos",
- "su bur",
- "p ale",
- "bor ing",
- "among st",
- "for the",
- "em per",
- "om fg",
- "p j",
- "expe cting",
- "ðŁĴ «",
- "st l",
- "ad min",
- "expect ations",
- "sw an",
- "shoo t",
- "oooo o",
- "min ent",
- "ãĢ IJ",
- "wall ace",
- "stan g",
- "satur day",
- "adop ted",
- "dou bles",
- "hom ie",
- "ome z",
- "d han",
- "vent ure",
- "surroun ding",
- "fi le",
- "mob ility",
- "de es",
- "w ski",
- "broo ke",
- "emb ro",
- "re members",
- "kar a",
- "test im",
- "bo tan",
- "m tv",
- "sacrif ice",
- "jerus alem",
- "d l",
- "Â ´",
- "proper ly",
- "ili on",
- "as i",
- "leg it",
- "co pe",
- "m cla",
- "recy cling",
- "lar ger",
- "ðŁĴ ĵ",
- "pat ric",
- "gener ous",
- "ja red",
- "p f",
- "mol ly",
- "thom as",
- "ju dges",
- "h b",
- "sor ts",
- "bl vd",
- "o ven",
- "enter ing",
- "plan es",
- "be et",
- "integr ation",
- "boo ked",
- "fre ed",
- "ver n",
- "ash es",
- "to pped",
- "de pot",
- "welcom ed",
- "ren a",
- "m ick",
- "d and",
- "see ks",
- "gam er",
- "ran kings",
- "ren e",
- "mu t",
- "whis ky",
- "fire fighters",
- "gu es",
- "ga ther",
- "tour ney",
- "de men",
- "y ang",
- "new ton",
- "autom otive",
- "back yard",
- "deta iled",
- "mi st",
- "to bac",
- "fi ber",
- "un usual",
- "grat itude",
- "sp are",
- "ne ys",
- ": *",
- "per i",
- "flo ating",
- "fin alist",
- "don ating",
- "dre ss",
- "bro ad",
- "be the",
- "econom ics",
- "tai wan",
- "ed wards",
- "plu g",
- "pra iri",
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- "f ad",
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- "har per",
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- "p att",
- "bi kin",
- "li ver",
- "cu ri",
- "carol ine",
- "ann er",
- "juli an",
- "wal king",
- "mal col",
- "screen shot",
- "co ding",
- "skin care",
- "activi sts",
- "myster ious",
- "ex act",
- "blo cking",
- "mercur y",
- "bat ter",
- "du mp",
- "âľ Į",
- "en se",
- "li sh",
- "ridic ulous",
- "prote sters",
- "ðŁĻ Ī",
- "lu st",
- "swe at",
- "as s",
- "ali ke",
- "co dy",
- "re ments",
- "win ds",
- "as pir",
- "vi enna",
- "pra y",
- ".. .@",
- "bo i",
- "cand le",
- "assi sts",
- "te e",
- "der son",
- "p ony",
- "f ence",
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- "âĺħ âĺħ",
- "oo th",
- "e pic",
- "ba rely",
- "a unt",
- "b am",
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- "end less",
- "scre ens",
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- "gr o",
- "p st",
- "pro spec",
- "mo sque",
- "help ful",
- "ou ri",
- "bro ther",
- "gu jar",
- "cri sti",
- "ine z",
- "to wers",
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- "gra y",
- "bur ton",
- "re tweeted",
- "ðŁ¤ Ķ",
- "n ity",
- "du ck",
- "super vis",
- "jo an",
- "kin der",
- "sanc tu",
- "pi ed",
- "âı °",
- "ł ï¸ı",
- "m ati",
- "reven ge",
- "ce ster",
- "eli fe",
- "desig ners",
- "back ed",
- "bo li",
- "wei ght",
- "cou ch",
- "su res",
- "s its",
- "shri mp",
- "la gos",
- "auth orities",
- "os ity",
- "hol ly",
- "compu ting",
- "fac tors",
- "ab e",
- "pan els",
- "ram ad",
- "sent ence",
- "missi on",
- "hol m",
- "r b",
- "d ads",
- "shang hai",
- "mon ey",
- "she ets",
- "sk ate",
- "thre w",
- "cup cakes",
- "infin ite",
- "l is",
- "practic ing",
- "ess ay",
- "ka i",
- "as ci",
- "mo b",
- "u gh",
- "hol mes",
- "re gg",
- "ik h",
- "mo ck",
- "collec tions",
- "pe p",
- "o va",
- "sal t",
- "nan dez",
- "co y",
- "thre ats",
- "tex ts",
- "cin nam",
- "pregn ancy",
- "pen ding",
- "stam p",
- "flow er",
- "g is",
- "agre ed",
- "pay ne",
- "ro ver",
- "ph ra",
- "sof t",
- "f fin",
- "fa thers",
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- "aw ays",
- "al a",
- "h es",
- "li van",
- "in s",
- "samu el",
- "ingu i",
- "h of",
- "j j",
- "chen nai",
- "cat al",
- "om ic",
- "he ath",
- "ni ece",
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- "integr ated",
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- "no m",
- "produc tivity",
- "wan ting",
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- "di ana",
- "tw il",
- "it v",
- "cam ps",
- "ro wing",
- "d ley",
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- "gu ards",
- "b ells",
- "re verse",
- "vi be",
- "ric ky",
- "mo ss",
- "ny t",
- "âĺ Ģï¸ı",
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- "tro y",
- "cu dd",
- "ev an",
- "women s",
- "fo to",
- "mi stakes",
- "wick ed",
- "mi l",
- "c led",
- "me mes",
- "co smo",
- "schol ar",
- "ren o",
- "ðŁĺ Ģ",
- "v ents",
- "# âĢ¦",
- "terrori sts",
- "ca sey",
- "cardin als",
- "ðŁĺĬ ðŁĺĬ",
- "venezu ela",
- "bol a",
- "liter acy",
- "t w",
- "en o",
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- "her ald",
- "nott ingham",
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- "âŀ ¡",
- "accep ting",
- "wal sh",
- "tutor ial",
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- "glen n",
- "pe de",
- "unfortun ately",
- "ach ing",
- "dais y",
- "gi an",
- "night mare",
- "âĿ Ĺ",
- "r ina",
- "b art",
- "ema ils",
- "oppo site",
- "who m",
- "sa ke",
- "pu zzle",
- "da shi",
- "par ty",
- "blan ket",
- "bus es",
- "lo re",
- "beau ty",
- "reas on",
- "pun jab",
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- "func tional",
- "exi sting",
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- "gli mp",
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- "la k",
- "scre aming",
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- "bli ss",
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- "cosme tics",
- "pul ling",
- "coffe e",
- "pl ing",
- "op ho",
- "colom bia",
- "interior design",
- "( +",
- "emo tions",
- "sa c",
- "sun glasses",
- "sav es",
- "d f",
- "six th",
- "al y",
- "ðŁĺ »",
- "de en",
- "dev ast",
- "polit icians",
- "lac rosse",
- "g u",
- "pe i",
- "jav a",
- "comb ine",
- "coal ition",
- "er ts",
- "survi v",
- "ch ad",
- "stri an",
- "n n",
- "de vi",
- "coun c",
- "concer n",
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- "j ury",
- "tu m",
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- "la di",
- "mobi le",
- "al z",
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- "ðŁİ Ħ",
- "a am",
- "ju ven",
- "ic c",
- "louisi ana",
- "ar te",
- "street art",
- "is on",
- "wn s",
- "fr m",
- "p anda",
- "no ir",
- "main tain",
- "del ay",
- "symp toms",
- "thor n",
- "ge ome",
- "ter n",
- "carri ed",
- "p ru",
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- "per u",
- "clou d",
- "sp ra",
- "pe di",
- "e ste",
- "tag ged",
- "ðŁĺ Ŀ",
- "shado ws",
- "naz i",
- "ا٠Ħ",
- "cor ri",
- "âĻ¥ âĻ¥",
- "j ad",
- "ðŁĩ «",
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- "spo ken",
- "ðŁĮ ŀ",
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- "Ù ħ",
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- "dou ble",
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- "key board",
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- ": -",
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- "ren der",
- "wa king",
- "ðŁİ Ĥ",
- "g ly",
- "na than",
- "wa shing",
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- "jun g",
- "loy al",
- "chil i",
- "song writer",
- "guit arist",
- "bo wie",
- "neighb ors",
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- "as set",
- "ta i",
- "head quarters",
- "ðŁĮ Ī",
- "i hear",
- "ci gare",
- "sur g",
- ") \"",
- "re pl",
- "dar ling",
- "ðŁĻ Ħ",
- "z ak",
- "sa re",
- "ãħ ĭ",
- "mic key",
- "ware house",
- "mass age",
- "ine es",
- "did nt",
- "i w",
- "hur ts",
- "eng aging",
- "mag ic",
- "women in",
- "k itten",
- "mor s",
- "c art",
- "tit ans",
- "colle ague",
- "compe ting",
- "er an",
- "k hal",
- "mar ble",
- "dem and",
- "del ight",
- "et ary",
- "bli zz",
- "lou ise",
- "m ls",
- "fini shes",
- "experim ent",
- "conduc ted",
- "electr onics",
- "itt ers",
- "car ing",
- "wh ats",
- "sym bol",
- "jun g",
- "e cu",
- "pi x",
- "con text",
- "char ger",
- "ðŁĺ ĩ",
- "re ig",
- "fra g",
- "ë ĭ",
- "ch ad",
- "tru e",
- "ker ry",
- "def ending",
- "a int",
- "au ton",
- "check out",
- "bar nes",
- "less ly",
- "d t",
- "m me",
- "clou dy",
- "second ary",
- "are z",
- "_ :",
- "app a",
- "const ant",
- "\" )",
- "ve ts",
- "jo b",
- "i ent",
- "ðŁĺŃðŁĺŃ ðŁĺŃ",
- "m j",
- "fren ch",
- "di ver",
- "davi es",
- "hh hh",
- "e book",
- "๠ī",
- "mar iti",
- "bree ze",
- "susp ended",
- "mat o",
- "vi et",
- "ra hu",
- "se i",
- "bol t",
- "en ary",
- "le is",
- "kar l",
- "fr amed",
- "expla ining",
- "ab c",
- "de aling",
- "nat o",
- "ja ke",
- "exp and",
- "leon ard",
- "establi shed",
- "du b",
- "ar men",
- "el led",
- "voc al",
- "nichol as",
- "ori ent",
- "k yo",
- "illustr ated",
- "ah h",
- "danc ers",
- "milli on",
- "ge ta",
- "po pp",
- "as u",
- "mur dered",
- "gi ble",
- "sto ked",
- "gri ffin",
- "maxi mum",
- "adri an",
- "en counter",
- "ther o",
- "david son",
- "ðŁį »",
- "holi day",
- "ev o",
- "asse ts",
- "car son",
- "memor able",
- "âļ ½",
- "ob am",
- "represent ative",
- "cb d",
- "tr icks",
- "vo gue",
- "vo ice",
- "mm mm",
- "sebasti an",
- "cli f",
- "ath y",
- "par alle",
- "ðŁ¤ ·",
- "pa k",
- "ev acu",
- "e ats",
- "ا Ø",
- "tou ched",
- "organ ised",
- "spir its",
- "can ad",
- "gui ded",
- "frame work",
- "ðŁĮ Ł",
- "pe d",
- "natur al",
- "ag ar",
- "replac ed",
- "anch or",
- "ti t",
- "sha h",
- "organ is",
- "super ior",
- "r n",
- "ch ro",
- "eric a",
- "st ill",
- "cor on",
- "chu ck",
- "loc ks",
- "or gan",
- "ro sen",
- "sc am",
- "ben ed",
- "/ #",
- "ke en",
- "tre vor",
- "vamp ire",
- "sor ted",
- "! '",
- "af ford",
- "in tro",
- "gr ace",
- "ðŁĺ ľ",
- "sau r",
- "kick starter",
- "influ en",
- "v u",
- "y up",
- "po c",
- "ðŁİ ¥",
- "a ar",
- "s ang",
- "tre k",
- "et sy",
- "tb h",
- "scre am",
- "chevro let",
- "pix el",
- "shepher d",
- "an or",
- "gabri el",
- "tw ood",
- "sd cc",
- "me ters",
- "develop ers",
- "clo sure",
- "v w",
- "twit ch",
- "ì Ĺ",
- "se oul",
- "pr ice",
- "ho g",
- "n ish",
- "hill ary",
- "scrat ch",
- "in cen",
- "wag on",
- "dis ability",
- "pan ther",
- "ch ats",
- "g d",
- "wit z",
- "sus sex",
- "l ate",
- "den mark",
- "ger ald",
- "cancel led",
- "net te",
- "i x",
- "nav al",
- "bap tist",
- "te t",
- "y ad",
- "ma th",
- "ho y",
- "r andy",
- "po int",
- "intel lec",
- "fru its",
- "w ool",
- "gu in",
- "pr on",
- "the ft",
- "con dem",
- "mar ry",
- "n ola",
- "architec ts",
- "cin cin",
- "roc kets",
- "gentle man",
- "ex plan",
- "t ate",
- "do e",
- "ra ises",
- "wild life",
- "w l",
- "insi der",
- "blan c",
- "w p",
- "for sale",
- "ny c",
- "po well",
- "unbeliev able",
- "pen s",
- "goo dies",
- "mu stang",
- "p ens",
- "st ays",
- "squ ash",
- "xox o",
- "near by",
- "ever ton",
- "co co",
- "le agu",
- "k han",
- "stu d",
- "south west",
- "con struc",
- "s worth",
- "cro atia",
- "le a",
- "su ms",
- "aim s",
- "e an",
- "van ess",
- "iti ous",
- "pa thy",
- "arc ade",
- "b end",
- "sugge sts",
- "sac ram",
- "roy als",
- "ri er",
- "em ir",
- "in cl",
- "an k",
- "clar k",
- "ri ght",
- "vac c",
- "ठ¾",
- "tan e",
- "li b",
- "u sc",
- "sal es",
- "hu h",
- "s ally",
- "ver a",
- "p ga",
- "gro ws",
- "dru m",
- "tre e",
- "eth ics",
- "sug gest",
- "is ab",
- "se aled",
- "pre viously",
- "anim ated",
- "ab du",
- "ri ses",
- "glo b",
- "pre dat",
- "scar f",
- "del ic",
- "om ar",
- "ll i",
- "sx sw",
- "py thon",
- "ne bra",
- "fun k",
- "reflec t",
- "pav ilion",
- "tic ally",
- "ch asing",
- "bak ery",
- "inva sion",
- "ko h",
- "believ ed",
- "co hen",
- "con qu",
- "cra fts",
- "nat i",
- "cle ver",
- "govern ance",
- "sam ples",
- "fa ils",
- "â Ķ",
- "ti mo",
- "r itu",
- "stri king",
- "inclu sive",
- "sho cking",
- "can t",
- "requi res",
- "dra wings",
- "ภŃ",
- "purch ased",
- "du m",
- "z ach",
- "war ner",
- "con sole",
- "man sion",
- "foun tain",
- "circu m",
- "e sh",
- "is land",
- "mil k",
- "pro fits",
- "hali fax",
- "ri val",
- "âľĪ ï¸ı",
- "jen ny",
- "sand ra",
- "ny e",
- "k elly",
- "y al",
- "qu ad",
- "no s",
- "inste in",
- "fin alists",
- "mid fielder",
- "cu e",
- "excep tional",
- "a an",
- "sa pp",
- "gett in",
- "sa a",
- "f ati",
- "sl ice",
- "vol k",
- "s wal",
- "la sting",
- "sum mary",
- "it as",
- "sm o",
- "s z",
- "âĺ Ĩ",
- "ip l",
- "fl ames",
- "ene ws",
- "ha v",
- "hoo die",
- "pitch er",
- "win dy",
- "re vol",
- "centr al",
- "ton ite",
- "ðŁİī ðŁİī",
- "sol ved",
- "mil wau",
- "organiz ations",
- "wee ts",
- "re fin",
- "s th",
- "ãĥ ¼",
- "el in",
- "ton a",
- "cinnam on",
- "ðŁİ ¨",
- "ðŁİ ģ",
- "ron aldo",
- "pen insu",
- "ome ga",
- "el ds",
- "desig ning",
- "e igh",
- "blu et",
- "ben z",
- "nu g",
- "ash a",
- "robo ts",
- "su dan",
- "choo sing",
- "en do",
- "ser ge",
- "clo sely",
- "hand y",
- "fing er",
- "be ing",
- "ar te",
- "survi ved",
- "fl ame",
- "mile stone",
- "gu t",
- "d war",
- "fu tures",
- "é e",
- "el o",
- "fri dge",
- "eli c",
- "ou ch",
- "u b",
- "p v",
- "tit an",
- "col lar",
- "st ation",
- "nev ada",
- "aur ora",
- "r d",
- "dun can",
- "âģ ł",
- "bri en",
- "mar sh",
- "Ð ¾",
- "to tal",
- "ch ry",
- "s ers",
- "su ffe",
- "ra chel",
- "colle ge",
- "to days",
- "cour ts",
- "ch it",
- "re united",
- "gym na",
- "gen esis",
- "be side",
- "re presentation",
- "ch ant",
- "collec tor",
- "ra k",
- "ath ens",
- "ni gh",
- "mun ich",
- "langu ages",
- "fl u",
- "particip ation",
- "__ _",
- "c v",
- "spec trum",
- "so da",
- "co ver",
- "refe ren",
- "ab bo",
- "ap a",
- "public ation",
- "ed m",
- "mon ica",
- "ar my",
- "ðŁļ Ģ",
- "div or",
- "dr y",
- "stre ams",
- "robo tics",
- "ci der",
- "bull ying",
- "appro val",
- "sto ke",
- "plat forms",
- "sier ra",
- "ex tin",
- "i b",
- "ha yes",
- "succe ed",
- "suff er",
- "at ically",
- "da i",
- "lyn ch",
- "h ound",
- "del ines",
- "ack now",
- "d ated",
- "exclu sively",
- "he res",
- "fac ilit",
- "dam aged",
- "char ter",
- "la kers",
- "fal con",
- "unve iled",
- "wel ove",
- "e ase",
- "pati ence",
- "l one",
- "gent le",
- "gene tic",
- "produc ing",
- "g our",
- "shann on",
- "bil ities",
- "zimbab we",
- "p int",
- "dau ghters",
- "liter ary",
- "bel le",
- "cl am",
- "surroun ded",
- "k any",
- "ne il",
- "pir ate",
- "rang er",
- "hb d",
- "nat alie",
- "bel ong",
- "olym pi",
- "emb assy",
- "sc ol",
- "en er",
- "ak in",
- "lo ren",
- "b h",
- ": /",
- "di va",
- "den im",
- "hi pp",
- "ðŁĩµ ðŁĩ",
- "arn old",
- "? '",
- "we ren",
- "em power",
- "dis abled",
- "man or",
- "rasp berry",
- "b af",
- "aw ful",
- "dru mmer",
- "kar dashi",
- "n ash",
- "machine learning",
- "ch u",
- "rebel s",
- "tim ing",
- "mon roe",
- "ton gue",
- "ran ge",
- "pup ils",
- "re ss",
- "amaz on",
- "b z",
- "har ley",
- "pal mer",
- "ballo on",
- "s ings",
- "ic ec",
- "j b",
- "c ers",
- "g ps",
- "whi st",
- "ri se",
- "l t",
- "oo oo",
- "c attle",
- "shoo ter",
- "vod ka",
- "uc l",
- "mt g",
- "le sli",
- "jon as",
- "di spo",
- "at ric",
- "ste in",
- "vintag e",
- "fir ms",
- "flo yd",
- "cow boy",
- "soo oo",
- "is aac",
- "war craft",
- "disney land",
- "beauti ful",
- "be am",
- "franch ise",
- "bu n",
- "k ag",
- "an on",
- "tur bo",
- "swee p",
- "made in",
- "kar achi",
- "dete ctive",
- "penn sylvania",
- "contro versi",
- "vitam in",
- "a side",
- "chron ic",
- "descri bes",
- "remo val",
- "ha h",
- "ap er",
- "ten ed",
- "u to",
- "bad ly",
- "mir ac",
- "f ry",
- "ye a",
- "in jec",
- "ther mal",
- "comp act",
- "th or",
- "te ed",
- "ur gent",
- "l ite",
- "g illi",
- "sop hom",
- "ic o",
- "che m",
- "p m",
- "for k",
- "fre ak",
- "ch ak",
- "recipi ent",
- "i y",
- "ni k",
- "model ing",
- "c ans",
- "ðŁı Ģ",
- "del ux",
- "se am",
- "surviv ors",
- "rad ical",
- "investig ating",
- "reli able",
- "f m",
- "tur t",
- "ligh thouse",
- "to ol",
- "go wn",
- ") )",
- "bo ts",
- "auto graph",
- "a id",
- "bu ffe",
- "h mm",
- "horri ble",
- "ssi onal",
- "ann i",
- "๠Ģ",
- "k its",
- "sch i",
- "eter nal",
- "hu ss",
- "sens itive",
- "r u",
- "tast es",
- "chec ks",
- "im o",
- "por tion",
- "sk ate",
- "e den",
- "half time",
- "fri ed",
- "ri hanna",
- "ti se",
- "fl ick",
- "ca in",
- "s gt",
- "âľ Ķ",
- "sh au",
- "sta ined",
- "ra ffle",
- "dro ve",
- "sal man",
- "princi ples",
- "sh o",
- "ar u",
- "je ss",
- "gu ine",
- "gar bage",
- "my an",
- "jel ly",
- "dis ru",
- "z ia",
- "q ld",
- "ent ries",
- "la v",
- "fle w",
- "ad mit",
- "objec ts",
- "comp are",
- "ny times",
- "cann es",
- "p n",
- "suff ol",
- "ro c",
- "d ana",
- "e gg",
- "hi st",
- "coun sel",
- "' !",
- "phy si",
- "imag ination",
- "ad just",
- "explo sion",
- "plym outh",
- "hor ror",
- "elli ott",
- "bour ne",
- "de x",
- "bre ed",
- "au dio",
- "lob ster",
- "disappo inted",
- "nation wide",
- "( (",
- "incre ases",
- "austr ali",
- "ce dar",
- "star ing",
- "rac ial",
- "e is",
- "g mt",
- "visi ons",
- "stay ed",
- "discu ssions",
- "de an",
- "cur tis",
- "mai den",
- "stel lar",
- "happ iest",
- "h wy",
- "pre season",
- "car av",
- "mon days",
- "hospit als",
- "glimp se",
- "schol ars",
- "ja i",
- "ter race",
- "ann a",
- "goo se",
- "gra ded",
- "lot us",
- "hun g",
- "grocer y",
- "stam ps",
- "emper or",
- "sc oop",
- "in ser",
- "c as",
- "exist ence",
- "he al",
- "fal cons",
- "mar vel",
- "reduc ing",
- "terri fic",
- "magne tic",
- "perfor ms",
- "bar re",
- "p us",
- "tre ating",
- "ic on",
- "w h",
- "decla red",
- "tra uma",
- "do d",
- "come dian",
- "nik on",
- "bu gs",
- "as m",
- "mont gom",
- "ibi za",
- "comprehen sive",
- "ha s",
- "san ti",
- "fellow ship",
- "da sh",
- "p sal",
- "louis ville",
- "sp y",
- "fau lt",
- "d the",
- "fi led",
- "vi sta",
- "de sc",
- "fe ars",
- "you tu",
- "sp s",
- "es p",
- "ri g",
- "cri me",
- "ber ger",
- "wonder land",
- "k ent",
- "in formed",
- "stev ens",
- "my th",
- "ast on",
- "ir i",
- "visit or",
- "at ri",
- "produc ers",
- "al la",
- "person ally",
- "separ ate",
- "agen cies",
- "af ri",
- "il an",
- "spo ke",
- "n ina",
- "squ ad",
- "di ves",
- "de pend",
- "li v",
- "fier ce",
- "enter taining",
- "cha in",
- "sc at",
- "bor ders",
- "pal ette",
- "sp ro",
- "os is",
- "der by",
- "tobac co",
- "zi o",
- "willi e",
- "ju vent",
- "zoo m",
- "hol y",
- "enti rely",
- "af e",
- "mart inez",
- "be ds",
- "pe a",
- "bull dogs",
- "ðŁĩª ðŁĩ",
- "ib m",
- "ne on",
- "ethiop ia",
- "team mates",
- "plan ting",
- "tw er",
- "any time",
- "for bes",
- "ó n",
- "run way",
- "ner vous",
- "ro ger",
- "p ile",
- "ch anc",
- "apo caly",
- "u w",
- "o i",
- "dr ought",
- "territ ory",
- "br ick",
- "cre atures",
- "go in",
- "w aff",
- "gre n",
- "sou theast",
- "je an",
- "am bul",
- "ed ited",
- "stra p",
- "c v",
- "aar on",
- "ãĥ» ãĥ»",
- "t su",
- "descri ption",
- "kin dly",
- "clu tch",
- "im mer",
- "en or",
- "women sday",
- "or ange",
- "ra g",
- "ob vious",
- "hy der",
- "chann els",
- "man go",
- "me yer",
- "ra ining",
- "ge tty",
- "pil gri",
- "coordin ator",
- "up load",
- "ninten do",
- "don uts",
- "san chez",
- "app arel",
- "j r",
- "zz i",
- ", @",
- "jeff erson",
- "accessi ble",
- "great ly",
- "e id",
- "initi al",
- "budd ha",
- "par is",
- "ma scot",
- "â¬ĩ ï¸ı",
- "sch war",
- "si ri",
- "sp inning",
- "mortg age",
- "e cho",
- "end ange",
- "ge dly",
- "chlo e",
- "enh ance",
- "kar nat",
- "k ry",
- "explo res",
- "ðŁĴ ģ",
- "af fair",
- "ic als",
- "all a",
- "dar t",
- "dolph ins",
- "diffe rences",
- "squir rel",
- "au gh",
- "dr ones",
- "ell en",
- "re store",
- "pa w",
- "un for",
- "pi ke",
- "hil ton",
- "colla b",
- "consu mers",
- "co inci",
- "out comes",
- "pp p",
- "a q",
- "coup on",
- "li est",
- "si ms",
- "k ho",
- "av es",
- "spo on",
- "pu dding",
- "cor byn",
- "hat ers",
- "ex ams",
- "sla ve",
- ". !",
- "p sa",
- "app les",
- "tam il",
- "se d",
- "co ke",
- "zz o",
- "lo sange",
- "car bon",
- "cla ir",
- "... )",
- "k hu",
- "cra ig",
- "explor ation",
- "sanctu ary",
- "su e",
- "al way",
- "demen tia",
- "won ders",
- "super hero",
- "pakistan i",
- "brown s",
- "bluet ooth",
- "lo cker",
- "mar c",
- "ev entu",
- "delux e",
- "rodri guez",
- "âĿ¤ âĿ¤",
- "ro bb",
- "ðŁĴ ¦",
- "lin ux",
- "ten s",
- "intellig ent",
- "se ed",
- "vo ter",
- "s ler",
- "pe aks",
- "inter n",
- "teen age",
- "peninsu la",
- "hand ling",
- "ti e",
- "cou sins",
- "wen dy",
- "me e",
- "à¹Ģ à¸",
- "din o",
- "ðŁĴ °",
- "ðŁĺ ĥ",
- "ze e",
- "s bury",
- "trage dy",
- "b k",
- "bo re",
- "z in",
- "war ns",
- "idi ot",
- "tou ching",
- "contin ental",
- "tac os",
- "saf ari",
- "wa shed",
- "po dium",
- "morri son",
- "fore sts",
- "c bc",
- "al on",
- "partic ular",
- "be ads",
- "inv ented",
- "lo ch",
- "li ghter",
- "where ver",
- "i de",
- "docu ments",
- "a we",
- "k r",
- "no where",
- "min er",
- "st it",
- "ro x",
- "contribu te",
- "har dy",
- "cl an",
- "ob ject",
- "ca it",
- "ðŁĴķ ðŁĴķ",
- "happ ier",
- "vege tables",
- "t art",
- "g ag",
- "nom inee",
- "heav ily",
- "pan ic",
- "j d",
- "there sa",
- "at m",
- "u ph",
- "s fc",
- "su ri",
- "drin k",
- "n al",
- "re vel",
- "k l",
- "avoc ado",
- "nom ination",
- "ma donna",
- "shar on",
- "malcol m",
- "control led",
- "sh ers",
- "revi val",
- "legis lation",
- "shoo ts",
- "n in",
- "comm entary",
- "pro s",
- "human rights",
- "str anger",
- "mit ch",
- "pipel ine",
- "leg ally",
- "th u",
- "gil bert",
- "tol l",
- "gran ted",
- "gh s",
- "ir anian",
- "refre shing",
- "du k",
- "ab i",
- "pri me",
- "jose ph",
- "mo sa",
- "stati stics",
- "produc tions",
- "mer ry",
- "pat el",
- "sa x",
- "human itarian",
- "struc tures",
- "e missions",
- "town s",
- "fre el",
- "ster ing",
- "rat ings",
- "alle gedly",
- "cab in",
- "st l",
- "w ade",
- "fl yers",
- "tri m",
- "promis ing",
- "z u",
- "bal lot",
- "compar ison",
- "free ze",
- "ou ter",
- "great ness",
- "as sign",
- "snow y",
- "r ale",
- "tor ies",
- "med iter",
- "kno ck",
- "consult ant",
- "cincin nati",
- "analy st",
- "sc oo",
- "je ws",
- "appro xim",
- "pu re",
- "portra its",
- "cy rus",
- "ation al",
- "lo ans",
- "acqu is",
- "el u",
- "accep table",
- "uni on",
- "water color",
- "ru st",
- "batt les",
- "per fu",
- "seas onal",
- "ser ial",
- "mind set",
- "ri ot",
- "fel d",
- "enni al",
- "clo set",
- "pri est",
- "tan ks",
- "int l",
- "scre w",
- "bu m",
- "ab dul",
- "ou x",
- "expla ined",
- "ric a",
- "imag ing",
- "law yers",
- "bu ried",
- "ãĥ»ãĥ» ãĥ»",
- "ear l",
- "âĢ ķ",
- "l ton",
- "resto red",
- "stri pes",
- "fo ss",
- "de mands",
- "ste aling",
- "alex is",
- "mun d",
- "ak er",
- "ur us",
- "war dro",
- "hu gs",
- "gen re",
- "e go",
- "Ù Ħ",
- "particip ated",
- "bab es",
- "ban quet",
- "ti ous",
- "he mi",
- "ds b",
- "lo st",
- "milwau kee",
- "jen ner",
- "ge m",
- "ou tra",
- "lo ses",
- "id i",
- "re ps",
- "ðŁİ §",
- "regu lation",
- "fla w",
- "f ang",
- "vibr ant",
- "ram p",
- "ra ins",
- "well being",
- "so viet",
- "vie wers",
- "de po",
- "libr aries",
- "bi go",
- "ser y",
- "g ill",
- "de struction",
- "co z",
- "c x",
- "bri dal",
- "al ds",
- "plan ted",
- "amate ur",
- "lu d",
- "che ering",
- "show cas",
- "pro file",
- "i u",
- "ver tical",
- "pack ers",
- "wiz ard",
- "ski p",
- "s light",
- "be au",
- "air ways",
- "mu ch",
- "re ra",
- "ðŁĮ Ĭ",
- "ab sor",
- "pati o",
- "pack ages",
- "s ells",
- "ment ally",
- "ðŁĺ ¢",
- "reyn olds",
- "k are",
- "tri bun",
- "wal t",
- "kn it",
- "ta ste",
- "sur rey",
- "boun ce",
- "cre ature",
- "b are",
- "bet ting",
- "su re",
- "mi ley",
- "laugh s",
- "al ore",
- "cy n",
- "t l",
- "arti st",
- "ann ah",
- "war mer",
- "dynam ics",
- "lunch time",
- "mariti me",
- "vulner able",
- "ðŁĴ ĥ",
- "wol ver",
- "dur ham",
- "const antly",
- "am in",
- "si bl",
- ": @",
- "bul let",
- "k ach",
- "angel o",
- "wil der",
- "doo m",
- "desk top",
- "law suit",
- "k ca",
- "hen derson",
- "inv iting",
- "bet ty",
- "ta wards",
- "ra fa",
- "le aked",
- "and i",
- "ge ms",
- "af l",
- "vel o",
- "mediter ran",
- "pro be",
- "to tten",
- "steph anie",
- "sn ation",
- "com be",
- "q s",
- "over come",
- "assas sin",
- "ra v",
- "fil ip",
- "winni peg",
- "sh il",
- "determin ed",
- "k as",
- "ou tre",
- "regre t",
- "gui des",
- "aa a",
- "ðŁĺ Ī",
- "wi ves",
- "mani fe",
- "er ly",
- "sm y",
- "sh ima",
- "x ing",
- "pix el",
- "jac ob",
- "ac commod",
- "to y",
- "on o",
- "po o",
- "ti er",
- "an swe",
- "ðŁĴ ģ",
- "ro sa",
- "le ase",
- "bel ongs",
- "th ar",
- "eventu ally",
- "nei ther",
- "go a",
- "ski ing",
- "at ra",
- "ag h",
- "broad casting",
- "f ury",
- "py ram",
- "d ice",
- "volk swag",
- "wom ens",
- "provi der",
- "bom bs",
- "miss ile",
- "whi p",
- "d ick",
- "nor we",
- "back up",
- "el der",
- "mat ure",
- "concer ts",
- "gi ous",
- "sque e",
- "good morning",
- "bra ves",
- "^ _",
- "au ssie",
- "lun a",
- "mal es",
- "he ck",
- "for tn",
- "rome o",
- "steel ers",
- "p n",
- "pe er",
- "re presents",
- "Â «",
- "kat y",
- "migu el",
- "requ ire",
- "cha ins",
- "l ur",
- "immedi ate",
- "ti mber",
- "âĸ¶ ï¸ı",
- "advoc acy",
- "ex port",
- "an z",
- "tiff any",
- "auth or",
- "ðŁİ Ī",
- "du des",
- "chil ly",
- "hi d",
- "har m",
- "bu g",
- "mon ster",
- "terri er",
- "tu c",
- "story telling",
- "ta k",
- "in ti",
- "immigr ants",
- "b is",
- "reach es",
- "com passion",
- "john ny",
- "contribu tions",
- "ðŁIJ ¶",
- "mechan ical",
- "impre ssion",
- "ran ks",
- "ko be",
- "men ting",
- "bloss om",
- "pab lo",
- "buil der",
- "bom bing",
- "tw el",
- "sul livan",
- "om o",
- "pe te",
- "de mi",
- "ku dos",
- "w bb",
- "t gif",
- "mass ach",
- "neighb or",
- "che fs",
- "eng ines",
- "pun e",
- "ga ined",
- "phan tom",
- "s days",
- "ext end",
- "gr an",
- "cent ers",
- "jac qu",
- "dat asci",
- "sleep y",
- "el vis",
- "answe red",
- "s lot",
- "con y",
- "flexi ble",
- "ti ally",
- "le tics",
- "% ,",
- "andre ws",
- "si ble",
- "mom ma",
- "vin o",
- "do x",
- "invit ational",
- "twil ight",
- "j ade",
- "ill ery",
- "joh ns",
- "f ou",
- "p v",
- "-- ->",
- "break down",
- "billi on",
- "prin ter",
- "mon d",
- "c bc",
- "mag gie",
- "legi on",
- "du b",
- "kur t",
- "po or",
- "paren ting",
- "regi ons",
- "bikin i",
- "be ware",
- "si onal",
- "au burn",
- "kid ding",
- "amp les",
- "sp an",
- "con tempor",
- "c ic",
- "ha bits",
- "ak o",
- "pre fe",
- "bud dies",
- "it z",
- "em ily",
- "person nel",
- "moun tain",
- "ver sus",
- "ðŁĺ ¬",
- "ear ning",
- "s ink",
- "dar i",
- "u u",
- "s win",
- "i ster",
- "bru tal",
- "n ac",
- "kat a",
- "clo th",
- "am and",
- "ðŁĶ Ĺ",
- "ne o",
- "alu min",
- "week ends",
- "nebra ska",
- "co des",
- "delay ed",
- "brun o",
- "pro ven",
- "in c",
- "i ght",
- "fl an",
- "or o",
- "lam bert",
- "regu lat",
- "w f",
- "massach use",
- "kardashi an",
- "bern ard",
- "fi esta",
- "volcan o",
- "grand pa",
- "anc a",
- "d re",
- "st itu",
- "mean ing",
- "fo am",
- "au ck",
- "at ed",
- "r l",
- "hot el",
- "pers ons",
- "dy nasty",
- "ell or",
- "ma i",
- "am ne",
- "sty ling",
- "avi er",
- "e g",
- "vege tarian",
- ", âĢ¦",
- "foun ders",
- "sta in",
- "g d",
- "cy cles",
- "sky line",
- "trac tor",
- "exi sts",
- "tra l",
- "kid ney",
- "mar il",
- "inst ag",
- "se tte",
- "addic t",
- "tri angle",
- "flash back",
- "controversi al",
- "z on",
- "p ins",
- "i as",
- "tr ay",
- "town ship",
- "deleg ates",
- "sp am",
- "h ms",
- "cr ane",
- "peop les",
- "o lo",
- "fac tion",
- "but es",
- "on ica",
- "deleg ation",
- "new profile",
- "eli er",
- "mc a",
- "w and",
- "g ely",
- "losange les",
- "ber ke",
- "ti ve",
- "dis rup",
- "zz a",
- "cas a",
- "jor dan",
- "ford shire",
- "ga thered",
- "ic hi",
- "atten dees",
- "à¸Ń à¸",
- "pe ppers",
- "co in",
- "bour bon",
- "ern ity",
- "ro tary",
- "behavi our",
- "jere my",
- "team work",
- "compli ance",
- "tre mend",
- "ðŁĩ §",
- "bu hari",
- "cam bo",
- "bu yers",
- "ha gen",
- "bu ds",
- "bay ern",
- "mon te",
- "sm ells",
- "an za",
- "ath lon",
- "descri bed",
- "work force",
- "gi ving",
- "ap i",
- "invest ments",
- "da il",
- "sel ena",
- "datab ase",
- "th um",
- "mor tal",
- "stu dent",
- "bu yer",
- "do ver",
- "gar ten",
- "att le",
- "loy alty",
- "gen oci",
- "holo cau",
- "theat ers",
- "ru ling",
- "ven us",
- "pat ent",
- "ch un",
- "ab by",
- "awa ke",
- "mass acre",
- "bang alore",
- "break ing",
- "simm ons",
- "ju sti",
- "hal e",
- "ed chat",
- "gg les",
- "haw k",
- "mar king",
- "head lines",
- "stro m",
- "co ve",
- "breath taking",
- "med als",
- "hair cut",
- "christ ine",
- "tele graph",
- "gujar at",
- "ju ra",
- "can e",
- "sho re",
- "propag anda",
- "mu eller",
- ".... ....",
- "sa vi",
- "stom ach",
- "thro ws",
- "ta b",
- "war m",
- "j ong",
- "reno wned",
- "hi r",
- "ra is",
- "mush rooms",
- "guaran teed",
- "bo a",
- "m j",
- "revolu tionary",
- "certi fication",
- "bru ins",
- "jo in",
- "w es",
- "pas sport",
- "c g",
- "sex u",
- "cap able",
- "w v",
- "ton es",
- "jac kets",
- "ac compan",
- "spin ach",
- "fore ver",
- "bla ir",
- "wat ts",
- "g l",
- "cou ples",
- "prairi e",
- "newprofile pic",
- "logi stics",
- "massachuse tts",
- "jagu ar",
- "o id",
- "we al",
- "under water",
- "mo z",
- "y i",
- "ma ths",
- "myan mar",
- "pre ps",
- "suffe red",
- "tr ace",
- "wal i",
- "ah hh",
- "bor g",
- "st itch",
- "cu lin",
- "real ise",
- "infe ction",
- "discrimin ation",
- "sh ame",
- "an kle",
- "hu mid",
- "y t",
- "brac ket",
- "tru ck",
- "tri u",
- "ea ster",
- "commun ity",
- "post card",
- "invol ving",
- "ty ler",
- "car amel",
- "over view",
- "ex amples",
- "integr ity",
- "base ment",
- "instru ments",
- "ani um",
- "at us",
- "gh er",
- "laun dry",
- "achi eve",
- "gen eva",
- "pr icing",
- "hyder abad",
- "beli ef",
- "me ta",
- "j aw",
- "accoun ting",
- "lead er",
- "cristi ano",
- "cou ture",
- "cy p",
- "vis ed",
- ", ,,",
- "k nu",
- "h ick",
- "break er",
- "br am",
- "ra b",
- "mo or",
- "ham as",
- "gradu ating",
- "pupp ies",
- "ak h",
- "ta h",
- "ach es",
- "ri e",
- "op ini",
- "g ta",
- "re ign",
- "tra gic",
- "re ver",
- "p ill",
- "pine apple",
- "tou ches",
- "da re",
- "le ys",
- "il o",
- "inter iors",
- "sc outs",
- "bar t",
- "en zie",
- "don o",
- "bro ck",
- "christi ans",
- "ense mble",
- "Â ·",
- "cine mas",
- "new port",
- "air line",
- "win ston",
- "le igh",
- "cont ents",
- "pre scri",
- "ur ge",
- "tr out",
- "fic ally",
- "il ia",
- "sub si",
- "are r",
- "âļ¾ ï¸ı",
- "w ounded",
- "ðŁĻ Ĥ",
- "pe pper",
- "ðŁĴ ŀ",
- "fit ted",
- "af f",
- "re sur",
- "thursday thoughts",
- "z ero",
- "archae ology",
- "di v",
- "je e",
- "i on",
- "awa iting",
- "co zy",
- "beauti es",
- "bal d",
- "dat a",
- "gri zz",
- "stal k",
- "kin ds",
- "cle ared",
- "jess ic",
- "regu lar",
- "ali ens",
- "plac e",
- "bo s",
- "bi zar",
- "thisi s",
- "ðŁĴ Ģ",
- "totten ham",
- "ma fia",
- "s lam",
- "ari ana",
- "car roll",
- "back pack",
- "care y",
- "uni v",
- "r g",
- "pe p",
- "dig it",
- "tatt oos",
- "ag on",
- "volunte ering",
- "diffe ren",
- "consu mption",
- "ka thr",
- "head phones",
- "t shirt",
- "o b",
- "ele ment",
- "re tail",
- "sh ru",
- "al gori",
- "contain er",
- "consci ous",
- "fi l",
- "com ing",
- "ra sh",
- "u rope",
- "def ine",
- "gi or",
- "femini st",
- "flow ing",
- "rout es",
- "gl aci",
- "fer t",
- "somer set",
- "ant es",
- "twee ps",
- "$ $",
- "h our",
- "endange red",
- "year sof",
- "ro h",
- "po pped",
- "bac king",
- "ba sil",
- "bra ke",
- "mon aco",
- "lgbt q",
- "pra gue",
- "ut ility",
- "cas si",
- "gate way",
- "haun ted",
- "sch ul",
- "ðŁİ µ",
- "shou ld",
- "walking dead",
- "comple ting",
- "dann y",
- "montgom ery",
- "pengu in",
- "ss i",
- "mer chandi",
- "ðŁij ij",
- "chur ch",
- "h ates",
- "cap tain",
- "brea thing",
- "ce t",
- "fair ly",
- "approach es",
- "compan ion",
- "surpri sing",
- "kany e",
- "pe y",
- "hin di",
- "targe ted",
- "lor ds",
- "de ut",
- "di gging",
- "ger man",
- "ru t",
- "ener gy",
- "close st",
- "y un",
- "apo logi",
- "ภ±",
- "s ack",
- "ru p",
- "dd y",
- "port al",
- "d ough",
- "b ats",
- "ðŁĵ °",
- "at ur",
- "graph er",
- "pi res",
- "mo tors",
- "ðŁĮ ¹",
- "j c",
- "dan g",
- "tu k",
- "clu e",
- "us c",
- "pag e",
- "d less",
- "bro ws",
- "ju s",
- "ad ing",
- "re marks",
- "oo m",
- "car dio",
- "ste fan",
- "arm strong",
- "âĢ¢ âĢ¢",
- "ni est",
- "belgi an",
- "bi op",
- "so y",
- "lo f",
- "í ĥ",
- "q t",
- "flashback friday",
- "ce e",
- "ģ à¸",
- "wre ck",
- "mar ines",
- "amend ment",
- "wardro be",
- "vo y",
- "bur ned",
- "guit ars",
- "ra inf",
- "li fel",
- "ssi l",
- "oun ce",
- "exter nal",
- "c key",
- "me sh",
- "she ikh",
- "inv itation",
- "sugge sti",
- "pop corn",
- "phenomen al",
- "an onymous",
- "tun a",
- "chic ago",
- "o val",
- "del y",
- "loc als",
- "( &",
- "pro f",
- "no vel",
- "fin der",
- "spar ks",
- "la ven",
- "in fu",
- "nic ks",
- "qu ant",
- "ra e",
- "exe c",
- "dist ingui",
- "st ances",
- "mu tual",
- "sh al",
- "unve ils",
- "edmon ton",
- "zan ia",
- "a dio",
- "vie wer",
- "brad ford",
- "audit orium",
- "qu is",
- "re act",
- "htt p",
- "l ero",
- "chee ky",
- "impac ts",
- "ta k",
- "ed t",
- "desper ate",
- "t ay",
- "ì Ħ",
- "sett le",
- "bar gain",
- "resu me",
- "un ite",
- "thro wn",
- "ke st",
- "se ys",
- "mar ching",
- "am it",
- "decl ine",
- "sch ar",
- "me tr",
- "stan ford",
- "lin ke",
- "ber ra",
- "dol ls",
- "rug by",
- "jam i",
- "b or",
- "road trip",
- "dino saur",
- "mi k",
- "sun der",
- "re m",
- "b k",
- "over seas",
- "nau ghty",
- "imple mentation",
- "iam srk",
- "lun cheon",
- "fir ing",
- "mi ami",
- "pere z",
- "the e",
- "z on",
- "gi fted",
- "con version",
- "ceram ic",
- "¡ ï¸ı",
- "pe dro",
- "ì Ĩ",
- "v ick",
- "! @",
- "he ed",
- "si d",
- "b w",
- "docu ment",
- "pl un",
- "gr ants",
- "fant asy",
- "predic tions",
- "vali d",
- "car ved",
- "gradu ated",
- "ðŁijį ðŁı»",
- "nation ally",
- "ch y",
- "af l",
- "re sso",
- "blan k",
- "ri vals",
- "j ig",
- "e ties",
- "om ics",
- "une mp",
- "b ound",
- "sk o",
- "inspec tion",
- "par al",
- "high s",
- "cri sp",
- "b ans",
- "ob a",
- "[ @",
- "co spla",
- "costu mes",
- "rec all",
- "mou th",
- "ni gel",
- "b ts",
- "ter a",
- "ko v",
- "do cs",
- "west minster",
- "dic t",
- "gra vity",
- "kar i",
- "ro gue",
- "t ted",
- "war k",
- "ida ho",
- "w end",
- "aw i",
- "queen sland",
- "proce sses",
- "cli ffe",
- "m ick",
- "com pens",
- "op ol",
- "the y",
- "cl ari",
- "wiki pedia",
- "salman khan",
- "haz ard",
- "pre ston",
- "swee test",
- "pd f",
- "che es",
- "tr ilo",
- "south africa",
- "bur nt",
- "( $",
- "con tain",
- "t p",
- "sub mitted",
- "sound cloud",
- "at u",
- "re z",
- "word press",
- "corru pt",
- "n f",
- "ma ker",
- "í ķ",
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- "adv ent",
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- "fo ssil",
- "!!!! !!!",
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- ".. \"",
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- "ðŁĻĮ ðŁı¼",
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- "v ander",
- "end ent",
- "g is",
- "a fro",
- "soc cer",
- "ay an",
- "t uni",
- "lun g",
- "da yof",
- "alex a",
- "mar ath",
- "addic ted",
- "ag ile",
- "hy gi",
- "light weight",
- "ì §",
- "mand ela",
- "jo ey",
- "anc y",
- "hu m",
- "bi r",
- "memor ial",
- "jim in",
- "ging er",
- "v ak",
- "jav ascri",
- "cro ps",
- "orig ins",
- "d ari",
- "pi per",
- "im port",
- "aggre ssive",
- "predic tion",
- "re pairs",
- "cr acker",
- "voy age",
- "ni ke",
- "mu mmy",
- "linke din",
- "country side",
- "bor der",
- "gla ss",
- "per t",
- "s als",
- "sho e",
- "autograph ed",
- "wal nut",
- "colle gi",
- "sal ary",
- "pa iring",
- "ðŁĮ ¸",
- "cath ol",
- "swee the",
- "defe ats",
- "streng then",
- "roof top",
- "impro vements",
- "barri ers",
- "ur u",
- "t ally",
- "ru led",
- "ðŁĨ ļ",
- "nai ja",
- "emo ji",
- "per cent",
- "gi o",
- "pro bs",
- "on ce",
- "adm its",
- "pa ths",
- "li ar",
- "day tona",
- "pe ters",
- "cal i",
- "cal li",
- "mu g",
- "o sa",
- "ap h",
- "ab y",
- "hy de",
- "eth nic",
- "pla ins",
- "ol f",
- "haha hahaha",
- "holi c",
- "?! ?!",
- "su bli",
- "bl acks",
- "mo t",
- "gh ton",
- "lo vin",
- "b rent",
- "bar u",
- "l ati",
- "de w",
- "ate au",
- "q a",
- "pain ful",
- "bu sters",
- "st atic",
- "ðŁĩ¨ðŁĩ ¦",
- "note book",
- "out fits",
- "si es",
- "r f",
- "floo ds",
- "Ñ Ģ",
- "thro at",
- "su ici",
- "ro vers",
- "beng al",
- "pre pares",
- "blo g",
- "mini ature",
- "Ø ¨",
- "am phi",
- "com b",
- "r sp",
- "in timate",
- "green e",
- "Ì ĩ",
- "al tar",
- "surg ical",
- "ves sel",
- "... ?",
- "gav in",
- "g ator",
- "threat ened",
- "z ar",
- "rob bery",
- "di er",
- "promo ted",
- "y g",
- "x s",
- "su bs",
- "inter viewing",
- "threat ening",
- "do zen",
- "me ado",
- "water fall",
- "nintendo switch",
- "cal um",
- "mini sters",
- "dro p",
- "univers ities",
- "war ned",
- "tac tics",
- "ðŁĩ ²",
- "refu se",
- "ad ju",
- "v ast",
- "ðŁĺ ´",
- "mc fc",
- "lib ya",
- "no filter",
- "distribu ted",
- "re ser",
- "ron nie",
- "de co",
- "javascri pt",
- "mon k",
- "intere sts",
- "fle x",
- "mar tha",
- "sti es",
- "oo d",
- "ðŁ¤£ ðŁ¤£",
- "e un",
- "b ali",
- "g omez",
- "sti mul",
- "moder ate",
- "d ity",
- "ir is",
- "stra w",
- "consist ent",
- "direc tions",
- "adop t",
- "sal sa",
- "cro o",
- "reco vered",
- "black friday",
- "lan caster",
- "accep t",
- "weareone exo",
- "buil ds",
- "free man",
- "air plane",
- "diti on",
- "bel ong",
- "jam ie",
- "pit ching",
- "li f",
- "om in",
- "cri spy",
- "pre pping",
- "ve g",
- "chan g",
- "accompli shed",
- "graci as",
- "dolph in",
- "elec tor",
- "culin ary",
- "super bowl",
- "wal a",
- "pur suit",
- "black berry",
- "be an",
- "cardin al",
- "pro ved",
- "immigr ant",
- "stric tly",
- "holocau st",
- "pass age",
- "ha us",
- "cou p",
- "pur se",
- "har ass",
- "< <",
- "le ed",
- "ado be",
- "st ad",
- "legis lat",
- "par ked",
- "pri yan",
- "sil va",
- "kri st",
- "s the",
- "fun ky",
- "ig a",
- "sett lement",
- "ph s",
- "t mrw",
- "stre ssed",
- "hun t",
- "ho ckey",
- "treas ures",
- "cham bers",
- "ol u",
- "hu t",
- "mar ley",
- "tex ture",
- "wilder ness",
- "mm ing",
- "poten tially",
- "om aha",
- "ju dy",
- "to es",
- "spo iler",
- "distingui shed",
- "feli x",
- "ah u",
- "recommend ations",
- "zom bies",
- "hit ler",
- "tri ple",
- "colla pse",
- "motiv ated",
- "ulti mat",
- "gg ling",
- "so y",
- "ci gar",
- "fo ren",
- "vine yard",
- "gl itter",
- "fin dings",
- "colon ial",
- "hun ter",
- "eri k",
- "den s",
- "beet le",
- "lot te",
- "sub tle",
- "s matter",
- "tru sted",
- "experim ental",
- "nam ents",
- "ðŁĺ Ĩ",
- "regi on",
- "acquis ition",
- "bre eding",
- "quarter back",
- "am reading",
- "oo td",
- "ru de",
- "initi atives",
- "st out",
- "hy ung",
- "out come",
- "al fred",
- "mic s",
- "exper tise",
- "bacter ia",
- "pengu ins",
- "jump er",
- "valen cia",
- "bar k",
- "ing day",
- "sell ers",
- "contrac ts",
- "hou ston",
- "commissi oned",
- "adap tation",
- "swan sea",
- "santi ago",
- "common wealth",
- "ju dging",
- "sub mission",
- "sco rer",
- "tom my",
- "ñ o",
- "ex quis",
- "fil ing",
- "explan ation",
- "alli son",
- "wemb ley",
- "ri dge",
- "chev y",
- "san tos",
- "own ership",
- "cogn itive",
- "favour ites",
- "sh ed",
- "phil anthro",
- "dele ted",
- "go dd",
- "s nor",
- "gui delines",
- "ff ing",
- "je ep",
- "cli ps",
- "sw amp",
- "an or",
- "guil d",
- "bol ton",
- "spring field",
- "munici pal",
- "goal keeper",
- "ye on",
- "ðŁĺįðŁĺį ðŁĺįðŁĺį",
- "ãħĭ ãħĭ",
- "water front",
- "gra ve",
- "contempor ary",
- "ar ity",
- "ÃŃ a",
- "sle eps",
- "sy rup",
- "al am",
- "pi re",
- "co yo",
- "moto gp",
- "ty son",
- "kej ri",
- "cir cul",
- "sing ly",
- "cr unch",
- "complic ated",
- "nostal gia",
- "k op",
- "mo ve",
- "k ale",
- "mac ro",
- "mid west",
- "h ans",
- "tri bal",
- "nu de",
- "௠į",
- "bey once",
- "congratul ate",
- "cat er",
- "leagu e",
- "ðŁĻ Ĭ",
- "la dder",
- "cra shed",
- "tech nic",
- "karao ke",
- "harass ment",
- "ro ts",
- "experi encing",
- "kri sten",
- "ðŁĩ ³",
- "ðŁ¤ Ĺ",
- "reflec tions",
- "guin ness",
- "illustr ator",
- "ðŁĻı ðŁı»",
- "cen ter",
- "nar row",
- "comm ons",
- "regul ations",
- "Ù Ĩ",
- "har m",
- "cro ft",
- "cu ssion",
- "hong kong",
- "st ical",
- "intern ship",
- "zo e",
- "cho p",
- "hoo ds",
- "estim ated",
- "batter ies",
- "berke ley",
- "smooth ie",
- "shau n",
- "cro s",
- "~ ~",
- "cam pe",
- "hu mp",
- "b g",
- "proto type",
- "cl ick",
- "shaw n",
- "re viewed",
- "tem pl",
- "p f",
- "jed i",
- "blo gs",
- "ray mond",
- "as th",
- "ba h",
- "av ail",
- "scot ch",
- "leaf s",
- "nik ki",
- "to k",
- "hol low",
- "ur ges",
- "of t",
- "un like",
- "lat in",
- "u e",
- "cat ering",
- "mil i",
- "alter nati",
- "ma ver",
- "Ð ¸",
- "ag le",
- "pre order",
- "lu x",
- "cu cu",
- "ðŁijı ðŁijı",
- "t art",
- "âĿ¤âĿ¤ âĿ¤",
- "arab ic",
- "rapi dly",
- "ar rang",
- "all en",
- "travel tuesday",
- "pa ws",
- "flo ws",
- "st ability",
- "flu id",
- "ca pp",
- "can berra",
- "uu uu",
- "sp ani",
- "demon stration",
- "m la",
- "plac ement",
- "m w",
- "presi dents",
- "awe som",
- "bever ly",
- "ani st",
- "ne al",
- "father sday",
- "referen dum",
- "la hore",
- "o aks",
- "deb bie",
- "half way",
- "gho sts",
- "de bor",
- "matthe ws",
- "fi at",
- "t fw",
- "pre sen",
- "rob i",
- "de d",
- "bro ck",
- "laugh ed",
- "am ounts",
- "bam boo",
- "kinder garten",
- "eat en",
- "mtv hottest",
- "break out",
- "u sic",
- "fra ser",
- "legis lative",
- "p ang",
- "modu le",
- "sam my",
- "go ver",
- "ear ns",
- "expe dition",
- "gar h",
- "concep ts",
- "char lie",
- "la va",
- "bachel or",
- "veg gies",
- "deter mine",
- "el lie",
- "un locked",
- "fru it",
- "dal la",
- "cou pe",
- "wash ington",
- "depo sit",
- "iv ory",
- "pau la",
- "chic ag",
- "gu cci",
- "ðŁİ ĥ",
- "cul tiv",
- "pier ce",
- "li fted",
- "stu mb",
- "re cover",
- "musc les",
- "conduc ting",
- "cb s",
- "mcla ren",
- "sophi a",
- "cel lu",
- "oce ans",
- "up loaded",
- "game play",
- "mal dives",
- "kim ber",
- "avo i",
- "rac er",
- "ca ine",
- "cav s",
- "h ana",
- "li ga",
- "ra ven",
- "inter vention",
- "inaugur ation",
- "oo h",
- "at traction",
- "merchandi se",
- "tune in",
- "li king",
- "juni ors",
- "int ended",
- "att acking",
- "aqu arium",
- "i wd",
- "comp onents",
- "sur ing",
- "cent u",
- "yogur t",
- "ðŁı ĥ",
- "show room",
- "op tical",
- "ty our",
- "ju dge",
- "yi eld",
- "an to",
- "pl c",
- "transparen cy",
- "recy cled",
- "chi ef",
- "ar om",
- "ambassad ors",
- "plan et",
- "âĿĦ ï¸ı",
- "om ed",
- "vaness a",
- "cour t",
- "mar gar",
- "hal ey",
- "v r",
- "reg ina",
- "pd ates",
- "hi span",
- "live stream",
- "âģ £",
- "ya hoo",
- "gal la",
- "secu red",
- "w ir",
- "bene ath",
- "off l",
- "n il",
- "am b",
- "ye g",
- "out let",
- "u te",
- "pe ep",
- "lind say",
- "bent ley",
- "... !",
- "he el",
- "trilo gy",
- "vo s",
- "ty re",
- "there fore",
- "tor onto",
- "ab i",
- "simp li",
- "ja e",
- "exten sive",
- "eleph ants",
- "s or",
- "orient ation",
- "im peach",
- "re play",
- "constru cted",
- "peter son",
- "pa is",
- "por ted",
- "custom s",
- "colla p",
- "ad u",
- "high lands",
- "sal em",
- "shel by",
- "ko vic",
- "stra in",
- "ro sie",
- "sen ators",
- "snap s",
- "bo bb",
- "suz uki",
- "bla des",
- "k p",
- "lo lo",
- "gener ate",
- "si ght",
- "ma e",
- "struc tural",
- "predic t",
- "jump ed",
- "ah mad",
- "sun g",
- "just ice",
- "gla m",
- "vol vo",
- "jubi lee",
- "de tention",
- "lo sses",
- "pu ri",
- "every time",
- "Ð °",
- "ra o",
- "ed ge",
- "li mer",
- "rese mb",
- "har old",
- "re tri",
- "sacri fic",
- "surpri ses",
- "am c",
- "srilan ka",
- "bar bie",
- "men s",
- "fin n",
- "ag s",
- "ukrain ian",
- "em brac",
- "î IJ",
- "flav ors",
- "hom er",
- "lau re",
- "ou th",
- "pr iced",
- "ver de",
- "fir m",
- "ah s",
- "cu b",
- "tre y",
- "par anor",
- "pro fit",
- "in dv",
- "who a",
- "har sh",
- "al ot",
- "crit ics",
- "hu bby",
- "fi gur",
- "gi ra",
- "ca stro",
- "chan el",
- "in put",
- "origin als",
- "ten ant",
- "yy yy",
- "ture rs",
- "lincol n",
- "co on",
- "lear n",
- "ch ou",
- "ac are",
- "o les",
- "din er",
- "hy p",
- "bizar re",
- "mc r",
- "let sgo",
- "decor ating",
- "ðŁĮ İ",
- "al ison",
- "ar vin",
- "f d",
- "reha b",
- "mccar thy",
- "lot tery",
- "da h",
- "minne apolis",
- "eli gible",
- "diagno sed",
- "emer ald",
- "destin ations",
- "s ans",
- "or y",
- "bla zers",
- "n v",
- "ba il",
- "digital art",
- "no c",
- "mal ta",
- "sol ar",
- "pi pes",
- "alleg ations",
- "no ck",
- "po pe",
- "bri d",
- "premi er",
- "n x",
- "present ations",
- "ef a",
- "bo ws",
- "val ve",
- "opp onent",
- "Į ë",
- "visu al",
- "ing le",
- "cate gor",
- "e ter",
- "po is",
- "dan i",
- "at tract",
- "neu tral",
- "th ene",
- "cra shes",
- "fred die",
- "ut ili",
- "c st",
- "awak ening",
- "slo ven",
- "quali fy",
- "pro of",
- "fair y",
- "le v",
- "fre ight",
- "enjo ys",
- "cup cake",
- "flav our",
- "â ķ",
- "protec tive",
- "ðŁijı ðŁı»",
- "is u",
- "ad mir",
- "h mmm",
- "continu ous",
- "ai res",
- "rap tors",
- "showcas ing",
- "y uk",
- "pa ste",
- "follow er",
- "instru ctions",
- "sp ru",
- "@ __",
- "the o",
- "debu ts",
- "ve tte",
- "sto w",
- "es of",
- "ach ed",
- "sul tan",
- "sand wich",
- "som alia",
- "franc o",
- "car ne",
- "flu ffy",
- "al pine",
- "jas mine",
- "he ated",
- "viol in",
- "ple ss",
- "divor ce",
- "per former",
- "phi es",
- "port sm",
- "dar a",
- "kir by",
- "lo p",
- "chill i",
- "for th",
- "sky pe",
- "ðŁĩ®ðŁĩ ¹",
- "celebr ities",
- "ed y",
- "ve e",
- "po ison",
- "ey el",
- "gra bs",
- "ssi c",
- "un o",
- "wester n",
- "rail road",
- "am er",
- "numer ous",
- "s v",
- "fo w",
- "fi st",
- "âĢ ĭ",
- "reque sts",
- "mar tial",
- "em my",
- "accept ance",
- "lau ra",
- "ภ´",
- "er up",
- "hyun dai",
- "out lander",
- "u tt",
- "wrest le",
- "esp resso",
- "demand ing",
- "g dp",
- "geo graphy",
- "sas kat",
- "tro ll",
- "confe der",
- "su es",
- "se m",
- "be ts",
- "t ful",
- "to sh",
- "teach es",
- "col oured",
- "gal way",
- "mac y",
- "dis orders",
- "bb cra",
- "at em",
- "fen der",
- "lit ter",
- "e sh",
- "provi ders",
- "renov ation",
- "nomin ate",
- "ps g",
- "nomin ations",
- "jen na",
- "shar p",
- "some day",
- "z ur",
- "bra ins",
- "che shire",
- "pre y",
- "hu go",
- "Â ¿",
- "to ken",
- "r v",
- "car r",
- "tac tical",
- "zel da",
- "kay la",
- "fern ando",
- "photograph ers",
- "j our",
- "umb rella",
- "woo dy",
- "congress man",
- "du mp",
- "le vy",
- "ju an",
- "d azz",
- "sign als",
- "la in",
- "an u",
- "mic hel",
- "por ch",
- "al den",
- "sibl ings",
- "y ale",
- "pe el",
- "sw ick",
- "gg in",
- "ll c",
- "k ale",
- "s con",
- "il d",
- "pat reon",
- "re el",
- "qu in",
- "wit t",
- "mar ty",
- "moo dy",
- "ton i",
- "der y",
- "g ators",
- "speci fically",
- "dd in",
- "ly on",
- "tr ick",
- "meado ws",
- "p j",
- "bor gh",
- "vi k",
- "tu r",
- "bron x",
- "pu ff",
- "lan tern",
- "ðŁ¤ ¦",
- "g ently",
- "be stie",
- "fac t",
- "refu sed",
- "fas ci",
- "mp y",
- "ðŁĶ µ",
- "cross over",
- "mead ow",
- "indian apolis",
- "duc ation",
- "sle y",
- "loo m",
- "mix er",
- "new music",
- "film maker",
- "prosper ity",
- "li m",
- "week end",
- "cre amy",
- "neu tr",
- "lu ther",
- "h v",
- "nor thern",
- "tw o",
- "h ra",
- "cat ches",
- "appear ances",
- "ha bit",
- "kitt ens",
- "n v",
- "illa c",
- "inf an",
- "regar dless",
- "liz ard",
- "dun k",
- "cur tain",
- "ac om",
- "in tu",
- "ve z",
- "e min",
- "fl ats",
- "calend ars",
- "em power",
- "ru ined",
- "hun gary",
- "vi d",
- "we x",
- "u lum",
- "aber deen",
- "o sa",
- "k t",
- "ma ssi",
- "se emed",
- "s den",
- "' ?",
- "tele phone",
- "de fi",
- "insp ires",
- "me ow",
- "z ones",
- "bl ind",
- "pl y",
- "tuc son",
- "advent ure",
- "ge d",
- "oy ster",
- "ðŁijıðŁijı ðŁijı",
- "out put",
- "tt t",
- "metal lic",
- "sma sh",
- "ucl a",
- "sco ts",
- "perfe ct",
- "lu cy",
- "regular ly",
- "sp ic",
- "rel ative",
- "ath ers",
- "mis e",
- "batt ling",
- "deci des",
- "mat a",
- "occu pied",
- "random ly",
- "cat softwitter",
- "gi an",
- "ball y",
- "al ties",
- "al lies",
- "im men",
- "sy rac",
- "ðŁĴľ ðŁĴľ",
- "l lan",
- "au r",
- "k ut",
- "lam ar",
- "affe cts",
- "n ra",
- "star war",
- "ðŁ¤ ĺ",
- "sc ram",
- "en chan",
- "pro cess",
- "luxu rious",
- "ar ray",
- "sher lock",
- "comp ati",
- "dor f",
- "stre ss",
- "m su",
- "s with",
- "sal a",
- "sof instagram",
- "fo il",
- "under stood",
- "qu ay",
- "r p",
- "c ade",
- "ja w",
- "en ab",
- "en coun",
- "ðŁİī :",
- "do ck",
- "satur n",
- "mu ll",
- "lay out",
- "ra rely",
- "happ ily",
- "fix ture",
- "or ph",
- "over looking",
- "her bs",
- "m itt",
- "pil lar",
- "nol an",
- "pe tty",
- "str y",
- "u i",
- "mu k",
- "o res",
- "o vers",
- "á µ",
- "re creation",
- "we sley",
- "ri t",
- "kejri wal",
- "sto cking",
- "g v",
- "subscri bers",
- "moo se",
- "ma e",
- "ber t",
- "opp re",
- "assign ment",
- "u ro",
- "high lighting",
- "cal vin",
- "we igh",
- "cambo dia",
- "av on",
- "ke m",
- "dis abilities",
- "read y",
- "char gers",
- "p ads",
- "iz ing",
- "illi an",
- "tru ste",
- "col leges",
- "associ ates",
- "alban y",
- "mil ton",
- "cr on",
- "bu r",
- "har dly",
- "si ghts",
- "anti ques",
- "e cho",
- "surpri singly",
- "ha iti",
- "cap t",
- "ph p",
- "op io",
- "ine quality",
- "equ al",
- "ken y",
- "sch mid",
- "autograph s",
- "ren t",
- "qu er",
- "cit rus",
- "challeng ed",
- "te c",
- "epi de",
- "fe st",
- "z hou",
- "li me",
- "citizen ship",
- "cry stal",
- "convin ced",
- "mess enger",
- "copen hagen",
- "âĿĹ ï¸ı",
- "war ran",
- "develop ments",
- "ï¸ı âĥ£",
- "fore x",
- "hi ro",
- "sne akers",
- "xi de",
- "vi va",
- "stere o",
- "bat ting",
- "ss el",
- "ho st",
- "beng al",
- "critic ism",
- "q c",
- "cr un",
- "attemp ted",
- "ry e",
- "determin ation",
- "cre ations",
- "d read",
- "label s",
- "pos se",
- "anc er",
- "joh an",
- "si ster",
- "partner ships",
- "les bian",
- "k st",
- "guaran tee",
- "bar o",
- "fix ing",
- "ma son",
- "m ous",
- "chem icals",
- "t less",
- "bio diversity",
- "par o",
- "bhar at",
- "ac ol",
- "refu ge",
- "en te",
- "t iti",
- "dys sey",
- "respon ds",
- "lef to",
- "in er",
- "se vel",
- "rahu l",
- "ol ine",
- "frank fur",
- "cho reo",
- "enjoy able",
- "c to",
- "strugg les",
- "wood land",
- "heavy weight",
- "gen s",
- "rece p",
- "ac cred",
- "ðŁĺ ¡",
- "trans formed",
- "list en",
- "at op",
- "n k",
- "sur ge",
- "be re",
- "gover nor",
- "prison ers",
- "clau de",
- "t ill",
- "mu lator",
- "emo tion",
- "water loo",
- "star t",
- "ðŁĩ º",
- "clean ed",
- "grand mother",
- "fear less",
- "afric an",
- "astron omy",
- "ðŁı ģ",
- "ภĻ",
- "the world",
- "su itable",
- "anth ony",
- "k and",
- "tt en",
- "meaning ful",
- "disc lo",
- "jaco bs",
- "Ã ¸",
- "tom linson",
- "ghe tti",
- "ty pho",
- "sub stan",
- "as co",
- "te k",
- "nag ar",
- "mu d",
- "am on",
- "vacc ine",
- "f ty",
- "fle sh",
- "no el",
- "infl ation",
- "portu gue",
- "glam our",
- "tra m",
- "v re",
- "te qu",
- "roun dup",
- "w yn",
- "rejec ted",
- "mosa ic",
- "si ghting",
- "cal f",
- "o ta",
- "com position",
- "go pro",
- "gonz ale",
- "e ed",
- "b ard",
- "tu e",
- "effec tively",
- "we en",
- "al to",
- "ri bs",
- "rel ate",
- "thir sty",
- "fu rious",
- "di m",
- "ch ard",
- "perfu me",
- "s ny",
- "chur chill",
- "k of",
- "master class",
- "wa ve",
- "ðŁĶ µ",
- "er in",
- "own s",
- "to be",
- "sk illed",
- "te m",
- "go f",
- "en i",
- "tor i",
- "cra zy",
- "l ick",
- "resi stant",
- "ici al",
- "ag ar",
- "! :",
- "g ali",
- "del aware",
- "bl itz",
- "koh li",
- "pu ck",
- "avail ability",
- "hi malay",
- "influ ential",
- "cro chet",
- "victor i",
- "read ing",
- "ho bby",
- "vie t",
- "j as",
- "en gra",
- "sk ul",
- "ðŁĩ² ðŁĩ",
- "educ ate",
- "tech no",
- "distric ts",
- "blu es",
- "se tt",
- "seven th",
- "lear ns",
- "ee ee",
- "apocaly pse",
- "hang out",
- "cru el",
- "mu tu",
- "bru h",
- "hel en",
- "she er",
- "c tion",
- "kle in",
- "tex ans",
- "ce real",
- "sh ine",
- "ne red",
- "gra s",
- "am bro",
- "f ella",
- "hin du",
- "matthe w",
- "li ma",
- "mir anda",
- "je wel",
- "so ho",
- "euro vision",
- "neighb ours",
- "chand ler",
- "be sides",
- "ðŁ¥ °",
- "ast ros",
- "thu mbs",
- "ren ault",
- "ra ve",
- "hi red",
- "ðŁĸ ¤",
- "it ary",
- "z or",
- "bla zer",
- "k ine",
- "ea u",
- "kat y",
- "dc comics",
- "pe c",
- "ro dgers",
- "water proof",
- "kill ers",
- "super int",
- "pre serv",
- "as so",
- "brew ers",
- "promo tional",
- "sc am",
- "villa ges",
- "sket ches",
- "ju icy",
- "for life",
- "au dit",
- "so lo",
- "fundam ental",
- "len e",
- "philipp ine",
- "t end",
- "conserv atives",
- "sponsor ship",
- "dd le",
- "a ine",
- "h tc",
- "os i",
- "hul k",
- "w af",
- "ภĻ",
- "evalu ation",
- "ant ine",
- "sle e",
- "robert son",
- "roo sevel",
- "ag i",
- "sophi stic",
- "emplo yers",
- "bubb les",
- "ko wski",
- "inter action",
- "sh u",
- "bou le",
- "ic an",
- "j are",
- "han k",
- "leg itim",
- "k nicks",
- "kar ma",
- "recei ver",
- "per ks",
- "u h",
- "sta ir",
- "sun i",
- "labor atory",
- "gra ves",
- "voc als",
- "oo t",
- "c ture",
- "thri ve",
- "tic o",
- "ãĥ ³",
- "b w",
- "carto ons",
- "mcdon alds",
- "dra w",
- "y ung",
- "pl er",
- "li d",
- "eth ical",
- "groo ve",
- "ent a",
- "international womensday",
- "pat ron",
- "wor ries",
- "ðŁİ ħ",
- "ðŁij ĭ",
- "ka therine",
- "di az",
- "tor i",
- "bach chan",
- "tru st",
- "min eral",
- "ic om",
- "buil ders",
- "bor n",
- "col oring",
- "lat te",
- "ca se",
- "revolu tion",
- "tra der",
- "ox id",
- "chi pot",
- "inst antly",
- "sou thern",
- "se hun",
- "pro b",
- "her nandez",
- "lis bon",
- "hu awe",
- "p ong",
- "me a",
- "ro oney",
- "wheel chair",
- "ke en",
- "be tt",
- "cor in",
- "regulat ory",
- "di splac",
- "ka ren",
- "sch em",
- "sun sets",
- "wh ales",
- "remin is",
- "he p",
- "hi de",
- "mar cel",
- "pand ora",
- "do yle",
- "th fc",
- "ot to",
- "no kia",
- "trans gender",
- "ko v",
- "hawai ian",
- "sha ve",
- "so vere",
- "exc er",
- "nick i",
- "pu g",
- "st or",
- "ro th",
- "wee t",
- "leg al",
- "dig nity",
- "po w",
- "hom age",
- "ðŁĩ³ ðŁĩ",
- "s re",
- "can on",
- "la x",
- "wo ah",
- "quart z",
- "ñ a",
- "gree ting",
- "flick r",
- "nai robi",
- "advoc ates",
- "an c",
- "vi i",
- "eu gene",
- "th ra",
- "c re",
- "el an",
- "pen sion",
- "th letics",
- "ton i",
- "re agan",
- "x v",
- "sto re",
- "ben ch",
- "har lem",
- "todd ler",
- "sent enced",
- "âĻ¥ ï¸ı",
- "glob ally",
- "che aper",
- "u f",
- "ma m",
- "nic o",
- "ik u",
- "tho u",
- "ni st",
- "dam i",
- "th ala",
- "rho des",
- "sal e",
- "bow ls",
- "â Ī",
- "las vegas",
- "sanc tions",
- "adm ire",
- "mat ched",
- "un able",
- "travel er",
- "ele ven",
- "straw berries",
- "âĢĶâĢĶ âĢĶâĢĶ",
- "stu dio",
- "jac ques",
- "im s",
- "valu ed",
- "s no",
- "cheese cake",
- "n xt",
- "e os",
- "s x",
- "f x",
- "ton ic",
- "hat ch",
- "chic ks",
- "gra ds",
- "hand ic",
- "r ory",
- "as p",
- "ri pped",
- "denti st",
- "n en",
- "lu fc",
- "âľ Ĭ",
- "di ge",
- "hop kins",
- "sher man",
- "f da",
- "for all",
- "ash ley",
- "str and",
- "h y",
- "liqu or",
- "buffe t",
- "ess ence",
- "phar ma",
- "suri ya",
- "ðŁĴĻ ðŁĴĻ",
- "festi vals",
- "z an",
- "re fresh",
- "pur ple",
- "uni forms",
- "kenne th",
- "= )",
- "as an",
- "hel sin",
- "transform ers",
- "k ali",
- "person alized",
- "chal k",
- "bo bby",
- "â Į",
- "the mes",
- "depar ture",
- "prin t",
- "illustr ations",
- "qui et",
- "agre es",
- "gri ff",
- "Ø ³",
- "m iti",
- "toge ther",
- "conven ience",
- "ab ar",
- "car lo",
- "turt les",
- "info sec",
- "some what",
- "ar lington",
- "scholar ships",
- "emir ates",
- "mu ms",
- "st ella",
- "auton om",
- "fe ather",
- "g ore",
- "nom inees",
- "fragr ance",
- "Ñ Ĥ",
- "w ong",
- "thea stern",
- "gr e",
- "z illa",
- "is i",
- "bump er",
- "go o",
- "do zens",
- "ab duc",
- "âļª ï¸ı",
- "o ils",
- "don ors",
- "sil icon",
- "i pod",
- "fortn ite",
- "ðŁĴ ¨",
- "tor o",
- "spark ling",
- "consci ousness",
- "pal a",
- "nu m",
- "moun ted",
- "ffin s",
- "thi eves",
- "team mate",
- "pra b",
- "om er",
- "ta pes",
- "bo d",
- "mit su",
- "ste w",
- "e re",
- "p bs",
- "tu sc",
- "lo we",
- "ra de",
- "parliam entary",
- "h m",
- "ed gar",
- "ðŁijĩ ðŁijĩ",
- "to a",
- "a gh",
- "hon i",
- "s late",
- "ge ek",
- "ap t",
- "hard t",
- "ta p",
- "horiz on",
- "grow th",
- "make over",
- "hi l",
- "paper back",
- "id an",
- "reha bil",
- "gi u",
- "possi bilities",
- "let tu",
- "fran co",
- "bo ss",
- "ach er",
- "does nt",
- "mo e",
- "ta ker",
- "huss ain",
- "ml k",
- "di l",
- "th ia",
- "ham a",
- "real ised",
- "raven s",
- "curric ulum",
- "m ith",
- "k night",
- "ted x",
- "r v",
- "isai ah",
- "cumb ria",
- "birth days",
- "f ing",
- "pre z",
- "mu barak",
- "exquis ite",
- "clear ance",
- "y en",
- "par i",
- "ev o",
- "Ã º",
- "modi fied",
- "app lying",
- "imple ment",
- "disco vering",
- "chap man",
- "indie game",
- "dis k",
- "crowd funding",
- "mach in",
- "li vel",
- "sty led",
- "âĿ Į",
- "ma king",
- "rehear sals",
- "nutr iti",
- "subscri ption",
- "and ro",
- "cre ators",
- "car ries",
- "ky lie",
- "cam den",
- "appren tice",
- "tax pay",
- "c ca",
- "tuesday thoughts",
- "pis sed",
- "er man",
- "dete c",
- "freed om",
- "mer i",
- ".. !",
- "psal m",
- "sun light",
- "per spec",
- "be ings",
- "book store",
- "rock star",
- "fun ctions",
- "p ence",
- "fav es",
- "z n",
- "obam acare",
- "sp ill",
- "coven try",
- "pi geon",
- "pi vo",
- "ba it",
- "kol kata",
- "av al",
- "don or",
- "wa h",
- "privi leg",
- "tra ditions",
- "rajas than",
- "ten ess",
- "portugue se",
- "yn es",
- "tack les",
- "de fic",
- "tor n",
- "pol ling",
- "thor ne",
- "in a",
- "bened ict",
- "bar ry",
- "cal ories",
- "ver dict",
- "save the",
- "nor ton",
- "off ice",
- "main stream",
- "impro ves",
- "fr on",
- "respon ding",
- "real tor",
- "scotti sh",
- "de clar",
- "r l",
- "shi v",
- "supp lier",
- "re sting",
- "swee ts",
- "qu i",
- ". âĢ¦",
- "whit ney",
- "startu p",
- "thank you",
- "teach er",
- "h alls",
- "ha ve",
- "hand made",
- "pro ving",
- "quar tet",
- "ro chester",
- "li an",
- "virtu al",
- "mend es",
- "of icial",
- "mid lands",
- "x box",
- "meas uring",
- "o vo",
- "accommod ation",
- "bri des",
- "collegi ate",
- "intellec tual",
- "in car",
- "ni ag",
- "ðŁį ·",
- "sf w",
- "coco a",
- "co ats",
- "civil ians",
- "presi dency",
- "mat rix",
- "sweethe art",
- "tri athlon",
- "wag ner",
- "ra dic",
- "plann er",
- "the o",
- "execu tion",
- "k um",
- "the walkingdead",
- "sc ar",
- "ro tation",
- "blo gging",
- "bom b",
- "re son",
- "bb les",
- "st are",
- "assi sted",
- "e do",
- "brand ed",
- "war nings",
- "thor pe",
- "acknow le",
- "satis fied",
- "sho res",
- "ri d",
- "dor a",
- "phys ically",
- "bi gh",
- "appro ves",
- "ha h",
- "ric al",
- "vers atile",
- "pret end",
- "lu m",
- "ab hi",
- "ye e",
- "sp it",
- "ãĢ Į",
- "dj s",
- "ash tra",
- "j t",
- "ven ues",
- "gram mys",
- "cy clo",
- "tr acker",
- "over watch",
- "repl ica",
- "el yn",
- "nr l",
- "lind sey",
- "hom o",
- "ballo ons",
- "kitch en",
- "si s",
- "am os",
- "ende av",
- "ðŁĴ »",
- "a rec",
- "thu g",
- "hoo ked",
- "hr c",
- "new york",
- "bur gh",
- "americ as",
- "patric ia",
- "ug u",
- "ap athy",
- "ha st",
- "psy chi",
- "cor k",
- "petro l",
- "ðŁİ ¬",
- "ak u",
- "po pping",
- "psycho logical",
- "au x",
- "g ma",
- "cad illac",
- "wa ste",
- "auth ent",
- "bri stol",
- "nam e",
- "que er",
- "to ber",
- "jer ry",
- "com in",
- "ch ant",
- "privileg ed",
- "op ar",
- "lo ser",
- "tex t",
- "mar ker",
- "stri es",
- "equ ally",
- "ak i",
- "christ mas",
- "gare th",
- "ble w",
- "em ma",
- "imag in",
- "se als",
- "che at",
- "conditi oning",
- "j ana",
- "ren s",
- "dar ies",
- "o asis",
- "disc ounts",
- "coun cil",
- "i ka",
- "shir ley",
- "vou cher",
- "al ps",
- "w x",
- "q r",
- "dri ft",
- "attemp ting",
- "ut c",
- "Ø ª",
- "gonzale z",
- "m f",
- "jo ker",
- "paralle l",
- "pa re",
- "aspe cts",
- "proce du",
- "n p",
- "am a",
- "rale igh",
- "bright en",
- "gu ire",
- "radi ation",
- "cre scent",
- "ho b",
- "il le",
- "str and",
- "v ore",
- "n ard",
- "che st",
- "di wali",
- "av atar",
- "al der",
- "d ling",
- "pa thetic",
- "ðŁĴ ĺ",
- "spir it",
- "jor ge",
- "film making",
- "ðŁĻı ðŁĻı",
- "challeng er",
- "b j",
- "down town",
- "ht ml",
- "ade qu",
- "twi sted",
- "in ely",
- "( '",
- "wra ps",
- "oper ational",
- "y ne",
- "n us",
- "mag net",
- "market place",
- "health ier",
- "snap shot",
- "dam on",
- "inter ven",
- "fe derer",
- "ow ls",
- "biscu its",
- "j p",
- "ro deo",
- "blue berry",
- "lec tion",
- "fron tier",
- "summ ers",
- "re yes",
- "pede strian",
- "go l",
- "caf fe",
- "refur bi",
- "bou lder",
- "me ghan",
- "speci alty",
- "la ss",
- "e i",
- "suspec ts",
- "appro x",
- "rr r",
- "ra th",
- "st im",
- "cru shed",
- "he d",
- "wh un",
- "lo af",
- "cr ore",
- "river a",
- "gene tics",
- "so ck",
- "wa sted",
- "ny pd",
- "answ ering",
- "do ve",
- "bel la",
- "ol in",
- "du n",
- "fi ji",
- "pre tty",
- "spar kle",
- "y un",
- "j d",
- "euro pa",
- "li fts",
- "am ber",
- "mu r",
- "te k",
- "boy d",
- "roy alty",
- "in do",
- "ri b",
- "go tham",
- "ti est",
- "inst alling",
- "ke mp",
- "the photo",
- "cos mic",
- ") ))",
- "whole sale",
- "loy ment",
- "eas y",
- "su ing",
- "sett led",
- "af p",
- "pro ver",
- "suppor tive",
- "re es",
- "ne ath",
- "deli ber",
- "c é",
- "wel come",
- "pic oftheday",
- "new born",
- "pat ty",
- "sun s",
- "si est",
- "fl int",
- "diffe rently",
- "spo ilers",
- "troop er",
- "g ins",
- "cor y",
- "look out",
- "equi pped",
- "ta pe",
- "to by",
- "resear cher",
- "u sh",
- "ke yes",
- "al ma",
- "induc tion",
- "k w",
- "k har",
- "sl ick",
- "bri de",
- "e ur",
- "cra ving",
- "book ings",
- "ch es",
- "tr unk",
- "vern on",
- "sp her",
- "cryst als",
- "rel atively",
- "pom pe",
- "uni ons",
- "val ley",
- "par a",
- "w ant",
- "ok c",
- "de af",
- "ser gio",
- "len non",
- "sh ay",
- "cr a",
- "v at",
- "he e",
- "t we",
- "liqu id",
- "pol y",
- "ðŁİ ģ",
- "b ent",
- "be aring",
- "motor sport",
- "bar be",
- "te sti",
- "han i",
- "fin ancing",
- "astron aut",
- "water colour",
- "ri sh",
- "comic con",
- "gar t",
- "wr ong",
- "ber n",
- "it an",
- "ste pped",
- "fil ters",
- "c low",
- "me x",
- "dem ons",
- "all o",
- "expand ed",
- "comm and",
- "et ers",
- "go ats",
- "si ri",
- "y r",
- "pot tery",
- "mari on",
- "i le",
- "el an",
- "san to",
- "person a",
- "du ke",
- "hom eless",
- "li ghted",
- "wheel er",
- "chang er",
- "cab bage",
- "sur real",
- "ham burg",
- "sma shed",
- "str an",
- "k not",
- "i art",
- "ob i",
- "be dro",
- "di al",
- "th ick",
- "b ingo",
- "fu s",
- "vacu um",
- "con ve",
- "ati ve",
- "accur acy",
- "accoun t",
- "re fer",
- "ri z",
- "spider man",
- "ban a",
- "r ite",
- "u b",
- "ab s",
- "medic al",
- "lin k",
- "si em",
- "> >>>",
- "be tra",
- "g lowing",
- "re actions",
- "pupp et",
- "spa ghetti",
- "ang s",
- "re medi",
- "pray for",
- "roy ce",
- "char lotte",
- "£ ï¸ı",
- "gh et",
- "affe cting",
- "ro de",
- "soci alist",
- "mo ses",
- "az i",
- "o it",
- "re porters",
- "cd t",
- "ap ing",
- "s nat",
- "minim al",
- "wa ist",
- "sie ge",
- ">> >>",
- "ri g",
- "schmid t",
- "h are",
- "ec a",
- "thor n",
- "he mp",
- "es the",
- "cly de",
- "th a",
- "don ut",
- "moham ed",
- "ling erie",
- "le gg",
- "carpen ter",
- "perform ers",
- "de a",
- "imag ined",
- "cur se",
- "la sh",
- "ct r",
- "agu a",
- "ro ar",
- "gr i",
- "ro le",
- "j fk",
- "resur rec",
- "roosevel t",
- "maril yn",
- "sm alle",
- "will is",
- "wa ited",
- "char ities",
- "the res",
- "li k",
- "origin al",
- "car i",
- "c ough",
- "cru ci",
- "la gun",
- "contra st",
- "k ou",
- "arm our",
- "re moving",
- "t ent",
- "maz da",
- "bri ghter",
- "thi ef",
- "cor ner",
- "tequ ila",
- "buzz ing",
- "al bi",
- "p am",
- "az ure",
- "disc oun",
- "pixel art",
- "possi bility",
- "ham ont",
- "tra des",
- "bu da",
- "hi ve",
- "vers y",
- "fin ch",
- "tran spa",
- "em i",
- "terri fying",
- "in qui",
- "g ba",
- "sub stitu",
- "collec ti",
- "plac ing",
- "cin dy",
- "k ann",
- "pa tho",
- "diamon d",
- "mour inho",
- "guine a",
- "anthro po",
- "air s",
- "pu mps",
- "ì ļ",
- "pas o",
- "cur ling",
- "an ita",
- "resi dency",
- "ne wh",
- "jo on",
- "cigare tte",
- "que ue",
- "ex trac",
- "gam es",
- "spl en",
- "ex press",
- "public ly",
- "bon nie",
- "tribun e",
- "ba ek",
- "reason able",
- "c or",
- "timo thy",
- "she eran",
- "Ä ±",
- "f dn",
- "su tton",
- "concentr ation",
- "carav an",
- "x avier",
- "al ger",
- "cy lin",
- "freder ick",
- "ner ve",
- "pe ak",
- "lettu ce",
- "j ail",
- "pre game",
- "kav an",
- "up graded",
- "eco logy",
- "squad ron",
- "gra pes",
- "goo g",
- "pa stry",
- "ðŁĹ £",
- "ãĥ¼ ãĥ",
- "mil ano",
- "awa z",
- "presen ter",
- "ðŁĮ ¿",
- "her d",
- "king s",
- "tem plate",
- "fl our",
- "h v",
- "k ley",
- "i ya",
- "spe c",
- "at er",
- "frankfur t",
- "co ch",
- "tex ting",
- "del i",
- "communi st",
- "regi ment",
- "ele anor",
- "anticip ated",
- "ðŁijĮ ðŁı»",
- "thephoto hour",
- "ran o",
- "survi ving",
- "simul ation",
- "daw son",
- "ar in",
- "aqu a",
- "m or",
- "âĢ¦ .",
- "cin o",
- "ira qi",
- "sh az",
- "dun dee",
- "we s",
- "dra u",
- "hann ah",
- "s news",
- "occup ation",
- "ste en",
- "x m",
- "ang les",
- "sett ings",
- "gur u",
- "kno x",
- "or ca",
- "shap ing",
- "w ent",
- "dr illing",
- "zz ie",
- "br i",
- "kis sing",
- "fin d",
- "ma ine",
- "âŃIJï¸ı âŃIJï¸ı",
- "ðŁĮ į",
- "lar ry",
- "bu sted",
- "ta vern",
- "acti vely",
- "- \"",
- "replac ing",
- "no d",
- "un lock",
- ". \"",
- "âŀ ¤",
- "affili ate",
- "to w",
- "l n",
- "happy newyear",
- "di f",
- "j m",
- "green wich",
- "contro versy",
- "daw g",
- "con dol",
- "sav annah",
- "compens ation",
- "touch down",
- "te o",
- "amb itious",
- "embro i",
- "convic ted",
- "iart g",
- "bar ack",
- "tr ance",
- "testim ony",
- "au dition",
- "thum b",
- "my ths",
- "be x",
- "que z",
- "orch id",
- "den y",
- "entit led",
- "hoo d",
- "gr ant",
- "in box",
- "blue jays",
- "r illa",
- "smalle st",
- "bur den",
- "in famous",
- "divi ded",
- "boun daries",
- "t ter",
- "el t",
- "wy oming",
- "be verage",
- "me sm",
- "one ws",
- "budd hist",
- "y ana",
- "as sad",
- "is ms",
- "bar rett",
- "predic ted",
- "back to",
- "tw it",
- "e there",
- "cap tains",
- "escap ed",
- "ay o",
- "lam borgh",
- "gard ner",
- "la ps",
- "k al",
- "adverti sement",
- "insec ts",
- "na po",
- "am en",
- "ac y",
- "r and",
- "g k",
- "te h",
- "k athle",
- "tri dge",
- "pan cake",
- "at ro",
- "pyram id",
- "bu la",
- "paral ym",
- "gau ge",
- "en cies",
- "tom y",
- "biscu it",
- "but cher",
- "quali fier",
- "coun ty",
- "ke i",
- "po ols",
- "dar ker",
- "should ers",
- "ðŁĩºðŁĩ¸ ðŁĩºðŁĩ¸",
- "sp re",
- "( \"",
- "writ ers",
- "g m",
- "ðŁİ ĵ",
- "k nit",
- "hu ff",
- "mt b",
- "philli es",
- "o st",
- "den is",
- "g art",
- "licen sed",
- "inter face",
- "ex cel",
- "d well",
- "from the",
- "co fficial",
- "az zi",
- "appear ing",
- "fore st",
- "n ana",
- "ke ith",
- "manufac turers",
- "beck ham",
- ") ?",
- "e se",
- "col ony",
- "delic ate",
- "ut ter",
- "mc in",
- "transpl ant",
- "pre ferred",
- "par d",
- "ari e",
- "hu b",
- "po ds",
- "perspec tives",
- "pic t",
- "del u",
- "app er",
- "be than",
- "p mo",
- "crimin als",
- "femin ism",
- "sh ack",
- "circum stances",
- "fel las",
- "prote sting",
- "wa x",
- "sugge sted",
- "t ator",
- "dre w",
- "om ni",
- "fa ke",
- "kath y",
- "re b",
- "del ine",
- "ber ni",
- "mi sty",
- "ðŁij ©",
- "er able",
- "break through",
- "men swear",
- "millenni als",
- "chan yeol",
- "la z",
- "inser t",
- "rep lies",
- "phra se",
- "n x",
- "ihear tawards",
- "audre y",
- "gran ite",
- "rac ec",
- "ori e",
- "ter ra",
- "innov ations",
- "britt any",
- "at eral",
- "pe ar",
- "bio logical",
- "sh ments",
- "institu tion",
- "m sn",
- "frequ ency",
- "d man",
- "neg lec",
- "t f",
- "ste fan",
- "fox news",
- "ty po",
- "comm s",
- "sequ ence",
- "car men",
- "wh ites",
- "econom ist",
- "exe ter",
- "se um",
- "re sorts",
- "cas ually",
- "bun de",
- "divi de",
- "Ø ¹",
- "ga g",
- "cre ed",
- "reti re",
- "cau cus",
- "rapi ds",
- "wrestle mania",
- "tul sa",
- "sunder land",
- "fundam ent",
- "o di",
- "yam aha",
- "v ary",
- "intri gu",
- "el se",
- "be acon",
- "an gie",
- "tra ded",
- "tran sm",
- "g ents",
- "kn itting",
- "gal ac",
- "ðĿ Ĺ",
- "u to",
- "sea side",
- "hol t",
- "re rs",
- "far go",
- "train ers",
- "mon soon",
- "b ale",
- "sou ght",
- "mad die",
- "h w",
- "co li",
- "fr an",
- "fav s",
- "ðŁĴ Ķ",
- "int ent",
- "r ally",
- "s bs",
- "lemon ade",
- "barack obama",
- "bre ad",
- "stick y",
- "explo sive",
- "chel ten",
- "t j",
- "as soc",
- "ram en",
- "hom ies",
- "v log",
- "mi ster",
- "lor d",
- "âĢįâĻ Ģï¸ı",
- "aly ssa",
- "sketch book",
- "ru mble",
- "cat ch",
- "migr ant",
- "discipl ine",
- "un likely",
- "chronic les",
- "fl ora",
- "sl ams",
- "am id",
- "s boro",
- "coo p",
- "ju mps",
- "tran qu",
- "mel is",
- "sof ia",
- "en ri",
- "gab e",
- "sy ri",
- "nicol as",
- "cha i",
- "w v",
- "be cky",
- "foo ty",
- "ta o",
- "suppo se",
- "ðŁĺįðŁĺį ðŁĺįðŁĺį",
- "plu sh",
- "ri sh",
- "ðŁ¤ ĵ",
- "k ha",
- "satur days",
- "ac cent",
- "he c",
- "lim it",
- "carl ton",
- "wi red",
- "taylor swift",
- "ðŁĺ ij",
- "sq l",
- "har ro",
- "recipi ents",
- "g at",
- "go p",
- "th of",
- "amaz ed",
- "gh an",
- "ðŁıĨ ðŁıĨ",
- "por to",
- "cla re",
- "di stant",
- "na c",
- "ohi o",
- "ðŁĻı ðŁı¼",
- "mt n",
- "anti bio",
- "dino sa",
- "me sa",
- "par tial",
- "b v",
- "lear nt",
- "lov ato",
- "questi on",
- "ex tract",
- "gossi p",
- "gi bb",
- "niag ara",
- "ðŁij ¨",
- "displa yed",
- "so oner",
- "ste vie",
- "nug gets",
- "ml n",
- "bro m",
- "tur b",
- "give aways",
- "stu pi",
- "bl ink",
- "c ili",
- "conven ient",
- "mo h",
- "vi ve",
- "f ric",
- "cau se",
- "cham ber",
- "cu les",
- "ne arest",
- "is se",
- "small biz",
- "t j",
- "canadi ans",
- "smar ter",
- "bra sil",
- "ra re",
- "que tte",
- "w ha",
- "cand le",
- "at omic",
- "ðŁijį ðŁijį",
- "warri or",
- "relax ed",
- "stri ps",
- "ne ur",
- "k ka",
- "r fc",
- "jen sen",
- "reco vering",
- "respon ses",
- "sal am",
- "ortho dox",
- "acti ve",
- "ell ers",
- "n it",
- "âŃ IJ",
- "metro politan",
- "centu ries",
- "vi da",
- "gra ding",
- "transpa rent",
- "sim ple",
- "do ts",
- "superint endent",
- "elev ator",
- "autom ated",
- "red skins",
- "ima m",
- "summer time",
- "jona than",
- "ge aring",
- "michel le",
- "confl ic",
- "m ice",
- "to te",
- "publi sh",
- "pa x",
- ") -",
- "na iled",
- "á ´",
- "tele scope",
- "ser bia",
- "ba b",
- "ape u",
- "st ically",
- "sen ti",
- "r ats",
- "isol ated",
- "grou p",
- "hat red",
- "paranor mal",
- "stan ley",
- "ali on",
- "safe ty",
- "l s",
- "ठ°",
- "nex us",
- "alexand ra",
- "mas ks",
- "+ +",
- "tr on",
- "au k",
- "brother hood",
- "brow se",
- "mix es",
- "sim one",
- "mu sk",
- "appro ve",
- "lo la",
- "ex p",
- "per th",
- "fu turi",
- "un seen",
- "d m",
- "chel se",
- "sc outing",
- "o we",
- "portsm outh",
- "k ram",
- "mi ze",
- "di spen",
- "su p",
- "d lc",
- "adver t",
- "tere sa",
- "is le",
- "cy cle",
- "met all",
- "shi elds",
- "marin ers",
- "ra z",
- "ing en",
- "fun d",
- "an go",
- "jon es",
- "o ka",
- "mad den",
- "broc coli",
- "domin ic",
- "situ ations",
- "mer o",
- "cric ke",
- "puni shment",
- "d b",
- "sha king",
- "ðŁĺ ļ",
- "m q",
- "ari ans",
- "le h",
- "cla w",
- "we ds",
- "d ure",
- "ni el",
- "j elly",
- "gour met",
- "tra ders",
- "le vi",
- "w ages",
- "kne es",
- "wi se",
- "heaven ly",
- "avi d",
- "melo dy",
- "z ack",
- "ban anas",
- "apprentic e",
- "pro p",
- "fun ny",
- "o de",
- "respec ted",
- "me gan",
- "fe wer",
- "dra fted",
- "med it",
- "gra pe",
- "us army",
- "cru sad",
- "vo cali",
- "prepar ations",
- "non sense",
- "us age",
- "th r",
- "ro th",
- "wiz ards",
- "insi de",
- "promo tions",
- "mon a",
- "red sox",
- "si g",
- "eleg ance",
- "ch ia",
- "univer sal",
- "ãĢ į",
- "ra ja",
- "un ga",
- "pol lin",
- "filip ino",
- "ak a",
- "t sun",
- "ik on",
- "bi king",
- "decor ations",
- "z ac",
- "cade ts",
- "hum our",
- "ag m",
- "re ppin",
- "vac cin",
- "elo ve",
- "u w",
- "dia be",
- "galla gher",
- "az er",
- "do l",
- "a while",
- "pro minent",
- "wel sh",
- "t ann",
- "' )",
- "bi en",
- "wa g",
- "in al",
- "c wc",
- "wic ket",
- "ur st",
- "q anon",
- "x e",
- "out door",
- "dun n",
- "star r",
- "co logy",
- "ric ky",
- "u efa",
- "reb ounds",
- "s music",
- "inf ant",
- "ðŁĻ ĭ",
- "so p",
- "u mber",
- "hand ing",
- "beg in",
- "sor ting",
- "ha sh",
- "sp ati",
- "re k",
- "buda pest",
- "black hawks",
- "dele te",
- "ro m",
- "can did",
- "auth ori",
- "de bris",
- "spe cul",
- "inter section",
- "marri ott",
- "im ran",
- "ðŁĺģ ðŁĺģ",
- "cru ises",
- "ram sey",
- "rafa el",
- "aware ness",
- "vas cular",
- "beyon cé",
- "ru g",
- "ðŁĺ Į",
- "festi v",
- "ar am",
- "s able",
- "bas il",
- "p ill",
- "flo oring",
- "un beaten",
- "implic ations",
- "u f",
- "w ound",
- "for ge",
- "poin ting",
- "po ts",
- "popular ity",
- "ðŁijı ðŁı»",
- "mani pul",
- "s lots",
- "deb ates",
- "abs ence",
- "ver mont",
- "never forget",
- "wri st",
- "gl oria",
- "ren ce",
- "hu sk",
- "mel ting",
- "ðŁİ Ł",
- "br aces",
- "tim ely",
- "transform ing",
- "am ps",
- "ma k",
- "po e",
- "ah an",
- "gener ally",
- "nd p",
- "ale ppo",
- "unic ef",
- "pro fs",
- "nor d",
- "ma sk",
- "jackson ville",
- "v v",
- "sh ells",
- "bloom ing",
- "oper ators",
- "char coal",
- "ne ville",
- "ma gi",
- "chi p",
- "sam a",
- "ir an",
- "re forms",
- "accu mul",
- "ru e",
- "æ ľ",
- "web sites",
- "ga on",
- "devast ating",
- "sto s",
- "glaci er",
- "ra pp",
- "chipot le",
- "pr a",
- "or ous",
- "rom ney",
- "seas on",
- "decor ative",
- "c isco",
- "dit ch",
- "compla in",
- "ll o",
- "assu me",
- "ðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤðŁĺĤ",
- "n els",
- "cent ric",
- "ft w",
- "car rots",
- "tat a",
- "can ter",
- "per ience",
- "li ers",
- "demo s",
- "bl unt",
- "oper ate",
- "reserv ations",
- "le ah",
- "sub stance",
- "di son",
- "an te",
- "elec tion",
- "v ue",
- "squ are",
- "non profit",
- "ca a",
- "f su",
- "y am",
- "ãĤ ¤",
- "v ladi",
- "comple tes",
- "mar i",
- "philli p",
- "ne ill",
- "er as",
- "ka it",
- "men do",
- "mahar ashtra",
- "g p",
- "dan e",
- "provi dence",
- "ther apeu",
- "juven ile",
- "me mo",
- "in corpor",
- "aa aa",
- "seven teen",
- "teen ager",
- "Ã £",
- "or ns",
- "wi de",
- "cu teness",
- "tw d",
- "ff les",
- "bar a",
- "com edy",
- "over time",
- "y az",
- "bar on",
- "unemp loyment",
- "ðŁij ĭ",
- "exter ior",
- "den se",
- "cent res",
- "match up",
- "history month",
- "artif icial",
- "qu it",
- "e sk",
- "war n",
- "cr itic",
- "j af",
- "ðŁĵ ²",
- "inform ative",
- "fu els",
- "recy cle",
- "nam ing",
- "stri pe",
- "sol ic",
- "mole cular",
- "dee pi",
- "con vo",
- "s sel",
- "na e",
- "de scent",
- "ti z",
- "accoun tability",
- "ter ry",
- "r ito",
- "sl ay",
- "em o",
- "dem ol",
- "sens ation",
- "co v",
- "tor e",
- "round table",
- "y ol",
- "excu ses",
- "ॠį",
- "tur quo",
- "hh hh",
- "pod casts",
- "cele b",
- "me ssi",
- "li o",
- "man n",
- "contribu ted",
- "u z",
- "gener ator",
- "ele ts",
- "veg gie",
- "indu l",
- "en suring",
- "detro it",
- "pun jab",
- "tran spor",
- "instru ction",
- "ad d",
- "por cel",
- "pan eli",
- "cir cles",
- "persi st",
- "clay ton",
- "sp n",
- "dog softwitter",
- "is nt",
- "sp r",
- "retail ers",
- "p w",
- "hun gar",
- "el ena",
- "mon aster",
- "gu atem",
- "je ssie",
- "an z",
- "ra shi",
- "fle e",
- "car ving",
- "fau x",
- "l al",
- "hen ri",
- "d jo",
- "du ll",
- "s ana",
- "lar a",
- "glo be",
- "cri mson",
- "com pass",
- "pau se",
- "na b",
- "lion el",
- "ba ths",
- "u fo",
- "invent ory",
- "sin gh",
- "sat an",
- "ðŁĩ ¸",
- "ce ments",
- "in form",
- "gener ated",
- "bi den",
- "av g",
- "tas ks",
- "de er",
- "sa u",
- "ja iled",
- "pa stel",
- "sc c",
- "na il",
- "steel e",
- "per is",
- "lamborgh ini",
- "pur sue",
- "mar gin",
- "u ch",
- "bo sch",
- "dra in",
- "cl ara",
- "bo m",
- "lat ino",
- "web ster",
- "rose mary",
- "r ha",
- "s oun",
- "billion aire",
- "not ch",
- "percent age",
- "con or",
- "' \"",
- "hom es",
- "earth day",
- "h ort",
- "big gest",
- "di sin",
- "wal ton",
- "edit ors",
- "im ma",
- "om ar",
- "equi valent",
- "pharmac eu",
- "ah med",
- "cam eo",
- "han ni",
- "under rated",
- "ge ment",
- "micro bi",
- "v oo",
- "honor able",
- "obe sity",
- "âļ ¡ï¸ı",
- "limer ick",
- "invol vement",
- "st agram",
- "boule vard",
- "bur g",
- "blackand white",
- "liber ation",
- "fi ve",
- "inter im",
- "sm m",
- "rival ry",
- "cap abilities",
- "stat ements",
- "thu mb",
- "ve d",
- "sw ans",
- "bar ber",
- "e que",
- "seren a",
- "hel m",
- "noo dle",
- "sam pling",
- "n awaz",
- "sing le",
- "thunder storms",
- "sh on",
- "in ev",
- "ë ¯",
- "to pp",
- "orch ard",
- "bi an",
- "ðŁĺ Ķ",
- "door step",
- "salv ation",
- "marke ting",
- "r ons",
- "cle mson",
- "ra vi",
- "in take",
- "stand with",
- "sin a",
- "ha iku",
- "ple y",
- "elector al",
- "ph illy",
- "la ys",
- "electr ic",
- "cap turing",
- "u pp",
- "er gy",
- "believ ing",
- "cul tures",
- "es day",
- "inva sive",
- "ed ed",
- "spee ch",
- "end ur",
- "viet nam",
- "boy cott",
- "pe de",
- "deli ver",
- "ðŁĴĸ ðŁĴĸ",
- "mer chant",
- "st ir",
- "den ies",
- "poc kets",
- "o ti",
- "cu ddle",
- "ro land",
- "mm ed",
- "den ed",
- "lear ners",
- "hoo p",
- "sour cing",
- "h acked",
- "di m",
- "environ ments",
- "ben son",
- "jud icial",
- "wor cester",
- "pear ls",
- "govern ments",
- "arri vals",
- "cor ners",
- "tun ing",
- "la bour",
- "y m",
- "or dering",
- "le wi",
- "i fe",
- "hygi ene",
- "thou ghtful",
- "indone sian",
- "campaig ning",
- "princi ple",
- "assau l",
- "ru bb",
- "at v",
- "wil ly",
- "en tre",
- "il i",
- "ph on",
- "du ties",
- "âĻ¥ âĻ¥",
- "sn akes",
- "lo op",
- "am ar",
- "conver tible",
- "bon ding",
- "ment oring",
- "max well",
- "ethere um",
- "destro ying",
- "ax is",
- "ca iro",
- "fin nish",
- "sho ck",
- "ðŁĺ IJ",
- "cal eb",
- "com a",
- "pe dal",
- "co re",
- "contin ent",
- "el son",
- "temp o",
- "helsin ki",
- "ac p",
- "tack ling",
- "st ated",
- "bl a",
- "dou b",
- "sma shing",
- "a ja",
- "camer on",
- "disru ption",
- "warm th",
- "being salmankhan",
- "bullet in",
- "o de",
- "syrac use",
- "ar an",
- "mc gregor",
- "bul k",
- "an ton",
- "confir mation",
- "sp ine",
- "im ran",
- "instru c",
- "jac ks",
- "chi o",
- "pal m",
- "str e",
- "embarra ssing",
- "un t",
- "elimin ate",
- "to ss",
- "c ise",
- "a ws",
- "oni sts",
- "sh inee",
- "jo s",
- "ho se",
- "li vely",
- "opp onents",
- "mo vements",
- "recogni zing",
- "sandwich es",
- "sh akes",
- "exerc ises",
- "se at",
- "profe ssion",
- "merry christmas",
- "lu gg",
- "adopt dont",
- "mar vin",
- "byr ne",
- "un le",
- "he t",
- "ku wait",
- "rah man",
- "aspe ct",
- "humb led",
- "gen es",
- "f and",
- "long time",
- ") ;",
- "cam pu",
- "an gus",
- "ðŁijį ðŁı¼",
- "q uran",
- "sle eves",
- "s lic",
- "¸ ë",
- "twel ve",
- "your e",
- "i ke",
- "go gh",
- "b st",
- "dic tionary",
- "reflec ting",
- "to on",
- "yar n",
- "em bed",
- "ðŁı ´",
- "re serves",
- "floo ded",
- "ver iz",
- "du sk",
- "estab lish",
- "pro li",
- "au d",
- "ritu al",
- "or bit",
- "declar ation",
- "recor dings",
- "cam o",
- "cas sette",
- "good luck",
- "cu tter",
- "bo p",
- "b ho",
- "che ating",
- "paci fic",
- "ma res",
- "tim er",
- "col t",
- "tr ous",
- "tomor row",
- "han sen",
- "ci e",
- "w ang",
- "ban i",
- "circu lar",
- "ac ute",
- "far mer",
- "co ys",
- "p se",
- "ir ving",
- "w j",
- "haw kins",
- "b ison",
- "ur day",
- "cru ising",
- "o te",
- "k ath",
- "whi stle",
- "your selves",
- "ant is",
- "sla sh",
- "thorough ly",
- "ke sh",
- "ser ie",
- "ex em",
- "en ig",
- "guil d",
- "sh red",
- "ho gan",
- "ap o",
- "ä ¸",
- "pu zz",
- "ne tball",
- "au ssi",
- "panor ama",
- "ws j",
- "av is",
- "ar ming",
- "hum ph",
- "brow ser",
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- "fo ggy",
- "mat te",
- "ðŁĮ »",
- "it er",
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- "by ron",
- "cap tiv",
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- "p ton",
- "we y",
- "fay ette",
- "financi al",
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- "solom on",
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- "cucu mber",
- "ar gue",
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- "john ston",
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- "ðŁĺŃðŁĺŃ ðŁĺŃðŁĺŃ",
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- "edi ble",
- "re served",
- "ric hie",
- "met res",
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- "h ella",
- "un to",
- "ch ol",
- "cele bs",
- "po ets",
- "gra ham",
- "hay den",
- "coinci dence",
- "b aw",
- "communic ate",
- "flet cher",
- "/ -",
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- "ecu ador",
- "coun sel",
- "s laughter",
- "line ar",
- "at p",
- "os u",
- "jo el",
- "ev ed",
- "conqu er",
- "ru stic",
- "plic ity",
- "recogn ise",
- "room mate",
- "cr acked",
- "jas per",
- "ph er",
- "ðŁĮ º",
- "wo ven",
- "mo ist",
- "ff c",
- "ste ering",
- "ni sh",
- "stand ings",
- "frequ ent",
- "ar di",
- "haz el",
- "as msg",
- "bau m",
- "d art",
- "si dd",
- "nat h",
- "ch ero",
- "card board",
- "c ss",
- "n sfw",
- "pa ir",
- "ðŁĺį ðŁĺĺ",
- "occur red",
- "homeless ness",
- "mal one",
- "ph e",
- "xi a",
- "pad dy",
- "decl are",
- "theat re",
- "b f",
- "per sian",
- "ta d",
- "ax e",
- "susp icious",
- "lam b",
- "mu cho",
- "sen ior",
- "st as",
- "k ite",
- "st ing",
- "gra d",
- "k af",
- "wat ering",
- "Ø ¯",
- "spi ral",
- "th ms",
- "educ ator",
- "jer ome",
- "of c",
- "clo ck",
- "su l",
- "pe mb",
- ".... .....",
- "park way",
- "de aux",
- "restric tions",
- "m ons",
- "need le",
- "e j",
- "le agues",
- "water melon",
- "am an",
- "pl enary",
- "max im",
- "w ab",
- "coming soon",
- "bry ce",
- "vi gil",
- "super market",
- "fortun ate",
- "turquo ise",
- "presi dent",
- "li v",
- "inter ns",
- "feel in",
- "fix tures",
- "stun t",
- "st aged",
- "premi eres",
- "lo k",
- "prac titi",
- "shor tage",
- "log ne",
- "ve c",
- "con cor",
- "roc ke",
- "li g",
- "com posed",
- "syn thetic",
- "di p",
- "cam ila",
- "ch is",
- "j ou",
- "su san",
- "eye brows",
- "supp lement",
- "satis faction",
- "moham mad",
- "ti bet",
- "house of",
- "pu n",
- "as sam",
- "shado whun",
- "psy ched",
- "se duc",
- "mand atory",
- "her bert",
- "sc allo",
- "stream ers",
- "proto col",
- "block buster",
- "produc es",
- "sch nei",
- "lau rel",
- "tri be",
- "time hop",
- "pl a",
- "mod elling",
- "tv time",
- "mtv stars",
- "wi dow",
- "me tric",
- "ch am",
- "con do",
- "flow ering",
- "ale c",
- "d ms",
- "inten sity",
- "Â ¨",
- "mccar tney",
- "islam abad",
- "k b",
- "f fi",
- "ph al",
- "anal og",
- "f ond",
- "h acks",
- "positi vity",
- "treat y",
- "sub marine",
- "conne ct",
- "sel en",
- "categor ies",
- "cu b",
- "organi ze",
- "si k",
- "quote oftheday",
- "remin ding",
- "am or",
- "loc king",
- "ðŁijı ðŁı¼",
- "comp ound",
- "et te",
- "b out",
- "rec ur",
- "fe rence",
- "mi zz",
- "tren d",
- "hip ster",
- "for tress",
- "forth coming",
- "preli min",
- "o dyssey",
- "ang p",
- "del ici",
- "even ings",
- "ðŁĶ ¹",
- "i q",
- "d w",
- "da ir",
- "kathr yn",
- "christian ity",
- "moon light",
- "ha b",
- "wh oo",
- "f bf",
- "se th",
- "genu inely",
- "pa x",
- "char ity",
- "deplo yed",
- "b nb",
- "bu cs",
- "ju dg",
- "con ge",
- "plant ation",
- "im press",
- "car a",
- "sc lub",
- "sco py",
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- "compla ints",
- "b ama",
- "re build",
- "x y",
- "real ism",
- "sh our",
- "le in",
- "brac elets",
- "mer a",
- "assas sin",
- "an chor",
- "ðŁijĮ ðŁı¼",
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- "con fron",
- "chronic le",
- "comm ent",
- "cat alog",
- "il les",
- "gor ge",
- "me try",
- "jung kook",
- "love my",
- "sent in",
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- "pr an",
- "lo ft",
- "min ton",
- "alden richards",
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- "cher ish",
- "certain ty",
- "zz z",
- "rhin o",
- "per kins",
- "en rich",
- "cape town",
- "ome ter",
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- "ðŁĺ Ŀ",
- "pen c",
- "bri t",
- "ja h",
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- "ðŁ¥ ĩ",
- "baz aar",
- "re me",
- "ex t",
- "kk k",
- "conver t",
- "stor my",
- "b ye",
- "kar an",
- "chry sler",
- "ad os",
- "pre ssed",
- "syn c",
- "ation day",
- "dang er",
- "bad ges",
- "refu ses",
- "em powering",
- "ly m",
- "ex ports",
- "adoptdont shop",
- "ðŁĩ ¯",
- "th c",
- "awa ited",
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- "fin ed",
- "o at",
- "haha hah",
- "âģ ©",
- "n family",
- "fi ona",
- "luck ily",
- "thr illing",
- "ty ping",
- "out break",
- "di es",
- "he u",
- "craw l",
- "ne sses",
- "o ath",
- "scri pts",
- "gee ks",
- "ðŁIJ Ŀ",
- "p b",
- "mathemat ics",
- "al is",
- "________ ________",
- "gymna stics",
- "acti vism",
- "recommend ation",
- "gre n",
- "wa in",
- "cour ty",
- "n apol",
- "cau li",
- "hor nets",
- "g als",
- "jo ckey",
- "dir ty",
- "at ar",
- "enor mous",
- "pe st",
- "greg ation",
- "an os",
- "ii ii",
- "def ends",
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- "at x",
- "mb c",
- "lugg age",
- "wit ch",
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- "re jo",
- "ðŁİ Ģ",
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- "ul ously",
- "dr ac",
- "promo tes",
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- "can u",
- "woo hoo",
- "na omi",
- "zar dari",
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- "ho f",
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- "lo ch",
- "j k",
- "bul ly",
- "w ren",
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- "y ard",
- "am in",
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- "d nc",
- "t ds",
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- "t and",
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- "aim ed",
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- "dar ren",
- "itali an",
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- "amu sic",
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- "w m",
- "v m",
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- "mon ds",
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- "my th",
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- "gar ner",
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- ".... #",
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- "nam i",
- "la g",
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- "u fc",
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- "bet t",
- "loc ate",
- "ker r",
- "sp c",
- "confu sion",
- "ne e",
- "luck y",
- "bas es",
- "dep ends",
- "fire fighter",
- "ol a",
- "re t",
- "mar oon",
- "ðŁĶ Ĭ",
- "w am",
- "defin ing",
- "whe at",
- "bi l",
- "é s",
- "b hai",
- "psy ch",
- "ta u",
- "ic ans",
- "thi k",
- "ob ile",
- "inspec tor",
- "ìĨ Įë",
- "ill on",
- "go s",
- "ev angel",
- "fa i",
- "si st",
- "voc ation",
- "bur ge",
- "chi stan",
- "renew ed",
- "enthusi asm",
- "en ting",
- "ag ri",
- "ike a",
- "m sc",
- "aero space",
- "sens iti",
- "memo ir",
- "hosp ice",
- "co caine",
- "der ry",
- "mechan ics",
- "Ħ à¸",
- "tin o",
- "reduc es",
- "collec tors",
- "in justice",
- "supp re",
- "v ana",
- "ab un",
- "nap a",
- "su sa",
- "os lo",
- "e ff",
- "en core",
- "lic ence",
- "ched dar",
- "z al",
- "moun t",
- "ðŁĴ IJ",
- "threat ens",
- "!! \"",
- "archi e",
- "fu tsal",
- "scu ba",
- "jo s",
- "gn on",
- "se xi",
- "s official",
- "compar ing",
- "domin ant",
- "tof theday",
- "fa it",
- "propos als",
- "gi ft",
- "y as",
- "cn c",
- "l r",
- "ha b",
- "reser voir",
- "beli efs",
- "gener al",
- "mar ti",
- "t d",
- "est e",
- "ì ł",
- "wi l",
- "ðŁij ¯",
- "ðŁĶ «",
- "sp x",
- "et work",
- "excer pt",
- "e instein",
- "hir o",
- "sil hou",
- "team ed",
- "per ception",
- "corri dor",
- "mental health",
- "hin ts",
- "ben ny",
- "induc ted",
- "sw x",
- "wi desp",
- "spe ak",
- "cher yl",
- "dru g",
- "ðŁĺ ķ",
- "h f",
- "asparag us",
- "myster ies",
- "fitz gerald",
- "off er",
- "therap ist",
- "care er",
- "dam aging",
- "ts d",
- "per u",
- "wei bo",
- "y ay",
- "phoeni x",
- "disc re",
- "mac book",
- "bar ker",
- "stig ma",
- "sp read",
- "roc kies",
- "kang ar",
- "bri dg",
- "pa i",
- "bi shop",
- "ta iled",
- "capsu le",
- "ðŁĴ ĵ",
- "ge of",
- "roy ale",
- "short listed",
- "o ste",
- "ash amed",
- "ch app",
- "key e",
- "cl a",
- "screen shot",
- "austri an",
- "nati ve",
- "en ight",
- "juli et",
- "michel e",
- "ðŁĮ ´",
- "travel ers",
- "pi l",
- "football er",
- "win chester",
- "ðŁĻ Ħ",
- "azer bai",
- "gold eng",
- "organis ations",
- "interpre tation",
- "predat or",
- "ofthe week",
- "lo gan",
- "pok é",
- "mari e",
- "cal la",
- "t nt",
- "cin de",
- "ge tic",
- "fit fam",
- "gra v",
- "ow ens",
- "ðŁĮ ±",
- "shoot out",
- "sal is",
- "commissi ons",
- "co he",
- "p tic",
- "ni xon",
- "hi a",
- "amb ition",
- "mar ine",
- "cruel ty",
- "t k",
- "cru de",
- "sal ty",
- "jim a",
- "mon go",
- "ir ony",
- "on wards",
- "arre sts",
- "strang ers",
- "ig er",
- "cycli st",
- "ra g",
- "exten ds",
- "tra dio",
- "bour g",
- "mo i",
- "el la",
- "e able",
- "lex us",
- "au l",
- "der a",
- "histor ian",
- "mor ton",
- "ti ff",
- "man ner",
- "ko t",
- "d k",
- "po inted",
- "mar qu",
- "a an",
- "en ey",
- "du blin",
- "on poli",
- "em ili",
- "secre t",
- "fl o",
- "âļ ¡",
- "ba j",
- "ste ep",
- "accompan ied",
- "rum ours",
- "dev i",
- "purch asing",
- "fi g",
- "pu b",
- "sch oo",
- "autonom ous",
- "go alie",
- "x ia",
- "autom atically",
- "re vers",
- "ter o",
- "fu ku",
- "titan ic",
- "shoo k",
- "sand als",
- "see kers",
- "exc av",
- "nor dic",
- "bigo live",
- "ba ke",
- "r att",
- "z ak",
- "ne p",
- "ðŁĺ ¤",
- "cand y",
- "billi ons",
- "book worm",
- "pp et",
- "à ³",
- "sur faces",
- "sc ars",
- "phil ip",
- "do gg",
- "ci gars",
- "co te",
- "transl ated",
- "cur ator",
- "sin dh",
- "han gover",
- "bre wer",
- "on es",
- "el ton",
- "ðŁĴª ðŁı¼",
- "mar cu",
- "elli ot",
- "righ te",
- "di oce",
- "ru ss",
- "rail ways",
- "grand son",
- "as cen",
- "apo logy",
- "awa it",
- "mob ili",
- "re spir",
- "parti san",
- "oli vi",
- "stri ke",
- "yo o",
- "white house",
- "expre ssed",
- "pu ps",
- "bed ford",
- "cul tur",
- "fro gs",
- "fly ing",
- "cav ali",
- "c ds",
- "fri ger",
- "street photography",
- "re solve",
- "tali ban",
- "kan g",
- "cru shing",
- "ju m",
- "ðŁĺ Ĵ",
- "william son",
- "tan g",
- "cur ly",
- "t man",
- "veter an",
- "fa ire",
- "artificial intelligence",
- "un anim",
- "pre n",
- "back drop",
- "fr ances",
- "oc cer",
- "doro thy",
- "work ing",
- "ar thr",
- "conver ted",
- "day light",
- "serv ant",
- "pad dle",
- "compla ining",
- "thir ty",
- "nad al",
- "ak u",
- "ibra him",
- "ad dressed",
- "p iss",
- "green house",
- "batt alion",
- "si mulator",
- "out lets",
- "embroi dery",
- "ðŁĵ ±",
- "fis cal",
- "ger ard",
- "sas sy",
- "ðŁİī ðŁİīðŁİī",
- "vent ures",
- "mer it",
- "public ity",
- "ðŁij Ī",
- "sophistic ated",
- "c tu",
- "conven tional",
- "condol ences",
- "isra el",
- "tra dition",
- "ar an",
- "te ss",
- "gla d",
- "ðŁĺĬ ðŁĺĬ",
- "correc tion",
- "ge on",
- "am d",
- "or ship",
- "be ast",
- "ch ment",
- "ì ŀ",
- "nic o",
- "wk nd",
- "wel s",
- "cushi on",
- "beli e",
- "vo c",
- "idio ts",
- "under neath",
- "pu ma",
- "corn ell",
- "en ation",
- "lu l",
- "swa ch",
- "ab ig",
- "u rer",
- "mi e",
- "form erly",
- "ca f",
- "er nal",
- "chor us",
- "juli us",
- "sen ator",
- "âľ į",
- "wh ir",
- "salv ador",
- "ph d",
- "uni fied",
- "boo ster",
- "graph ical",
- "w rec",
- "son ny",
- "mi z",
- "dere rs",
- "s all",
- "ven s",
- "tusc any",
- "wi d",
- "y ong",
- "kur ds",
- "w az",
- "trol ls",
- "mac ro",
- "cat urday",
- "pre ssing",
- "sa sha",
- "cent ennial",
- "gu sts",
- "em c",
- "be fore",
- "den ise",
- "cu st",
- "ðŁĵ ¢",
- "lo oo",
- "base l",
- "eng land",
- "y olo",
- "ar du",
- "manife sto",
- "do ha",
- "ì ľ",
- "kni ves",
- "bourne mouth",
- "bi bl",
- "bar b",
- "al icia",
- "Ø ©",
- "com er",
- "cycl one",
- "g it",
- "ane ws",
- "character i",
- "vent ura",
- "in tra",
- "sf giants",
- "hu t",
- "be a",
- "dar win",
- "ell er",
- "al v",
- "re ese",
- "bl y",
- "kar an",
- "conclu sion",
- "man ny",
- "fla kes",
- "unite blue",
- "nad u",
- "co pp",
- "ed ges",
- "lanca shire",
- "i als",
- "o tta",
- "philipp e",
- "l ent",
- "che e",
- "ment ors",
- "festi val",
- "an ism",
- "compli mentary",
- "r j",
- "pu g",
- "d ine",
- "we i",
- "cli ffs",
- "sar my",
- "ti veness",
- "treas ury",
- "il and",
- "after math",
- "rabb i",
- "ou n",
- "bou quet",
- "herit age",
- "zi on",
- "sur render",
- "shen an",
- "in ks",
- "kar l",
- "gh ty",
- "pol icing",
- "exam ination",
- "ce y",
- "per su",
- "measure ment",
- "hydro gen",
- "lu han",
- "âłĢâłĢ âłĢâłĢ",
- "war i",
- "о Ð",
- "j y",
- "fow ler",
- "mis h",
- "al fre",
- "âĺ ij",
- "bb naija",
- "cat alogue",
- "recogn ised",
- "sa ver",
- "hu skies",
- "col in",
- "mun do",
- "si va",
- "p ng",
- "discoun ted",
- "man utd",
- "fre sno",
- "de vin",
- "prelimin ary",
- "tro phies",
- "pla stics",
- "du g",
- "pro cu",
- "indi go",
- "g ard",
- "dy lan",
- "pit ches",
- "ground breaking",
- "in son",
- "bl ac",
- "an thology",
- "f h",
- "expl ic",
- "r ard",
- "admi ral",
- "so chi",
- "la shes",
- "splen did",
- "en vy",
- "ad v",
- "sex y",
- "festiv ities",
- "stic king",
- "bi b",
- "thr ill",
- "op p",
- "ari el",
- "botan ical",
- "endur ance",
- "fe males",
- "br icks",
- "vat ican",
- "black pool",
- "ber mu",
- "br ough",
- "roll er",
- "bi d",
- "sue de",
- "sloven ia",
- "mm ing",
- "ml b",
- "med alist",
- "di ans",
- "rehabil itation",
- "ne on",
- "s go",
- "li thu",
- "ram os",
- "z ed",
- "pi anist",
- "inten sive",
- "broad band",
- "stu dy",
- "peter sburg",
- "lu ca",
- "ah hhh",
- "phys ician",
- "dill on",
- "tele com",
- "gri ef",
- "mu n",
- "ac ro",
- "si ded",
- "s ly",
- "blo ws",
- "classic cars",
- "tri um",
- "ar gy",
- "? :",
- "h ri",
- "marsh mal",
- "âĢ ĵ",
- "to pping",
- "war saw",
- "tran sc",
- "preserv ation",
- "b av",
- "re friger",
- "experim ents",
- "ä º",
- "gl it",
- "sli ga",
- "g age",
- "fac tor",
- "flav ours",
- "br ony",
- "sp o",
- "cook book",
- "carri age",
- "aw ay",
- "ny fw",
- "on ian",
- "w g",
- "simp sons",
- "ro lex",
- "ðŁı ¿",
- "cro sby",
- "ãħ ¤",
- "cre di",
- "syn dic",
- "pu bs",
- "ali fe",
- "poor ly",
- "mac ed",
- "ðŁĺ ŀ",
- "behin dthe",
- "w enger",
- "n ats",
- "ðŁİ Ł",
- "rubb ish",
- "procedu res",
- "typho on",
- "opho bia",
- "er do",
- "fu el",
- "vi era",
- "bu mps",
- "millenni um",
- "new zealand",
- "lec tures",
- "it on",
- "mil ky",
- "respon ded",
- "ê °",
- "landsc ape",
- ".. @",
- "bo ther",
- "âĸ ¶",
- "z hang",
- "huawe i",
- "tu ition",
- "s worn",
- "in u",
- "y or",
- "pa olo",
- "au ditions",
- "ab il",
- "malay sian",
- "ho ps",
- "fe athers",
- "mp le",
- "au ts",
- "ã o",
- "boun ty",
- "ic he",
- "ì ĺ",
- "sh q",
- "pin ot",
- "ge ars",
- "disapp ear",
- "video games",
- "t na",
- "alzheim er",
- "ðŁĮ ŀ",
- "a ji",
- "under wear",
- "swit ching",
- "sign age",
- "o scar",
- "ec on",
- "dro w",
- "cl int",
- "pl ated",
- "gun dy",
- "emb lem",
- "ho es",
- "ici st",
- "nel ly",
- "juni or",
- "road show",
- "miner als",
- "at le",
- "alexand ria",
- "ac claimed",
- "v ell",
- "shi va",
- "ad he",
- "en ne",
- "amne sty",
- "h ounds",
- "councill or",
- "ðŁĴ ¦",
- "aes the",
- "part nering",
- "influ enced",
- "mag no",
- "fl are",
- "extin ction",
- "civil ian",
- "maje sty",
- "va il",
- "law makers",
- "rac ks",
- "mc c",
- "ori an",
- "sp ices",
- "er rors",
- "may er",
- "co ca",
- "pa i",
- "s ooooo",
- "reti ring",
- "ba thro",
- "ðŁĻĮ ðŁĻĮ",
- "âĸ ª",
- "su f",
- "endor sement",
- "buil ding",
- "broo ch",
- "pal la",
- "arvin d",
- "ag ent",
- "kar ate",
- "r hi",
- "c tv",
- "ta ine",
- "um m",
- "ba x",
- "reig ns",
- "uni of",
- "enterpri ses",
- "adel e",
- "fla ke",
- "at tire",
- "bru ce",
- "ba hamas",
- "gra vy",
- "sa in",
- "che ek",
- "tri vi",
- "lo v",
- "e en",
- "bb lo",
- "lady gaga",
- "itt a",
- ". \"-",
- "du stin",
- "observ atory",
- "eigh th",
- "bloom berg",
- "kh s",
- "f cc",
- "gi st",
- "commemor ate",
- "ve er",
- "sexu ality",
- "ed c",
- "nic ole",
- "vac ancy",
- "u ser",
- "son a",
- ":' (",
- "dipl oma",
- "t end",
- "up grades",
- "Å Ł",
- "jura ssic",
- "cardi ac",
- "dr s",
- "widesp read",
- "Ã ł",
- "dail ies",
- "vend or",
- "sim plicity",
- "wi der",
- "len ses",
- "supp lements",
- "de pos",
- "ob served",
- "vin es",
- "parti ally",
- "renew al",
- "collabor ate",
- "ali g",
- "fin ity",
- "ph u",
- "zz y",
- "pe tit",
- "ðŁĵ ħ",
- "z in",
- "i gu",
- "sm ack",
- "fall on",
- "ðŁĵ £",
- "back wards",
- "comp onent",
- "o so",
- "compati ble",
- "bin ding",
- "zur ich",
- "thom e",
- "w ounds",
- "ly ric",
- "fresh men",
- "sne aky",
- "fi bro",
- "di et",
- "emplo yer",
- "in sect",
- "h ated",
- "sch er",
- "raz or",
- "n sw",
- "boo ker",
- "califor ni",
- "av fc",
- "Â °",
- "preten ding",
- "pep si",
- "al is",
- "un titled",
- "k art",
- "grand parents",
- "e the",
- "o ck",
- "lux emb",
- "visu als",
- "small business",
- "abdul lah",
- "min ho",
- "su baru",
- "h ra",
- "reve aling",
- "heart breaking",
- "clar ity",
- "am g",
- "sl r",
- "** **",
- "âŀ ĸ",
- "recor d",
- "ici ary",
- "min ded",
- "ye h",
- "exce ssive",
- "knu ck",
- "icec ream",
- "tru th",
- "ev ic",
- "ta stic",
- "ant arc",
- "ren dering",
- ", ,",
- "mit t",
- "loren zo",
- "st patrick",
- "bound ary",
- "zi g",
- "vo cab",
- "osa ka",
- "fur n",
- "tu n",
- "gu l",
- "s ounding",
- "blo gger",
- "utter ly",
- "g af",
- "adv ancing",
- "l cd",
- "mar gin",
- "lifel ong",
- "solst ice",
- "sh ra",
- "wa its",
- "ple ar",
- "bre ach",
- "en ligh",
- "ad er",
- "itt le",
- "c ation",
- "ho on",
- "stu died",
- "?? ???",
- "k ash",
- "ev angeli",
- "ps l",
- "wei ghts",
- "met als",
- "ty res",
- "tur no",
- "wi e",
- "car b",
- "g ale",
- "se al",
- "sun ite",
- "am ic",
- "patter son",
- "á n",
- "eu ph",
- "up stairs",
- "quali fiers",
- "khali fa",
- "apple music",
- "ìĨĮë ħ",
- "vau ghan",
- "al ter",
- "cru iser",
- "mu a",
- "t ana",
- "kat rina",
- "id ols",
- "spo iled",
- "secre tly",
- "fi bre",
- "part nered",
- "um es",
- "gi ov",
- "com et",
- "screenshot saturday",
- "k eller",
- "fil tr",
- "fe t",
- "con way",
- "pe u",
- "bad minton",
- "gi d",
- "m ound",
- "don key",
- "bu ff",
- "lea ther",
- "lar gely",
- "bro ch",
- "int ments",
- "am use",
- "r k",
- "sto ve",
- "impac ted",
- "con t",
- "cr acks",
- "prison er",
- "bar i",
- "contrac tor",
- "ori oles",
- "domin ate",
- "pol ar",
- "am elia",
- "dr c",
- "ðŁijĮ ðŁijĮ",
- "vi st",
- "su arez",
- "injec tion",
- "blo oms",
- "ðŁļ¨ ðŁļ¨",
- "sti ff",
- "pay pal",
- "sno wing",
- "thur sdays",
- "goo se",
- "we dge",
- "educ ated",
- "weak ness",
- "de cker",
- "abud ha",
- "bree zy",
- "Û Į",
- "hope ful",
- "o bi",
- "rai der",
- "gh am",
- "de u",
- "se ve",
- "par tly",
- "fu t",
- "infu sed",
- "mer ri",
- "than e",
- "some time",
- "hu e",
- "me in",
- "cre dit",
- "sli ding",
- "ran de",
- "cher ry",
- "dead pool",
- "sh ol",
- "ar am",
- "under wood",
- "sky e",
- "distur bing",
- "m nt",
- "poli shed",
- "guardi ans",
- "ha dn",
- "pic asso",
- "ari us",
- "ak shay",
- "ir ri",
- "j h",
- "happ en",
- "la kh",
- "dal ton",
- "at the",
- "s well",
- "mar sha",
- "re h",
- "cour s",
- "j kt",
- "top us",
- "serv ice",
- "r ink",
- "hack ers",
- "dono van",
- "hor o",
- "tc m",
- "may hem",
- "cha se",
- "dev ops",
- "ken sing",
- "sc up",
- "sh ere",
- "quali fication",
- "c live",
- "ton g",
- "n ancy",
- "mar is",
- "der dale",
- "ber man",
- "cinde rella",
- "jol ly",
- "ci c",
- "loo t",
- "collecti bles",
- "hom icide",
- "g ge",
- "epide mic",
- "su ites",
- "mu ddy",
- "gi mme",
- "e rec",
- "- *",
- "tal la",
- "lis le",
- "embro ide",
- "ðŁĩ© ðŁĩª",
- "veriz on",
- "ve ctor",
- "be anie",
- "arti san",
- "ga in",
- "flo res",
- "vi gil",
- "u so",
- "ðŁĻı ðŁı½",
- "grin ding",
- "gh er",
- "air ports",
- "respon sive",
- "shaf t",
- "can cel",
- "ceremon ies",
- "e me",
- "at ari",
- "bru shes",
- "eag er",
- "bo hemi",
- "children s",
- "yan kee",
- "ma a",
- "suspen se",
- "mor an",
- "mac ar",
- "sun flower",
- "cre w",
- "vo id",
- "ke ar",
- "fashi oned",
- "jen nings",
- "sunday funday",
- "sub missions",
- "me ad",
- "her man",
- "wa i",
- "crit ically",
- "le um",
- "baek hyun",
- "for cing",
- "co bra",
- "ãģ ®",
- "acqu ire",
- "al k",
- "ge ology",
- "pri mar",
- "import antly",
- "ire z",
- "bunde sliga",
- "curi osity",
- "sen a",
- "stric t",
- "con soli",
- "win ters",
- "ven om",
- "chelten ham",
- "ðŁį º",
- "cen a",
- "t at",
- "ba in",
- "glo ver",
- "under cover",
- "as ses",
- "car n",
- "memorial day",
- "am eli",
- "i rene",
- "ch on",
- "syn thesis",
- "spe edy",
- "mitsu bi",
- "sla yer",
- "compos ite",
- "under stands",
- "pe w",
- "inter rup",
- "hen ri",
- "mor row",
- "an om",
- "thof july",
- "g lee",
- "thre e",
- "ðŁĺ ®",
- "and hi",
- "ch att",
- "renew ables",
- "ye s",
- "trans fers",
- "!!!! !!!!",
- "bab u",
- "du ter",
- "lo ops",
- "pe ers",
- "o ilers",
- "pau lo",
- "ic ation",
- "h mu",
- "war a",
- "mer cer",
- "hom eland",
- "fu ji",
- "ale y",
- "year book",
- "re m",
- "re en",
- "ab sur",
- "bo is",
- "] :",
- "caes ar",
- "shot gun",
- "kur dish",
- "o ren",
- "ra e",
- "anci es",
- "ty pic",
- "f h",
- "def ault",
- "re plic",
- "lu k",
- "trans actions",
- "r ys",
- "infan try",
- "ðŁį ¾",
- "cho w",
- "chick ens",
- "ba gh",
- "wy att",
- "ay e",
- "gg i",
- "bre ws",
- "ed itions",
- "mi ra",
- "commen cement",
- "pre su",
- "peris cope",
- "ic hi",
- "guatem ala",
- "zam bia",
- "pain ts",
- "wit ches",
- "wan i",
- "un dere",
- "cro y",
- "vo ws",
- "us mc",
- "hear ted",
- "theat res",
- "shu ffle",
- "le vel",
- "mul tic",
- "squee ze",
- "fer n",
- "app et",
- "post al",
- "mal t",
- "on board",
- "ld nt",
- "co o",
- "s sc",
- "k ac",
- "ðŁĺ ĩ",
- "sc rap",
- "mar cos",
- "deal ers",
- "ann u",
- "mill er",
- "co ve",
- "ul ary",
- "vladi mir",
- "be ef",
- "th ur",
- "pick led",
- "se same",
- "bengal uru",
- "mo tt",
- "kathle en",
- "hi st",
- "no tor",
- "dr ank",
- "du chess",
- "snow fall",
- "e ff",
- "tin y",
- "j n",
- "sy our",
- "speci alists",
- "scot us",
- "bay lor",
- "eve rest",
- "mali bu",
- "pre m",
- "harm ful",
- "l ali",
- "b ates",
- "g ye",
- "differen ti",
- "and ra",
- "geome try",
- "el over",
- "black out",
- "== ==",
- "ko ta",
- "inter act",
- "asi an",
- "la yo",
- "samu rai",
- "fi del",
- "exhau sted",
- "gla di",
- "pd t",
- "spher ic",
- "anti qu",
- "guit ar",
- "stu ri",
- "ho pper",
- "ang le",
- "f ills",
- "sla p",
- "mi th",
- "rod ney",
- "ong i",
- "in som",
- "pre venting",
- "cassi dy",
- "ap ho",
- "ore gon",
- "lo in",
- "ham mond",
- "contribu ting",
- "f n",
- "gar ri",
- "ori on",
- "comp elling",
- "escap ing",
- "aim ing",
- "plu mb",
- "bi stro",
- "be asts",
- "concer ning",
- "bo e",
- "do pp",
- "shop local",
- "stumb led",
- "âĤ ¹",
- "naz is",
- "âĢįâĻĤ ï¸ı",
- "gest ure",
- "war ts",
- "us open",
- "hi ggins",
- "char li",
- "hang s",
- "bom bers",
- "° :",
- "fe eds",
- "c ch",
- "st il",
- "nic ola",
- "ðŁĵ º",
- "clam ation",
- "tro pic",
- "af ro",
- "ou k",
- "expen ses",
- "der rick",
- "al ine",
- "fa w",
- "reg ard",
- "im er",
- "sat in",
- "thi um",
- "ry der",
- "pear l",
- "te ss",
- "mm mmm",
- "sen ses",
- "ðŁĩ ¹",
- "positi ve",
- "exhau st",
- "occu r",
- "nor ris",
- "lil ly",
- "is les",
- "direc ting",
- "yo fficial",
- "count less",
- "sam ar",
- "on stage",
- "flo ck",
- "mir rors",
- "arch er",
- "mo i",
- "k d",
- "vi v",
- "in os",
- "si kh",
- "le i",
- "sen sory",
- "br its",
- "kno x",
- "chest nut",
- "op y",
- "coli seum",
- "z af",
- "di vin",
- "adap ter",
- ":) ))",
- "tem ple",
- "ku n",
- "hel mets",
- "t df",
- "gu ide",
- "m old",
- "o ids",
- "lu ther",
- "he is",
- "monaster y",
- "sp ree",
- "k lu",
- "brit ney",
- "jagu ars",
- "gre ats",
- "c cc",
- "ky rie",
- "machin ery",
- "cric ket",
- "re ro",
- "ab o",
- "aspir ing",
- "semi finals",
- "ale ss",
- "sig natures",
- "var d",
- "me th",
- "her bal",
- "hol den",
- "king dom",
- "ap or",
- "reg gie",
- "ore o",
- "palestin ians",
- "em mys",
- "sec tional",
- "ro i",
- "ney mar",
- "qu el",
- "cu ll",
- "l ka",
- "haz el",
- "estim ate",
- "ul ties",
- "go w",
- "be a",
- "purch ases",
- "bel ts",
- "protec ts",
- "m é",
- "gue ssing",
- "bb o",
- "clau dia",
- "fr acking",
- "jon ny",
- "el k",
- "cel tic",
- "al mighty",
- "ra je",
- "courty ard",
- "ig i",
- "can es",
- "ðŁĴª ðŁı»",
- "bank rup",
- "le thal",
- "âľĮ ï¸ı",
- "graphic design",
- "vad er",
- "penc ils",
- "rough ly",
- "dan te",
- "m fg",
- "const ell",
- "cam el",
- "j b",
- "bloss oms",
- "en to",
- "balo chistan",
- "cine mato",
- "ill ard",
- "jer sey",
- "con sent",
- "dent ed",
- "con templ",
- "sch er",
- "hol i",
- "lou gh",
- "st our",
- "a yo",
- "begin ners",
- "cur b",
- "v hs",
- "a jax",
- "du ff",
- "av eng",
- "dom est",
- "commit ting",
- "ai red",
- "cha p",
- "hedge hog",
- "disappo inting",
- "freel ance",
- "in land",
- "char ms",
- "ðŁĺį âĿ¤ï¸ı",
- "ai sh",
- "m x",
- "buck le",
- "ti dal",
- "per mit",
- "bo ating",
- "ra cha",
- "kend rick",
- "b ello",
- "b hi",
- "ple a",
- "estim ates",
- "l b",
- "apo logies",
- "jay a",
- "bb l",
- "ast oni",
- "inter state",
- "main taining",
- "el bow",
- "mu p",
- "ep it",
- "ðŁĺ ¡",
- "viol ations",
- "def end",
- "be h",
- "sl c",
- "am ir",
- "pur i",
- "ti um",
- "fi fa",
- "blur ry",
- "scri m",
- "ðŁĻı ðŁı¾",
- "ma ple",
- "rel atives",
- "âĺ Ŀ",
- "cho c",
- "con nor",
- "⾨ ⾨",
- "whi sp",
- "list ings",
- "ma ze",
- "than king",
- "ri dd",
- "grass roots",
- "shi fting",
- "desper ately",
- "gor illa",
- "den i",
- "ju les",
- "stra th",
- "g ley",
- "ja in",
- "bu ick",
- "t anner",
- "ðŁĴ Ŀ",
- "ga e",
- "pri m",
- "it ors",
- "n ano",
- "separ ation",
- "armen ia",
- "bor deaux",
- "ðŁ ħ",
- "pj net",
- "bu rial",
- "e bon",
- "glo ss",
- "re new",
- "gri er",
- "spe eds",
- "comic books",
- "sym boli",
- "pur poses",
- "ãħł ãħł",
- "spati al",
- "no table",
- "ci on",
- "n ps",
- "ho ffman",
- "nor man",
- "rt g",
- "du sty",
- "situ ated",
- "tr an",
- "k fc",
- "em en",
- "nic kel",
- "hast ings",
- "sett ling",
- "gr it",
- "l ena",
- "w aw",
- "art s",
- "gu m",
- "ca regi",
- "le wis",
- "sapp hire",
- "rememb er",
- "embed ded",
- "t lc",
- "bl at",
- "serge ant",
- "el sa",
- "boot camp",
- "bow man",
- "photo graphic",
- "pill ars",
- "direction ers",
- "classi fied",
- "no is",
- "ve er",
- "barre ls",
- "wh oop",
- "ðŁĺ± ðŁĺ±",
- "fe male",
- "petro leum",
- "medi a",
- "e fc",
- "poké mon",
- "ठķ",
- "enthusi astic",
- "var un",
- "pro files",
- "pedi atric",
- "acci dents",
- "con rad",
- "jan g",
- "jo jo",
- "ac or",
- "ob server",
- "l f",
- "live stock",
- "for gi",
- "fo s",
- "el m",
- "an and",
- "go e",
- "c ere",
- "avoi ding",
- "gri t",
- "om an",
- "thank fully",
- "scat tered",
- "nick y",
- "cylin der",
- "chees y",
- "di ver",
- "mahe sh",
- "cav es",
- "ear liest",
- "qu inte",
- "subjec ts",
- "b end",
- "gul f",
- "vocali st",
- "glu e",
- "pat ches",
- "un stopp",
- "sny der",
- "demonstr ating",
- "pi o",
- "hor ns",
- "wic kets",
- "and the",
- "r ama",
- "yo on",
- "stra ight",
- "bed time",
- "or ang",
- "bul lets",
- "sa urus",
- "min ers",
- "inci dents",
- "! ...",
- "ðŁİ ¸",
- "ag ers",
- "hand les",
- "stat es",
- "in ity",
- "d ons",
- "incredi ble",
- "emin em",
- "avi v",
- "ru dy",
- "moz art",
- "folk lore",
- "appli ances",
- "mt l",
- "fre y",
- "di as",
- "hu a",
- "page ant",
- "stri ve",
- "im prison",
- "bul lish",
- "r ana",
- "al erts",
- "bb mas",
- "hy per",
- "derby shire",
- "re cre",
- "re dd",
- "debor ah",
- "cosmo s",
- "law son",
- "mel anie",
- "psy cho",
- "ho or",
- "doo dles",
- "sni per",
- "shad y",
- "man tle",
- "canadi an",
- "new year",
- "inter actions",
- "separ ated",
- "cor ds",
- "spiritu ality",
- "ap u",
- "it o",
- "p ct",
- "pel osi",
- "rebel lion",
- "se iz",
- "wor cester",
- "sec tors",
- "ul i",
- "san ta",
- "Ð µ",
- "ðŁĩªðŁĩ ¸",
- "bi ased",
- "class ical",
- "gam ma",
- "dee plear",
- "emer ge",
- "back er",
- "sur ance",
- "hand crafted",
- "ðŁİ ¥",
- "franc is",
- "mill an",
- "ic i",
- "cro wn",
- "wo w",
- "stri ped",
- "un fair",
- "relax ation",
- "³ ï¸ı",
- "embrac ing",
- "she alth",
- "pale o",
- "martin i",
- "dist illery",
- "wr ink",
- "or k",
- "na th",
- "hay ley",
- "cour thouse",
- "si ber",
- "sa di",
- "quiet ly",
- "mel t",
- "m sm",
- "me h",
- "smart phones",
- "rel ent",
- "pp ing",
- "war wick",
- "co logne",
- "gli a",
- "cot ton",
- "pro g",
- "lon e",
- "ip sw",
- "star ters",
- "expan ds",
- "u mp",
- "su ed",
- "ski pper",
- "infe ctions",
- "ing le",
- "Ã ¡",
- "cler k",
- "demonstr ate",
- "ac ar",
- "ðŁĺĤðŁĺĤ ðŁĺĤ",
- "ti bet",
- "bun s",
- "alo m",
- "demol ition",
- "ssi a",
- "g st",
- "[ ]",
- "so ar",
- "âĺ Ģ",
- "ðŁĺ ª",
- "ðŁĵ Ĭ",
- "dee pest",
- "beyon d",
- "are t",
- "att ends",
- "activ ated",
- "di mit",
- "âļª ï¸ı",
- "high lighted",
- "magaz ines",
- "rum or",
- "az za",
- "steph ens",
- "dol ph",
- "sho ckey",
- "mat s",
- "we av",
- "mel an",
- "serv ers",
- "tra um",
- "ku sh",
- "æ Ĺ",
- "bab ys",
- "pa z",
- "a al",
- "la use",
- "break ers",
- "canter bury",
- "ul ture",
- "mi ri",
- "euro s",
- "tane ous",
- "impre ssions",
- "du tch",
- "il d",
- "gh i",
- "pur due",
- "adequ ate",
- "l p",
- "sy ner",
- "ang ler",
- "du rable",
- "gal ore",
- "ro wn",
- "mg mt",
- "ðŁĵ Į",
- "lu cia",
- "âĺij ï¸ı",
- "zay n",
- "bor row",
- ". (",
- "north umber",
- "cru sh",
- "eng a",
- "su sh",
- "extra vag",
- "t out",
- "ma hal",
- "ali stic",
- "ther mo",
- "gall eries",
- "es se",
- "chi bi",
- "attrac tions",
- "lex ington",
- "legislat ure",
- "docu mented",
- "resi den",
- "brow nies",
- "w f",
- "st ool",
- "plan ets",
- "sho ppers",
- "conduc tor",
- "ms p",
- "tr icky",
- "fru ity",
- "end ra",
- "feel the",
- "whi pped",
- "hair style",
- "re fer",
- "oo k",
- "oc topus",
- "audi ences",
- "ku mar",
- "after no",
- "op tim",
- "c fl",
- "ni p",
- "gen i",
- "alpha bet",
- "ann ab",
- "lam in",
- "accep ts",
- "l ng",
- "ðŁĺ «",
- "t ine",
- "ac om",
- "cheer leaders",
- "t k",
- "gr on",
- "v g",
- "k ung",
- "ja x",
- "dha bi",
- "r ss",
- "mack enzie",
- "beir ut",
- "clean up",
- "gy psy",
- "st ell",
- "bur ger",
- "hurric anes",
- "educ ation",
- "st ina",
- "âĻ¡ âĻ¡",
- "unfortun ate",
- "jere mi",
- "bad ger",
- "at ers",
- ": âĢ¦",
- "ter ra",
- "subli me",
- "stu d",
- "y mca",
- "mr u",
- "duter te",
- "bren nan",
- "bul b",
- "mel o",
- "yl on",
- "hack er",
- "c red",
- "gu d",
- "as an",
- "pad illa",
- "embroide red",
- "vietnam ese",
- "pione ers",
- "projec tion",
- "re boot",
- "id c",
- "an ey",
- "pri mer",
- "suff ers",
- "win ding",
- "p on",
- "sto day",
- "mor n",
- "u ch",
- "all in",
- "adid as",
- "eliza beth",
- "tu ck",
- "o graphy",
- "ðŁļ Ģ",
- "be g",
- "os borne",
- "ghet to",
- "r h",
- "cn n",
- "ir ma",
- "ma kin",
- "cab les",
- "mur ders",
- "oc ks",
- "inst a",
- "al as",
- "si k",
- "cu ff",
- "la re",
- "foo dies",
- "o vic",
- "at om",
- "geome tric",
- "em pathy",
- "ภµ",
- "cent enary",
- "newsp apers",
- "administr ative",
- "ðŁİ Ĭ",
- "sti ve",
- "contrac tors",
- "le tt",
- "tas mania",
- "awesom eness",
- "den sity",
- "ve en",
- "prince ton",
- "frequ ently",
- "re ject",
- "gh i",
- "modu lar",
- "ceram ics",
- "sh ag",
- "ki wi",
- "can vas",
- "sweat shirt",
- "an j",
- "ti mm",
- "napol i",
- "il er",
- "appe als",
- "hamil ton",
- "ma yo",
- "we ave",
- "arrang ed",
- "whar f",
- "occu py",
- "b vb",
- "as aki",
- "ot ter",
- "nor m",
- "vi es",
- "de tox",
- "tion al",
- "dere k",
- "id ad",
- "ad missions",
- "constitu ency",
- "u pper",
- "woo t",
- "allo y",
- "se ve",
- "lu b",
- "un comfortable",
- "ed win",
- "ab re",
- "d wight",
- "ar che",
- "virtu ally",
- "sp ol",
- "pri e",
- "ai i",
- "er r",
- "swit ch",
- "bar ack",
- "se ok",
- "cou l",
- "wn t",
- "pou l",
- "o live",
- "caffe ine",
- "cardi ff",
- "notor ious",
- "de mp",
- "ex cess",
- "bar r",
- "t ford",
- "a jay",
- "bump ed",
- "my thology",
- "shel ley",
- "fal con",
- "shakespe are",
- "must angs",
- "no ted",
- "bon e",
- "civil ization",
- "sy d",
- "par sons",
- "un official",
- "hy ped",
- "sp ends",
- "oppo sed",
- "v ings",
- "space x",
- "noti fication",
- "deci ding",
- "bio tech",
- "out si",
- "sal ah",
- "! .",
- "fe d",
- "ss y",
- "c ms",
- "bad gers",
- "cr o",
- "ela ine",
- "n ba",
- "dy our",
- "n ant",
- "honey moon",
- "climb ed",
- "conom y",
- "ath a",
- "m ell",
- "ne bula",
- "nature photography",
- "juli e",
- "bm x",
- "inve sted",
- "mon o",
- "lieu tenant",
- "wat kins",
- "techn ician",
- "o se",
- "ka e",
- "ì Ľ",
- "mc queen",
- "pre ach",
- "trav eller",
- "flexi bility",
- "ze bra",
- "reta iler",
- "p ant",
- "ben der",
- "brand t",
- "squ id",
- "war rant",
- "veri fied",
- "cas s",
- "pier cing",
- "hon ours",
- "t ying",
- "mor ris",
- "kis sed",
- "op rah",
- "panor amic",
- "me i",
- "splat oon",
- "wich ita",
- "ari as",
- "gal li",
- "indy ref",
- "good times",
- "athe ist",
- "confe ssion",
- "ow ski",
- "re pping",
- "ad ditions",
- "mechan ism",
- "z im",
- "j ans",
- "su f",
- "cho pped",
- "beg innings",
- "vitam ins",
- "ãħ¤ ãħ¤",
- "or th",
- "po les",
- "ru b",
- "antarc tica",
- "indie film",
- "web cam",
- "ket ch",
- "bre tt",
- "cle ment",
- "her on",
- "defe ating",
- "hydr o",
- "buc ket",
- "wand ering",
- "sid ney",
- "future of",
- "b inge",
- "on ies",
- "knock out",
- "administr ator",
- "syn the",
- "l ent",
- "jan i",
- "bar ley",
- "premier league",
- "ner ds",
- "cr m",
- "bra s",
- "bot any",
- "evol ved",
- "rot ter",
- "ro wed",
- "tum or",
- "weal thy",
- "Â Ń",
- "mon arch",
- "li shed",
- "da hl",
- "ðŁİ ĥ",
- "bu ch",
- "ken yan",
- "Ø §",
- "red ness",
- "assemb led",
- "se mit",
- "hud der",
- "shro p",
- "ran i",
- "lear ning",
- "mor y",
- "iti a",
- "geo graphic",
- "worl dof",
- "f b",
- "pho sp",
- "boo gie",
- "am ped",
- "? ...",
- "che w",
- "dwar f",
- "ar us",
- "s sen",
- "ru sty",
- "recru its",
- "h k",
- "gar de",
- "app lause",
- "vol umes",
- "invol ves",
- "ta c",
- "hand bag",
- "trans late",
- "ffe l",
- "se ym",
- "aqu atic",
- "trans fer",
- "zo di",
- "and r",
- "acade mia",
- "cr ater",
- "te z",
- "ar se",
- "adap t",
- "col oni",
- "snow man",
- "mal i",
- "hang in",
- "di schar",
- "oy sters",
- "pho e",
- "colon el",
- "w ba",
- "hispan ic",
- "thri ving",
- "sh y",
- "ag les",
- "sales force",
- "cre me",
- "so les",
- "la fayette",
- "â ī",
- "ter ia",
- "ach a",
- "sp erson",
- "go go",
- "car ly",
- "the ore",
- "am ore",
- "vo x",
- "af t",
- "ãĤ ¹",
- "stap le",
- "mu ffin",
- "di agram",
- "ino x",
- "su stained",
- "av ent",
- "me ta",
- "arbit r",
- "dec ay",
- "ado le",
- "Ð ½",
- "ec ol",
- "ph o",
- "n k",
- "o cu",
- "gr anny",
- "ç a",
- "luxemb our",
- "stad t",
- "alber to",
- "le vit",
- "am as",
- "d x",
- "or phan",
- "co bb",
- "as c",
- "lo gy",
- "immen se",
- "chan ts",
- "off line",
- "p ent",
- "bre x",
- "w inger",
- "plan e",
- "i el",
- "nichol s",
- "ca thy",
- "nar uto",
- "low ed",
- "/ //",
- "ignor ance",
- "cat astro",
- "you ts",
- "sch en",
- "buil d",
- "haz i",
- "s ine",
- "critical role",
- "du g",
- "dete ct",
- "lo gs",
- "en amel",
- "stpatrick sday",
- "ed die",
- "co pa",
- "cigare ttes",
- "ho ff",
- "kay a",
- "la goon",
- "ra pha",
- "air borne",
- "choo se",
- "puer tor",
- "ke v",
- "gui ding",
- "fro sty",
- "bor ough",
- "mir a",
- "ðŁİ Ĭ",
- "cade t",
- "anu sh",
- "yo gi",
- "e ger",
- "fl ing",
- "slo pe",
- "nin th",
- "we ston",
- "foot wear",
- "f n",
- "may weather",
- "a am",
- "pla in",
- "stair case",
- "witne sses",
- "work outs",
- "ro bust",
- "dex ter",
- "co hort",
- "ðŁļ Ĺ",
- "sp ell",
- "ha ze",
- "o om",
- "organ ising",
- "wild fire",
- "cont acts",
- "av on",
- "min o",
- "upd ating",
- "ðŁį »",
- "li thium",
- "ing ual",
- "k is",
- "au ga",
- "lo com",
- "de duc",
- "u da",
- "th ak",
- "boy le",
- "mp er",
- "hot tie",
- "eri k",
- "re vised",
- "is la",
- "travel photography",
- "oo za",
- "en qui",
- "confe rences",
- "clo ver",
- "g room",
- "cur ves",
- "live on",
- "per f",
- "displac ed",
- "bo log",
- "xx xx",
- "ðŁĺ© ðŁĺ©",
- "te al",
- "ve ssels",
- "rain forest",
- "cal ci",
- "pan ther",
- "gira ffe",
- "ta sted",
- "imag ery",
- "pad res",
- "day time",
- "bas s",
- "ri pe",
- "opio id",
- "nu e",
- "vin yl",
- "invent or",
- "sen s",
- "process or",
- "mu t",
- "gad gets",
- "bibl ical",
- "shann on",
- "jacqu eline",
- "car y",
- "the resistance",
- "ali en",
- "n vi",
- "co sy",
- "bi har",
- "fo ley",
- "ren d",
- "mu gs",
- "fa ken",
- "cl one",
- "ni allo",
- "gra bbed",
- "chi hu",
- "power house",
- "n tt",
- "chero kee",
- "spon ge",
- "imple menting",
- "rh ine",
- "le one",
- "ðŁį Ģ",
- "pret tiest",
- "infra red",
- "impro v",
- "swit ched",
- "tu bes",
- "con tr",
- "bl k",
- "projec ted",
- "be aver",
- "yo t",
- "bbcra dio",
- "thi gh",
- "per secu",
- "apologi ze",
- "w ack",
- "po ster",
- "oli ver",
- "az a",
- "lou d",
- "( ?)",
- "f the",
- "women shi",
- "spar row",
- "blu sh",
- "us able",
- "sc ales",
- "it ative",
- "peu ge",
- "ne eding",
- "legg ings",
- "glam orous",
- "mat ur",
- "c z",
- "wat t",
- "da b",
- "tam ar",
- "et sym",
- "bau er",
- "heart felt",
- "h n",
- "else where",
- "bir ch",
- "alu mini",
- "hu ck",
- "e me",
- "j l",
- "traf ford",
- "d z",
- "por tions",
- "ana sta",
- "arthr itis",
- "esp n",
- "ber gen",
- "viol ation",
- "yo shi",
- "c z",
- "northumber land",
- "clo sures",
- "ðŁĩ¯ ðŁĩ",
- "smi ley",
- "r w",
- "tel ugu",
- "inten si",
- "gre gg",
- "ve ga",
- "dun geon",
- "south bound",
- "ba il",
- "domin ican",
- "semi final",
- "chap ters",
- "h itch",
- "van ity",
- "trans iti",
- "recomm ends",
- "sati sf",
- "bar ca",
- "queen s",
- "( (",
- "de struc",
- "stra it",
- "ra vi",
- "dess erts",
- "in tru",
- "har am",
- "k os",
- "fo e",
- "fat ty",
- "pais ley",
- "magn itude",
- "dri dge",
- "com ey",
- "schem es",
- "vision ary",
- "our t",
- "down loaded",
- "ðŁĻĮ ðŁı½",
- "gd pr",
- "lan i",
- "p wc",
- "gu ad",
- "nic est",
- "stake holders",
- "re ferred",
- "george town",
- "arvind kejriwal",
- "schnei der",
- "in doors",
- "all star",
- "strand ed",
- "gen der",
- "ze pp",
- "ma sses",
- "ðŁIJ ±",
- "pati ently",
- "bl dg",
- "z ab",
- "we arab",
- "vi vid",
- "he ck",
- "d ella",
- "sy mb",
- "je opar",
- "la ger",
- "à ª",
- "comb ines",
- "ne c",
- "br ay",
- "flo p",
- "tx wx",
- "jo ys",
- "pon t",
- "pro found",
- "sur round",
- "mad hu",
- "ma ble",
- "ay r",
- "te as",
- "n sa",
- "open ly",
- "er nest",
- "ãĥ ©",
- "to po",
- "g na",
- "anti oxid",
- "ti an",
- "e tr",
- "c ello",
- "ma thi",
- "gener osity",
- "b iting",
- "man ic",
- "kel sey",
- "chee ks",
- "ten der",
- "w th",
- "pron oun",
- "ultimat ely",
- "gu sta",
- "ari anag",
- "ger ry",
- "ble ed",
- "red dy",
- "mic h",
- "mitsubi shi",
- "oper ated",
- "sex ually",
- "ma u",
- "cl lr",
- "vi ds",
- "co c",
- "mel ted",
- "ðŁĮ Ī",
- "q ld",
- "ite ch",
- "instru mental",
- "end game",
- "ðŁĵ ĸ",
- "ener gi",
- "brow nie",
- "tam il",
- "at in",
- "domin ated",
- "pra ises",
- "fire place",
- "sens ational",
- "men a",
- "k arti",
- "un prece",
- "ru pt",
- "ori ental",
- "mc cor",
- "tour naments",
- "scen ter",
- "re eves",
- "prescri ption",
- "sam e",
- "fra u",
- "tru ffle",
- "em bo",
- "roman s",
- "bla sts",
- "techno logical",
- "pr at",
- "b sb",
- "y ar",
- "tren dy",
- "ac l",
- "al ad",
- "ðŁį ģ",
- "o hh",
- "bankrup t",
- "tho ven",
- "regar ds",
- "is er",
- "war wick",
- "vine yards",
- "real m",
- "niallo fficial",
- "do ta",
- "ge mini",
- "to do",
- "v able",
- "¨ ¨",
- "la u",
- "wre ath",
- "ju ve",
- "nat asha",
- "le ver",
- "lor i",
- "hor ser",
- "cc tv",
- "air bnb",
- "es anders",
- "sin clair",
- "ema biggest",
- "high school",
- "con test",
- "optimi stic",
- "t te",
- "ðŁĴķ ðŁĴķ",
- "ss d",
- "ye e",
- "hel ena",
- "con sen",
- "ric ks",
- "jes se",
- "an ic",
- "ðŁİ ¯",
- "re acts",
- "ro be",
- "independ ence",
- "vol tage",
- "m ington",
- "s ant",
- "à¸Ļ à¸",
- "-------- --------",
- "sentin el",
- "ke tt",
- "rehear sing",
- "aaaa aaaa",
- "sof the",
- "stir ling",
- "sear ch",
- "wi gan",
- "stand out",
- "sna il",
- "pent agon",
- "Ä ģ",
- "ch lor",
- "cru st",
- "net any",
- "chemi st",
- "disapp eared",
- "ric ardo",
- "sp iders",
- "bo se",
- "war ren",
- "me ssing",
- "bann ers",
- "gu el",
- "par ach",
- "ma id",
- "coun ted",
- "epi le",
- "bon fire",
- "speech less",
- "se tter",
- "meas ured",
- "rejec ts",
- "nik ki",
- "le ster",
- "foren sic",
- "fab rics",
- "alo ha",
- "pre served",
- "wat ford",
- "deta iling",
- "dar th",
- "bo u",
- "car ly",
- "... '",
- "tail gate",
- "noti fications",
- "å ¤",
- "pas sive",
- "trous ers",
- "balo ch",
- "ro ther",
- "typic ally",
- "Ã ¥",
- "sp it",
- "wi z",
- "sic ily",
- "technic ally",
- "ex pose",
- "st age",
- "hu bb",
- "cre am",
- "cap s",
- "po ke",
- "sle ek",
- "ju ne",
- "tempor arily",
- "de z",
- "awak ens",
- "l ame",
- "_ -",
- "ji ha",
- "tues days",
- "advis ed",
- "advis ors",
- "exi sted",
- "dis agree",
- "news room",
- "lo sers",
- "world tour",
- "dr ying",
- "al di",
- "har ness",
- "foot print",
- "hobb it",
- "p mln",
- "i ro",
- "que red",
- "asse ss",
- "gaz e",
- "sa b",
- "th ian",
- "í Ĭ",
- "ti f",
- "ob serve",
- "ev il",
- "dra wer",
- "swee p",
- "cor y",
- "co dy",
- "kyo to",
- "cal lum",
- "n inj",
- "lau rent",
- "be i",
- "sket ching",
- "custom ized",
- "du r",
- "regre ts",
- "knox ville",
- "ìķ Ħ",
- "mess aging",
- "grac ie",
- "abun dance",
- "bi dding",
- "bre wed",
- "fl ouri",
- "therapeu tic",
- "alt itude",
- "ho gs",
- "bur ner",
- "elec tro",
- "wonder fully",
- "he ater",
- "post pon",
- "li very",
- "r all",
- "ad as",
- "a ac",
- "sau l",
- "brook lyn",
- "play house",
- "âĻ¥âĻ¥ âĻ¥",
- "char itable",
- "in y",
- "z ah",
- "compet itions",
- "be av",
- "plu gged",
- "o is",
- "do om",
- "astron om",
- "speci alized",
- "max i",
- "ta ps",
- "cellu lar",
- "depre ssed",
- "folklore thursday",
- "cri b",
- "e mul",
- "ë° ©",
- "fi gh",
- "ru z",
- "car lisle",
- "spe ar",
- "side walk",
- "de i",
- "depend ent",
- "lac es",
- "nh s",
- "ðŁĮ Ļ",
- "reali zing",
- "net work",
- "ric he",
- "re gin",
- "re fresh",
- "st ral",
- "pa thology",
- "pla id",
- "psyched elic",
- "hin d",
- "u ka",
- "algori thm",
- "lin king",
- "progre ssi",
- "fe y",
- "d ade",
- "hydr ated",
- "b ant",
- "fam ed",
- "cot sw",
- "bo ise",
- "as c",
- "rac ing",
- "ja vier",
- "ww en",
- "mar lins",
- "poo p",
- "swe pt",
- "toni ghts",
- "we f",
- "ani me",
- "slo vak",
- "âŀĸ âŀĸ",
- "cla us",
- "lem me",
- "cli ppers",
- "re ls",
- "arianag rande",
- "r te",
- "ko t",
- "thal apathy",
- "hungar ian",
- "zu ma",
- "y von",
- "is u",
- "jour neys",
- "clin ics",
- "be be",
- "ww f",
- "n ws",
- "super heroes",
- "er it",
- "sle ague",
- "identi fication",
- "mo tto",
- "ba i",
- "sour ced",
- "ill er",
- "ap i",
- "pri se",
- "unprece dented",
- "dam as",
- "tuni sia",
- "dra in",
- "undere stim",
- "e ther",
- "quarter ly",
- "rewar ding",
- "al ham",
- "wolver ine",
- "cab ine",
- "hyp no",
- "nad ine",
- "hav ana",
- "da e",
- "ðŁĵ Ī",
- "dr on",
- "read ings",
- "b ati",
- "pic o",
- "mer ci",
- "iti an",
- "wal kers",
- "el ope",
- "mi key",
- "god zilla",
- "bur lington",
- "abu ja",
- "social ism",
- "at ility",
- "sh ell",
- "harry potter",
- "g no",
- "ab ur",
- "re leg",
- "fel ici",
- "ro gen",
- "neuro science",
- "inst in",
- "ath am",
- "vou chers",
- "j arre",
- "fu se",
- "def ici",
- "monte rey",
- "de port",
- "mid day",
- "pp ard",
- "fre ed",
- "ame ter",
- "wil t",
- "n ingham",
- "pr att",
- "liber ty",
- "slo gan",
- "o to",
- "pr i",
- "co ated",
- "c pd",
- "ne tt",
- "il las",
- "mal awi",
- "evol ve",
- "accessi bility",
- "ðŁĶ¥ðŁĶ¥ ðŁĶ¥ðŁĶ¥",
- "or nament",
- "b p",
- "el is",
- "son line",
- "chi ro",
- "fl ick",
- "ib m",
- "ar ak",
- "en ables",
- "gar land",
- "san e",
- "cu ties",
- "tri p",
- "rotter dam",
- "n ys",
- "lam ps",
- "lu cas",
- "bo g",
- "ra ils",
- "travel led",
- "hic ks",
- "en u",
- "sab ha",
- "scru b",
- "hi er",
- "hart ford",
- "fo o",
- "fer nandez",
- "tre vor",
- "mat tress",
- "appo intments",
- "ale j",
- "fe i",
- "o logist",
- "saf ar",
- "oc ta",
- "sr c",
- "sha un",
- "ambi ent",
- "dri c",
- "bi ker",
- "she e",
- "must ache",
- "h ta",
- "bo one",
- "her ty",
- "car dio",
- "bra kes",
- "rec ital",
- "consi sts",
- "overwhel med",
- "cau l",
- "robb ins",
- "im it",
- "al th",
- "ur l",
- "bi bli",
- "on ne",
- "black livesmatter",
- "diffic ulties",
- "tel ang",
- "tall er",
- "ðŁĵ Ĩ",
- "deb ating",
- "bur rito",
- "mo vember",
- "strength ening",
- "bo e",
- "te stam",
- "mirac les",
- "base ball",
- "re nee",
- "ðŁijī ðŁı»",
- "al fa",
- "âĺ ĺ",
- "unstopp able",
- "ec s",
- "g mo",
- "giftide as",
- "path way",
- "fen cing",
- "ðŁİ ¤",
- "b ham",
- "ra s",
- "sk o",
- "d led",
- "thel ast",
- "magn um",
- "bin ary",
- "wil de",
- "wil der",
- "wh ati",
- "barbe cue",
- "h ism",
- "can oe",
- "kur di",
- "eli ve",
- "advant ages",
- "mad ame",
- "bi er",
- "mis sing",
- "enter tain",
- "air force",
- "y ama",
- "c is",
- "hash tags",
- "j is",
- "ve il",
- "dream y",
- "ten se",
- "may ward",
- "ch ateau",
- "hunt ington",
- "âļ ĵ",
- "v all",
- "up on",
- "bl ouse",
- "dun es",
- "ðŁĺ ´",
- "fert ility",
- "m ole",
- "curren cies",
- "st u",
- "ber lin",
- "toa sted",
- "div as",
- "wal t",
- "lar k",
- "por a",
- "hit ter",
- "um er",
- "chil led",
- "bal ancing",
- "fa is",
- "y in",
- "or tiz",
- "east enders",
- "h ate",
- "ur al",
- "ap ril",
- "tim el",
- "à ±",
- "per o",
- "sto cked",
- "respec ts",
- "th t",
- "best friends",
- "giving tuesday",
- "be ad",
- "inv ent",
- "im i",
- "nap les",
- "comb ining",
- "tok ens",
- "thir st",
- "ma sc",
- "par rot",
- "sp u",
- "dent on",
- "* -*",
- "t res",
- "subur ban",
- "wid th",
- "si ve",
- "con tender",
- "siri us",
- "lo k",
- "troop ers",
- "outra ge",
- "tur bo",
- "frag ile",
- "me ssed",
- "do h",
- "disc ord",
- "netany ahu",
- "re sign",
- "forgi veness",
- "mo han",
- "mun ch",
- "cam ou",
- "identi fying",
- "enab ling",
- "hot ter",
- "thorn ton",
- "jai pur",
- "ar ya",
- "ðŁı» âĢįâĻĢï¸ı",
- "mu staf",
- "maj ors",
- "o ke",
- "du ffy",
- "roh ing",
- "til t",
- "ðŁĩ®ðŁĩ ³",
- "rock star",
- "she ep",
- "hend rix",
- "ra v",
- "in vention",
- "do u",
- "lagun a",
- "gru mpy",
- "sw is",
- "im pe",
- ") '",
- "you ths",
- "bun ker",
- "st ache",
- "oppo se",
- "indi es",
- "acceler ate",
- "ml p",
- "ed en",
- "w ann",
- "k ail",
- "akshay kumar",
- "su pt",
- "pol ym",
- "midd leton",
- "extra ordin",
- "wil son",
- "australi an",
- "alumini um",
- "way ne",
- "alum nus",
- "mat ics",
- "gri m",
- "er nie",
- "opp a",
- "competit ors",
- "rand all",
- "h ence",
- "decla res",
- "pre aching",
- "sha he",
- "can e",
- "sustain able",
- "stap les",
- "le dge",
- "ad ena",
- "doctor al",
- "bur gundy",
- "decor ate",
- "ren dered",
- "ri sen",
- "pr ank",
- "di or",
- "bee thoven",
- "flo or",
- "ac com",
- "to t",
- "ho dg",
- "touri sm",
- "say in",
- "objec tive",
- "mar kers",
- "premi ership",
- "en abled",
- "camou fla",
- "gi ant",
- "Ñ ģ",
- "smo key",
- "ric ket",
- "pan g",
- "de pending",
- "s ation",
- "evol ving",
- "inter cep",
- "cen sus",
- "tof the",
- "re en",
- "mendo za",
- "trum pet",
- "marke ters",
- "an it",
- "ðŁĻ Ĭ",
- "north western",
- "v la",
- "foto gra",
- "blackand white",
- "che wan",
- "wi g",
- "tro om",
- "ginger bread",
- "k n",
- "ro mero",
- "n fc",
- "or chi",
- "fun ko",
- "sour ce",
- "f s",
- "ra ped",
- "o st",
- "tar ot",
- "ann ually",
- "ðŁĺ ¬",
- "r ill",
- "del av",
- ".. !!",
- "se s",
- "can n",
- "medic are",
- "ph el",
- "ape x",
- "guardi an",
- "rema ined",
- "r pm",
- "a ñ",
- "story month",
- "instag ood",
- "neighb our",
- "p ing",
- "sem ite",
- "my stic",
- "as cot",
- "mat er",
- "hand ful",
- "dang ers",
- "ti d",
- "ana heim",
- "opol y",
- "sh allow",
- "nami bia",
- "tor ia",
- "procu rement",
- "big bang",
- "announ cements",
- "prosecu tor",
- "beng als",
- "sal le",
- "en roll",
- "ga stro",
- "sugge stion",
- "ba k",
- "ha ul",
- "budd hism",
- "berni esanders",
- "flu te",
- "fati gue",
- "cyn thia",
- "cho i",
- "ir win",
- "gu a",
- "str ous",
- "h p",
- "ba p",
- "satisf ying",
- "play a",
- "ðŁİ ¼",
- "inst ap",
- "al ice",
- "t p",
- "irri gation",
- "ðŁĩ¬ðŁĩ §",
- "in tric",
- "clu es",
- "ple x",
- "sa x",
- "he pat",
- "dump ed",
- "signific ance",
- "by u",
- "medic ation",
- "pro v",
- "tough est",
- "corn ish",
- "âŀ ľ",
- "kel ley",
- "u v",
- "si zz",
- "si bling",
- "me st",
- "di stor",
- "diplom atic",
- "aun tie",
- "b hat",
- "son ic",
- "bren da",
- "pump kins",
- "ro ch",
- "black burn",
- "ur ged",
- "shi a",
- "arrange ments",
- "floo d",
- "sa unders",
- "lec turer",
- "nou ri",
- "popul ations",
- "diplom acy",
- "consist ently",
- "ðŁ¤ Ļ",
- "t mund",
- "cauli flower",
- "l ily",
- "vocab ulary",
- "vari eties",
- "coo ker",
- "up town",
- "qu ent",
- "mo sa",
- "re inde",
- "velo city",
- "spru ce",
- "social medi",
- "i ber",
- "volun tary",
- "proce ssed",
- "bal tic",
- "y ang",
- "leban ese",
- "d p",
- "dol ly",
- "arrange ment",
- "y uri",
- "cran berry",
- "kal yan",
- "elev ation",
- "cli ff",
- "pu shes",
- "ìĬ ¤",
- "sil ic",
- "co wx",
- "eter nity",
- "sla ves",
- "vine gar",
- "glou cester",
- "con tained",
- "breaking news",
- "aga inst",
- "renov ated",
- "norm andy",
- "hero in",
- "ys m",
- "mo ds",
- "gre ek",
- "un di",
- "tren ch",
- "v h",
- "encoura ges",
- "head ache",
- "gr ange",
- ": '",
- "ever green",
- "Ù Ĭ",
- "reck on",
- "ab used",
- "th ru",
- "cho ice",
- "ti dy",
- "col der",
- "scho ice",
- "ha in",
- "bru m",
- "li ars",
- "bre it",
- "yor ker",
- "sh ack",
- "he idi",
- "micha els",
- "sco pic",
- "fasci st",
- "play ful",
- "ca c",
- "yas ss",
- "sh ad",
- ".. ?",
- "qu en",
- "ram irez",
- "clif ton",
- "pr s",
- "best fan",
- "âģ ł",
- "gener ating",
- "head set",
- "disappo intment",
- "abstr act",
- "bo iled",
- "paren thood",
- "azerbai jan",
- "exhib iting",
- "bom bay",
- "oli vier",
- "ko so",
- "un lea",
- "mat ernity",
- "iz er",
- "si ves",
- "r hu",
- "col l",
- "saskat chewan",
- "fre akin",
- "de k",
- "na g",
- "stab ili",
- "ðŁį ķ",
- "organi zer",
- "bo sses",
- "ar u",
- "u va",
- "at able",
- "ta un",
- "after wards",
- "fert ili",
- "ver ge",
- "az i",
- "mor ph",
- "๠ģà¸",
- "jer k",
- "cosme tic",
- "ko w",
- "stru st",
- "ap ache",
- "post cards",
- "for mul",
- "ì ĭ",
- "spin al",
- "jack pot",
- "elec tri",
- "Ã Ń",
- "lo y",
- "gra der",
- "diab lo",
- "ar di",
- "he sit",
- "f w",
- "arch ery",
- "pa sh",
- "the ories",
- "repe al",
- "re live",
- "per cy",
- "âĺ Ĩ",
- "im in",
- "syn chron",
- "sham poo",
- "coup ons",
- "o to",
- "la i",
- "thou ght",
- "luxembour g",
- "mo v",
- "ðŁĺ ¥",
- "ge mma",
- "se ated",
- "m ga",
- "strat ford",
- "un certainty",
- "shi fts",
- "est o",
- "fo ol",
- "fire arms",
- "cor rie",
- "ki ki",
- "appa rent",
- "p ills",
- "olym pia",
- "fi d",
- "elev ated",
- "de cks",
- "ignor ing",
- "av alan",
- "ro v",
- "whist le",
- "p tsd",
- "milit ants",
- "robo tic",
- "pac ers",
- "quil t",
- "bankrupt cy",
- "lic h",
- "per cussion",
- "celebr ity",
- "al s",
- "( ;",
- "su t",
- "pokemon go",
- "h g",
- "off s",
- "gibr altar",
- "scre ams",
- "billi e",
- "gen ome",
- "mar in",
- "be ams",
- "arch bishop",
- "em in",
- "bedro oms",
- "g ated",
- "ol ly",
- "warran ty",
- "at own",
- "cudd les",
- "gun na",
- "k ic",
- "vi ve",
- "cy mru",
- "nar row",
- "pro b",
- "le o",
- "refe rences",
- "manufac tured",
- "cho pper",
- "brun swick",
- "sem is",
- "don ia",
- "r ye",
- "man o",
- "hur ting",
- "? #",
- "hol li",
- "investig ations",
- "c els",
- "ðŁĵ ŀ",
- "le ster",
- "temp les",
- "sto rey",
- "mc mahon",
- "toi lets",
- "wo of",
- "ï¸ İ",
- "le verage",
- "at om",
- "night mares",
- "victor ious",
- "haun ting",
- "custom er",
- "ag i",
- "yo ongi",
- "mon ty",
- "ver onica",
- "w ur",
- "inti mid",
- "blan kets",
- "volu tion",
- "j m",
- "âĺ İ",
- "am on",
- "jud ith",
- "ðŁĺİ ðŁĺİ",
- "distr acted",
- "dri p",
- "hurric ane",
- "and es",
- "revel ation",
- "tro op",
- "ab leg",
- "col lin",
- "tibet an",
- "wor rying",
- "inter nationally",
- "eat er",
- "camero on",
- "brad or",
- "y uk",
- "ðŁĴĹ ðŁĴĹ",
- "tra k",
- "slo pes",
- "ci er",
- "ne a",
- "ol er",
- "ta ka",
- "albi on",
- "volcan ic",
- "am n",
- "a fi",
- "ob stac",
- "face time",
- "ger ing",
- "n pr",
- "metall ica",
- "organ ic",
- "ðŁĴ ¡",
- "ki dd",
- "d ances",
- "pemb ro",
- "wash er",
- "m its",
- "om er",
- "emo tionally",
- "tan go",
- "ip o",
- "do cks",
- "scan ning",
- "spec s",
- "tho m",
- "the ology",
- "emer gen",
- "om i",
- "g pa",
- "selec tions",
- "un necessary",
- "ima ge",
- "ter s",
- "induc ed",
- "gi gan",
- "rent als",
- "supp lied",
- "m fa",
- "shan kar",
- "lat er",
- "pa jam",
- "cla ve",
- "Ù ģ",
- "ma hin",
- "carl son",
- "avi an",
- "ano va",
- "kati e",
- "aj ith",
- "design ated",
- "chocol ates",
- "investig ators",
- "gla zed",
- "prin cess",
- "er ry",
- "ra gn",
- "ou rable",
- "hr u",
- "sun dance",
- "peuge ot",
- "steam punk",
- "gh lin",
- "gre ase",
- "hi res",
- "z ap",
- "per ce",
- "j ill",
- "tom e",
- "he hehe",
- "joy ful",
- "mae stro",
- "ni shed",
- "gene alo",
- "v ich",
- "p its",
- "fox es",
- "good man",
- "emer son",
- "lo bes",
- "con verse",
- "o ats",
- "thom son",
- "ra him",
- "mal ware",
- "ah i",
- "man kind",
- "re sin",
- "im g",
- "sw ood",
- "kin der",
- "sc roll",
- "ar a",
- "sak ura",
- "ro bbed",
- "xi on",
- "ny a",
- "c ism",
- "ce dar",
- "be in",
- "mour ning",
- "tor to",
- "heath row",
- "done gal",
- "bar b",
- "hydr ation",
- "k or",
- "elim ination",
- "su pdates",
- "hill s",
- "appe ti",
- "star red",
- "ko m",
- "gw en",
- "dd d",
- "cra y",
- "sc anner",
- "personal ised",
- "seren ity",
- "re design",
- "meta ph",
- "box ed",
- "judg ment",
- "no se",
- "ë ¹",
- "er ad",
- "ac ne",
- "supp liers",
- "ener getic",
- "v om",
- "as ap",
- "ðŁĶ ¸",
- "ir vine",
- "hat ch",
- "la ss",
- "ad ren",
- "waff les",
- "accur ately",
- "ici o",
- "itt le",
- "se un",
- "occup y",
- "web cam",
- "thene w",
- "ent es",
- "ga i",
- "j w",
- "accoun table",
- "vis or",
- "ir rit",
- "licen sing",
- "hudder sfield",
- "gen ie",
- "ðŁİ ¾",
- "atmo spheric",
- "ten sions",
- "spart an",
- "clif ford",
- "ol an",
- "north bound",
- "ame en",
- "cen sor",
- "u el",
- "ster y",
- "$ $",
- "far rell",
- "hy ster",
- "cl t",
- "se dan",
- "rep lied",
- "descri bing",
- "micro wave",
- "sla b",
- "pro sp",
- "assi sting",
- "ru bio",
- "e than",
- "hh hhh",
- "gu ay",
- "z man",
- "ra ise",
- "roll ing",
- "o e",
- "n ile",
- "ambro se",
- "scar borough",
- "hero ic",
- "coo ks",
- "mor t",
- "chop ra",
- "ðŁĮ ·",
- "to b",
- "shav ing",
- "stac ey",
- "dor m",
- "motor sports",
- "wi ki",
- "fol ds",
- "sp iced",
- "stress ful",
- "liter al",
- "fu dge",
- "pe ggy",
- "wa ite",
- "tre sses",
- "se sh",
- "pr ic",
- "ðŁİ ħ",
- "fri ght",
- "r va",
- "mumb ai",
- "po m",
- "tt v",
- "cel lar",
- "tom e",
- "andro id",
- "dor is",
- "tsun ami",
- "tin der",
- "o ec",
- "m wc",
- "dor tmund",
- "no thin",
- "l iti",
- "so u",
- "believe in",
- "at u",
- "kno cks",
- "mag ni",
- "ss sss",
- "ro hit",
- "ine ws",
- "ang i",
- "m andy",
- "ke ttle",
- "intermedi ate",
- "av ant",
- "cur l",
- "endor sed",
- "ori o",
- "ur t",
- "consider ation",
- "wi res",
- "shel ters",
- "b ino",
- "vik ram",
- "imple mented",
- "ly dia",
- "bu k",
- "paro dy",
- "c news",
- "under graduate",
- "canu cks",
- "sam i",
- "polit ically",
- "ro tten",
- "gh z",
- "tex tiles",
- "over load",
- "moder ni",
- "recre ational",
- "fli r",
- "bat on",
- "typo graphy",
- "ov ation",
- "intrigu ing",
- "pilgri mage",
- "al ge",
- "ad ays",
- "tcm party",
- "sp elled",
- "cur ls",
- "boo ze",
- "ste m",
- "ann es",
- "ir ls",
- "spon ge",
- "sho pper",
- "sig nation",
- "bra ss",
- "mi stress",
- "le ah",
- "beg inner",
- "lau derdale",
- "augu st",
- "pre school",
- "ta ping",
- "tai pei",
- "execu tives",
- "b d",
- "rhe tor",
- "esc or",
- "immun o",
- "deeplear ning",
- "stat ues",
- "it us",
- "manu script",
- "ly ric",
- "cor vette",
- "mol ly",
- "la ge",
- "de p",
- "cn bc",
- "le st",
- "je ssi",
- "fi fe",
- "griff ith",
- "oppo sing",
- "ran g",
- "dr ills",
- "respec tful",
- "p ity",
- "d ell",
- "har ding",
- "play boy",
- "blo ke",
- "shut out",
- "k ili",
- "o sp",
- "se attle",
- "bc poli",
- "mis es",
- "journ als",
- "team ing",
- "es ther",
- "fre ddy",
- "Ķ ï¸ı",
- "metr ics",
- "no tre",
- "gar ry",
- "for ty",
- "navi gate",
- "perio ds",
- "bened ic",
- "j id",
- "da w",
- "ance stors",
- "restor ing",
- "con g",
- "aller gy",
- "tit anium",
- "c ence",
- "lean ing",
- "ab bas",
- "v ast",
- "uc f",
- "roof ing",
- "e man",
- "seve rely",
- "vo gue",
- "ve au",
- "in bound",
- "d z",
- "tane ously",
- "stret ching",
- "man chester",
- "dr yer",
- "dav is",
- "kan th",
- "the game",
- "it ted",
- "re tain",
- "el les",
- "conge stion",
- "frat ernity",
- "ol lie",
- "lo ki",
- "fre ely",
- "cho o",
- "pon y",
- "sc ep",
- "tab ly",
- "bal t",
- "rock n",
- "di me",
- "lo gging",
- "ðŁį ·",
- "ad u",
- "ha voc",
- "water ford",
- "char is",
- "swee tie",
- "run ning",
- "ner d",
- "erdo gan",
- "z ara",
- "weigh ing",
- "fif ty",
- "pre cise",
- "low ell",
- "kurdi stan",
- "r yo",
- "or th",
- "syn th",
- "lin ers",
- "phenomen on",
- "art illery",
- "il legally",
- "constru ct",
- "nostal gic",
- "gar th",
- "al ta",
- "shel ton",
- "a sean",
- "w ander",
- "dur ban",
- "di versi",
- "bon o",
- "cl on",
- "le man",
- "sh un",
- "obstac les",
- "appet ite",
- "fe eder",
- "respir atory",
- "di xie",
- "formu la",
- "an to",
- "so ber",
- "extin ct",
- "au c",
- "ing les",
- "legitim ate",
- "; ;",
- "min nie",
- "ipsw ich",
- "dram atically",
- "ðŁijı ðŁı¼",
- "ingh am",
- "milit ary",
- "mon et",
- "us navy",
- "for k",
- "dun no",
- "play er",
- "q otd",
- "st oo",
- "ex or",
- "ethiop ian",
- "film fest",
- "pe red",
- "c ate",
- "sau di",
- "in ner",
- "sin cere",
- "tion ality",
- "ale e",
- "de eds",
- "cooper ative",
- "ir onic",
- "cro cod",
- "br ary",
- "post season",
- "cam per",
- "can ary",
- "e in",
- "exten sions",
- "nb d",
- "sher wood",
- "spo kane",
- "hu mp",
- "jit su",
- "ê ¹",
- "dar yl",
- "p si",
- "stab bed",
- "offer ings",
- "expe cts",
- "cav al",
- "body building",
- "fr aming",
- "f ca",
- "ye arly",
- "bom bed",
- "sk il",
- "resear ching",
- "jud iciary",
- "gree ted",
- "tu dor",
- "mil o",
- "innov ate",
- "ðŁĺ Ľ",
- "r hs",
- "ru by",
- "contribu tor",
- "fam er",
- "soci ally",
- "m lin",
- "fi ery",
- "ut ter",
- "beau t",
- "it os",
- "de voted",
- "rain bow",
- "bar ney",
- "pe ren",
- "ar jun",
- "r na",
- "gab by",
- "ut i",
- "hann ity",
- "pick le",
- "ser v",
- "qu akes",
- "pp e",
- "fe m",
- "wh itec",
- "j n",
- "victor ies",
- "ðŁ§ ¡",
- "gol fer",
- "congratul ates",
- "resul ting",
- "mechan ic",
- "ur ve",
- "cen tered",
- "kie v",
- "an s",
- "in cub",
- "< <",
- "c mo",
- "bestfan army",
- "dap h",
- "en ham",
- "on cology",
- "ku sh",
- "t xt",
- "ori ented",
- "fashion able",
- "c sr",
- "sa hara",
- "r ack",
- "pd p",
- "han son",
- "ภĩ",
- "ti ers",
- "ra r",
- "pan am",
- "in sky",
- "sa hi",
- "testam ent",
- "asth ma",
- "in her",
- "fisher ies",
- "or der",
- "ho we",
- "gall on",
- "ep is",
- "suz anne",
- "drow ning",
- "paneli sts",
- "ðŁĺ ²",
- "ë ¦",
- "al ach",
- "commemor ative",
- "at tribu",
- "ðŁij »",
- "mo o",
- "visi onal",
- "week sary",
- "gu st",
- "ak in",
- "poin te",
- "ee e",
- "di spar",
- "ni pp",
- "dent al",
- "st all",
- "pi an",
- "bor e",
- "ul ster",
- "tic k",
- "ir r",
- "tae hyung",
- "micro phone",
- "bermu da",
- "ga ard",
- "el er",
- "plumb ing",
- "hu gely",
- "âļ« ï¸ı",
- "race way",
- "cam bridge",
- "mar cel",
- "burn ley",
- "to ast",
- "holly wood",
- "fa sting",
- "me red",
- "hib ition",
- "ca pped",
- "benef icial",
- "ow ning",
- "cont amin",
- "arab ian",
- "to on",
- "cap ac",
- "hul u",
- "sm ir",
- "nutri ents",
- "se in",
- "graph s",
- "con ditional",
- "ðŁij ħ",
- "or ac",
- "play in",
- "nor the",
- "tor nad",
- "mar ian",
- "ju mbo",
- "lex i",
- "incredible india",
- "road to",
- "uk one",
- "confu sing",
- "sp h",
- "shan k",
- "pi ed",
- "mq m",
- "positi vely",
- "sher ry",
- "path ways",
- "consi ders",
- "tof u",
- "argu ments",
- "resil ient",
- "che tt",
- "with dra",
- "ter o",
- "ated ly",
- "sw ana",
- "he b",
- "fli ght",
- "har ley",
- "decre ase",
- "kind le",
- "book shop",
- "³ ï¸ı",
- "marty rs",
- "sm ur",
- "mc cl",
- "concer to",
- "sti me",
- "rejo ice",
- "app lau",
- "cle ment",
- "mer kel",
- "jai me",
- "im mortal",
- "isle of",
- "mar co",
- "youtu ber",
- "stal king",
- "me too",
- "st ack",
- "sp ouse",
- "u st",
- "lu v",
- "âļ¾ ï¸ı",
- "eque strian",
- "ev ing",
- "fl in",
- "nick name",
- "the big",
- "as ar",
- "st acks",
- "wal ker",
- "bor a",
- "kidnapp ed",
- "hur ling",
- "humb old",
- "rec alls",
- "co pper",
- "ann is",
- "se o",
- "mer ger",
- "mu ir",
- "ad dy",
- "ðŁĴª ðŁĴª",
- "be x",
- "cr acy",
- "con an",
- "congratul ation",
- "mid st",
- "âĻ ¬",
- "for bi",
- "op tic",
- "cr ate",
- "crocod ile",
- "mad agas",
- "secur ing",
- "ast on",
- "o gue",
- "savi or",
- "salis bury",
- "love it",
- "fuji film",
- "cast les",
- "as st",
- "ar rows",
- "sp acious",
- "tr s",
- "poly vore",
- "progre ssion",
- "m ri",
- "nel son",
- "bi m",
- "indic ator",
- "o da",
- "pe pe",
- "re signation",
- "gu t",
- "sne aker",
- "log ically",
- "az y",
- "are lla",
- "te aring",
- "jo shi",
- "ssion ism",
- "q pr",
- "mari ah",
- "p x",
- "ble ed",
- "mi an",
- "med ley",
- "we iss",
- "ker ry",
- "gat ory",
- "at al",
- "madi son",
- "av enger",
- "nab y",
- "pl and",
- "gi les",
- "fresh water",
- "d ington",
- "ta j",
- "demonstr ates",
- "n tv",
- "bul bs",
- "sunday morning",
- "pe ake",
- "souven ir",
- "wa h",
- "ton nes",
- "m kt",
- "complex ity",
- "con den",
- "ross i",
- "b ing",
- "y ds",
- "su k",
- "n go",
- "mid land",
- "ol y",
- "life is",
- "ri pple",
- "mo reno",
- "dd ers",
- "tu s",
- "á ĥ",
- "bou l",
- "x a",
- "hol dings",
- "wn y",
- "shadowhun ters",
- "ke i",
- "asp ire",
- "m ous",
- "ow en",
- "so ak",
- "skir ts",
- "moun taine",
- "stor ming",
- "ch rome",
- "ri ots",
- "sar ato",
- "amaz e",
- "less ness",
- "nav ar",
- "crit eria",
- "ra fa",
- "indul ge",
- "ay er",
- "por to",
- "nam o",
- "........ ........",
- "yi elds",
- "val le",
- "j h",
- "mac ron",
- "sa ins",
- "dur ant",
- "tra ilers",
- "wo t",
- "confeder ate",
- "sh rin",
- "id ol",
- "form ally",
- "ten e",
- "motor cycles",
- "than g",
- "no de",
- "bang er",
- "dal y",
- "p ats",
- "enroll ment",
- "au ctions",
- "at al",
- "ar bor",
- "lo gos",
- "de arest",
- "trans action",
- "dom ingo",
- "fle a",
- "ser mon",
- "de ck",
- "sin cere",
- "questi oning",
- "juli o",
- "was p",
- "pre tz",
- "armen ian",
- "k ham",
- "inflam mation",
- "picture sque",
- "acci dental",
- "film makers",
- "ðŁĺ ļ",
- "ðŁĴ į",
- "ca sey",
- "so b",
- "yee zy",
- "good will",
- "parag ra",
- "ss ly",
- "fe ather",
- "dy ed",
- "assassin ation",
- "na de",
- "b cs",
- "app lies",
- "femin ine",
- "fe u",
- "ext ent",
- "depu ties",
- "l ack",
- "psy chic",
- "go i",
- "kill ings",
- "pse u",
- "ðŁ¤ ª",
- "un c",
- "mar l",
- "tan e",
- "mck enna",
- "sur fer",
- "influ ences",
- "free way",
- "hack ney",
- "mal aria",
- "el and",
- "te au",
- "rema stered",
- "Ø ±",
- "raz or",
- "gg y",
- "cor ro",
- "lak sh",
- "fla ir",
- "honest y",
- "hoor ay",
- "de pp",
- "am c",
- "wedne sdays",
- "q a",
- "ed its",
- "- $",
- "se villa",
- "dou bled",
- "human ities",
- "c cot",
- "som os",
- "r ine",
- "af a",
- "si oux",
- "re construction",
- "wel ding",
- "th reads",
- "am ish",
- "encoura gement",
- "po der",
- "bo ck",
- "bal m",
- "p tions",
- "stand up",
- "accompli shments",
- "guar ding",
- "convic tion",
- "ac ion",
- "napo leon",
- "depic ting",
- "att ack",
- "su i",
- "wear able",
- "âĸª ï¸ı",
- "pot ter",
- "esc ort",
- "vis e",
- "to ts",
- "bo on",
- "event profs",
- "angu lar",
- "womenshi storymonth",
- "bar row",
- "sch i",
- "ac comp",
- "ti k",
- "l end",
- "kensing ton",
- "wol fe",
- "st acked",
- "cra shing",
- "exhi bit",
- "wing ed",
- "sab rina",
- "ma sa",
- "k ms",
- "alway s",
- "et t",
- "pla sma",
- "counsel ing",
- "pick les",
- "nfl draft",
- "mr s",
- "inev itable",
- "coura geous",
- "staf ford",
- "writers life",
- "ho s",
- "e j",
- "gh yun",
- "trade mark",
- "adri an",
- "influen cer",
- "coron ation",
- "ra ging",
- "explo red",
- "usa f",
- "excep tion",
- "eu x",
- "tan ker",
- "sw ami",
- "pac ket",
- "ðŁij¨ âĢį",
- "f en",
- "she en",
- "a ero",
- "j l",
- "re gal",
- "nw t",
- "au ster",
- "meh ta",
- "char ge",
- "a ste",
- "b ate",
- "inf eld",
- "racec ourse",
- "collap sed",
- "fle ece",
- "z il",
- "al lie",
- "alternati ves",
- "geor ges",
- "ðŁĵ į",
- "quir ky",
- "fc b",
- "nat geo",
- "philanthro py",
- "bra i",
- "every day",
- "ðŁIJ °",
- "ach ers",
- "ja an",
- "fin es",
- "q i",
- "fisher man",
- "distin ct",
- "gri mes",
- "nation alist",
- "comm ence",
- "ro wn",
- "âĢ ³",
- "z ing",
- "f ter",
- "hr w",
- "baro que",
- "bl ender",
- "kitt y",
- "hoo ks",
- "c ited",
- "w anda",
- "consen sus",
- "reinde er",
- "an and",
- "supp ly",
- "me ds",
- "v n",
- "ol ph",
- "rat chet",
- "shel don",
- "secur ities",
- "ë°© íĥ",
- "cro m",
- "mosqu ito",
- "j eric",
- "im mac",
- "dimen sions",
- "â ¤",
- "di ssi",
- "sponge bob",
- "dami en",
- "steven son",
- "jo anne",
- "del ish",
- "yi kes",
- "than x",
- "surve ys",
- "postpon ed",
- "alco holic",
- "al ised",
- "ðŁĻı ðŁı»",
- "do ch",
- "sen tim",
- "mered ith",
- "com pares",
- "b ago",
- "happy days",
- "mo ss",
- "ãħ ĭ",
- "ne c",
- "gn ment",
- "frustr ated",
- "comb in",
- "ri v",
- "ec lec",
- "col lo",
- "compli ment",
- "actor slife",
- "ct to",
- "nic ar",
- "op hon",
- "apar the",
- "man t",
- "ja de",
- "trol ley",
- "optimi zation",
- "eye on",
- "eco logical",
- "qui st",
- "ep he",
- "ॠĩ",
- "cin co",
- "appo ints",
- "old school",
- "c pr",
- "behavi oral",
- "min aj",
- ":- (",
- "tag ging",
- "ev al",
- "jo aqu",
- "ðŁĺ «",
- "ha k",
- "de me",
- "jama ican",
- "so s",
- "hy att",
- "hand book",
- "libr arian",
- "hanni bal",
- "pump ing",
- "ch om",
- "f man",
- "ga i",
- "hu ll",
- "respon ders",
- "green ville",
- "n us",
- "vau gh",
- "ðŁİī ðŁİī",
- "ta xi",
- "gold berg",
- "man tra",
- "te ase",
- "forbi dden",
- "metho dist",
- "ati vity",
- "* ***",
- "ec t",
- "mc gr",
- "Ħ ëĭ",
- "se b",
- "amid st",
- "disapp ear",
- "thy ro",
- "phili ps",
- "er ina",
- "v icious",
- "stream er",
- "million aire",
- "ma p",
- "str ick",
- "hack athon",
- "gh a",
- "ed ic",
- "mi ka",
- "pe ck",
- "ill i",
- "anto ine",
- "ar ca",
- "op tic",
- "ma ure",
- "ðŁĩ¦ ðŁĩº",
- "cla shes",
- "man ly",
- "âĺ ģ",
- "al var",
- "and res",
- "me i",
- "el m",
- "ww ww",
- "al tered",
- "l te",
- "ê¹ Ģ",
- "mo jo",
- "for rest",
- "thal ai",
- "non t",
- "spee ches",
- "acknow ledge",
- "ign ite",
- "x factor",
- "ðŁ¥ Ĥ",
- "mead ow",
- "disru pt",
- "debu ted",
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- "fi dd",
- "found ations",
- "philosop her",
- "et al",
- "publi shers",
- "bo ys",
- "c ke",
- "ru gged",
- "opti mism",
- "re be",
- "phil harmon",
- "nar cis",
- "ral lies",
- "lu is",
- "go blue",
- "fol ded",
- "un acceptable",
- "optim al",
- "li sa",
- "pol aro",
- "+ .",
- "en za",
- "âĿ £ï¸ı",
- "mon opoly",
- "grace ful",
- "dair y",
- "du a",
- "diffic ulty",
- "judge ment",
- "o si",
- "mer sey",
- "flu x",
- "new found",
- "ter ns",
- "dimen sional",
- "in vic",
- "al ba",
- "am it",
- "abudha bi",
- "alger ia",
- "autom obile",
- "the ad",
- "lo tion",
- "acceler ator",
- "vac ant",
- "iti on",
- "lu f",
- "al ic",
- "pl l",
- "bla zing",
- "ba z",
- "sen e",
- "ðŁij ¼",
- "villa ins",
- "direc tory",
- "eis en",
- "to ck",
- "broch ure",
- "ri pp",
- "hb d",
- "zayn malik",
- "nic he",
- "lo lol",
- "certific ates",
- "mor se",
- "fac up",
- "x ham",
- "un wanted",
- "im ports",
- "carne gie",
- "fan sign",
- "mo u",
- "r alph",
- "destroy er",
- "sw ing",
- "trek king",
- "cili ation",
- "pit bull",
- "g aps",
- "ho well",
- "defin itive",
- "mc le",
- "f ps",
- "et z",
- "bol ly",
- "lyn n",
- "gan o",
- "at ure",
- "fur suit",
- "co il",
- "na v",
- "but ts",
- "tro jans",
- "eu re",
- "en ko",
- "sch umer",
- "horri fic",
- "install ment",
- "br b",
- "subur bs",
- "a bel",
- "vi r",
- "de sh",
- "cun ningham",
- "ðŁIJ »",
- "span n",
- "sch we",
- "ke mp",
- "tr u",
- "ste alth",
- "qu es",
- "le w",
- "deli ghts",
- "ko ch",
- "hu mili",
- "cr iti",
- "il t",
- "sp ells",
- "mi ley",
- "car ic",
- "ðŁį ´",
- "lc fc",
- "substitu te",
- "oun g",
- "? !!",
- "af fir",
- "predic table",
- "class of",
- "er r",
- "cy press",
- "chand ra",
- "age ing",
- "__ __",
- "ther land",
- "don caster",
- "el in",
- "yo shi",
- "sail ors",
- "har ris",
- "jo anna",
- "niger ians",
- "h ers",
- "pla gue",
- "pro cra",
- "k no",
- "can ton",
- "busine s",
- "un h",
- "pra kash",
- "c in",
- "bow en",
- "co ating",
- "m als",
- "be gging",
- "smith son",
- "ponti ac",
- "sp ies",
- "dam ian",
- "pl ine",
- "und ant",
- "al ta",
- "one ss",
- "shame less",
- "da q",
- "bb m",
- "wal es",
- "stam pede",
- "ser um",
- "Ù Ĩ",
- "cataly st",
- "x n",
- "ab sc",
- "free zer",
- "ch un",
- "ari os",
- "mc cre",
- "fore head",
- "he ars",
- "damas cus",
- "tac oma",
- "ardu ino",
- "encoun ters",
- "stan ton",
- "lg b",
- "ab as",
- "\" ..",
- "ke te",
- "drac ula",
- "ele m",
- "g ne",
- "zepp elin",
- "la brador",
- "pul p",
- "op tional",
- "or n",
- "russi ans",
- "san itation",
- "hil ary",
- "etsym ntt",
- "pen alties",
- "au st",
- "ig ans",
- "olympi an",
- "medic aid",
- "vers ace",
- "va pe",
- "re stra",
- "pe ep",
- "sexi est",
- "st alls",
- "di le",
- "the a",
- "punjab i",
- "pupp y",
- "tuesday motivation",
- "ðŁĵ ļ",
- "the flash",
- "roc ket",
- "mo dest",
- "chihu ahu",
- "on na",
- "k sa",
- "hur dles",
- "ca ve",
- "fail ures",
- "sp lit",
- "bo ho",
- "gur l",
- "disappo int",
- "ho ward",
- "nug get",
- "fran z",
- "stal ert",
- "kaz akh",
- "for getting",
- "sch ri",
- "ag ate",
- "am at",
- "eve rett",
- "du et",
- "veter inary",
- "juli an",
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- "bra ve",
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- "lan do",
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- "profit able",
- "d é",
- "ti r",
- "ze e",
- "om en",
- "pd x",
- "gray son",
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- "swim mer",
- "symb ols",
- "compli ments",
- "po se",
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- "th nx",
- "gi r",
- "corpor ations",
- "bar low",
- "lo e",
- "off season",
- "distin ctive",
- "marvel ous",
- "nik on",
- "enri que",
- "ky u",
- "ja ws",
- "amo to",
- "lom bar",
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- "fa h",
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- "so e",
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- "kan sas",
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- "str ing",
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- "fif th",
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- "alex ander",
- "bow ler",
- "scre w",
- "apo log",
- "eri ka",
- "wal ters",
- "shet ty",
- "lan e",
- "ban ter",
- "as ant",
- "me so",
- "v ain",
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- "us i",
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- "bom bar",
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- "cla p",
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- "na k",
- "im person",
- "car la",
- "com ra",
- "bur gl",
- "lo co",
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- "as co",
- "ast e",
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- "perman ently",
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- "procra stin",
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- "not ts",
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- "spo il",
- "car mel",
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- "ph l",
- "ni fty",
- "ma o",
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- "bel mont",
- "a it",
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- "man g",
- "f ag",
- "cr c",
- "h ams",
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- "famil ia",
- "âĿ £",
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- "rit z",
- "mic h",
- "sal ford",
- "le vi",
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- "n ino",
- "ce d",
- "business man",
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- "da g",
- "bl en",
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- "u mar",
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- "ki sh",
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- "sincere ly",
- "al er",
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- "me to",
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- "dream er",
- "nu cle",
- "resear ch",
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- "sha hid",
- "ma v",
- "d honi",
- "cin i",
- "do j",
- "hin dus",
- "part ying",
- "dal i",
- "alon so",
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- "it ton",
- "ki an",
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- "as pen",
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- "susp ici",
- "qu at",
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- "eni x",
- "ðŁį Ĥ",
- "Ø Ń",
- "nas car",
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- "mou l",
- "heat wave",
- "em er",
- "exam ine",
- "ib n",
- "gr ind",
- "po v",
- "tion ist",
- "m bo",
- "she ila",
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- "take away",
- "cer v",
- "con nie",
- "tic ket",
- "ce led",
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- "gu i",
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- "tra its",
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- "sa f",
- "sa as",
- "ji ang",
- "ti ght",
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- "horizon tal",
- "cra z",
- "flu sh",
- "j ard",
- "c dc",
- "er son",
- "ãħ ł",
- "green wood",
- "ni h",
- "co x",
- "ad a",
- "lit re",
- "go ing",
- "v icky",
- "cur ved",
- "lou ie",
- "gra ins",
- "hy e",
- "lon ge",
- "reme dy",
- "tra inee",
- "san jay",
- "super stars",
- "ma ser",
- "man u",
- "s age",
- "wh l",
- "ðŁĺĤ ðŁĺŃ",
- "ðŁijį ðŁı»",
- "m sd",
- "en z",
- "rab hu",
- "j oo",
- "gh u",
- "ac er",
- "e po",
- "resurrec tion",
- "justice for",
- "bl ended",
- "mo da",
- "avalan che",
- "france sco",
- "re spective",
- "g s",
- "ye ast",
- "wel ch",
- "devo tion",
- "ge tin",
- "athe ism",
- "am ic",
- "carol yn",
- "lo c",
- "ld nont",
- "ave c",
- "us da",
- "le gged",
- "bra very",
- "b lower",
- "cow boy",
- "he h",
- "sti ble",
- "buff al",
- "chann el",
- "run chat",
- "âĺķ ï¸ı",
- "ide ology",
- "best seller",
- "y oo",
- "pe anu",
- "bon ne",
- "fel ic",
- "edi son",
- "fr actu",
- "naren dra",
- "pp ets",
- "seym our",
- "ri viera",
- "he ctor",
- "necess arily",
- "bi anca",
- "soci eties",
- "the best",
- "w g",
- "sent ences",
- "win k",
- "vacc ines",
- "pal ooza",
- "jam ming",
- "as f",
- "mp us",
- "agre ements",
- "ec k",
- "ba c",
- "hon ore",
- "com pul",
- "wild cat",
- "im posed",
- "yo ga",
- "hud son",
- "can celed",
- "l ich",
- "fu zzy",
- "es que",
- "ch uk",
- "w vu",
- "se k",
- "fli pping",
- "r hon",
- "wi shed",
- "wh a",
- "cap ability",
- "len ovo",
- "ìĨĮëħ Ħëĭ",
- "vi vo",
- "tv d",
- "nor a",
- "sil k",
- "pas adena",
- "yo semite",
- "valu ation",
- "clo cks",
- "u ber",
- "mr c",
- "dar kest",
- "au bre",
- "ss o",
- "bell y",
- "wrest lers",
- "kill in",
- "lou der",
- "buck ley",
- "ge el",
- "ad on",
- "un s",
- "appe aling",
- "ðŁij ¯",
- "semit ism",
- "list ens",
- "fit z",
- "ãĥ³ ãĥ",
- "ny lon",
- "ar ty",
- "seem ingly",
- "hal a",
- "su ited",
- "et y",
- "she ds",
- "mu ffins",
- "ap ric",
- "um ents",
- "u ta",
- "jam mu",
- "chelse afc",
- "star z",
- "yo ko",
- "roo t",
- "clean sing",
- "di ar",
- "pione ering",
- "ihear tradio",
- "dig iti",
- "fin dyour",
- "can o",
- "ðŁĴ İ",
- "z ol",
- "spac ecraft",
- "six ers",
- "moi sturi",
- "b ile",
- "ti sts",
- "hor ton",
- "rang ing",
- "colum bi",
- "mete oro",
- "senti ment",
- "ep l",
- "foo th",
- "text book",
- "drain age",
- "r ly",
- "sc ue",
- "imran khan",
- "ðŁĴ ¸",
- "margar ita",
- "ed dy",
- "predic ts",
- "gamer gate",
- "advis e",
- "growth hacking",
- "love you",
- "ug and",
- "v f",
- "beng hazi",
- "s later",
- "ne wor",
- "ch el",
- "independence day",
- "p np",
- "cul len",
- "hoo dies",
- "num bered",
- "brit t",
- "t sa",
- "kl tu",
- "s ages",
- "mom o",
- "onep lus",
- "col l",
- "gu ts",
- "w ta",
- "mesm eri",
- "enh ancing",
- "chiro prac",
- "j is",
- "teen agers",
- "m one",
- "constell ation",
- "sweep stakes",
- "e ze",
- "slovak ia",
- "la ye",
- "pear ce",
- "wa ver",
- "po gba",
- "k ron",
- "sur geons",
- "mar x",
- "ti d",
- "gg a",
- "desc end",
- "p ours",
- "upri sing",
- "wal la",
- "sab bath",
- "bachel ore",
- "mack in",
- "k am",
- "peter borough",
- "hor a",
- "ðŁĮŁ ðŁĮŁ",
- "think big",
- "r j",
- "hy drau",
- "sp al",
- "univers it",
- "ðŁı ī",
- "mail online",
- "league of",
- "ten ants",
- "w ally",
- "lan ce",
- "heav ens",
- "dd r",
- "bol ts",
- "am ir",
- "i phone",
- "ci gar",
- "en du",
- "re i",
- "el abor",
- "r inging",
- "john son",
- "characteri stics",
- "sal oon",
- "algori thms",
- "tal kin",
- "m tn",
- "di ve",
- "region als",
- "ff ice",
- "hat i",
- "deviant art",
- "so tto",
- "shir o",
- "l ama",
- "k we",
- "f aded",
- "por ting",
- "tu mmy",
- "est ates",
- "buen os",
- "ðŁ¦ ģ",
- "beli ever",
- "pen etr",
- "dar n",
- "sp ite",
- "can opy",
- "fashi oni",
- "t illa",
- "pet als",
- "eli jah",
- "bra wl",
- "marty r",
- "ë°©íĥĦ ìĨĮëħĦëĭ",
- "mid town",
- "eric h",
- "d apper",
- "sm town",
- "me gam",
- "ww w",
- "le le",
- "on s",
- "cat fish",
- "fir th",
- "fossil friday",
- "ball park",
- "th aw",
- "pot ent",
- "illi e",
- "cre ep",
- "car p",
- "so ap",
- "gun dam",
- "infe c",
- "yy yyy",
- "ठ¨",
- "z ag",
- "rit t",
- "calcu lator",
- "bo ca",
- "ok o",
- "to ad",
- "threat en",
- "refin ed",
- "olym pic",
- "accompli shment",
- "bacter ial",
- "a ji",
- "tat um",
- "feli z",
- "she ed",
- "j at",
- "th ic",
- "jam al",
- "ðĿ ĺ",
- "lin a",
- "ðŁIJ ¯",
- "jo king",
- "yot po",
- "pin ch",
- "ak ron",
- "her b",
- "motiv ation",
- "li a",
- "ho stage",
- "cre ek",
- "gam ble",
- "russ ell",
- "patt i",
- "fo tos",
- "c pc",
- "bro ken",
- "back the",
- "cla ys",
- "u mm",
- "stock ton",
- "mat ernal",
- "ü r",
- "la kel",
- "cent ury",
- "be k",
- "infe cted",
- "ภ¡",
- "smack down",
- "man ned",
- "ta hoe",
- "sm es",
- "bas a",
- "su la",
- "augu sta",
- ". *",
- "rohing ya",
- "gre ed",
- "counsel or",
- "silhou ette",
- "gra vit",
- "cla use",
- "' -",
- "bo bc",
- "occa sions",
- "now adays",
- "dic tat",
- "be ard",
- "n ally",
- "brigh test",
- "kab ul",
- "inc india",
- "dhan ush",
- "archae ological",
- "che ape",
- "mizz ou",
- "d hi",
- "ov ski",
- "bax ter",
- "asse mble",
- "Ã ¢",
- "gi gi",
- "ac am",
- "wis ely",
- "haz ard",
- "north ampton",
- "âľĪ ï¸ı",
- "me th",
- "bla sting",
- "re unite",
- "mu lus",
- "ali zes",
- "t read",
- "mil a",
- "ed ward",
- "ko va",
- "pe sto",
- "ðŁij ¶",
- "vit z",
- "hydrau lic",
- "refurbi shed",
- "mo tel",
- "isab ella",
- "hom me",
- "sever ance",
- "uph ol",
- "mis erable",
- "f ari",
- "lat ter",
- "ef er",
- "crack ers",
- "es l",
- "ac io",
- "yy j",
- "in an",
- "ec b",
- "z ind",
- "pan as",
- "tru cking",
- "re ed",
- "sh aker",
- "burge ss",
- "em pire",
- "ag nes",
- "n ington",
- "art works",
- "fr s",
- "ti le",
- "bi ome",
- "eu n",
- "ch ong",
- "americ ana",
- "god father",
- "go blin",
- "i shi",
- "! ).",
- "temp ted",
- "gen omics",
- "mand ate",
- "ck y",
- "ðŁĴĻ ðŁĴĽ",
- "som ali",
- "br andy",
- "in ven",
- "spoke sperson",
- "pc b",
- "yu an",
- "h g",
- "fa z",
- "starwar s",
- "ro wan",
- "blue grass",
- "don g",
- "d day",
- "trin idad",
- "er ton",
- "ban ning",
- "re tention",
- "cu red",
- "tober fest",
- "re set",
- "we is",
- "deta ched",
- "behindthe scenes",
- "immun ity",
- "ph a",
- "bra y",
- "ðŁij ½",
- "ran cho",
- "ram say",
- "est onia",
- "nd tv",
- "] .",
- "cab aret",
- "tar o",
- "d v",
- "show cases",
- "plu m",
- "ðŁij ¸",
- "son oma",
- "pre pa",
- "memor ab",
- "e stu",
- "drive way",
- "u les",
- "magn us",
- "x r",
- "nn n",
- "much as",
- "en ge",
- "stre amed",
- "fore stry",
- "audio book",
- "tro y",
- "reck less",
- "kil om",
- "ru ler",
- "ra k",
- "proce ssion",
- "i ons",
- "po ole",
- "noc tur",
- "wh s",
- "farm house",
- "per a",
- "par me",
- "hypocri sy",
- "s ics",
- "v ant",
- "cas k",
- "holi stic",
- "au st",
- "Ð ¿",
- "in do",
- "ðŁij© âĢį",
- "di so",
- "disp atch",
- "ol sen",
- "make it",
- "en nis",
- "cent re",
- "ar range",
- "ðŁĮ ¼",
- "sal ted",
- "ea siest",
- "f ate",
- "reg atta",
- "mo zz",
- "ac an",
- "sin i",
- "g ically",
- "ch ops",
- "chick en",
- "work in",
- "ha gg",
- "invol ve",
- "wee ds",
- "book day",
- "wake up",
- "ky r",
- "michel in",
- "fu ss",
- "re juven",
- "vac ancies",
- "incar cer",
- "m st",
- "sc ents",
- "sovere ign",
- "kick er",
- "à §",
- "bo d",
- "âĢĶ >",
- "sa h",
- "mob il",
- "shrop shire",
- "oph one",
- "dress er",
- "mis suni",
- "hep burn",
- "i mo",
- "foli age",
- "diagno stic",
- "as san",
- "cycl ing",
- "guil t",
- "c sa",
- "puertor ico",
- "win elover",
- "wake field",
- "do ggy",
- "k he",
- "pa pp",
- "co g",
- "al lot",
- "cu ck",
- "poe tic",
- "mi o",
- "re vit",
- "mag ician",
- "ç ¥",
- "ant enna",
- "west wood",
- "mber g",
- "lux e",
- "oat meal",
- "Ø ¬",
- "te at",
- "ffe e",
- "sear ches",
- "l ly",
- "plu to",
- "el on",
- "let tering",
- "inno cence",
- "fa i",
- "ann on",
- "telang ana",
- "ma it",
- "neu ral",
- "can ni",
- "ar oma",
- "a stor",
- "fe x",
- "co cac",
- "mon etary",
- "f ent",
- "un sure",
- "' @",
- "indi rec",
- "teh ran",
- "isol ation",
- "li bs",
- "make up",
- "merce des",
- "ff y",
- "he tero",
- "de o",
- "sco m",
- "cur sed",
- "veteran sday",
- "franken stein",
- "shre ws",
- "de co",
- "ge ese",
- "lefto ver",
- "ha did",
- "vari able",
- "acade mics",
- "carol in",
- "under going",
- "vari ation",
- "na h",
- "ssi er",
- "gamer sunite",
- "pur suing",
- "emer ged",
- "ll ers",
- "control ling",
- "ro aring",
- "mete or",
- "vol t",
- "daw gs",
- "be aver",
- "is life",
- "bathro oms",
- "aci onal",
- "pre vent",
- "lake district",
- "in als",
- "y ani",
- "gra bbing",
- "sac ks",
- "le z",
- "sw ay",
- "k ool",
- "time s",
- "klo pp",
- "la de",
- "con cord",
- "resul ted",
- "revi ve",
- "recon ciliation",
- "ol and",
- "az z",
- "gir o",
- "mand arin",
- "de en",
- "nutriti onal",
- "is coming",
- "van i",
- "aw www",
- "der ived",
- "love your",
- "stop the",
- "shou ting",
- "nov ak",
- "ðŁĻĮ ðŁı¾",
- "lo af",
- "displa ying",
- "sunday with",
- "ma guire",
- "ch eri",
- "ðŁı Ł",
- "re match",
- "qu ic",
- "Ú ©",
- "y in",
- "ðŁĺ ¹",
- "ili ve",
- "z ip",
- "our ke",
- "down loads",
- "sw at",
- "missi ss",
- "care rs",
- "t ment",
- "proper ty",
- "hahahaha haha",
- "gi bbs",
- "sur rey",
- "ar ise",
- "tic ism",
- "sti a",
- "ir ling",
- "fro g",
- "co se",
- "bas sist",
- "fore ig",
- "lea u",
- "pil lows",
- "hol la",
- "eli e",
- "disclo sure",
- "peanu ts",
- "inte ch",
- "ww c",
- "plun ge",
- "trium ph",
- "cor i",
- "sli ppers",
- "ðŁĻı ðŁĻı",
- "neutr ality",
- "ma re",
- "hair y",
- "gang ster",
- "hu mming",
- "cust ard",
- "mer lin",
- "ale a",
- "s by",
- "dam p",
- "mo han",
- "ver bal",
- "j st",
- "gu tted",
- "b jor",
- "un finished",
- "ðŁĩ¯ðŁĩ µ",
- "un happy",
- "âļ« ï¸ı",
- "by pass",
- "at su",
- "fis cher",
- "sa v",
- "afric ans",
- "re use",
- "mid way",
- "demo lished",
- "ger rard",
- "her cules",
- "Ä Ł",
- "medic ines",
- "cl icking",
- "sur round",
- "jo ong",
- "wav ing",
- "tri bes",
- "wet lands",
- "offici el",
- "argu ing",
- "l le",
- "do va",
- "su zy",
- "club house",
- "ne gro",
- "ob tain",
- "ga o",
- "gl ance",
- "assi st",
- "ch os",
- "ãĤ ¢",
- "âĺ ķ",
- "adri d",
- "occur s",
- "st ans",
- "par don",
- "livel i",
- "emplo yed",
- "re visit",
- "ff xiv",
- "bb le",
- "ne aring",
- "min er",
- "ðŁĺ ¹",
- "giov anni",
- "up to",
- "mar vell",
- "mar se",
- "to wels",
- "cb n",
- "engine ered",
- "y elling",
- "spart an",
- "si ans",
- "ðŁĻĮ ðŁı¼",
- "se v",
- "coyo te",
- "sta di",
- "t cm",
- "app en",
- "shenan igans",
- "open access",
- "so aked",
- "ma squ",
- "le vine",
- "stro kes",
- "l k",
- "aparthe id",
- "hipho p",
- "char don",
- "may may",
- "ha asan",
- "stri pped",
- "fr o",
- "scri ption",
- "f ton",
- "h f",
- "pri sons",
- "marsh al",
- "ķ ãĤ",
- "an cho",
- "com promise",
- "classi fication",
- "buzz feed",
- "bblo ggers",
- "deser ving",
- ") /",
- "s way",
- "ob o",
- "camp ers",
- "poder nfamily",
- "p oured",
- "bri e",
- "squir rels",
- "se ize",
- ": #",
- "le k",
- "ti mb",
- "st acy",
- "nas daq",
- "repe atedly",
- "br at",
- "mi ghty",
- "competit or",
- "mah one",
- "de si",
- "o ke",
- "bm w",
- "shi e",
- "f cb",
- "cheape st",
- "minim alist",
- "par amount",
- "n ate",
- "har as",
- "insan ity",
- "lat eral",
- "ment ality",
- "mo zam",
- "ta pped",
- "yad av",
- "u sp",
- "b way",
- "the od",
- "bil t",
- "ra ids",
- "em press",
- "adap ted",
- "pat ron",
- "nut shell",
- "ag ra",
- "be aded",
- "sundaywith marsha",
- "vi king",
- "proce ed",
- "main tained",
- "thinkbig sundaywithmarsha",
- "sn es",
- "mus ica",
- "to wer",
- "ch ab",
- "bo k",
- "sm t",
- "insul t",
- "harve sting",
- "windo w",
- "ru ther",
- "be ige",
- "dec al",
- "indic ate",
- "ma iling",
- "ri ft",
- "po le",
- "ander son",
- "ch oral",
- "sp ride",
- "l ili",
- "ev elyn",
- "imrankhan pti",
- ".... \"",
- "ke red",
- "un dp",
- "water falls",
- "se ars",
- "le mans",
- "world series",
- "ri el",
- "ani e",
- "app ar",
- "score rs",
- "lam p",
- "a than",
- "phys icians",
- "qu inoa",
- "refu sing",
- "vu itton",
- "unle ash",
- "s la",
- "pat i",
- "shou ts",
- "inten tions",
- "fo amed",
- "europe an",
- "neighbor hoods",
- "me er",
- "man son",
- "du h",
- "br at",
- "con es",
- "bow l",
- "kazakh stan",
- "ठ¿",
- "in appropriate",
- "del hi",
- "ketch up",
- "ful ton",
- "s ys",
- "consul t",
- "gar field",
- "to go",
- "f ml",
- "f led",
- "b ds",
- "facilit ate",
- "ree bok",
- "selfi e",
- "elev ate",
- "activ ate",
- "bi ble",
- "ca wx",
- "b ys",
- "cam ille",
- "sy ou",
- "sk ool",
- "her t",
- "w bc",
- "ple dges",
- "recor der",
- "po sh",
- "ac re",
- "so aking",
- "mat il",
- "v sco",
- "shoot ings",
- "pla r",
- "e con",
- "ðŁĻĮ ðŁı»",
- "rashi d",
- "u bi",
- "ðŁ¤ ¤",
- "sw inging",
- "wi pe",
- "rap tor",
- "m su",
- "music video",
- "dur ham",
- "at tic",
- "apar ty",
- "fe tus",
- "activ ation",
- "aa z",
- "motiv ate",
- "ðŁĴķ ðŁĴķðŁĴķ",
- "j al",
- "ठ®",
- "ag on",
- "sche er",
- "stal ker",
- "fo ster",
- "az zo",
- "tele gram",
- "vi gor",
- "s laugh",
- "screen shots",
- "entrepre neu",
- "kri stin",
- "inten tion",
- "ch illi",
- "fr action",
- "don a",
- "ge a",
- "tc u",
- "s ite",
- "la k",
- "em il",
- "d nt",
- "bor o",
- "wil kinson",
- "re cu",
- "ato day",
- "t anya",
- "bl anco",
- "cd n",
- "brilli antly",
- "g cc",
- "ac c",
- "evacu ated",
- "ther ine",
- "den ny",
- "cait lin",
- "she pard",
- "pou ch",
- "hand held",
- "sou theastern",
- "ha a",
- "Ã ´",
- "re solutions",
- "led ger",
- "sr in",
- "r ar",
- "shat tered",
- "chim ney",
- "im with",
- "mete or",
- "hand led",
- "ra ke",
- "town send",
- "en han",
- "shi py",
- "duc t",
- "tw x",
- "inflam matory",
- "war hammer",
- "theat rical",
- "gro s",
- "sk ar",
- "sco tty",
- "ni el",
- "tit o",
- "tin i",
- "conne ction",
- "_ .",
- "goldeng lobes",
- "sha q",
- "ðŁı ³ï¸ı",
- "hall way",
- "fron ts",
- "effec tiveness",
- "gla ston",
- "d hs",
- "ex pi",
- "to h",
- "c pl",
- "sc s",
- "re o",
- "ha g",
- "resemb lance",
- "hor an",
- "abu sive",
- "qu er",
- "virtu e",
- "cho lester",
- "a q",
- "shan e",
- "m ce",
- "carri ers",
- "di stress",
- "re wind",
- "Â ¡",
- "voo doo",
- "int act",
- "ann o",
- "ðŁĺ ¤",
- "pi led",
- "adi a",
- "ãĥ ³",
- "en ow",
- "di gs",
- "light ly",
- "goo fy",
- "turb ine",
- "governor s",
- "con te",
- "re open",
- "pa h",
- "i ve",
- "cra fting",
- "swee ps",
- "jo di",
- "an de",
- "zu cker",
- "kaw aii",
- "o ko",
- "v ai",
- "out line",
- "kri sti",
- "ts n",
- "insp o",
- "qu int",
- "fil thy",
- "lyn ne",
- "listen ers",
- "depar ting",
- "or d",
- "t weed",
- ", &",
- "ale k",
- "sel fish",
- "nor ther",
- "recogni zes",
- "i ps",
- "be s",
- "a ed",
- "w ills",
- "pe at",
- "surround ings",
- "mon uments",
- "ais le",
- "be cker",
- "la v",
- "quant ity",
- "v ah",
- "helicop ters",
- "tu cked",
- "alv arez",
- "sha pe",
- "o bey",
- "ad diti",
- "road side",
- "m ite",
- "bl ers",
- "ep age",
- "j au",
- "ignor ant",
- "b ins",
- "lu lu",
- "x o",
- "c fo",
- "ee eee",
- "apprentice ship",
- "shef fiel",
- "to i",
- "ho k",
- "faken ews",
- "deplo y",
- "aid an",
- "husk ers",
- "ãĢ İ",
- "west brook",
- "mi ster",
- "confi gur",
- "car r",
- "fic a",
- "proceed ings",
- "ha w",
- "ste ak",
- "mur derer",
- "pay day",
- "a jo",
- "p vc",
- "don ates",
- "bi af",
- "nom nom",
- "be it",
- "k ali",
- "x rp",
- "ahmed abad",
- "se mic",
- "che y",
- "x tra",
- "an twer",
- "head lining",
- "squ ares",
- "roun ded",
- "flu ore",
- "bol d",
- "disa sters",
- "am oo",
- "gener ic",
- "cran es",
- "brief ly",
- "gi g",
- "auster ity",
- "anticip ation",
- "for ti",
- "treas urer",
- "cann y",
- "ce cil",
- "dete cted",
- "check list",
- "ภ§",
- "pam ela",
- "bar bados",
- "an field",
- "hear ty",
- "tx lege",
- "peren ni",
- "arro g",
- "ing ram",
- "âĹ ı",
- "ty ne",
- "spo on",
- "r ation",
- "am ba",
- "m be",
- "cam el",
- "h hs",
- "york shire",
- "reflec tive",
- "fre aks",
- "to k",
- "ju do",
- "partic les",
- "du bs",
- "ban jo",
- "accred itation",
- "prover bs",
- "over dose",
- "inte gral",
- "gu ang",
- "mc s",
- "super car",
- "af b",
- "al vin",
- "ail s",
- "x tre",
- "st aging",
- "tw ent",
- "rabb its",
- "mar o",
- "inste m",
- "dol l",
- "cr ay",
- "sant ana",
- "ble ach",
- "mini ons",
- "che ap",
- "man t",
- "di vers",
- "catal onia",
- "lo is",
- "mat ri",
- "cou gar",
- "kay ak",
- "e gre",
- "p so",
- "a ia",
- "å ®",
- "char lton",
- "tr acked",
- "sc ari",
- "pe tt",
- "f wd",
- "x in",
- "gra vel",
- "br ic",
- "bigg boss",
- "ar den",
- "hu gging",
- "pal ms",
- "st v",
- "li mb",
- "the movie",
- "handic ap",
- "ri me",
- "z ai",
- "stu b",
- "indi a",
- "lithu ania",
- "rhy th",
- "p ita",
- "maced onia",
- "high ered",
- "brid get",
- "schwar z",
- "ske let",
- "hi kes",
- "ant arctic",
- "c ps",
- "mash up",
- "Ð °",
- "n ell",
- "chand ra",
- "he ir",
- "an us",
- "sher idan",
- "mi mi",
- "muse u",
- "bec ca",
- "an ir",
- "bar rie",
- "dioce se",
- "compar able",
- "ðŁı³ï¸ı âĢį",
- "yuk on",
- "me p",
- "hor mon",
- "mer ic",
- "al f",
- "con quered",
- "christ church",
- "ðŁĴĻ ðŁĴĻ",
- "hazard ous",
- "poo h",
- "cont ing",
- "retro spective",
- "par ame",
- "na ir",
- "con sor",
- "ho tra",
- "astoni shing",
- "cater pillar",
- "u man",
- "ti sm",
- "t vs",
- "serv ic",
- "croy don",
- "mor ales",
- "c g",
- "cu m",
- "te ur",
- "scan ada",
- "s all",
- "magno lia",
- "el ise",
- "th our",
- "à® ¿",
- "ag omez",
- "phel ps",
- "ë°©íĥĦìĨĮëħĦëĭ ¨",
- "wh os",
- "weav ing",
- "si sd",
- "pro poses",
- "cro ws",
- "pre sale",
- "econom ies",
- "bernar do",
- "sha hid",
- "air show",
- "mc cann",
- "hor ticul",
- "nr l",
- "du el",
- "mongo lia",
- "tou lou",
- "requi rement",
- "struc tured",
- "ed i",
- "o lives",
- "he a",
- "cu ter",
- "Ð º",
- "enthusi ast",
- "harri et",
- "domin ion",
- "sub mer",
- "ðŁį ĥ",
- "sa ab",
- "nes burg",
- "mo ff",
- "def ended",
- "bur t",
- "rewar ded",
- "gold man",
- "op tics",
- "khali d",
- "house holds",
- "buc kets",
- "ce cil",
- "che ss",
- "substan tial",
- "ef l",
- "oper ation",
- "evalu ate",
- "st n",
- "rece ssion",
- "l ll",
- "tom as",
- "tru ths",
- "ak bar",
- "s words",
- "p act",
- "embarra ss",
- "ha o",
- "ay urve",
- "scrip ture",
- "ny cc",
- "op t",
- "di ameter",
- "sc ented",
- "organi zers",
- "re lat",
- "ha e",
- "dream ers",
- "de se",
- "ðŁĮ »",
- "restric ted",
- "n ale",
- "r hp",
- "dol an",
- "mun ster",
- "ha ired",
- "consult ants",
- "jo ints",
- "hu mil",
- "d ill",
- "relent less",
- "t é",
- "af il",
- "ut ilities",
- "japan ese",
- "condem n",
- "pet ite",
- "colli de",
- "q f",
- "peach es",
- "cou rier",
- "l ore",
- "âĺİ ï¸ı",
- "reli ability",
- "ch uk",
- "ðŁĻ ĥ",
- "stu res",
- "ge ther",
- "ho stel",
- "bi er",
- "- _-",
- "â ĩ",
- "e ze",
- "ta ilo",
- "di ent",
- "blu ff",
- "chu ffed",
- "pil ip",
- "mon arch",
- "e em",
- "bu chan",
- "b ick",
- "op au",
- "ku ps",
- "ภ¢",
- "pist ons",
- "sp ins",
- "m and",
- "ce st",
- "bur ne",
- "v ile",
- "cher ries",
- "bec kett",
- "need les",
- "pan ch",
- "ë Ĥ",
- "haha h",
- "trou bles",
- "insi sts",
- "do you",
- "g mc",
- "mor tar",
- "deleg ate",
- "in n",
- "g anda",
- "sin atra",
- "ठ¤",
- "spee ding",
- "pu pil",
- "pre mises",
- "ali gnment",
- "pi kach",
- "as us",
- "j alan",
- "Ø µ",
- "lime stone",
- "fol kl",
- "parme san",
- "ce il",
- "mo y",
- "shawn mendes",
- "ac up",
- "hu st",
- "ot es",
- "med ina",
- "ma di",
- "gta v",
- "censor ship",
- "ar g",
- "swe eney",
- "sy kes",
- "col o",
- "foot steps",
- "cann ed",
- "adv ance",
- "gta online",
- "healthy living",
- "ðŁį ¾",
- "a ig",
- "p ality",
- "oc s",
- "he brew",
- "im minent",
- "berk shire",
- "jeremi ah",
- "out going",
- "bak er",
- "entr ata",
- "ma ids",
- "gro ves",
- "bo c",
- "a del",
- "m fw",
- "con science",
- "arm ys",
- "nut ella",
- "conte stalert",
- "novel ist",
- "la h",
- "ban ker",
- "marque z",
- "ðŁı ¡",
- "to ff",
- "out age",
- "gr p",
- "ðŁĺŃðŁĺŃ ðŁĺŃðŁĺŃ",
- "musc le",
- "du dley",
- "nvi dia",
- "mi di",
- "m uni",
- "ess ays",
- "dat ac",
- "car ter",
- "ภ£",
- "t ans",
- "i ves",
- "public ations",
- "al er",
- "ok wx",
- "il u",
- "cu tt",
- "har p",
- "out law",
- "luther an",
- "br ill",
- "bo lic",
- "do well",
- "green land",
- "be sties",
- "path i",
- "pay ton",
- "gue st",
- "har den",
- "ðŁ¤ ©",
- "ann ed",
- "evacu ation",
- "po ised",
- "mc der",
- "b han",
- "o i",
- "envel ope",
- "ci d",
- "ca vi",
- "ta pas",
- "book review",
- "grey hound",
- "âĻ ª",
- "fe ud",
- "lun gs",
- "for te",
- "rai der",
- "ff er",
- "oni x",
- "dep end",
- "yn wa",
- "rel ating",
- "de vs",
- "ðŁĴ IJ",
- "acqui res",
- "d ha",
- "j yo",
- "priv ati",
- "can ine",
- "k b",
- "cra b",
- "sar din",
- "imag ining",
- "k j",
- "em por",
- "down hill",
- "ne z",
- "ta eyeon",
- "nick imin",
- "gb p",
- "à µ",
- "w ap",
- "sec co",
- "ma shed",
- "ðŁĴ¥ ðŁĴ¥",
- "augu stine",
- "diss ol",
- "dic tator",
- "â ĵ",
- "vi per",
- "ed fringe",
- "vau x",
- "hard work",
- "book let",
- "no x",
- "chi ff",
- "ðŁĴ ¨",
- "observ ations",
- "xbox one",
- "u sher",
- "ke er",
- "lu p",
- "dal las",
- "cal gary",
- "ma dra",
- "di ous",
- "k bs",
- "wood ward",
- "hero ine",
- "lu mber",
- "sea world",
- "o ws",
- "mc ke",
- "maver ick",
- "gu la",
- "cross roads",
- "fan g",
- "s ade",
- "nik ol",
- "chee tah",
- "me c",
- "pp g",
- "er ick",
- "ðŁİ µ",
- "tox ic",
- "bj j",
- "viol a",
- "sp ire",
- "ch ino",
- "tra vis",
- "institu tional",
- "ha as",
- "low ry",
- "w ac",
- "ea e",
- "hu mid",
- "mp ton",
- "ru ck",
- "je w",
- "c ine",
- "zim mer",
- "se f",
- "bhar at",
- "fre es",
- "aam ir",
- "ðŁĴ ħ",
- "z inc",
- "wan e",
- "multi player",
- "royal wedding",
- "e el",
- "preci pit",
- "qu ery",
- "kimber ly",
- "isa bel",
- "ful fill",
- "ig an",
- "vau l",
- "pan e",
- "sc y",
- "dig it",
- "gun n",
- "u tah",
- "dog day",
- "fi on",
- "xia omi",
- "da c",
- "el ast",
- "cha vez",
- "ro blo",
- "g ine",
- "ten th",
- "ab h",
- "ke to",
- "hur dle",
- "na dia",
- "memorab ilia",
- "ha bs",
- "qu an",
- "h w",
- "hv ac",
- "pix ar",
- "ec cle",
- "kram er",
- "accu ses",
- "ðŁĴļ ðŁĴļ",
- "per se",
- "mean time",
- "wa hl",
- "atle tico",
- "âĢ¢âĢ¢ âĢ¢âĢ¢",
- "ott oman",
- "no vo",
- "k us",
- "conne cted",
- "tru sts",
- "d mv",
- "spen cer",
- "rahu lg",
- "do ve",
- "sto kes",
- "bolog na",
- "enthusi asts",
- "Ã ª",
- "rockstar games",
- "ted cruz",
- "du ras",
- "s acked",
- "late x",
- "immer sive",
- "cer t",
- "lu cin",
- "princi pals",
- "fa res",
- "sa ils",
- "far n",
- "am ent",
- "saf fron",
- "quent in",
- "check point",
- "fer ris",
- "ex cur",
- "ðŁijī ðŁı¼",
- "bai ley",
- "se h",
- "ter re",
- "mad am",
- "s band",
- "wan derers",
- "cumber batch",
- "yy c",
- "digit ally",
- "blackandwhite photography",
- "roll in",
- "moroc can",
- "ðŁĮ ħ",
- "din ner",
- "d well",
- "to om",
- "m ye",
- "ez ra",
- "cp fc",
- "war hol",
- "me er",
- "jon ah",
- "no aa",
- "s gate",
- "so on",
- "secu lar",
- "g ating",
- "ti o",
- "dri ver",
- "si ssy",
- "assan ge",
- "ta th",
- "ed mund",
- "bobc ats",
- "ra ji",
- "po stage",
- "stu ds",
- "m gm",
- "kat o",
- "edin burgh",
- "meet the",
- "shir t",
- "fa a",
- "mens fashion",
- "sp reads",
- "wi m",
- "car ts",
- "phoe be",
- "j ars",
- "bot swana",
- "Ù Ĥ",
- "ed war",
- "sk ar",
- "ri ve",
- "gu sty",
- "c tv",
- "ferdin and",
- "su therland",
- "nickimin aj",
- "k v",
- "si us",
- "bee ch",
- "re z",
- "desi res",
- "on ial",
- "camp o",
- "quar ry",
- "lor raine",
- "gil more",
- "ig gy",
- "µ ï¸ı",
- "ho pping",
- "avi z",
- "ðŁĮ º",
- "uni sex",
- "dedic ate",
- "att itudes",
- "ste er",
- "jun kie",
- "rail way",
- "y b",
- "whi sper",
- "key an",
- "k us",
- "ju g",
- "di x",
- "a ins",
- "sum mon",
- "ov ich",
- "sy ed",
- "her ald",
- "ma ison",
- "me ded",
- "wild flower",
- "main land",
- "ri sky",
- "ru kh",
- "over looked",
- "ki c",
- "destro ys",
- "nam an",
- "ki p",
- "z ano",
- "champion sleague",
- "ban dit",
- "quin cy",
- "smi le",
- "cal vin",
- "open ings",
- "ta pp",
- "ol ulu",
- "spec tro",
- "accred ited",
- "ap k",
- "pra ised",
- "bar nett",
- "pol len",
- "premi ered",
- "selen agomez",
- "tou red",
- "screen ings",
- "uu u",
- "mis o",
- "en se",
- "adam lambert",
- "guel ph",
- "har yana",
- "hu tto",
- "le ar",
- "l tc",
- "po ached",
- "brex it",
- "æ Ŀ",
- "tt c",
- "pa vement",
- "mon gers",
- "ro e",
- "ad ers",
- "ling ton",
- "particip ant",
- "ca red",
- "ga il",
- "y ates",
- "lan tic",
- "dash board",
- "jo o",
- "feli pe",
- "ssi onist",
- "bu m",
- "s end",
- "a eri",
- "thu gs",
- "luci fer",
- "a he",
- "dete ctor",
- "fil ly",
- "gas oline",
- "ham per",
- "hump day",
- "the ta",
- "the band",
- "fore casts",
- "o hhh",
- "lo bb",
- "hol l",
- "cp u",
- "az u",
- "ad ar",
- "hai ley",
- "bu b",
- "car t",
- "quo ted",
- "an archy",
- "pan cre",
- "twit art",
- "al den",
- "st ash",
- "the less",
- "or ni",
- "belie bers",
- "mor mon",
- "partic le",
- "avi ation",
- "⬠Ĩ",
- "webcam toy",
- "sad dened",
- "cru is",
- "ham let",
- "n ct",
- "roll ins",
- "marque e",
- "saw yer",
- "reli ance",
- "a ura",
- "di ec",
- "soo thing",
- "sig nings",
- "ak is",
- "Ã ³",
- "at kins",
- "aer op",
- "ðŁĮ ¿",
- "y ab",
- "sh ari",
- "con nol",
- "du bbed",
- "manufac ture",
- "convin cing",
- "feelthe bern",
- "ra u",
- "pu lit",
- "on ec",
- "gem stone",
- "ur ging",
- "bag u",
- "ga h",
- "aci ds",
- "fi anc",
- "zodi ac",
- "sn oop",
- "her rera",
- "initi ated",
- "ven ge",
- "profess ors",
- "pro di",
- "stron ger",
- "e mission",
- "bb a",
- "hal le",
- "ta pp",
- "haw an",
- "wh im",
- "compe ted",
- "myr tle",
- "ir port",
- "cold play",
- "ach e",
- "ske p",
- "m son",
- "ss ic",
- "calli graphy",
- "swim mers",
- "me y",
- "pp c",
- "thri ft",
- "po c",
- "re places",
- "commu ter",
- "âģ¦ âģ¦@",
- "go ers",
- "lo gue",
- "para dig",
- "bas kets",
- "sensiti vity",
- "joh an",
- "atl antis",
- "& &",
- "suit case",
- "anxi ous",
- "l h",
- "str i",
- "gal loway",
- "stre ad",
- "war den",
- "gr ounded",
- "ffici ency",
- "li feat",
- "reli c",
- "disgu ise",
- "island ers",
- "f cofficial",
- "classical music",
- "b mc",
- "en field",
- "bi que",
- "oak ley",
- "bat man",
- "sla ying",
- "ner ves",
- "mul tit",
- "calci um",
- "projec tor",
- "scott sdale",
- "ant ino",
- "gri ps",
- "kim mel",
- "des mond",
- "prote stors",
- "hi atus",
- "metaboli sm",
- "conclu ded",
- "press er",
- "ti pping",
- "sli de",
- "e to",
- "hun ting",
- "aus open",
- "ri k",
- "pp ery",
- "innov ators",
- "pitch ers",
- "ag ger",
- "fun gi",
- "z ad",
- "proli fic",
- "rockn roll",
- "bl ames",
- "ct ar",
- "stam ford",
- "q ad",
- "mozz arella",
- "insan ely",
- "den ver",
- "ph ouse",
- "nom ad",
- "ï ¿",
- "s ris",
- "pro du",
- "hen ley",
- "pag an",
- "am trak",
- "ru bi",
- "in cl",
- "tu tor",
- "sco tia",
- "wo es",
- "sing apo",
- "fun nel",
- "turn bull",
- "know ledge",
- "gri mm",
- "real madrid",
- "we are",
- "missi les",
- "con sol",
- "emo jis",
- "sne ak",
- "smi ths",
- "ru iz",
- "br ou",
- "i el",
- "ha ver",
- "ðŁĮ ļ",
- "kin gof",
- "basil ica",
- "circul ation",
- "prin ters",
- "ta pping",
- "ri dley",
- "dra gged",
- "ha j",
- "writ er",
- "fundament als",
- "personal ities",
- "me tre",
- "stereo types",
- "bur le",
- "best of",
- "n ffc",
- "ha th",
- "mini stries",
- "a ali",
- "trac ing",
- "pav ed",
- "ł ï¸ı",
- "g ic",
- "insp ire",
- "tu g",
- "ha re",
- "repe ated",
- "ex pon",
- "lol li",
- "rho de",
- "pre cin",
- "install ations",
- "instag ram",
- "az ar",
- "i es",
- "sole ly",
- "du kes",
- "mission ary",
- "van guard",
- "fursuit friday",
- "on d",
- "pol ari",
- "ma st",
- "har an",
- "jos é",
- "jack ed",
- "ec oun",
- "al ities",
- "ne ph",
- "ra vel",
- "moder ated",
- "sco w",
- "s fb",
- "uru guay",
- "as o",
- "ni g",
- "au du",
- "p ints",
- "lat ina",
- "ben z",
- "m itting",
- "char ted",
- "mat ology",
- "cit ro",
- "biop ic",
- "ðŁij Ń",
- "djo kovic",
- "fox y",
- "agu il",
- "so to",
- "an ada",
- "sin king",
- "sc rap",
- "hair s",
- "bethan y",
- "fact friday",
- "ðŁIJ IJ",
- "unlea shed",
- ") (",
- "contra dic",
- "ram on",
- "coast line",
- "y ong",
- "sn sd",
- "li gan",
- "p ome",
- "mit age",
- "ge tt",
- "wat i",
- "ri sk",
- "so aring",
- "bru sh",
- "f pl",
- "av an",
- "å Ĩ",
- "lar son",
- "sh ear",
- "mul til",
- "blu r",
- "multi media",
- "chun ky",
- "par i",
- "n ani",
- "weir d",
- "cholester ol",
- "char les",
- "dream ed",
- "tan ning",
- "puzz les",
- "fr am",
- "hand ball",
- "ch ag",
- "beli ze",
- "al u",
- "bang s",
- "Ñ Ħ",
- "detec tives",
- "mc g",
- "ish q",
- "bo thered",
- "saf c",
- "mp ing",
- "ten eri",
- "g ays",
- "sail or",
- "an gi",
- "mul ticul",
- "gue ssed",
- "ros é",
- "high ways",
- "bro om",
- "chatt anoo",
- "- '",
- "see ker",
- "on ed",
- "at f",
- "lu c",
- "> <",
- "bar i",
- "per cep",
- "jewel ry",
- "as ph",
- "sor row",
- "sl ing",
- "mam moth",
- "jac kie",
- "ë §",
- "wilt shire",
- "sa o",
- "can cell",
- "im paired",
- "tor ial",
- "bre ed",
- "guy en",
- "jud ice",
- "tit le",
- "pro spective",
- "applic ants",
- "ðŁį Ĭ",
- "epis cop",
- "e id",
- "b yo",
- "stock ings",
- "ðŁĴĥ ðŁĴĥ",
- "ll p",
- "sna g",
- "keep it",
- "l ough",
- "ol son",
- "matur ity",
- "!! !\"",
- "cop ter",
- "i sha",
- "bl i",
- "wil mington",
- "tr youts",
- "th ai",
- "ðŁ¥ ³",
- "pe bble",
- "kra ft",
- "f p",
- "Â º",
- "ssi vely",
- "li vin",
- "contest ants",
- "tex tures",
- "jo an",
- "h dr",
- "film festival",
- "prov ence",
- "wi do",
- "op end",
- "c si",
- "sto wn",
- "cro ati",
- "ad just",
- "host ile",
- "analy sts",
- "il an",
- "cu ppa",
- "bru m",
- "newfound land",
- "good win",
- "me tt",
- "mall orca",
- "plu gs",
- "bu k",
- "bb hutto",
- "wrest le",
- "sa ire",
- "sho pped",
- "for za",
- "le head",
- "vi vo",
- "ba st",
- "ro xy",
- "reg is",
- "hard working",
- "hon olulu",
- "desp air",
- "young sters",
- "ni g",
- "impro mp",
- "roll tide",
- "de emed",
- "tre ason",
- "ru shed",
- "for ged",
- "ff f",
- "pikach u",
- "bri ggs",
- "do it",
- "ac cent",
- "la us",
- "gla ze",
- "compet ent",
- "a ho",
- "photo g",
- "mid field",
- "le go",
- "har vard",
- "min orities",
- "re illy",
- "slic ed",
- "once upon",
- "initi ally",
- "financi ally",
- "landscape photography",
- "har dro",
- "qu o",
- "mm ers",
- "par kinson",
- "smu gg",
- "read iness",
- "bru tally",
- "glou cester",
- "mp ed",
- "bbhutto zardari",
- "mur der",
- "ye d",
- "dat aviz",
- "sr t",
- "dow ning",
- "bi ans",
- "m ü",
- "fle ck",
- "fli pped",
- "s ly",
- "brilli ance",
- "ri m",
- "k um",
- "bubb a",
- "ko i",
- "knit ted",
- "sor g",
- "ma is",
- "ðŁĮ ²",
- "ti ss",
- "su stain",
- "sen su",
- "ak han",
- "zi est",
- "exam ines",
- "chardon nay",
- "user name",
- "short list",
- "re bs",
- "on o",
- "dar ing",
- "hard wood",
- "che que",
- "righte ous",
- "light ening",
- "dir k",
- "shra dd",
- "du ra",
- "down stairs",
- "sh al",
- "ami gos",
- "ru ff",
- "s law",
- "ri es",
- "red nation",
- "man us",
- "ðŁĩ§ ðŁĩ·",
- "distin ction",
- "u bun",
- "dur an",
- "mi gra",
- "thi ans",
- "la ver",
- "domest ic",
- "k x",
- "jaz zy",
- "justi fy",
- "belong ing",
- "insul ation",
- "color stv",
- "drun ken",
- "chann eling",
- "qu and",
- "xi ii",
- "enligh ten",
- "kan o",
- "fati ma",
- "teen choice",
- "terri fied",
- "p ba",
- "as ley",
- "met museum",
- "dun e",
- "pack er",
- "ki o",
- "ðŁĴľ ðŁĴľ",
- "bo iler",
- "fas cism",
- "ar mored",
- "back grounds",
- "in mates",
- "embarra ssed",
- "defin es",
- "th d",
- "we go",
- "silic one",
- "lo on",
- "el ding",
- "bor rowed",
- "he mp",
- "ak sh",
- "kaw asaki",
- "br y",
- "de af",
- "kill er",
- "dispo sal",
- "ðŁĩ °",
- "glaston bury",
- "un covered",
- "o xide",
- "po ff",
- "d ant",
- "k j",
- "ku ro",
- "dri zzle",
- "peop les",
- "fe e",
- "pro pri",
- "dd lovato",
- "pi ggy",
- "ot is",
- "aller gies",
- "u bis",
- "pengu in",
- "ser a",
- "vi z",
- "prosp erous",
- "ici des",
- "tornad oes",
- "sene gal",
- "web cast",
- "sto red",
- "enchan ted",
- "bb cone",
- "bay area",
- "entrepreneu rial",
- "rednation rising",
- "experim enting",
- "ang an",
- "lot to",
- "they re",
- "por e",
- "er p",
- "seren e",
- "east wood",
- "bro kers",
- "bar ge",
- "stal lion",
- "timber lake",
- "tailo red",
- "dy stop",
- "b ate",
- "lat ors",
- "di xit",
- "bran son",
- "dynam o",
- "ky lie",
- "shame ful",
- "bt wn",
- "spring time",
- "mix ture",
- "s ounded",
- "lu ton",
- "dad es",
- "mal a",
- "op ra",
- "en ic",
- "rahulg andhi",
- "se wer",
- "~~ ~~",
- "ky u",
- "nor theastern",
- "ca er",
- "bc u",
- "nir vana",
- "kitch ens",
- "ous y",
- "al m",
- "river dale",
- "hid den",
- "fl int",
- "sp d",
- "pat rons",
- "katy perry",
- "au gh",
- "exhib itions",
- "sm c",
- "shu ts",
- "at ore",
- "da in",
- "some thing",
- "ber th",
- "bo g",
- "por ter",
- "gen to",
- "con cussion",
- "ang lic",
- "ro we",
- "gr illing",
- "scar lett",
- "master ing",
- "mor nin",
- "comm ented",
- "si me",
- "si zing",
- "christ y",
- "ce os",
- "st m",
- "at ry",
- "tari ffs",
- "vac ation",
- "pre judice",
- "p su",
- "paren tal",
- "far age",
- "can a",
- "cap com",
- "koso vo",
- "you re",
- "men stru",
- "stal in",
- "grape fruit",
- "br an",
- "che sa",
- "dav en",
- "exc el",
- "!! )",
- "๠Į",
- "distribu tor",
- "ce a",
- "bride sma",
- "millenni al",
- "wa in",
- "ob serving",
- "mis ery",
- "plan etary",
- "expo sing",
- "bra ised",
- "comp ton",
- "don gha",
- "q l",
- "spring steen",
- "th ul",
- "syl ve",
- "cab o",
- "pal ad",
- "niel sen",
- "gaz ing",
- "ba ja",
- "r oud",
- "orchi ds",
- "johan nesburg",
- "se man",
- "d ji",
- "oper ative",
- "affe ction",
- "eclec tic",
- "at c",
- "mut ant",
- "aw x",
- "nic e",
- "mel bourne",
- "indu lg",
- "tu lip",
- "dias pora",
- "wel p",
- "big gie",
- "mississ auga",
- "retri ever",
- "or an",
- "tam my",
- "c ta",
- "hipp o",
- "seas oned",
- "ger mans",
- "eng v",
- "marvell ous",
- "im f",
- "rela ys",
- "mon tan",
- "maur iti",
- "me ister",
- "as surance",
- "reig ning",
- "su fficient",
- "han e",
- "no thing",
- "pos se",
- "nav y",
- "in love",
- "brigh ton",
- "en qu",
- "ch ung",
- "sweat y",
- "es c",
- "cal ed",
- "man s",
- "nicar agua",
- "sl ices",
- "mo cha",
- "washington post",
- "bb n",
- "dam ned",
- "grow ing",
- "en burg",
- "lo an",
- "me s",
- "wh oops",
- "believ ers",
- "spi el",
- "vo daf",
- "l at",
- "s led",
- "cricke ter",
- "brown e",
- "golf ers",
- "bar ra",
- "wat chers",
- "lu igi",
- "sw amy",
- "mom s",
- "pit ched",
- "san tor",
- "cr s",
- "si re",
- "sc amp",
- "bo de",
- "ste war",
- "jon ny",
- "ent ity",
- "pac qui",
- "mind ful",
- "min india",
- "bear ded",
- "temp t",
- "scorpi on",
- "eat on",
- "authori zed",
- "ar to",
- "s vp",
- "op athy",
- "cch ini",
- "house music",
- "disney world",
- "âĢĶ @",
- "pro pose",
- "di y",
- "expen se",
- "ten g",
- "pupp ets",
- "sm el",
- "d aca",
- "per ry",
- "fin n",
- "boo sting",
- "lefto vers",
- "cou gs",
- "satell ites",
- "man y",
- "az e",
- "g ong",
- "fi e",
- "metho do",
- "fer ries",
- "ðŁ¤Ķ ðŁ¤Ķ",
- "explore rs",
- "load er",
- "attrac ted",
- "il ton",
- "godd amn",
- "pi azza",
- "doc tr",
- "sav ing",
- "paragra ph",
- "visu alization",
- "may ors",
- "work flow",
- "ack les",
- "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ",
- "ठ¸",
- "twer k",
- "clu t",
- "lo ver",
- "te ases",
- "si an",
- "o te",
- "deter ior",
- "accor d",
- "l fw",
- "swar ovski",
- "nat al",
- "tra ps",
- "k ina",
- "analy ze",
- "laye red",
- "bever ages",
- "un it",
- "ran som",
- "pe shaw",
- "dest ined",
- "astro logy",
- "si pping",
- "miley cyrus",
- "cam ino",
- "marshmal low",
- "bli ss",
- "out back",
- "fa q",
- "int oler",
- "humil ity",
- "po ppin",
- "hallo ween",
- "mon tene",
- "op hy",
- "nu n",
- "tattoo ed",
- "a as",
- "ðŁĮ ³",
- "dale y",
- "qual ity",
- "du sa",
- "fisher men",
- "swi f",
- "ter rac",
- "st au",
- "le in",
- "trol ling",
- "ship ment",
- "garden er",
- "march madness",
- "head band",
- "gr t",
- "bur nett",
- "w and",
- "!!!! !!!!!",
- "gh e",
- "du x",
- "hu d",
- "war ner",
- "ðŁĩ ¦",
- "ex ile",
- "rescu e",
- "rat a",
- "d han",
- "duc ati",
- "dro wn",
- "bl ends",
- "spi e",
- "alli gator",
- "simul taneously",
- "broo ke",
- "u ke",
- "k har",
- "comm union",
- "ri ka",
- "ford fc",
- "chin atown",
- "you rown",
- "me y",
- "can al",
- "syste matic",
- "de pri",
- "ox ford",
- "an il",
- "w ut",
- "equ ation",
- "be z",
- "fle ur",
- "the good",
- "lang ley",
- "ad ity",
- "ed ith",
- "al fie",
- "о ÑĤ",
- "en cry",
- "br ill",
- "ex emp",
- "ce sar",
- "mb ling",
- "ab ri",
- "sc icom",
- "j ing",
- "school ing",
- "mi ka",
- "mechan isms",
- "impromp tu",
- "rhe a",
- "moo re",
- "crime a",
- "be sto",
- "wri ght",
- "el ders",
- "ro ds",
- "kam al",
- "folkl ore",
- "be et",
- "mini on",
- "reli eve",
- "thr o",
- "team usa",
- "pas cal",
- "made with",
- "boli via",
- "itt i",
- "free bies",
- "desi red",
- "best selling",
- "l iness",
- "la den",
- "ke ane",
- "mi sts",
- "hipp ie",
- "atta chment",
- "@ /",
- "se w",
- "flan agan",
- "âĿĹ ï¸ı",
- "supre mac",
- "stl cards",
- "si as",
- "q u",
- "rh ys",
- "ste ep",
- "val leys",
- "v w",
- "pav ing",
- "disp at",
- "al ison",
- "por te",
- "id u",
- "new sc",
- "soc ket",
- "mo s",
- "co star",
- "re vo",
- "prote ins",
- "stanley cup",
- "m cal",
- "ear ring",
- "se cs",
- "mc lean",
- "cap ric",
- "nick elo",
- "ad en",
- "v c",
- "shou se",
- "adap tive",
- "maxi mize",
- "entertain er",
- "pro se",
- "gri ffi",
- "six teen",
- "lam ar",
- "mi rage",
- "saudi arabia",
- "awe ather",
- "ru st",
- "in filtr",
- "fashion week",
- "ðŁĺĬðŁĺĬ ðŁĺĬ",
- "selec tive",
- "bubb le",
- "a den",
- "fen nel",
- "deci sive",
- "m ta",
- "mock ing",
- "mb les",
- "st amp",
- "mu le",
- "bernar do",
- "gr in",
- "po tt",
- "j ingle",
- "vet tel",
- "colom bian",
- "cam o",
- "motivation monday",
- "ba han",
- "p ly",
- "dh ary",
- "k ami",
- "x men",
- "sleep er",
- "gar a",
- "my sti",
- "confi dential",
- "conflic ts",
- "p neu",
- "ce s",
- "insur tech",
- "clean se",
- "me rely",
- "va is",
- "tu x",
- "the great",
- "shar on",
- "ma j",
- "hol a",
- "eco systems",
- "aj ay",
- "aa j",
- "hu sh",
- "har mon",
- "backto school",
- "wiki leaks",
- "reflec ted",
- "ðŁĺ ĵ",
- "commemor ating",
- "ac et",
- "buck ingham",
- "messi ah",
- "tu ous",
- "hor net",
- "to be",
- "d q",
- "he ine",
- "mi g",
- "pl ate",
- "nichol son",
- "sp ie",
- "cumber land",
- "nor mal",
- "pho bia",
- "happy halloween",
- "city fc",
- "mc el",
- "gilli an",
- "ke to",
- "lu de",
- "de mise",
- "su ga",
- "str ate",
- "mcgr ath",
- "visit scotland",
- "foo led",
- "cb r",
- "gc se",
- "col ori",
- "po td",
- "missuni verse",
- "fin ances",
- "ma poli",
- "for ks",
- "Ø ´",
- "cann on",
- "medic inal",
- "ðŁĹ ĵ",
- "kh o",
- "wre ck",
- "pan to",
- "bag el",
- "gu ll",
- "syndic ate",
- "ic y",
- "pr c",
- "ki en",
- "zi ka",
- "ti sh",
- "pe ta",
- "c co",
- "li za",
- "ch ut",
- "ex traction",
- "el g",
- "gl i",
- "fu eled",
- "pos it",
- "respec tively",
- "leice ster",
- "br ink",
- "vulner ability",
- "im ported",
- "e sha",
- "ðŁ¦ ħ",
- "r ural",
- "re ll",
- "gam ing",
- "atlan tic",
- "aband on",
- "no ah",
- "re solved",
- "pro state",
- "aller gic",
- "ps d",
- "âĺ ¹",
- "dun geon",
- "fang irl",
- "illumin ated",
- "m hs",
- "white sox",
- "d ently",
- "ck o",
- "endor se",
- "over ly",
- "dazz ling",
- "prior iti",
- "night life",
- "ut il",
- "be have",
- "flam en",
- "east bound",
- "ðŁĴ Ł",
- "ilove you",
- "gov uk",
- "mozam bique",
- "alle gi",
- "dr i",
- "testim onial",
- "ath s",
- "ì§ Ģ",
- "mm y",
- "shab by",
- "pro secco",
- "friend ships",
- "cal am",
- "dam ages",
- "off set",
- "jura ssic",
- "jun o",
- "arre ll",
- "ðŁĴ ©",
- "interven tions",
- "dare devil",
- "car ver",
- "run away",
- "ran e",
- "truste es",
- "ha ute",
- "dep ths",
- "ðŁİ Ń",
- "me in",
- "sacrific es",
- "con cier",
- "ne sting",
- "i zzy",
- "me tam",
- "ilove my",
- "ur ine",
- "du lu",
- "mal hotra",
- "ve ins",
- "night ly",
- "co at",
- "an di",
- "he witt",
- "lon el",
- "ci ble",
- "wr ite",
- "jen nie",
- "sant ac",
- "ĸ ï¸ı",
- "str ato",
- "singapo re",
- "sop rano",
- "kri sten",
- "cheer ful",
- "flee twood",
- "fa iri",
- "m eli",
- "wa st",
- "tur nt",
- "sfor sale",
- "sc rolling",
- "angel ina",
- "ren dition",
- "jeric ho",
- "nick y",
- "or b",
- "fla vo",
- "patri ot",
- "ash eville",
- "sick ness",
- "re fund",
- "aggre ssion",
- "b pl",
- "ãĥ ĥ",
- "elu sive",
- "thi story",
- "hang er",
- "bu ffs",
- "vil las",
- "at kinson",
- "sp h",
- "ja it",
- "decl ined",
- "wo k",
- "supre macy",
- "oo tball",
- "ey ang",
- "ðŁİ ĵ",
- "s ford",
- "ath i",
- "consu me",
- "road ster",
- "e so",
- "u pro",
- "reci pe",
- "au f",
- "uc i",
- "ar on",
- "oo oh",
- "cs go",
- "re ich",
- "mc d",
- "min ute",
- "ladi es",
- "pun k",
- "rut gers",
- "mee k",
- "ariz on",
- "ta j",
- "land lord",
- "de gra",
- "autu mn",
- "lyn x",
- "us f",
- "b hi",
- "fairy tale",
- "dongha e",
- "bet sy",
- "explo ded",
- "chen nai",
- "op a",
- "pro tag",
- "br ant",
- "ðŁĵ °:",
- "g f",
- "pal li",
- "ðŁı¼ âĢįâĻĢï¸ı",
- "su t",
- "ill ini",
- "colum nist",
- "shir tless",
- "de centr",
- "sear ched",
- "ec or",
- "bu ggy",
- "s ack",
- "ðŁĺĤ ðŁĺŃ",
- "de t",
- "ther i",
- "or naments",
- "bring back",
- "to v",
- "quarter finals",
- "ic he",
- "con stra",
- "gi er",
- "buchan an",
- "vi x",
- "kay aking",
- "mu stread",
- "swal low",
- "mel b",
- "sc af",
- "op al",
- "may oral",
- "har at",
- "ðŁ¦ ĭ",
- "schedu les",
- "id f",
- "ha gue",
- "ro z",
- "a ah",
- "d mc",
- "du plic",
- "ca che",
- "orph an",
- "frac ture",
- "rec on",
- "ch av",
- "bun nies",
- "al ain",
- "mustaf a",
- "ðŁİ Ļ",
- "vac ations",
- "dynam ite",
- "tex ted",
- "broad caster",
- "ðŁĴ £",
- "ste amed",
- "rock er",
- "di etary",
- "luxury travel",
- "inaugur ated",
- "sa wards",
- "vaugh n",
- "lincoln shire",
- "click ed",
- "kra ja",
- "f anc",
- "remo ves",
- "layo ffs",
- "mc far",
- "bre eds",
- "win nie",
- "jon ghyun",
- "incen tive",
- "vari ations",
- "pat ton",
- "atur day",
- "persist ent",
- "pr un",
- "pi ers",
- "dal es",
- "æ ĸ",
- "breast feeding",
- "r ance",
- "ta wa",
- "Ĥ âĸ",
- "mur doch",
- "cap tive",
- "thi stle",
- "nic a",
- "commod ity",
- "cou ldnt",
- "board walk",
- "graci ous",
- "practiti oners",
- "n gc",
- "scru m",
- "ner o",
- "camoufla ge",
- "col on",
- "he i",
- "phys icist",
- "saturday morning",
- "ten er",
- "si won",
- "colum ns",
- "bru ne",
- "y vr",
- "ba ir",
- "reti res",
- "hal am",
- "cab er",
- "shaz am",
- "min u",
- "cas cade",
- "milk shake",
- "gri d",
- "d ren",
- "vin cent",
- "so dium",
- "plat ter",
- "cheer leader",
- "chen ko",
- "y ak",
- "elimin ated",
- "ty po",
- "y man",
- "re think",
- "âĿ Ĺ",
- "ts ville",
- "bernardo kath",
- "ex tr",
- "ðŁĺģ ðŁĺģðŁĺģ",
- "ta o",
- "re per",
- "mo ths",
- "em powered",
- "c iting",
- "transpor ted",
- "mon ks",
- "san at",
- "cle ars",
- "bachelore tte",
- "camp bell",
- "racha el",
- "har le",
- "hand ler",
- "climb s",
- "inter ference",
- "rele ase",
- "sh and",
- "r bs",
- "hr h",
- "ãģ ª",
- "val le",
- "r é",
- "sli me",
- "w akes",
- "chu bby",
- "slo an",
- "el ves",
- "ath en",
- "attor neys",
- "micro scope",
- "ston er",
- "sc aling",
- "o be",
- "c out",
- "se man",
- "mid week",
- "bal sam",
- "ðŁĺį âĿ¤",
- "ti ful",
- "v ish",
- "lo tta",
- "ri pping",
- "re mn",
- "ti re",
- "le ap",
- "ha vent",
- "la by",
- "hi mach",
- "whisp ers",
- "we in",
- "ðŁİ ¸",
- "wild flowers",
- "se le",
- "u cc",
- "li ability",
- "az ine",
- "sw ings",
- "k ya",
- "ta ir",
- "re main",
- "e do",
- "flo ps",
- "poc ket",
- "grand ad",
- "exam iner",
- "gr is",
- "ffe ct",
- "ðŁijĬ ðŁı»",
- "stud ded",
- "heart beat",
- "de acon",
- "firm ly",
- "infec tious",
- "ste f",
- "out lines",
- "le asing",
- "cla ws",
- "sen se",
- "tab s",
- "hoo t",
- "mo sul",
- "spa wn",
- "co a",
- "hog warts",
- "ve in",
- "alban ia",
- "manu el",
- "b ino",
- "vaux hall",
- "scot land",
- "go bucks",
- "mat ty",
- "phy sio",
- "tor ino",
- "const able",
- "investig ated",
- "s lower",
- "mistak en",
- "bay er",
- "wild fires",
- "vo ic",
- "x on",
- "time to",
- "chas sis",
- "bar ric",
- "pi on",
- "bald head",
- "woo k",
- "regi str",
- "dra fts",
- "b hs",
- "li gue",
- "l ick",
- "staf fordshire",
- "baf ta",
- "dar ry",
- "je anne",
- "ven ding",
- "cor p",
- "⼠³ï¸ı",
- "kid dos",
- "fen way",
- "ca o",
- "west bound",
- "ðŁĺ Ļ",
- "dv r",
- "quick er",
- "bla h",
- "goo die",
- "ðŁĴĭ ðŁĴĭ",
- "vo x",
- "esp er",
- "fac ade",
- "cor relation",
- "red bull",
- "rou p",
- "decl ining",
- "chi ve",
- "mc gee",
- "tur o",
- "in der",
- "f eller",
- "fu g",
- "il ysm",
- "mar di",
- "peshaw ar",
- "ki eran",
- "ine ma",
- "meat balls",
- "pe ck",
- "depre ssing",
- "sen sing",
- "gi z",
- "dd ington",
- "spring watch",
- "ro aming",
- "yellow stone",
- "horse shoe",
- "am man",
- "week day",
- "ol or",
- "ðŁ¥ °",
- "boo sts",
- "spr int",
- "scar ves",
- "je e",
- "bee tro",
- "cl an",
- "all the",
- "ìĦ ¸ë",
- "enlighten ment",
- "ado be",
- "re generation",
- "? @",
- "cont ag",
- "yach ts",
- "to u",
- "mor a",
- "en voy",
- "r ani",
- "go li",
- "dhanush kraja",
- "wood working",
- "streng ths",
- "se di",
- "disc s",
- "ar ina",
- "sc on",
- "lit e",
- "ano ther",
- "ðŁ¥ Ĭ",
- "ye men",
- "gu ern",
- "sav vy",
- "lo yed",
- "biom ed",
- "heart break",
- "comra des",
- "milli e",
- "pat ch",
- "un f",
- "jar vis",
- "bl aming",
- "commemor ation",
- "ge y",
- "å ¥",
- "cardio vascular",
- "alig ned",
- "docu ment",
- ". ?",
- "aesthe tics",
- "em u",
- "the irs",
- "le h",
- "ps ic",
- "si f",
- "pl ateau",
- "ex pend",
- "domin ating",
- "rob es",
- "mauriti us",
- "excep tionally",
- "hom er",
- "discover ies",
- "bra un",
- "ten nant",
- "insul in",
- "ðŁİ ®",
- "car bs",
- "te as",
- "? !\"",
- "zi e",
- "franco is",
- "brow sing",
- "th ol",
- "cla rence",
- "hel per",
- "ob tained",
- "cas sie",
- "le es",
- "! ,",
- "pome gran",
- "hu bs",
- "presti ge",
- "] [",
- "mach er",
- "bott led",
- "pun ch",
- "pi pe",
- "o ch",
- "gall ons",
- "deliver ies",
- "u ra",
- "un day",
- "mon de",
- "depic ts",
- "re gency",
- "outra geous",
- "khal ed",
- "car o",
- "he arti",
- "za g",
- "develop mental",
- "over coming",
- "stati stical",
- "flavo red",
- "for ds",
- "cre atives",
- "lau rence",
- "di as",
- "sun screen",
- "in ked",
- "pre acher",
- "n ul",
- "impac ting",
- "auti stic",
- "âļ Ķï¸ı",
- "o ss",
- "pel icans",
- "cele ste",
- "v b",
- "ru mp",
- "mc gra",
- "fair fax",
- "hu mor",
- "bbc news",
- "row ling",
- "cal der",
- "seam less",
- "ag ne",
- "p ti",
- "mix ed",
- "t shirts",
- "mer ci",
- "b tob",
- "women instem",
- "genealo gy",
- "pre ven",
- "l our",
- "cra dle",
- "gi use",
- "Ð ¾",
- "chron o",
- "fair ness",
- "chocol ate",
- "tor y",
- "as da",
- "pre scott",
- "stret ched",
- "al man",
- "u il",
- "re charge",
- "in tre",
- "ob st",
- "hosp ital",
- "hay ward",
- "teneri fe",
- "fried man",
- "vap ing",
- "confe ssions",
- "ye ah",
- "bal li",
- "luck now",
- "cor pse",
- "sculp tor",
- "amp ton",
- "t pp",
- "indic ates",
- "sur plus",
- "tru man",
- "ðĿ Ļ",
- "sin ha",
- "in vo",
- "sovere ign",
- "ke v",
- "establi shing",
- "engra ved",
- "assu ming",
- "ðŁı ģ",
- "sou za",
- "fab i",
- "ton ed",
- "oun ge",
- "del oit",
- "dow ney",
- "no ble",
- "om or",
- "car tridge",
- "ðŁı IJ",
- "u hur",
- "hol loway",
- "succe sses",
- "r sa",
- "âĦ ¢",
- "ma zz",
- "tw d",
- "disc ourse",
- ". <",
- "y at",
- "satis fy",
- "com pri",
- "ठ¹",
- "graph ite",
- "disser tation",
- "ar ter",
- "í Ķ",
- "b ally",
- "zom bi",
- "ly ons",
- "a ic",
- "u bc",
- "pra da",
- "e il",
- "da x",
- "cla i",
- "grand daughter",
- "extravag anza",
- "chall enge",
- "ðŁ¤ ŀ",
- "po ver",
- "primar ily",
- "dad dy",
- "man a",
- "bi kers",
- "inqui ries",
- "da un",
- "fel ine",
- "gener ative",
- "he f",
- "benef iting",
- "lind sey",
- "pol ka",
- "demonstr ated",
- "al le",
- "rand y",
- "o su",
- "low key",
- "weir dest",
- "red bull",
- "our y",
- "n ous",
- "wood stock",
- "cre denti",
- "nic er",
- "g ado",
- "aly ss",
- "ap h",
- "prepa redness",
- "station ary",
- "incorpor ated",
- "dy er",
- "sarato ga",
- "cele sti",
- ": \"",
- "antibio tics",
- "or gs",
- "inde fin",
- "ap ron",
- "и Ð",
- "fif teen",
- "no f",
- "ðŁĶ Ŀ",
- "ph x",
- "te ga",
- "m z",
- "organiz ational",
- "on air",
- "band ung",
- "pleas ures",
- "mor i",
- "secre tari",
- "rac coon",
- "ca shi",
- "pil ates",
- "k on",
- "geof frey",
- "la o",
- "kam p",
- "depart ments",
- "back packing",
- "an am",
- "Ã «",
- "crack down",
- "aun ty",
- "on do",
- "li zzie",
- "ph ers",
- "cu n",
- "ðŁĩ ±",
- "k pop",
- "pu t",
- "inten tional",
- "connol ly",
- "bar clays",
- "hs fb",
- "swin don",
- "u ku",
- "s ally",
- "a int",
- "âľ ħ",
- "pen ang",
- "up lifting",
- "epile psy",
- "inter ro",
- "bun gal",
- "go ku",
- "blue berries",
- "ठ¦",
- "u ssia",
- "sil ky",
- "mou red",
- "i stic",
- "bri efs",
- "me ats",
- "go b",
- "ch aser",
- "state wide",
- "pra sad",
- "gl itch",
- "ar in",
- "ban ff",
- "memb er",
- "ðŁĺŃ âĿ¤ï¸ı",
- "lo ving",
- "hall a",
- "ภ¡",
- "smo kers",
- "yak u",
- "scicom m",
- "physi o",
- "sw ol",
- "lem ons",
- "gel ato",
- "ch ool",
- "capit als",
- "ki stan",
- "ti ghts",
- "spi kes",
- "trav ellers",
- "ik lan",
- "commissi oning",
- "ar ine",
- "emabiggest fans",
- "empha sis",
- "front line",
- "pad dock",
- "destruc tive",
- "ba ha",
- "l inger",
- "je wish",
- "shet land",
- "mc gin",
- "mon key",
- "ko z",
- "s one",
- "raj ini",
- "te h",
- "y en",
- "c vs",
- "masqu er",
- "gir ly",
- "we sle",
- "was nt",
- "bro dy",
- "termin ator",
- "gil le",
- "mag gi",
- "bir die",
- "jeopar dy",
- "cu bic",
- "vm ware",
- "intric ate",
- "an up",
- "to pia",
- "east on",
- "sab res",
- "investig ates",
- "bu sting",
- "bil ingual",
- "valent ino",
- "in format",
- "fer re",
- "advent ur",
- "hydr ate",
- "for sy",
- "az iz",
- "san to",
- "e de",
- "whist ler",
- "continu ously",
- "d ham",
- "un used",
- "ji had",
- "addic tive",
- "vi dy",
- "do b",
- "i do",
- "fi ed",
- "ni versary",
- "n one",
- "fu er",
- "ðŁĺį ðŁĺĺ",
- "coven ant",
- "prin table",
- "immac ulate",
- "o em",
- "cl t",
- "serv ants",
- "consu med",
- "un released",
- "sc um",
- "pack aged",
- "me re",
- "ìĦ¸ë ¸",
- "to by",
- "ta f",
- "spo ons",
- "me al",
- "f ball",
- "fair field",
- "jan et",
- "silver stone",
- "dart mouth",
- "follow me",
- "voy ager",
- "kom bat",
- "anni ver",
- "ene w",
- "mag dal",
- "ho ve",
- "sa th",
- "grizz ly",
- "car di",
- "gart ner",
- "sand y",
- "kan ye",
- "post ure",
- "po ign",
- "im pulse",
- "radio logy",
- "horiz ons",
- "si am",
- "aish war",
- "= =>",
- "no che",
- "tr is",
- "el yn",
- "com me",
- "du i",
- "ce c",
- "councill ors",
- "cudd ling",
- "creep ing",
- "loc ke",
- "manag es",
- "trans ferred",
- "ne cks",
- "di er",
- "dan o",
- "v ick",
- "lun ches",
- "d he",
- "en sures",
- "cri ss",
- "ul ster",
- "bann on",
- "cont enders",
- "sp am",
- "sweet ness",
- "med al",
- "hon duras",
- "arc tic",
- "ultra sound",
- "in fr",
- "disco vers",
- "ei ffel",
- "ca sters",
- "ru ben",
- "du st",
- "awe ed",
- "atri um",
- "lest we",
- "se ared",
- "ðŁĵº :",
- "ty ne",
- "ex changes",
- "little mix",
- "l le",
- "astron auts",
- "hersh ey",
- "work day",
- "kno b",
- "so v",
- "re signs",
- "today show",
- "der man",
- "an th",
- "af c",
- "ta ster",
- "sw oo",
- "sa eed",
- "per ing",
- "narrow ly",
- "rn li",
- "best buy",
- "panas onic",
- "obst acle",
- "farmer s",
- "ðŁİ Ļ",
- "pa wan",
- "ki est",
- "ang ers",
- "absur d",
- "oh my",
- "sin o",
- "pist achi",
- "sp ice",
- "giu li",
- "prime time",
- "ko w",
- "k ens",
- "ex agger",
- "! ?!",
- "u ba",
- "midd les",
- "ju dd",
- "e jec",
- "slam med",
- "pen sions",
- "of a",
- "re create",
- "b hp",
- "xx l",
- "liver pool",
- "thre sh",
- "pur ity",
- "ni eu",
- "hol ics",
- "wr ath",
- "ra do",
- "gli o",
- "am ma",
- "dile mma",
- "cr u",
- "lets go",
- ".... @",
- "âĿ ĵ",
- "sugge sting",
- "tru mps",
- "hor us",
- "f v",
- "ic om",
- "refer ring",
- "predic tive",
- "tar ts",
- "ge tte",
- "so ck",
- "glo ssy",
- "pin ky",
- "al ec",
- "thy me",
- "ou ra",
- "thero ad",
- "pe tr",
- "cr am",
- "p fi",
- "dv n",
- "me ier",
- "incen tives",
- "tun nels",
- "mobi l",
- "rec ap",
- "extra s",
- "upri ght",
- "rev amp",
- "per severance",
- ", -",
- "ot p",
- "mir ror",
- "ar wx",
- "ger ry",
- "ma her",
- "g or",
- "hom epage",
- "am is",
- "ag ra",
- "made le",
- "best friend",
- "sirius xm",
- "bun dles",
- "admir ing",
- "t dsb",
- "ðŁį ģ",
- "ch as",
- "slow ing",
- "ro h",
- "wall papers",
- "âĢ¦ /",
- "tek ken",
- "gang s",
- "tal a",
- "lind say",
- "shou l",
- "line backer",
- "tool kit",
- "ur anium",
- "caly p",
- "ab rams",
- "mat thi",
- "ðŁı ¿",
- "hon ourable",
- "da yo",
- "ver sail",
- "tan k",
- "st c",
- "fr itz",
- "spl end",
- "pat ag",
- "anno yed",
- "on day",
- "devast ated",
- "chattanoo ga",
- "national ism",
- "mas sey",
- "jen n",
- "tail or",
- "dev gn",
- "org ans",
- "zu cchini",
- "on fox",
- "sat ire",
- "wex ford",
- "dis grace",
- "no to",
- "vol ta",
- "âĿ¤ï¸ıâĿ¤ï¸ı âĿ¤ï¸ıâĿ¤ï¸ı",
- "à ¶",
- "home owners",
- "poin ter",
- "m cr",
- "au sten",
- "day sto",
- "mo ons",
- "pal ma",
- "gra zing",
- "e so",
- "influen cers",
- "shahid kapoor",
- "compli ant",
- "measure ments",
- "develop s",
- "y d",
- "par l",
- "p vt",
- "rand olph",
- "tor tured",
- "ger ald",
- "eli as",
- "deepi kap",
- "war mup",
- "hick ory",
- "g ap",
- "co ffin",
- "am our",
- "re neg",
- "moun ting",
- "seven s",
- "ig le",
- "hi er",
- "dec ad",
- "tri ght",
- "esc apes",
- "wer ner",
- "t fl",
- "ful filled",
- "ni ger",
- "sour dough",
- "re aper",
- "choo ses",
- "spin ner",
- "week nd",
- "fil tered",
- "sh uk",
- "kat i",
- "old ham",
- "open source",
- "kh anna",
- "at elier",
- "conne c",
- "opho bic",
- "gla s",
- "complic ations",
- "ar son",
- "counc ils",
- "sm ol",
- "as sy",
- "lur king",
- "ling ui",
- "han ks",
- "e in",
- "Ù ħ",
- "ru gs",
- "n guyen",
- "nou veau",
- "men ace",
- "le v",
- "alad din",
- "ru ining",
- "round about",
- "k m",
- "con or",
- "shoo ps",
- "may day",
- "traum atic",
- "prab has",
- "ka iser",
- "k ita",
- "rou ter",
- "pe dro",
- "re tar",
- "stun ner",
- "spani sh",
- "distur bed",
- "acade my",
- "e learning",
- "wit ty",
- "sen g",
- "fer al",
- "av y",
- "sta b",
- "ke aton",
- "ur du",
- "ko to",
- "hu i",
- "coo ke",
- "ari an",
- "the personal",
- "u ma",
- "se ap",
- "a sting",
- "rhetor ic",
- "hand writing",
- "munici pality",
- "consor tium",
- "ðŁIJ Ł",
- "glasgo w",
- "ra ya",
- "eli za",
- "polym er",
- "bro th",
- "prac ti",
- "correspon dent",
- "addic ts",
- "gay le",
- "ail ing",
- "o fe",
- "p li",
- "hear tw",
- "st itch",
- "sight ings",
- "prie sts",
- "sam o",
- "slo th",
- "good wood",
- "roc co",
- "sab c",
- "summ it",
- "l ace",
- "pres ley",
- "itt en",
- "cin cy",
- "thepersonal network",
- "s week",
- "pe gas",
- "af con",
- "regi stry",
- "ci m",
- "le th",
- "dic ap",
- "cand ice",
- "flu ent",
- "sm ack",
- "pede stri",
- "al oud",
- "car ac",
- "priyan kach",
- "p gh",
- "ir ons",
- "dol ce",
- "lat via",
- "dece ased",
- "thero ck",
- "cla p",
- "cen e",
- "fo am",
- "morris sey",
- "gre t",
- "essenti ally",
- "com cast",
- "be agle",
- "argu es",
- "ing ed",
- "- âĢ¦",
- "sa g",
- "ha san",
- "ðŁĻ Ĩ",
- "ðŁį °",
- "nh ra",
- "kann ada",
- "indic ators",
- "on er",
- "bri xton",
- "at as",
- "screen play",
- "sor ority",
- "sha heed",
- "he em",
- "class mates",
- "tain ment",
- "es i",
- "breast cancer",
- "zucker berg",
- "aur or",
- "en cia",
- "ref ers",
- "kae per",
- "vor tex",
- "com part",
- "lym ph",
- "photograph ing",
- "ste ff",
- "rest ling",
- "par sley",
- "mom ento",
- "th man",
- "lac king",
- "du tt",
- "ocu lus",
- "fin o",
- "fren zy",
- "ra sc",
- "der n",
- "dis missed",
- "noo k",
- "met gala",
- "sh ill",
- "rapha el",
- "maver icks",
- "exhib its",
- "eag erly",
- "c pa",
- "amen ities",
- ". âłĢ",
- "exo dus",
- "ern st",
- "lit a",
- "deal t",
- "womens march",
- "i ain",
- "score board",
- "campe ones",
- "c en",
- "ti ki",
- "garri son",
- "fidel ity",
- "bra g",
- "road map",
- "psy chop",
- "lo e",
- "ble u",
- "ðŁijĬ ðŁı¼",
- "sau vi",
- "spr inger",
- "temp tation",
- "ru dolph",
- "ac ura",
- "wic z",
- "parach ute",
- "stro l",
- "len ny",
- "zi k",
- "dom s",
- "nb af",
- "al pac",
- "vivi an",
- "ro ve",
- "pre et",
- "perpe tu",
- "sna ke",
- "air soft",
- "infl atable",
- "prin ces",
- "ati e",
- "ffe y",
- "pati ent",
- "m ire",
- "chel le",
- "sl ack",
- "groo vy",
- "# :",
- "up loading",
- "!!!!!!!! !!!!!!!!",
- "siem ens",
- "provi sion",
- "v fx",
- "need y",
- "f ats",
- "to poli",
- "bhu tto",
- "sa thletics",
- "alu ms",
- "t winning",
- "south western",
- "adop ting",
- "last night",
- "man ne",
- "la ga",
- "tw ell",
- "ac ia",
- "-- --",
- "eye wear",
- "hur ley",
- "fle e",
- "sa ch",
- "pe cker",
- "cost ly",
- "is k",
- "cr ates",
- "polic y",
- "ero sion",
- "in go",
- "wer k",
- "ðŁIJ į",
- "torto ise",
- "therap ies",
- "inter net",
- "chihuahu a",
- "ri ps",
- "fre i",
- "ed or",
- "tai ji",
- "t fc",
- "do d",
- "demp sey",
- "christ in",
- "chen g",
- "hi ps",
- "gra eme",
- "com passionate",
- "cavali ers",
- "histor ic",
- "soul ful",
- "crimin al",
- "ja c",
- "vin ci",
- "expi red",
- "sur at",
- "turi smo",
- "k ona",
- "se aweed",
- "ber ts",
- "le ica",
- "expre ssing",
- "a al",
- "wor t",
- "break fast",
- "her ring",
- "am used",
- "rhu barb",
- "mar tian",
- "cospla yer",
- "y ash",
- "stri al",
- "ra ul",
- "refer ral",
- "dw ts",
- "j w",
- "ad ler",
- "cur tains",
- "gu r",
- "val ence",
- "tyr one",
- "sw fc",
- "coach ed",
- "re born",
- "diabe tic",
- "cho ke",
- "nor folk",
- "investig ative",
- "ðŁĴ¯ ðŁĴ¯",
- "z id",
- "v mas",
- "phi e",
- "objec tives",
- "âľ ĭ",
- "over due",
- "di vers",
- "mat su",
- "ðŁİŁ ï¸ı",
- "casu alties",
- "ภ§",
- "al k",
- "stand ardi",
- "re alist",
- "arti facts",
- "pand or",
- "ke x",
- "in vin",
- "( !)",
- "ine y",
- "par aly",
- "mr t",
- "fay e",
- "the voice",
- "on ga",
- "de ed",
- "skin ner",
- "az wx",
- "speci men",
- "priyankach opra",
- "nu evo",
- "bar kley",
- "toulou se",
- "resu mes",
- "football ers",
- "cit i",
- "fe tch",
- "è re",
- "lestwe forget",
- "ðŁĻ ĭ",
- "ch unk",
- "dri fting",
- "manipul ation",
- "equ als",
- "pu tt",
- "ky ungsoo",
- "âĿ¤ï¸ı #",
- "ela stic",
- "par ano",
- "fo y",
- "do ping",
- "cin cy",
- "ss ler",
- "interrup ted",
- "al ay",
- "ado res",
- "ame thy",
- "con voy",
- "ãĢ ı",
- "Ĭ ãģ",
- "black list",
- "gener als",
- "sa chin",
- "bru shed",
- "oun ces",
- "non stop",
- "illi ams",
- "bt sarmy",
- "u av",
- "ru ff",
- "bur ma",
- "bi k",
- "defen ce",
- "schul tz",
- "bo asts",
- "lonel iness",
- "go re",
- "trans forms",
- "alum na",
- "@ @",
- "ra ppers",
- "ne hru",
- "car o",
- "himalay an",
- "wearab les",
- "ge h",
- "pepper mint",
- "re development",
- "flam ingo",
- "cos by",
- "big baldhead",
- "ag ri",
- "bare foot",
- "sco pes",
- "re gram",
- "gh ana",
- "ðŁİ «",
- "i heart",
- "sa die",
- "carri e",
- "microbi al",
- "ku ala",
- "sk ater",
- "quer que",
- "âĻ ©",
- "gen res",
- "reas oning",
- "ch ased",
- "as o",
- "sli pped",
- "en can",
- "vam os",
- "ker s",
- "ad verse",
- "mo il",
- "commod ities",
- "with you",
- "sil ent",
- "hy pe",
- "an de",
- "am ination",
- "whi spe",
- "lit z",
- "âļ½ï¸ı âļ½ï¸ı",
- "ri ff",
- "pp y",
- "lam bs",
- "gan esh",
- "ab sent",
- "regu lator",
- "marse ille",
- "en roll",
- "par cel",
- "wa p",
- "by rd",
- "ðŁĩ Ń",
- "tu ber",
- "country music",
- "par l",
- "contro llers",
- "responsi bilities",
- "we y",
- "ch ate",
- "montene gro",
- "chic o",
- "mil an",
- "l ms",
- "tra inees",
- "appropri ately",
- "un certain",
- "popp ies",
- "ed sheeran",
- "nutr itious",
- "gar o",
- "deut sch",
- "awe some",
- "ãĥ ¼",
- "comfor tably",
- "land marks",
- "et i",
- "re usable",
- "daniel le",
- "ro sal",
- "co les",
- "just ic",
- "c cs",
- "f anny",
- "ni m",
- "mc u",
- "clin ch",
- "at ene",
- "mer ge",
- "im db",
- "ang lo",
- "uc cino",
- "pan ini",
- "an not",
- "bur berry",
- "feat ure",
- "predic ting",
- "fashioni sta",
- "s ask",
- "imag inary",
- "mm o",
- "south sudan",
- "spe ar",
- "hu bble",
- "jo inthe",
- "coyo tes",
- "sli go",
- "ko dak",
- "sit com",
- "polaro id",
- "roo ted",
- "corru p",
- "ðŁĻĮ ðŁĻĮ",
- "bris ban",
- "at z",
- "ah l",
- "re my",
- "tal ent",
- "aval on",
- "ra da",
- "pau line",
- "locom otive",
- "go ons",
- "ne mo",
- "maser ati",
- "ic u",
- "stu tt",
- "histor ically",
- "sm b",
- "pres by",
- "avo id",
- "so oners",
- "rhine stone",
- "w ad",
- "ri sing",
- "tro t",
- "mo des",
- "reg ent",
- "optimi ze",
- "re ece",
- "sm u",
- "ver ti",
- "newyork city",
- "cor tez",
- "ra c",
- "in case",
- "sin c",
- "fiel ding",
- "e tta",
- "tiff any",
- "al monds",
- "sad dle",
- "k rat",
- "mat ter",
- "g low",
- "star ving",
- "gl o",
- "cra ppy",
- "sl ur",
- "st d",
- "monit ors",
- "recei pt",
- "maymay entrata",
- "mc il",
- "un is",
- "rain bows",
- "cal dwell",
- "pacqui ao",
- "j op",
- "a fe",
- "hoo k",
- "es sen",
- "wiz ard",
- "medi an",
- "fla ws",
- "com s",
- "âĿ Ħ",
- "ing h",
- "ha ynes",
- "anton io",
- "tem plates",
- "ou ter",
- "na w",
- "cardi gan",
- "bel grade",
- "ðŁĴ ī",
- "hom o",
- "a ise",
- "ro pes",
- "no ve",
- "what you",
- "tri gge",
- "concep tion",
- "ad ukone",
- "na di",
- "fri ars",
- "sw er",
- "adju sted",
- "hot line",
- "san ity",
- "kau r",
- "down loading",
- "c gi",
- "ten or",
- "eth nic",
- "app alach",
- "ภ¸",
- "pa g",
- "gol ds",
- "on set",
- "investig ator",
- "car tel",
- "peace fully",
- "jarre tt",
- "cat alan",
- "poli o",
- "n um",
- "fru stration",
- "dhar ma",
- "my life",
- "âľĮ ðŁı»",
- "aber deen",
- "mu sa",
- "bin der",
- "spark ly",
- "fle eing",
- "instin ct",
- "co ping",
- "domin ance",
- "ill ers",
- "er a",
- "u conn",
- "lo oms",
- "living ston",
- "gal i",
- "he s",
- "c ma",
- "bel a",
- "se ley",
- "mon k",
- "la ch",
- "mar x",
- "Â ´",
- "m erica",
- "woman in",
- "es sex",
- "ra ina",
- "jim i",
- "nep tune",
- "z ack",
- "chine se",
- "mart ins",
- "chand elier",
- "her n",
- "with us",
- "ear l",
- "asph alt",
- "modu les",
- "st p",
- "ul la",
- "psychi atric",
- "mile age",
- "captiv ating",
- "si der",
- "men to",
- "mor t",
- "tran ce",
- "tal bot",
- "ab by",
- "ì ĥ",
- "âľĮ ðŁı¼",
- "j ak",
- "daw n",
- "turn up",
- "scre wed",
- "fe ds",
- "blue print",
- "ðŁĴĸ ðŁĴĸ",
- "har sh",
- "er os",
- "insom nia",
- "ban kers",
- "ta emin",
- "mis conduct",
- "hu mber",
- "gi di",
- "edu ardo",
- "con a",
- "musc ular",
- "consu ming",
- "ra sh",
- "don nie",
- "di pped",
- "col lie",
- "samu el",
- "melt down",
- "ðŁĺįðŁĺį ðŁĺį",
- "me z",
- "exam ining",
- "schwar tz",
- "pri stine",
- "ðŁIJ Ŀ",
- "ve it",
- "ful filling",
- "an esthe",
- "gue sses",
- "dra ft",
- "som me",
- "soli d",
- "pati onal",
- "ho ped",
- "evolu tionary",
- "all er",
- "enter tained",
- "sli ps",
- "lud wig",
- "conclu des",
- "sen sible",
- "bon net",
- "cra ze",
- "tra s",
- "haz ards",
- "const antine",
- "ed ics",
- "star trek",
- "to c",
- "occu pational",
- "in cheon",
- "deepikap adukone",
- "pizz as",
- "new comer",
- "de part",
- "oppre ssion",
- "ebon y",
- "foss ils",
- "tro jan",
- "el en",
- "ste aks",
- "k hou",
- "positi oning",
- "ug by",
- "red cross",
- "ak h",
- "dol ce",
- "us mnt",
- "pp en",
- "dil ig",
- "ma vs",
- "call er",
- "cost ello",
- "⼠Ħ",
- "dy n",
- "thing s",
- "rhin os",
- "a xi",
- "sar kar",
- "con vocation",
- "att ers",
- "ss ss",
- "fun gus",
- "eu gen",
- "russ o",
- "squ at",
- "w sb",
- "eli on",
- "william sburg",
- "s off",
- "defici ency",
- "be arer",
- "o kin",
- "key stone",
- "t wain",
- "cal ming",
- "break able",
- "wa res",
- "horser acing",
- "com bs",
- "bun ting",
- "u it",
- "t land",
- "ðŁĴĻðŁĴĻ ðŁĴĻ",
- "ga stron",
- "sab ot",
- "ick ers",
- "commissi oners",
- "sen ate",
- "ii ot",
- "ath ena",
- "nit rogen",
- "an tony",
- "ero tic",
- "di alo",
- "mis sou",
- "hypo cr",
- "âľ Ī",
- "kaeper nick",
- "can v",
- "d roo",
- "clevel and",
- "o sh",
- "mon sta",
- "stefan o",
- "^ )",
- "sh ul",
- "po ison",
- "ha e",
- "commerci als",
- "ma ul",
- "nit ro",
- "co worker",
- "alo e",
- "vap or",
- "t ents",
- "russi an",
- "qu id",
- "question able",
- "mid get",
- "po ker",
- "girl friends",
- "sin the",
- "erit rea",
- "ten ure",
- "depos its",
- "buc keyes",
- "spot ter",
- "theod ore",
- "trin ity",
- "joaqu in",
- "u cci",
- "follow the",
- "caf c",
- "mp a",
- "ðŁIJ »",
- "plo tting",
- "dom ino",
- "ta ek",
- "sion ally",
- "dicap rio",
- "pa p",
- "car mel",
- "ig er",
- "bt cc",
- "beth le",
- "www bigbaldhead",
- "foo die",
- "bagh dad",
- "mason ry",
- "off ended",
- "à ·",
- "ภģ",
- "sc ro",
- "vers es",
- "ori ent",
- "ar ches",
- "pi yu",
- "know your",
- "gre e",
- "ta kers",
- "gu ard",
- "dish on",
- "bucket list",
- "bha fc",
- "war dly",
- "ðŁİīðŁİ Ĭ",
- "leigh ton",
- "pe w",
- "stra y",
- "assaul ted",
- "in hal",
- "ly fe",
- "amar keting",
- "l x",
- "kat z",
- "ubun tu",
- "me o",
- "carto onist",
- "turno ver",
- "mi z",
- "dis like",
- "mul len",
- "mo f",
- "bl and",
- "hi des",
- "emer ges",
- "chori zo",
- "truste e",
- "ma hog",
- "lan sing",
- "paralym pic",
- "fa int",
- "fa una",
- "ch al",
- "sn ar",
- "cat h",
- "bent on",
- "cast illo",
- "sli ppery",
- "apric ot",
- "oec d",
- "bar o",
- "l z",
- "he ming",
- "clow ns",
- "co workers",
- "peru vian",
- "commu ters",
- "y ell",
- "ðŁļ ´",
- "under ing",
- "v j",
- "tt p",
- "fli pk",
- "w ana",
- "soc ent",
- "Ĥâĸ Ĥâĸ",
- "ठĤ",
- "oo sa",
- "jag ger",
- "di sm",
- "e less",
- "d ham",
- "cali f",
- "a official",
- "ec lip",
- "harro gate",
- "gra pp",
- "com rade",
- "n tr",
- "concentr ate",
- "thi ghs",
- "bit coin",
- "bel arus",
- "ë ĵ",
- "end uring",
- "now watching",
- "industri al",
- "pi p",
- "ar on",
- "ar at",
- "Â ®",
- "whit by",
- "oooo ooo",
- "sa ree",
- "tic als",
- "mis leading",
- "yo on",
- "year s",
- "sle igh",
- "roman ian",
- "sciss ors",
- "vam pires",
- "ac up",
- "ab ba",
- "th weeksary",
- "cent ri",
- "fl ye",
- "u o",
- "c bi",
- "bu ena",
- "sin d",
- "mar ino",
- "bur r",
- "re building",
- "ठ²",
- "anniver saire",
- "ac ca",
- "ðŁĴĢ ðŁĴĢ",
- "gett ing",
- "tu lips",
- "wolf pack",
- "âľį ï¸ı",
- "more than",
- "ta kin",
- "ðŁ¤ĺ ðŁı»",
- "u be",
- "mon ic",
- "dou bts",
- "mo wer",
- "co balt",
- "don ne",
- "specul ation",
- "argu ably",
- "kak u",
- "htt ps",
- "prosecu tion",
- "din ah",
- "stam atic",
- "disclo sed",
- "bever ly",
- "fl wx",
- "cra bs",
- "extraordin aire",
- "war mest",
- "imper i",
- "o logists",
- "trac es",
- "par c",
- "lake side",
- "am r",
- "ter i",
- "hour ly",
- "domin ation",
- "ar row",
- "shrews bury",
- "ance stry",
- "wr angler",
- "trigge red",
- "pen sac",
- "roo ster",
- "survi ves",
- "a on",
- "bo ko",
- "val or",
- "love is",
- "la g",
- "pe y",
- "fo cal",
- "out laws",
- "bl anc",
- "artic ho",
- "wit s",
- "marsh all",
- "die go",
- "support small",
- "u ca",
- "sa h",
- "je et",
- "syn ago",
- "gover ning",
- "ðŁĴ ¬",
- "sal ads",
- "cre ate",
- "miri am",
- "cen sored",
- "ami de",
- "no u",
- "z eta",
- "allegi ance",
- "* )",
- "bl m",
- "ric an",
- "pa stors",
- "oly mpus",
- "blo c",
- "whir l",
- "star ry",
- "pr one",
- "y k",
- "p ne",
- "congratul ating",
- "be v",
- "so ber",
- "love island",
- "sa ir",
- "an ing",
- "tutor ials",
- "q e",
- "lun d",
- "in ist",
- "cle ver",
- "taxpay er",
- "ali z",
- "wren ch",
- "dd ling",
- "cap ri",
- "h pa",
- "ðŁı» âĢįâĻĤï¸ı",
- "na j",
- "o j",
- "futuri stic",
- "jelly fish",
- "ðŁĶ¥ðŁĶ¥ ðŁĶ¥ðŁĶ¥",
- "cel ery",
- "plan k",
- "fil a",
- "ne me",
- "un healthy",
- "lec tions",
- "ðŁ§ ¡",
- "rit chie",
- "n ws",
- "mi kha",
- "wonder woman",
- "âĢ İ",
- "hip stamatic",
- "ka g",
- "ðŁĴľðŁĴľ ðŁĴľ",
- "poul try",
- "mo w",
- "wor ds",
- "lo ff",
- "ðŁ¤£ ðŁ¤£",
- "relat able",
- "re mixes",
- "keny atta",
- "ke m",
- "re signed",
- "fo d",
- "stra igh",
- "j lo",
- "hu tch",
- "box ers",
- "colle en",
- "mag s",
- "instruc tional",
- "ko l",
- "attrac ts",
- "pra g",
- "account ant",
- "go ggles",
- "br u",
- "th ole",
- "mar row",
- "leu ke",
- "oc to",
- "pon ds",
- "bubb ly",
- "he ist",
- "ìĹ ij",
- "im p",
- "a har",
- "ha unt",
- "hall mark",
- "psy ch",
- "kkkk kkkk",
- "col umb",
- "jump suit",
- "cost co",
- "si delines",
- "ag gies",
- "over turned",
- "ni b",
- "key chain",
- "fu k",
- "f af",
- "mi am",
- "assist ants",
- "cy cled",
- "ri der",
- "dam mit",
- "red wings",
- "mag es",
- "kin s",
- "ì Ĥ",
- "ho d",
- "son t",
- "carol ine",
- "\" '",
- "cu le",
- "bra id",
- "fel ony",
- "ar ities",
- "ruther ford",
- "depic tion",
- "isab elle",
- "ro ach",
- "k day",
- "fifth harmony",
- "em y",
- "li gam",
- "bari sta",
- "albu querque",
- "gro ss",
- "ðŁį º",
- "oo ks",
- "ðŁij ¼",
- "dun can",
- "try in",
- "jag s",
- "g ould",
- "li tho",
- "âģ £",
- "а Ð",
- "sam my",
- "tun g",
- "cas ser",
- "apo lo",
- "aaaa a",
- "man g",
- "as ics",
- "sh en",
- "p ye",
- "tur bul",
- "ss p",
- "saint sfc",
- "on lin",
- "n anny",
- "he ster",
- "do z",
- "ภĶ",
- "th read",
- "ren ts",
- "kh and",
- "ðŁĴª ðŁı½",
- "un conditional",
- "rob son",
- "car re",
- "ph on",
- "sacrific ed",
- "Â £",
- "auto s",
- "par ker",
- "oc a",
- "log in",
- "kee gan",
- "hard cover",
- "dough nuts",
- "ðŁĮ İ",
- "spit fire",
- "refresh ments",
- "saskat oon",
- "commod ore",
- "j f",
- "rub ber",
- "halam adrid",
- "child care",
- "stra da",
- "io m",
- "ri k",
- "dak ar",
- "ther mom",
- "cro pped",
- "gar u",
- "ali k",
- "ven i",
- "i ft",
- "si ka",
- "ritu als",
- "z ul",
- "e ch",
- "Â ©",
- "su dan",
- "l land",
- "i me",
- "do cker",
- "ì ¤",
- "fe ared",
- "fa o",
- "wal ter",
- "no g",
- "mutu als",
- "l h",
- "ali gn",
- "mon ia",
- "concep tart",
- "ðŁĻı ðŁı¼",
- "sco e",
- "compet ence",
- "sw ine",
- "ly me",
- "laun ch",
- "green er",
- "abstract art",
- "inqu is",
- "gran ada",
- "ga elic",
- "flu ff",
- "d backs",
- "grave yard",
- "ba be",
- "acade mic",
- "adventur ous",
- "joh ann",
- "~ !",
- "bi bi",
- "| #",
- "pl ings",
- "gett y",
- "as b",
- "âĿ¤ï¸ı @",
- "staf f",
- "religi ons",
- "bang or",
- "world bookday",
- "me gh",
- "de vin",
- "ash ore",
- "meri dian",
- "gi thub",
- "qui z",
- "all stars",
- "be stest",
- "ir resi",
- "ack er",
- "do te",
- "war rington",
- "pol ly",
- "newor leans",
- "cr ou",
- "wi gs",
- "che y",
- "smithson ian",
- "la sag",
- "de tour",
- "bor is",
- "stra ps",
- "mari ah",
- "inten tionally",
- "ko h",
- "ðŁį ¸",
- "ssi an",
- "mar issa",
- "cor al",
- "episcop al",
- "casu alty",
- "tom o",
- "supply chain",
- "sam p",
- "on go",
- "ro o",
- "cavi ar",
- "p fw",
- "clau dio",
- "buff alo",
- "s ations",
- "mat ty",
- "snap back",
- "l ds",
- "al arms",
- "mat te",
- "âĺ Ķï¸ı",
- "conditi oner",
- "d ors",
- "he x",
- "fi zz",
- "a stri",
- "sus sex",
- "secur ity",
- "qa eda",
- "all star",
- "cocac ola",
- "as one",
- "cl icks",
- "sc ans",
- "mu te",
- "he avier",
- "ðŁİ §",
- "âĺ ŀ",
- "lv l",
- "book boost",
- "youtu be",
- "fla shes",
- "f jor",
- "c su",
- "explo de",
- "do dge",
- "cair n",
- "gonz ales",
- "th ill",
- "pel le",
- "hart ley",
- "renew able",
- "re tin",
- "e stre",
- "costar ica",
- "shipy ard",
- "nc fc",
- "pri ya",
- "a ghan",
- "an ath",
- "plu gin",
- "co rey",
- "re bound",
- "or u",
- "kat rin",
- "hor mone",
- "gi m",
- "mahin dra",
- "s sus",
- "park land",
- "har per",
- "fanta stic",
- "infer no",
- "ep ilo",
- "wrest ling",
- "fe ct",
- "c it",
- "ac oun",
- "to ssed",
- "monu mental",
- "char tered",
- "bu st",
- "pe tra",
- "âĮ ļ",
- "wildflower hour",
- "sweat ers",
- "* .",
- "bl er",
- "ate ch",
- "go wan",
- "demo graphic",
- "bra l",
- "suici de",
- "renov ations",
- "vu el",
- "sin ister",
- "ar mani",
- "miso gy",
- "ph arrell",
- "nap s",
- "un iting",
- "crusad ers",
- "cor gi",
- "insu red",
- "than i",
- "no or",
- "g q",
- "d ada",
- "bicy cles",
- "snu ggle",
- "sch an",
- "ten berg",
- "ss al",
- "fe mme",
- "bo il",
- "½ ï¸ı",
- "re ap",
- "occur ring",
- "hus sein",
- "divi d",
- "sto ke",
- "sh alom",
- "na ia",
- "o lic",
- "frustr ating",
- "Ù ĩ",
- "ig s",
- "gro ver",
- "scen arios",
- "n ds",
- "bru tality",
- "med alli",
- "bu on",
- "sas s",
- "skate boarding",
- "ony x",
- "lor ry",
- "ny u",
- "gau tam",
- "mm ings",
- "gu g",
- "end i",
- "lo thian",
- "comm ando",
- "chal k",
- "ph ora",
- "asse ssing",
- "ti gh",
- "crun chy",
- "ad ay",
- "is l",
- "ci ara",
- "pilgri ms",
- "kam al",
- "p to",
- "brit anni",
- "t ani",
- "sm c",
- "l ure",
- "app store",
- "ab y",
- "golf ing",
- "cl c",
- "fa u",
- "an as",
- "shu tting",
- "regul ated",
- "carn age",
- "scow boys",
- "all enge",
- "c ma",
- "humbold t",
- "rel le",
- "ku mb",
- "her i",
- "refin ery",
- "sound check",
- "d wayne",
- "bos nia",
- "i sp",
- "the alth",
- "anni v",
- "relev ance",
- "my a",
- "bag gage",
- "dre ad",
- "s bc",
- "th ed",
- "bu h",
- "hi jab",
- "lo id",
- "ke w",
- "c te",
- "respec t",
- "lovel ies",
- "cu bes",
- "celebr ate",
- "dir t",
- "sav ers",
- "_ ,",
- "gar ment",
- "pulit zer",
- "mas jid",
- "beat port",
- "al arts",
- "encry ption",
- "s ner",
- "ple ads",
- "found ry",
- "sym metry",
- "ru mi",
- "birth place",
- "scallo ps",
- "supp le",
- "pivo tal",
- "t ati",
- "no de",
- "so d",
- "pro xim",
- "tr ics",
- "col dest",
- "bren t",
- "mand u",
- "cla ir",
- "e ach",
- "and alu",
- "hi ddleston",
- "ðŁIJ º",
- "mel ts",
- "v ance",
- "pin n",
- "se ments",
- "scre ened",
- "sa chs",
- "o bl",
- "ic ha",
- "âĺĺ ï¸ı",
- "school ers",
- "heal ed",
- "lo gged",
- "ðŁ¤ĺ ðŁı¼",
- "ic us",
- "bore dom",
- "b ish",
- "b ffs",
- "tal king",
- "sure sh",
- "hoo kem",
- "de on",
- "de fl",
- "ei leen",
- "ðŁį ķ",
- "women intech",
- "ri sotto",
- "rang er",
- "adverti se",
- "ภģà¸",
- "tel ly",
- "la go",
- "dart moor",
- "d ong",
- "sk ates",
- "lo go",
- "un ner",
- "mail box",
- "ma sala",
- "lo oooo",
- "amethy st",
- "che wing",
- "c bb",
- "australi ans",
- "rc mp",
- "game art",
- "# ...",
- "kor n",
- "extre mism",
- "fruit ful",
- "anci ent",
- "pu bg",
- "pol ite",
- "wh it",
- "mur als",
- "m gr",
- "line man",
- "dav ao",
- "ste ms",
- "ten nis",
- "av age",
- "tu pac",
- "gigan tic",
- "hs bc",
- "auto biography",
- "up the",
- "ี à¹Ī",
- "re gal",
- "fig uring",
- "ku l",
- "mis sy",
- "hoo p",
- "gra s",
- "for ums",
- "back lash",
- "abduc ted",
- "p nw",
- "min ic",
- "bu tt",
- "bott oms",
- "at on",
- "ven g",
- "ðŁĮ ı",
- "del aney",
- "prab hu",
- "fan club",
- "over haul",
- "health ye",
- "sy no",
- "aa f",
- "ren amed",
- "kim i",
- "un cle",
- "man city",
- "se u",
- "qu anti",
- "este em",
- "um in",
- "en zo",
- "mel vin",
- "under go",
- "j har",
- "far ah",
- "coast ers",
- "humph rey",
- "mh z",
- "children s",
- "^ .",
- "d hi",
- "disrup tive",
- "integr ating",
- "r nb",
- "over sized",
- "a ide",
- "ne au",
- "docu mentation",
- "ðŁijĢ ðŁijĢ",
- "pal o",
- "hear th",
- "ri yad",
- "pun ctu",
- "abc news",
- "secu res",
- "boy band",
- "bir ch",
- "ju co",
- "tra ff",
- "legislat ors",
- "bay a",
- "ãĤ ¯",
- "no ises",
- "collec ts",
- "s warm",
- "k ner",
- "bi shops",
- "stur geon",
- "snapp ing",
- "mo l",
- "fre aky",
- "chair person",
- "tro p",
- "lyn ch",
- "car cin",
- "art sy",
- "e sto",
- "cha i",
- "fl ur",
- "inv ali",
- "sau sages",
- "im el",
- "j or",
- "fun fact",
- "wit ter",
- "puni shed",
- "ac ons",
- "h ya",
- "re versi",
- "em c",
- "dif fu",
- "z x",
- "sp aw",
- "cla d",
- "d mit",
- "hol land",
- "fre sco",
- "pay roll",
- "ab undant",
- "stu ffing",
- "mor o",
- "c ny",
- "boy cott",
- "wend y",
- "ele ven",
- "pro voc",
- "pil ot",
- "tr x",
- "be ad",
- "climate action",
- "ri on",
- "assi e",
- "ì ĸ",
- "o sm",
- "islam ic",
- "ho ar",
- "good reads",
- "al ici",
- "afterno ons",
- "spoke sman",
- "jo lie",
- "it as",
- "masc ara",
- "âĻ© âĻ«",
- "pre vail",
- "beetro ot",
- "lu jah",
- "k li",
- "dod ger",
- "Â »",
- "ru le",
- "l n",
- "scre am",
- "ho bart",
- "col bert",
- "r tc",
- "er m",
- "pat ro",
- "quo ting",
- "s live",
- "que st",
- "non fiction",
- "semin ary",
- "prosecu tors",
- "ve st",
- "express way",
- "g ge",
- "nau tical",
- "et f",
- "ðŁİīðŁİ Ĭ",
- "dur ation",
- "cha ired",
- "the film",
- "fab io",
- "she h",
- "can o",
- "ðŁĴª ðŁı»",
- "with draw",
- "! :)",
- "cor pus",
- "phen om",
- "yel p",
- "la wn",
- "ent om",
- "snapp er",
- "but te",
- "pin ball",
- "pro xy",
- "libr e",
- "alle vi",
- "n ada",
- "gabri el",
- "fo wl",
- "eure ka",
- "daph ne",
- "tu nes",
- "pun ched",
- "wh ore",
- "jo g",
- "ren tial",
- "man ners",
- "o pe",
- "wh ufc",
- "gu th",
- "revol t",
- "sne aker",
- "philharmon ic",
- "ho ste",
- "sovereign ty",
- "ðŁĻıðŁĻı ðŁĻı",
- "fish ing",
- "sci art",
- "fe ta",
- "i pp",
- "dump ing",
- "kel own",
- "gir i",
- "dig its",
- "sal u",
- "san jay",
- "twee ters",
- "sp as",
- "col chester",
- "sc ab",
- "ma dd",
- "๠Ħà¸",
- "Ä ĩ",
- "ged don",
- "march for",
- "do p",
- "maure en",
- "un plugged",
- "di do",
- "fashion blogger",
- "up a",
- "mex ic",
- "tar y",
- "pol ye",
- "jame son",
- "v t",
- "grin der",
- "mad dy",
- "consult ancy",
- "¬ ë",
- "leagueof legends",
- "ac cents",
- "um ni",
- "jane iro",
- "tu ss",
- "h ens",
- "ampli fier",
- "to shi",
- "pret tier",
- "pre vents",
- "new town",
- "red wood",
- "vant age",
- "ball ard",
- "ar tof",
- "a she",
- "a sion",
- "lac ey",
- "ap at",
- "gro ve",
- "ภĦ",
- "rw and",
- "real tors",
- "tra itor",
- "bed ding",
- "ö r",
- "zi on",
- "fla shing",
- "cam pan",
- "boom er",
- "secretari at",
- "ab ol",
- "liti gation",
- "cont amination",
- "se dly",
- "shred ded",
- "in for",
- "do herty",
- "bench mark",
- "ro che",
- "skate board",
- "sho vel",
- "i zz",
- "to pper",
- "o ster",
- "laby rin",
- "autu m",
- "k ong",
- "hum mus",
- "vi z",
- "tech news",
- "kla us",
- "am using",
- "socialmedi amarketing",
- "i des",
- "cast ell",
- "ste e",
- "underestim ate",
- "cal ab",
- "pa ign",
- "b illing",
- "unanim ously",
- "g mb",
- "fly fishing",
- "hath away",
- "commerci al",
- "colour ing",
- "skul ls",
- "pivo t",
- "te p",
- "tb c",
- "motor way",
- "x press",
- "construc tive",
- "pu k",
- "under lying",
- "kir sten",
- "mani ac",
- "cha o",
- "se ma",
- "chiff on",
- "ðŁijĮ ðŁı»",
- "ver ona",
- "kom o",
- "stan doff",
- "wi ped",
- "c ated",
- "bla ir",
- "wor kin",
- "m sc",
- "bethle hem",
- "swi pe",
- "unexpe c",
- "pe es",
- "pe tri",
- "orig ami",
- "ðŁij ħ",
- "mex ico",
- "flav or",
- "ru dd",
- "cannab is",
- "mar u",
- "ri ddle",
- "wor shi",
- "sil on",
- "sch at",
- "ap se",
- "tang er",
- "bi ous",
- "e er",
- "questi oned",
- "o zar",
- "dan k",
- "angle sey",
- "char an",
- "bak u",
- "compe ten",
- "re pri",
- "bat ter",
- "sa xon",
- "cal ves",
- "leng ths",
- "$ $$",
- "âŀ ¡ï¸ı",
- "immer sion",
- "ga unt",
- "car ry",
- "cy to",
- "b anda",
- "shu tt",
- "experi ence",
- "el gin",
- "mous se",
- "ta z",
- "ê µ",
- "in correct",
- "en z",
- "b ham",
- "mor on",
- "so ver",
- "ar un",
- "ti pped",
- "la ble",
- "de arly",
- "bau tista",
- "í Ļ",
- "mor tal",
- "woo p",
- "dt la",
- "sho cks",
- "dav os",
- "ðŁĵ Ŀ",
- "swim wear",
- "her man",
- "ðŁijĩ ðŁijĩ",
- "z ir",
- "neglec ted",
- "grac ed",
- "campu ses",
- "av s",
- "ar ora",
- "swach hb",
- "live pd",
- "ac cra",
- "enqui ries",
- "shoo ters",
- "kur t",
- "vancou ver",
- "brad ley",
- "gar da",
- "g ü",
- "ol la",
- "attrac ting",
- "up ton",
- "ne win",
- "lu mia",
- "furn ace",
- "ev ers",
- "e on",
- "sw a",
- "roo kies",
- "a oc",
- "v ss",
- "bris ket",
- "tor ch",
- "yo da",
- "heart land",
- "tac o",
- "ph ony",
- "food bank",
- "ab bey",
- "bab ylon",
- "u y",
- "gre ate",
- "expre sses",
- "d andy",
- "sc apes",
- "survi vor",
- "ron d",
- "e ci",
- "ha vin",
- "ab el",
- "chil dish",
- "tor que",
- "wav y",
- "ur self",
- "kanye west",
- "year of",
- "ale stine",
- "o brien",
- "al fon",
- "sk ag",
- "kore an",
- "anchor age",
- "val eri",
- "de w",
- "ðŁİ ¨",
- "land slide",
- "car ole",
- "christ en",
- "go phers",
- "af i",
- "priyan ka",
- "q q",
- "power of",
- "it te",
- "pc so",
- "tw ol",
- "pr y",
- "intellec tu",
- "guer rero",
- "pi les",
- "wish list",
- "w ren",
- "time table",
- "ë ı",
- "prodi gy",
- "gibb ons",
- ". /",
- "ne ur",
- "anz ac",
- "mur ray",
- "vie st",
- "pla ster",
- "la ir",
- "art gallery",
- "inter continental",
- "g br",
- "bell ator",
- "nam joon",
- "mam mals",
- "am el",
- "y aw",
- "saras ota",
- "cam ar",
- "bud ding",
- "sum mari",
- "aco sta",
- "la sh",
- "ey ou",
- "post graduate",
- "instruc tors",
- "ti g",
- "const ant",
- "were wolf",
- "ic os",
- "cla s",
- "glen n",
- "bud ge",
- "ðŁĻ Ĥ",
- "er ta",
- "sta ins",
- "persecu tion",
- "cumb ri",
- "o ch",
- "syner gy",
- "hu ang",
- "scand in",
- "mid terms",
- "comment ator",
- "regar ded",
- "perpe tual",
- "bo iling",
- "al p",
- "lan ge",
- "sch le",
- "fac eli",
- "twee ta",
- "ri dden",
- "ok toberfest",
- "charlotte sville",
- "ik lan",
- "jo u",
- "ch atham",
- "b sc",
- "ðŁį ¦",
- "stra uss",
- "mel low",
- "xx xx",
- "happy hour",
- "re actor",
- "ww er",
- "distr action",
- "at orial",
- "ðŁĴª ðŁı¼",
- "twin peaks",
- "fay ette",
- "a or",
- "ko k",
- "bro om",
- "sy fy",
- "ou se",
- "am ag",
- "Ø ·",
- "ubis oft",
- "lu lu",
- "hall mark",
- "stu art",
- "it ya",
- "si deline",
- "venge ance",
- "re lu",
- "sex ism",
- "boun cing",
- "un ites",
- "gu stav",
- "te ssa",
- "stu mp",
- "pro clamation",
- "ima x",
- "divid end",
- "col by",
- "ðŁį İ",
- "play wright",
- "un safe",
- "co smo",
- "ðŁĩ²ðŁĩ ½",
- "cup board",
- "constitu ents",
- "ang lia",
- "ram page",
- "ðŁĺįðŁĺį ðŁĺįðŁĺįðŁĺį",
- "than ked",
- "take aways",
- "shro ff",
- "de bat",
- "kh ur",
- "conduc ts",
- "format s",
- "à ©",
- "port age",
- "graph ers",
- "u ten",
- "pre m",
- "mo ines",
- "condem ns",
- "s ous",
- "l ps",
- "f cs",
- "deal ership",
- "leuke mia",
- "bure au",
- "ski d",
- "guardi ola",
- "ca ster",
- "thir d",
- "avoi ded",
- "en cyclo",
- "c sr",
- "vi xx",
- "analy zing",
- "she ar",
- "dulu th",
- "shap iro",
- "chan ting",
- "stre sses",
- "as be",
- "mil itia",
- "ãĥ ª",
- "col lin",
- "arsen e",
- "sure sh",
- "teach ings",
- "yi xing",
- "sh ill",
- "nu des",
- "sv u",
- "clear water",
- "war ped",
- "pro life",
- "artist son",
- "it u",
- "versail les",
- "galax y",
- "ax el",
- "spring st",
- "cal a",
- "hu hu",
- "sc u",
- "commit ments",
- "exe ter",
- "poign ant",
- "mo tion",
- "conserv atory",
- "row dy",
- "rec alled",
- "mu sk",
- "emb elli",
- "so the",
- "âĺ Ģ",
- "sto pper",
- "sch ild",
- "to pe",
- "el mo",
- "zi el",
- "j om",
- "barn sley",
- "snow den",
- "on tour",
- "jour ney",
- "hills borough",
- "par ole",
- "w ts",
- "mo ving",
- "ag ility",
- "tiv o",
- "ff ers",
- "kindle unlimited",
- "g wen",
- "ann an",
- "ah mad",
- "tex tured",
- "hepat itis",
- "dra m",
- "insi ders",
- "tis sues",
- "ãĥ Ħ",
- "fc barcelona",
- "cr atic",
- "na acp",
- "pe can",
- "f gm",
- "custom ize",
- "concer t",
- "g sm",
- "pe g",
- "p one",
- "justin trudeau",
- "super cars",
- "happy holidays",
- "bu lar",
- "ado x",
- "lap tops",
- "digital health",
- "destin ation",
- "gradu ally",
- "áĥ ¦",
- "popp y",
- "ss l",
- "inhi bit",
- "star light",
- "of fro",
- "glo omy",
- "x per",
- "hal der",
- "im plants",
- "le to",
- "hass el",
- "a as",
- "un told",
- "en ci",
- "liber ia",
- "or an",
- "con tests",
- "il ah",
- "sma g",
- "sc out",
- "mari anne",
- "cr yo",
- "schedu ling",
- "lo s",
- "kan e",
- "stutt gart",
- "ne se",
- "law rence",
- "da in",
- "pho tom",
- "car ou",
- "ภ£",
- "g wy",
- "national dogday",
- "roa sting",
- "band camp",
- "kentu cky",
- "stret ches",
- "ke rel",
- "ca she",
- "ãĤ ¸",
- "sta x",
- "tran si",
- "dog gie",
- "at ric",
- "hal le",
- "ci vic",
- "brow ning",
- "lein ster",
- "cat day",
- "high land",
- "joy ous",
- "in cumb",
- "or lando",
- "ro mo",
- "col ton",
- "del ta",
- "car ab",
- "ro tc",
- "aster oid",
- "goose bumps",
- "mo logy",
- "yo ko",
- "an ds",
- "tomor rows",
- "red carpet",
- "sm p",
- "ca sio",
- "ðŁ¤£ðŁ¤£ ðŁ¤£",
- "se au",
- "rejec tion",
- "rot ating",
- "bi partisan",
- "th un",
- "mat i",
- "bon i",
- "ol l",
- "ener gye",
- "do it",
- "l j",
- "mother hood",
- "lou ise",
- "neck laces",
- "el ite",
- "ni x",
- "l cs",
- "en v",
- "gl u",
- "le sh",
- "cran k",
- "su sie",
- "m clau",
- "so tu",
- "crow ley",
- "rat ri",
- "use d",
- "bre ton",
- "alfre do",
- "ye o",
- "travel pics",
- "ti pp",
- "elli son",
- "sax ophone",
- "me red",
- "heu ghan",
- "ta ine",
- "f es",
- "vi ro",
- "suppo sedly",
- "i as",
- "dige stive",
- "y le",
- "li zzy",
- "wildlife photography",
- "bri anna",
- "west field",
- "ra ined",
- "am her",
- "ðŁĺĦ ðŁĺĦ",
- "distribu te",
- "bott om",
- "pre serving",
- "oil and",
- "craf ty",
- "de scen",
- "col ling",
- "shakespeare sunday",
- "r wc",
- "ang led",
- "ci an",
- "t ations",
- "mon tage",
- "me yers",
- "france sca",
- "ðŁĮ ·",
- "wi ggins",
- "san ford",
- "volunte er",
- "car ra",
- "bar k",
- "vari ed",
- "pl in",
- "am u",
- "kap il",
- "rock ers",
- "qu ind",
- "br ane",
- "in mate",
- "ent al",
- "impro vis",
- "michi gan",
- "re tweeting",
- "progre ssing",
- "mercedes benz",
- "smo ker",
- "physi ology",
- "dor ado",
- "watt pad",
- "h wa",
- "sr bachchan",
- "w ga",
- "vol atility",
- "hi re",
- "ac ap",
- "wn ba",
- "hein z",
- "stit ches",
- "kidnapp ing",
- "bur ys",
- "lim b",
- "f itters",
- "thumb nail",
- "ton e",
- "mir and",
- "desi rable",
- "ad dison",
- "tar an",
- "tamil nadu",
- "spec tator",
- "soci ology",
- "amit shah",
- "remo tely",
- "âĻ ¦",
- "ham id",
- "r ds",
- "g lee",
- "smooth ly",
- "sch ro",
- "er c",
- "lali ga",
- "he als",
- "us f",
- "ni shi",
- "d hu",
- "un il",
- "h le",
- "tro mb",
- "bhu tan",
- "pilip inas",
- "se ung",
- "whit man",
- "te y",
- "min ce",
- "snow boarding",
- "re au",
- "k ker",
- "av o",
- "zach ary",
- "ran veer",
- "ti k",
- "gover n",
- "qu al",
- "beck y",
- "anthropo logy",
- "att en",
- "grocer ies",
- "de bit",
- "war p",
- "sil icon",
- "hawa ii",
- "ðŁĴ ħ",
- "pomegran ate",
- "pe er",
- "orang es",
- "people schoice",
- "end ure",
- "ðŁĴĽ ðŁĴĽ",
- "ãĤ¹ ãĥ",
- "ac ial",
- "a haha",
- "stu k",
- "imper ial",
- "bl ond",
- "pow der",
- "kno ts",
- "vin ce",
- "wood lands",
- "den a",
- "watch in",
- "mat cha",
- "ma hat",
- "galax ies",
- "middles brough",
- "k ö",
- "stre e",
- "resc ues",
- "wal do",
- "lero y",
- "desp ic",
- "real ities",
- "tm nt",
- "ha q",
- "un o",
- "pe c",
- "bolly wood",
- "blin ds",
- "design thinking",
- "he ms",
- "and hra",
- "ab sen",
- "fan s",
- "ste ch",
- "shire hour",
- "bla ine",
- "shak ti",
- "pu rely",
- "ðŁı ı",
- "tra fal",
- "ke ynes",
- "gr ate",
- "to bias",
- "spon taneous",
- "satur ated",
- "caval ry",
- "pri sc",
- "ðŁĺ ij",
- "wh t",
- "pas si",
- "~~ ~",
- "vir at",
- "patt inson",
- "la o",
- "weir do",
- "sym pathy",
- "ju da",
- "occa sionally",
- "cred ited",
- "stat u",
- "es co",
- "hil ly",
- "esc ape",
- "dischar ge",
- "se er",
- "may nard",
- "sud bury",
- "z lat",
- "or al",
- "we er",
- "encoun tered",
- "sm elling",
- "over sight",
- "ê ¸",
- "that cher",
- "mack ay",
- "you can",
- "fre ep",
- "freed oms",
- "prophe cy",
- "ho e",
- "ishq ba",
- "dra ke",
- "qu its",
- "pel led",
- "tur k",
- "o vi",
- "wesle yan",
- "new music",
- "leg g",
- "ch eng",
- "h illi",
- "ay y",
- "pan ties",
- "ad versity",
- "ad jac",
- "vaccin ation",
- "ju ke",
- "ga c",
- "exce ed",
- "time sof",
- "sta ining",
- "ep cot",
- "v ital",
- "up ward",
- "bethe sda",
- "apar k",
- "ma hi",
- "camp fire",
- "enchan ting",
- "rha pso",
- "h z",
- "na ver",
- "fa x",
- "vali dation",
- "ac ad",
- "ny r",
- "as ym",
- "coordin ated",
- "depar ted",
- "all ery",
- "var ies",
- "spr ite",
- "chap lin",
- "ss occer",
- "s wat",
- "bre t",
- "relu ct",
- "tunes app",
- "super star",
- "reminis cing",
- "o co",
- "home grown",
- "dough nut",
- "un canny",
- "la pd",
- "thyro id",
- "! âĿ¤ï¸ı",
- "botan ic",
- "bre s",
- "sp ade",
- "i ste",
- "echo es",
- "du lil",
- "bur sting",
- "qui ero",
- "ðŁij İ",
- "loy ola",
- "amuse ment",
- "ha ils",
- "sleep y",
- "burgl ary",
- "âľ ı",
- "ro gue",
- "cot land",
- "mo ors",
- "low er",
- "wic ked",
- "ðŁĶ Ĭ",
- "compet iti",
- "argent ine",
- "yvon ne",
- "karti keyan",
- "ili ary",
- "gat sby",
- "precin ct",
- "six ty",
- "na ji",
- "cam s",
- "practiti oner",
- "ðŁĺ³ ðŁĺ³",
- "pu ne",
- "neg li",
- "juli en",
- "inv aded",
- "cali br",
- "cla m",
- "duba i",
- "mu k",
- "lan tic",
- "produc t",
- "fe dex",
- "ï¸ı :",
- "eu ra",
- "dari us",
- "s ling",
- "virtual reality",
- "home stead",
- "ðŁı³ï¸ıâĢį ðŁĮĪ",
- "pac ed",
- "in ha",
- "pul mon",
- "la zy",
- "premi ering",
- "ma stered",
- "in he",
- "con gregation",
- "ba jo",
- "sport ing",
- "new jersey",
- "hor ny",
- "lma oo",
- "leng thy",
- "du t",
- "yo gh",
- "swe aring",
- "philosoph ical",
- "pap ua",
- "in ski",
- "know les",
- "dy ke",
- "âĢ ²",
- "to ken",
- "mc guire",
- "ri ot",
- "probab ility",
- "mc con",
- "gro s",
- "su mat",
- "c ite",
- "da a",
- "on da",
- "mad dow",
- "che w",
- "board games",
- "spar ked",
- "re claimed",
- "ad hd",
- "ny se",
- "imwith her",
- "equ inox",
- "boo ths",
- "balsam ic",
- "ha zy",
- "dor chester",
- "ag os",
- "se aw",
- "moder ator",
- "seri ea",
- "ander sen",
- "pilgri m",
- "âŃIJ âŃIJ",
- "itch en",
- "hal li",
- "x ton",
- "nathan iel",
- "mun ition",
- "celesti al",
- "ga f",
- "zo om",
- "mark le",
- "pen thouse",
- "cal e",
- "s fa",
- "bar king",
- "tu cket",
- "em ery",
- "cal orie",
- "li que",
- "ad ar",
- "mc nam",
- "tor tilla",
- "wood pecker",
- "mo town",
- "bad ger",
- "ayr shire",
- "scram ble",
- "dd ay",
- "cra ziest",
- "per rie",
- "cho co",
- "cast e",
- "i ot",
- "wre cked",
- "selec ting",
- "uss r",
- "gra ft",
- "pun t",
- "lab ou",
- "ir st",
- "ba ek",
- "Û Į",
- "su ki",
- "que u",
- "ach at",
- "te ster",
- "aug mented",
- "wc vb",
- "sin ks",
- "ðŁĵ »",
- "ra ke",
- "inter ne",
- "be cause",
- "belle vue",
- "une arth",
- "light en",
- "ðŁĺ £",
- "turn around",
- "labe led",
- "unemp loyed",
- "twitter kurds",
- "le ia",
- "h ye",
- "great er",
- "ðŁIJ İ",
- "tim ed",
- "i red",
- "e tt",
- "limit ations",
- "cab e",
- "s out",
- "bee ch",
- "anni hil",
- "re trac",
- "yo ona",
- "ang er",
- "den nis",
- "supp lying",
- "di z",
- "\" (",
- "sc ur",
- "gun man",
- "su ho",
- "sauvi gnon",
- "ภ¥",
- "wi ley",
- "land on",
- "choreo graphy",
- "pre historic",
- "ðŁı ĥ",
- "var gas",
- "assess ments",
- "pinn acle",
- "di i",
- "chamber lain",
- "ì Ī",
- "v p",
- "present ers",
- "deut sche",
- "sun shine",
- "sal utes",
- "r one",
- "bu siest",
- "- .-",
- "motor ists",
- "hemi sphere",
- "al wx",
- "ps p",
- "ow a",
- "den ying",
- "cho c",
- "gu tier",
- "han uk",
- "mus kete",
- "jait ley",
- "se wage",
- "t ame",
- "thin kers",
- "shi m",
- "se quo",
- "pap ar",
- "middle east",
- "k wa",
- "ke g",
- "patag onia",
- "no y",
- "bar ça",
- "take off",
- "he a",
- "à ¬",
- "n sc",
- "g dc",
- "ðŁij Ī",
- "mou stache",
- "mel ania",
- "thr a",
- "â¬Ĩ ï¸ı",
- "pier ced",
- "ze us",
- "fon ts",
- "ber a",
- "it iner",
- "q atar",
- "contr ary",
- "ire land",
- "i fy",
- "ou los",
- "commun al",
- "fin s",
- "un paid",
- "pa a",
- "ðŁijĩ ðŁı»",
- "ri os",
- "ou p",
- "f iller",
- "cafe teria",
- "ภŃ",
- "kas i",
- "cali ber",
- "z ulu",
- "v sco",
- "ts ford",
- "dragon fly",
- "smo kin",
- "pi st",
- "psycho logist",
- "diplom at",
- "we bs",
- "buc cane",
- "à® ¾",
- "motiv ational",
- "du ne",
- "ba e",
- "c fs",
- "with out",
- "er on",
- "i ac",
- "ate e",
- "pen sion",
- "fra zier",
- "en sis",
- "sk is",
- "par ting",
- "ger y",
- "territ ories",
- "nach os",
- "eni ght",
- "ever lasting",
- "msd honi",
- "tel e",
- "sp un",
- "po di",
- "sab ah",
- "environ mentally",
- "ce ase",
- "beau mont",
- "mar ta",
- "kel vin",
- "ho ff",
- "sun il",
- "n da",
- "co b",
- "sh ale",
- "ree dus",
- "un boxing",
- "u bio",
- "re opened",
- "n all",
- "capsu les",
- "mar r",
- "himalay as",
- "swee ter",
- "ja z",
- "f mr",
- "twee ter",
- "dha ka",
- "na u",
- "de mi",
- "d fs",
- "ta urus",
- "fad ing",
- "it utes",
- "ci p",
- "over flow",
- "jef frey",
- "don ny",
- "car tunesapp",
- "ðŁį ij",
- "prefe cture",
- "danc ed",
- "c pt",
- "ple asing",
- "ital k",
- "earth quakes",
- "ul ation",
- "hi o",
- "ãĢ ĭ",
- "ant an",
- "nutri ent",
- "de ere",
- "selec ts",
- "enrich ment",
- "r iti",
- "tram pol",
- "bl amed",
- "j ia",
- "contribu tors",
- "chesa peake",
- "pi geons",
- "tribun al",
- "mad uro",
- "w su",
- "ilo ve",
- "effici ently",
- "dar cy",
- "war ms",
- "ar ra",
- "ec u",
- "ho wer",
- "strugg led",
- "rajini kanth",
- "ðŁĺ¢ ðŁĺ¢",
- "hou sing",
- "str at",
- "eli x",
- "disp ro",
- "raf fic",
- "thi erry",
- "na sty",
- "c fb",
- "staf fing",
- "al ma",
- "back ers",
- "hen son",
- "sky walker",
- "reale state",
- "roo s",
- "ness y",
- "chan ce",
- "cair ns",
- "c ci",
- "pe dal",
- "ly ft",
- "cross word",
- "wait er",
- "only in",
- "kru ger",
- "k ir",
- "alej andro",
- "car tier",
- "car rera",
- "re paired",
- "ou at",
- "un clear",
- "un breakable",
- "today in",
- "qu eries",
- "jo dy",
- "gen ital",
- "win ner",
- "to l",
- "kelown a",
- "fascin ated",
- "ãĥ ¬",
- "sris ri",
- "squ ared",
- "spr ung",
- "negoti ate",
- "priv ately",
- "av en",
- ">> >>>",
- "g ical",
- "gav in",
- "chester field",
- "zu mba",
- "or r",
- "nat alia",
- "impeach ment",
- "mn l",
- "car at",
- "criti que",
- "credi ble",
- "trac y",
- "tan i",
- "musi k",
- "jig saw",
- "gam bia",
- "tol kien",
- "fe u",
- "as per",
- "sav ory",
- "fo xx",
- "f itt",
- "mar lon",
- "l rt",
- "v ell",
- "p br",
- "imprison ed",
- "i om",
- "chu l",
- "wind shield",
- "kay e",
- "ba a",
- "chor d",
- "s art",
- "al gon",
- "minister ial",
- "nat geo",
- "la zio",
- "nor ms",
- "ðŁijį ðŁijį",
- "lic king",
- "fut bol",
- "un sung",
- "dalla scowboys",
- "sh red",
- "distur b",
- "dev ine",
- "be ards",
- "ch f",
- "b day",
- "ro sso",
- "ig or",
- "ay i",
- "si ren",
- "k air",
- "sti les",
- "ro f",
- "mag nets",
- "un cover",
- "mou se",
- "bang ing",
- "si ghted",
- "spe ople",
- "impac t",
- "row land",
- "kir a",
- "environ ment",
- "love the",
- "p sis",
- "mish ra",
- "gl endale",
- "ca jun",
- "o che",
- "de ception",
- "sex ist",
- "stra ws",
- "s ga",
- "buff er",
- "apost le",
- "sp l",
- "pop up",
- "ðŁļ Ĺ",
- "r g",
- "up er",
- "ball in",
- "i dy",
- "occa sional",
- "national park",
- "ðŁı Ĭ",
- "u an",
- "innov ation",
- "ภ«",
- "te aparty",
- "re tte",
- "counter fe",
- "b ha",
- "rec s",
- "ig en",
- "ðŁĮ IJ",
- "humming bird",
- "cu r",
- "ha ven",
- "la zar",
- "pue blo",
- ": :",
- "zi onist",
- "op ath",
- "inver ness",
- "promo ter",
- "carto on",
- "cabine ts",
- "mahog any",
- "surve ying",
- "r ational",
- "feel ing",
- "testi fy",
- "so w",
- "oc on",
- "ภ¢",
- "ne el",
- "mar is",
- "sol itary",
- "che mo",
- "rad cliffe",
- "sim ons",
- "ros ary",
- "new er",
- "jo die",
- "re tali",
- "pra wn",
- "pad dy",
- "hen ge",
- "k ala",
- "im plant",
- "at y",
- "bren twood",
- "par adox",
- "ene z",
- "re designed",
- "p our",
- "wy d",
- "al de",
- "௠ģ",
- "sol d",
- "biomed ical",
- "๠Ĥ",
- "tt tt",
- "mat teo",
- "ys er",
- "new ton",
- "de bun",
- "ner dy",
- "loo l",
- "wo on",
- "elisa beth",
- "ec c",
- "wh i",
- "ach o",
- "salv age",
- "sal aries",
- "qu ity",
- "navig ating",
- "oph thal",
- "con soles",
- "re built",
- "o pec",
- "ast ers",
- "sho red",
- "set list",
- "kathr yn",
- "rhy mes",
- "re visiting",
- "ash ish",
- "li ft",
- "re post",
- "sole il",
- "âı ±",
- "weal th",
- "sa at",
- "we c",
- "king james",
- "flipk art",
- "field work",
- "se gu",
- "mo dal",
- "bu b",
- "are rs",
- "ðŁį Ĵ",
- "clo oney",
- "pad dington",
- "necess ity",
- "guth rie",
- "pen te",
- "li mo",
- "jo sie",
- "ar tin",
- "en c",
- "l hs",
- "betra yal",
- "info graphics",
- "i er",
- "mo a",
- "hear ings",
- "bon jour",
- "sym bolic",
- "ag ro",
- "wed ges",
- "krist ina",
- "wild flower",
- "athle tic",
- "photograph y",
- "pe sh",
- "ca hill",
- "chi lean",
- "gou l",
- "fi oren",
- "ðŁij ¶",
- "z il",
- "sk im",
- "bad oo",
- "deli a",
- "tre ble",
- "n cc",
- "ðŁĩ¦ ðŁĩ",
- "a house",
- "bul lock",
- "sol itude",
- "ا٠Ĩ",
- "can cers",
- "futureof work",
- "hu tch",
- "water shed",
- "war mongers",
- "sp illed",
- "colom bo",
- "mo th",
- "associ ations",
- "weigh ed",
- "global goals",
- "not just",
- "christ i",
- "tor g",
- "swe ating",
- "man eu",
- "clu sters",
- "âĢ¼ï¸ı âĢ¼ï¸ı",
- "ta ped",
- "ul y",
- "tru sting",
- "yu suf",
- "te in",
- "ra b",
- ", ,,,",
- "sin ai",
- "audi ble",
- "explic it",
- "cro wns",
- "sch iz",
- "at least",
- "ðŁĹ £",
- "de bra",
- "je suit",
- "ene gger",
- "z hen",
- "one sie",
- "i it",
- "ss f",
- "gur gaon",
- "chak ra",
- "bear cats",
- "k ran",
- "k awa",
- "reque sting",
- "han over",
- "g end",
- "sor os",
- "mer cy",
- "lovel y",
- "do omed",
- "tim my",
- "ku z",
- "ul l",
- "ab ram",
- "sa ison",
- "ãĥ «",
- "clean ers",
- "re mo",
- "circu its",
- "bar red",
- "o th",
- "mo ist",
- "madele ine",
- "gall o",
- "u j",
- "per mits",
- "hea viest",
- "car ols",
- "az te",
- "gior gio",
- "flo ats",
- "decl aring",
- "us rc",
- "min at",
- "craf ts",
- "pri ma",
- "conven i",
- "nickelo deon",
- "danc ing",
- "ceremon ial",
- "blo gg",
- "tw p",
- "anglic an",
- "she k",
- "k nick",
- "( ((",
- "hubb ard",
- "harve y",
- "hit man",
- "fen g",
- "we some",
- "for za",
- "s word",
- "op us",
- "bro m",
- "gi bility",
- "z al",
- "m unch",
- "dance hall",
- "gre edy",
- "hd mi",
- "re birth",
- "ðŁĺĭ ðŁĺĭ",
- "s world",
- "figur ine",
- "com post",
- "k f",
- "engra ving",
- "gior no",
- "st ana",
- "k man",
- "ham ster",
- "compos ers",
- "aj e",
- "func tionality",
- "pol k",
- "is ons",
- "air planes",
- "te se",
- "hor rors",
- "musc at",
- "gi ven",
- "sp ence",
- "ðŁĩ¸ ðŁĩ",
- "eli ot",
- "ach illes",
- "fre ck",
- "crypto currencies",
- "sou ther",
- "hal o",
- "bor neo",
- "polit ic",
- "hahahaha h",
- "up state",
- "si ena",
- "obsc ure",
- "hau sen",
- "lloy d",
- "happy friday",
- "motor bike",
- "bon a",
- "americ as",
- "hol s",
- "- (",
- "spor ty",
- "un aware",
- "reven ues",
- "christop her",
- "bank sy",
- "av an",
- "ev apor",
- "com press",
- "eyel iner",
- "to dos",
- "buff y",
- "renewable energy",
- "ly rical",
- "ar chan",
- "rapi st",
- "fair trade",
- "lma ooo",
- "beat z",
- "pro active",
- "la pse",
- "ir ical",
- "revers al",
- "po de",
- "mcin tyre",
- "mac au",
- "ãĥ ķãĤ",
- "nash grier",
- "f sa",
- "g all",
- "çĶ Ł",
- "perpe tr",
- "il ya",
- "configur ation",
- "% ;",
- "str ange",
- "rac i",
- "ภĩ",
- "pic kups",
- "kov sky",
- "mam mal",
- "w ps",
- "g able",
- "compar ative",
- "z h",
- "save our",
- "da vey",
- "on etsy",
- "mu ssels",
- "mis er",
- "cri stina",
- "electr on",
- "cra ve",
- "lo ren",
- "precipit ation",
- "m z",
- "ðŁį «",
- "vin cen",
- "snow board",
- "no ida",
- "ah n",
- "marin ated",
- "g tr",
- "town hall",
- "min is",
- "bethe l",
- "adv an",
- "su ra",
- "shi el",
- "fur ry",
- "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤ",
- "lyn d",
- "so il",
- "sc ence",
- "sen eca",
- "shar jah",
- "dick ens",
- "credenti als",
- "av ar",
- "per k",
- "requ iring",
- "pre fer",
- "j ian",
- "de ca",
- "r ach",
- "ing for",
- "del e",
- "be ep",
- "ðŁĴ »",
- "cis ely",
- "hu ddle",
- "green sboro",
- "haw king",
- "ho ax",
- "hang ar",
- "ç ľ",
- "mis o",
- "lo vin",
- "gre ta",
- "ab ad",
- "logi e",
- "at an",
- "snow flake",
- "mahe sh",
- "fear the",
- "al kal",
- "bobb lehead",
- "ba hn",
- "ju dged",
- "fu tu",
- "feli x",
- "ðŁį ĵ",
- "pi ke",
- "der iv",
- "notic es",
- "au er",
- "dis super",
- "or da",
- "wi pes",
- "am ino",
- "stri kers",
- "foo tb",
- "dram as",
- "pun ching",
- "score less",
- "heming way",
- "bi h",
- "bal lad",
- "chat ter",
- "am mo",
- "kle in",
- "fabric ation",
- "kari m",
- "z end",
- "hi sto",
- "vol ta",
- "rock y",
- "marke ter",
- "xtre me",
- "sequ encing",
- "paradig m",
- "cle ats",
- "boom ing",
- "âģł âģł",
- "block ade",
- "promp ts",
- "yogh urt",
- "pur pose",
- "nu r",
- "regu late",
- "nois y",
- "ing rid",
- "bird watching",
- "bar tender",
- "Ù ĥ",
- "wor dof",
- "cha otic",
- "shor ty",
- "el dest",
- "z app",
- "onceupon atime",
- "fl yo",
- "rit os",
- "mike quind",
- "ðŁIJ ´",
- "regi stering",
- ". ]",
- "ad ol",
- "gg gg",
- "pur ge",
- "kid lit",
- "ar bor",
- "val ves",
- "synago gue",
- "o th",
- "unanim ous",
- "veri fication",
- "dar rell",
- "ãģ Ħ",
- "vander bilt",
- "tape stry",
- "pro sper",
- "did dy",
- "dra fting",
- "de cep",
- "marqu is",
- "st int",
- "michael jackson",
- "pee led",
- "men us",
- "bb b",
- "sc are",
- "ema il",
- "wri gley",
- "it is",
- "f ell",
- "some thin",
- "bar ra",
- "ed gar",
- "di pping",
- "pu ddle",
- "sla de",
- "lear ner",
- "jal en",
- "ðŁ§ IJ",
- "the daily",
- "mikequind azzi",
- "ju x",
- "iq bal",
- "mckin ney",
- "ra iser",
- "ef an",
- "dr one",
- "cat o",
- "pic ket",
- "cro we",
- "l att",
- "uk o",
- "giuse ppe",
- "hin i",
- "synthe si",
- "ponti fex",
- "song writing",
- "to d",
- "swit ches",
- "din ners",
- "h q",
- "gabri elle",
- "pensac ola",
- "cir cle",
- "expo ses",
- "ev s",
- "riyad h",
- "pro men",
- "o ck",
- "sa j",
- "cit ation",
- "brew co",
- "jo si",
- "ep aper",
- "dri f",
- "point less",
- "tang led",
- "cri pp",
- "line ups",
- "fairi es",
- "daz e",
- "mour n",
- "bla dder",
- "sal z",
- "bur undi",
- "book mark",
- "the people",
- "sub sequ",
- "princi pal",
- "sk er",
- "court ney",
- "a oki",
- "rac ers",
- "ad m",
- "mom a",
- "critical role",
- "hou n",
- "shed ding",
- "sa ka",
- "ace ous",
- "mck ay",
- "hus bands",
- "Â ½",
- "me da",
- "accu sations",
- "ro sel",
- "nc is",
- "witne ssing",
- "or ama",
- "go ds",
- "hil ton",
- "el man",
- "ÃŃ n",
- "meg ap",
- "cra ven",
- "announ cer",
- "crit eri",
- "sheffiel dissuper",
- "milit ant",
- "consu l",
- "hoo ded",
- "aby ss",
- "b x",
- "ma dam",
- "lo cu",
- "mary am",
- "manic ure",
- "grat is",
- "ac tresses",
- "ros ario",
- "this dayin",
- "king ly",
- "gn ome",
- "cel ine",
- "r ous",
- "he el",
- "lil ac",
- "vish al",
- "ab h",
- "thor ns",
- "s ls",
- "ne al",
- "construc ting",
- "be ren",
- "s lang",
- "ma ins",
- "far ra",
- "sar ko",
- "pai ge",
- "gu iller",
- "l ala",
- "ice berg",
- "nou n",
- "plann ers",
- "u mmm",
- "ou ses",
- "ill ary",
- "ma an",
- "box ing",
- "zi pper",
- "srin agar",
- "migu el",
- "o str",
- "mp o",
- "responsi bly",
- "lan terns",
- "appli ance",
- "x b",
- "gren ade",
- "neglec t",
- "dy sle",
- "ham mock",
- "ne ctar",
- "wit cher",
- "r gv",
- "di ence",
- "ser bian",
- "seed ed",
- "cru z",
- "bi sh",
- "sp he",
- "e q",
- "sky rim",
- "alge bra",
- "phil ately",
- "bungal ow",
- "ge off",
- "y ves",
- "demand ed",
- "consider ations",
- "the vamp",
- "pawan kalyan",
- "co ded",
- "grit ty",
- "erup tion",
- "se infeld",
- "uni denti",
- "ëĭ Ī",
- "wor m",
- "ac us",
- "se ung",
- "dun g",
- "ro land",
- "su d",
- "di visions",
- "ab lanc",
- "shor test",
- "j f",
- "p oun",
- "plant based",
- "be to",
- "tough er",
- "mc o",
- "don et",
- "mark us",
- "v fl",
- "ðŁı ł",
- "open ing",
- "co ward",
- "caber net",
- "o xi",
- "burle sque",
- "sand ra",
- "su mo",
- "consi st",
- "tho t",
- "cay man",
- "motor ola",
- "gutier rez",
- "d slr",
- "y w",
- "no bel",
- "nov ice",
- "moms demand",
- "grun ge",
- "sp or",
- "d cc",
- "pre sses",
- "sli st",
- "allot ment",
- "voc ational",
- "ft c",
- "pu ja",
- "lo ven",
- "utt arak",
- "tan dem",
- "sh ep",
- "come dians",
- "anat om",
- "cant wait",
- "healthye ating",
- "west side",
- "mar gins",
- "chi ang",
- "asbe stos",
- "stupi dity",
- "proble matic",
- "fit bit",
- ": $",
- "ceil ings",
- "shu a",
- "protec tions",
- "bio tic",
- "beng ali",
- "re sts",
- "bien nale",
- "tim o",
- "cul min",
- "e minent",
- "affe ction",
- "unbeliev ably",
- "individu ally",
- "canvas sing",
- "wh itt",
- "nov asco",
- "chin son",
- "h pe",
- "go w",
- "gloucester shire",
- "pa o",
- "thresh old",
- "chev ron",
- "s ine",
- "we ther",
- "pp ie",
- "aqu ino",
- "antwer p",
- "âĸ ¬",
- "po on",
- "inst af",
- "equ ine",
- "cinemato graphy",
- "nbaf inals",
- "vali ant",
- "kil kenny",
- "te rence",
- "syste mic",
- "sr l",
- "p ound",
- "made ira",
- "pl ough",
- "tre cht",
- "mat ed",
- "mp d",
- "ransom ware",
- "ph in",
- "li qui",
- "bb ce",
- "boom er",
- "i standwith",
- "con ju",
- "r te",
- "nar a",
- "foo lish",
- "da shing",
- "vier nes",
- "br ite",
- "da u",
- "juni per",
- "ai da",
- "you now",
- "ra zer",
- "de i",
- "repe ating",
- "comfor ting",
- "adjac ent",
- "e to",
- "ca sted",
- "chat ur",
- "mu er",
- "syn th",
- "san itary",
- "mac le",
- "independ ent",
- "law ful",
- "e erie",
- "h or",
- "ðŁĴ Ń",
- "am rit",
- "vel o",
- "station ery",
- "mu f",
- "may may",
- "contempl ating",
- "elabor ate",
- "gre gor",
- "dri es",
- "ac col",
- "ภļ",
- "schwarz enegger",
- "ill nesses",
- "day break",
- "follow back",
- "collu sion",
- "electr onic",
- "jo vi",
- "hiro shima",
- "ta w",
- "hom ec",
- "mic ah",
- "qu itting",
- "fro sting",
- "ben fica",
- "hel i",
- "s ical",
- "pic cad",
- "corpor ate",
- "ment orship",
- "you are",
- "sing er",
- "shi va",
- "ru ne",
- "ing er",
- "ri um",
- "play able",
- "doo p",
- "wil low",
- "ter re",
- "ni p",
- "at d",
- "war bler",
- "profession ally",
- "er ase",
- "proce ed",
- "pedestri ans",
- "mis chief",
- "ben ding",
- "alas kan",
- "c kett",
- "mo p",
- "dd les",
- "shut ter",
- "ge ared",
- "atene o",
- "ma deline",
- "g ations",
- "o sha",
- "der ick",
- "sw ild",
- "an gry",
- "pat ents",
- "hun k",
- "decre ased",
- "fr y",
- "ðŁĴĸðŁĴĸ ðŁĴĸ",
- "sal on",
- "quant ities",
- "d ario",
- "ni gel",
- "ku ma",
- "jen n",
- "happ ye",
- "xx x",
- "rex perience",
- "pro s",
- "au sch",
- "rele ssly",
- "ham burger",
- "fuku shima",
- "er ne",
- "stat ec",
- "ren d",
- "may field",
- "j one",
- "lef ty",
- "bern stein",
- "sm il",
- "gener ates",
- "fore station",
- "band its",
- "ta yo",
- "r ca",
- "ac ci",
- "rodri go",
- "kn app",
- "elo vers",
- "vege tation",
- "u ral",
- "le ft",
- "ħ ï¸ı",
- "worl dre",
- "sur i",
- "embar k",
- "w son",
- "ba you",
- "mu ller",
- "mo vers",
- "ðŁķ º",
- "presby ter",
- "l f",
- "cre e",
- "bat b",
- "sal am",
- "demonstr ations",
- "an ec",
- "n pc",
- "it ics",
- "to graphy",
- "re inst",
- "thur st",
- "tal e",
- "off ences",
- "smart city",
- "bro tha",
- "ofthe year",
- "in valuable",
- "ear n",
- "ðŁijı ðŁı½",
- "kre mlin",
- "gra dy",
- "town fc",
- "guern sey",
- "ma ha",
- "contag ious",
- "dre x",
- "be en",
- "( £",
- "nati vity",
- "k tm",
- "somer halder",
- "comp ounds",
- "íķ ĺ",
- "\" âĢ¦",
- "af g",
- "ott news",
- "h ound",
- "fire fly",
- "cil an",
- "donet sk",
- "volunte ered",
- "ak ira",
- "è ª",
- "sing ul",
- "st h",
- "dro wned",
- "mand o",
- "he ir",
- "ðŁİīðŁİ Ī",
- "tax is",
- "y uki",
- "vel d",
- "k ans",
- "el k",
- "ran ts",
- "hash tag",
- "t eng",
- "ro g",
- "a at",
- "gru b",
- "e ber",
- "in india",
- "colo ssus",
- "sig ni",
- "so ever",
- "mile stones",
- "der o",
- "differen tial",
- "phu ket",
- "master mind",
- "an gh",
- "mel ani",
- "bro ker",
- "actor vijay",
- "stun ned",
- "continu ity",
- "af fl",
- "vo cal",
- "perenni al",
- "fianc é",
- "in complete",
- "hun ts",
- "re issue",
- "domin ates",
- "tur meric",
- "ro am",
- "ri on",
- "bag ged",
- "nas sau",
- "fu t",
- "x ox",
- "national trust",
- "jo ye",
- "san o",
- "hearth stone",
- "dis respect",
- "le es",
- "h se",
- "siber ian",
- "offe e",
- "re stock",
- "wolf gang",
- "re gan",
- "plan o",
- "un wind",
- "re par",
- "mil le",
- "] ,",
- "skul l",
- "fat ally",
- "concep tual",
- "ðŁĮ ²",
- "f é",
- "ber to",
- "b ms",
- "u a",
- "mag na",
- "notre dame",
- "le te",
- "la undering",
- "heartw arming",
- "buffe tt",
- "go at",
- "pe abo",
- "wind mill",
- "v ac",
- "continu ally",
- "az alea",
- "mem brane",
- "can cels",
- "make yourown",
- "athe red",
- "p to",
- "tor pe",
- "ðŁĺ ł",
- "ðŁĴ §",
- "sc ares",
- "le aking",
- "z et",
- "pix els",
- "ac i",
- "kh il",
- "marath i",
- "ðŁĻı ðŁı½",
- "u la",
- "tam u",
- "chandi garh",
- "z agre",
- "aa b",
- "pronoun ced",
- "aubre y",
- "sand er",
- "pun ta",
- "har low",
- "ic elan",
- "celebr atory",
- "so t",
- "unci ation",
- "stru ly",
- "mc dowell",
- "deepi ka",
- "remin ders",
- "my stical",
- "ct c",
- "chat ted",
- "s ica",
- "bar gains",
- "ch hat",
- "ru bin",
- "m net",
- "oiland gas",
- "pel ican",
- "o at",
- "mor ality",
- "k our",
- "i h",
- "nu clear",
- "gc u",
- "ric her",
- "vene zia",
- "m ma",
- "le ith",
- "ac company",
- "rich mond",
- "sports net",
- "ba ahu",
- "smu ggling",
- "mm i",
- "ðŁĩ®ðŁĩ ª",
- "twi sts",
- "sahi b",
- ".... .",
- "amb itions",
- "il lo",
- "histor ical",
- "fo rec",
- "show biz",
- "pon ies",
- "chas ers",
- "remo del",
- "will ing",
- "prince sses",
- "am ple",
- "cushi ons",
- "ac les",
- "lot r",
- "da ch",
- "an the",
- "in corporate",
- "new bury",
- "ki ri",
- "fried rich",
- "ab v",
- "ball ers",
- "alber t",
- "ðŁij Ń",
- "let i",
- "nan op",
- "ci de",
- "anal o",
- "n sf",
- ")) ))",
- "griffi ths",
- "valen ci",
- "ro ano",
- "fun run",
- "babys itting",
- "ca day",
- "ent re",
- "u ck",
- "slu g",
- "tic al",
- "the sims",
- "ro ar",
- "car ney",
- "g am",
- "sto we",
- "fi d",
- "bun ny",
- "sham rock",
- "pe cu",
- "mol ina",
- "go cougs",
- "con tributes",
- "transform ation",
- "mo y",
- "v aj",
- "sever y",
- "antioxid ants",
- "thir teen",
- "sight seeing",
- "l j",
- "reversi ble",
- "odd ly",
- "hoo kah",
- "nou vel",
- "hal al",
- "fe i",
- "stab les",
- "mul t",
- "ho pped",
- "bra ids",
- "inter change",
- "ghana ian",
- "ww ww",
- "eth no",
- "con junction",
- "ago v",
- "ye ti",
- "earth and",
- "ts p",
- "con serve",
- "heir loom",
- "metaph or",
- "woo f",
- "tor io",
- "self less",
- "n wa",
- "em ilia",
- "yl ene",
- "y xe",
- "gi ar",
- "moder ating",
- "pro bz",
- "b fi",
- "ne er",
- "du mmy",
- "hanuk kah",
- "we bber",
- "k v",
- "eye brow",
- "dag ger",
- "su mp",
- "ra ges",
- "ork ney",
- "tb o",
- "hal sey",
- "assign ments",
- "tr onic",
- "scri b",
- "co on",
- "an war",
- "# âĢİ",
- "jal ape",
- "flori da",
- "qu aid",
- "haw keyes",
- "âĻ¡ âĻ¡",
- "street car",
- "ro g",
- "dat lantic",
- "gran ola",
- "un changed",
- "expect ation",
- "Ù ĩ",
- "mar lin",
- "gu mmy",
- "ðŁĻı ðŁı¾",
- "awareness month",
- "oil painting",
- "mu th",
- "per ch",
- "jun to",
- "villa gers",
- "mor g",
- "che ated",
- "web comic",
- "the future",
- "d ps",
- "la kings",
- "men tioning",
- "vo or",
- "ident ities",
- "accor d",
- "mc gu",
- "l pga",
- "rum our",
- "massi vely",
- "m pls",
- "heal y",
- "d ate",
- "sp oli",
- "re visited",
- "on t",
- "al and",
- "scru tiny",
- "lakel and",
- "bl ending",
- "< /",
- "an kara",
- "jami edor",
- "metab olic",
- "f ences",
- "ann y",
- "å ħ",
- "semic on",
- "oo tt",
- "space ship",
- "wack y",
- "le ta",
- "ap ac",
- "she e",
- "in herit",
- "do res",
- "ðŁĩ¨ðŁĩ ¦",
- "gent e",
- "tw ick",
- "ri ms",
- "gal ve",
- "de ville",
- "king fisher",
- "scorpi o",
- "ow l",
- "al ar",
- "vari an",
- "ðŁĹ ĵ",
- "vene tian",
- "star dust",
- "then orth",
- "q ing",
- "har rington",
- "consul ate",
- "spectac le",
- "ho bbs",
- "tur ks",
- "gre er",
- "mat ing",
- "ðŁİ Ģ",
- "ðŁĮ Ģ",
- "direc ts",
- "í ĭ",
- "pompe o",
- "vo iced",
- "la os",
- "tz u",
- "pro me",
- "pri sm",
- "mer c",
- "fortun ately",
- "bc fc",
- "mcdon nell",
- "not sorry",
- "smi led",
- "t ba",
- "for war",
- "mid term",
- "dar by",
- "we instein",
- "up grading",
- "wol ff",
- "bron co",
- "cab ello",
- "ðŁ¥ ĩ",
- "fi able",
- "shar pe",
- "bat tered",
- "sat o",
- "myth ical",
- "instap ic",
- "pre pped",
- "eni um",
- "e spo",
- "di aper",
- "explan ations",
- "who pping",
- "ragn ar",
- "pe el",
- "antibio tic",
- "l acks",
- "harri son",
- "li sm",
- "au l",
- "qu ail",
- "martin a",
- "sent encing",
- "sc ams",
- "di di",
- "tr onics",
- "ãħł ãħł",
- "go ff",
- "za in",
- "param ore",
- "cha ined",
- "clin ton",
- "li ff",
- "cott ages",
- "em on",
- "reve rend",
- "consu mer",
- "ce an",
- "t any",
- "lum pur",
- "e bay",
- "sto ol",
- "ðŁĺ» ðŁĺ»",
- "ta pro",
- "h ath",
- "modern art",
- "just ine",
- "prover b",
- "app y",
- "tra x",
- "mani fest",
- "am bu",
- "nai k",
- "pe pp",
- "r sd",
- "mer chants",
- "kitch ener",
- "shi fted",
- "li zz",
- "âĺħâĺħ âĺħâĺħ",
- "âĢĶâĢĶâĢĶâĢĶ âĢĶâĢĶâĢĶâĢĶ",
- "uto pia",
- "tom o",
- "ou ted",
- "com ers",
- "chiroprac tic",
- "book club",
- "cin dy",
- "pro hibition",
- "se uss",
- "ë¯ ¼",
- "thin kin",
- "rr rr",
- "go fund",
- "t ack",
- "om b",
- "catastro phic",
- "ling u",
- "guild ford",
- "bo td",
- "ॠĭ",
- "plan ter",
- "^ ^",
- "win k",
- "kath mandu",
- "sto ppers",
- "smooth ies",
- "re efs",
- "hin d",
- "bell amy",
- "Ħ ë",
- "waste water",
- "vo or",
- "nat l",
- "! ]",
- "re el",
- "y ap",
- "scoo by",
- "work space",
- "corin thians",
- "bl un",
- "obli gation",
- "g bbo",
- "dy son",
- "cra vings",
- "ell ington",
- "dap l",
- "wre xham",
- "earthand clouds",
- "uk runchat",
- "positi oned",
- "kal b",
- "four square",
- "jo ck",
- "im pending",
- "even ing",
- "ath y",
- "pro claimed",
- "c ites",
- "ann apolis",
- "san i",
- "mar th",
- "ir l",
- "accom mo",
- "ka a",
- "fin a",
- "y aa",
- "di sper",
- "ec ar",
- "bha k",
- "will y",
- "ðŁĺĢ ðŁĺĢ",
- "mcder mott",
- "mo j",
- "gener ational",
- "u said",
- "train ing",
- "lon ely",
- "lo res",
- "impe cc",
- "âĢ IJ",
- "beav ers",
- "ma ki",
- "he b",
- "aap l",
- "å ı",
- "wolver hampton",
- "leader board",
- "me u",
- "c fa",
- "easter n",
- "hu r",
- "civil war",
- "ou rage",
- "hor ned",
- "le high",
- "awar ds",
- "evi dent",
- "gi gab",
- "r ous",
- "ma del",
- "ro byn",
- "ur gently",
- "k ors",
- "en as",
- "heis man",
- "bam bam",
- "fab ian",
- "f om",
- "evalu ating",
- "assemb ly",
- "out sourcing",
- "hun tsville",
- "ðŁĶ ª",
- "justi fied",
- "cashi er",
- "sp aper",
- "buc keye",
- "analy tical",
- "illumin ati",
- "au tho",
- "o j",
- "sha de",
- "geel ong",
- "wh ey",
- "he aton",
- "terri bly",
- "ele k",
- "un charted",
- "sd live",
- "moto cross",
- "her mes",
- "dar shan",
- "dar lington",
- "cash mere",
- "gri pping",
- "cilan tro",
- "pun ish",
- "... :",
- "ðŁĴ Ħ",
- "inst ance",
- "der i",
- "lo bal",
- "muk her",
- "sp ar",
- "thin ker",
- "fre mont",
- "com piled",
- "color ado",
- "vig ne",
- "sm d",
- "whe ad",
- "villa ge",
- "le ek",
- "formula e",
- "ta res",
- "persist ence",
- "?? ????",
- "ped ago",
- "he z",
- "alzheim ers",
- "vul ture",
- "off ence",
- "is great",
- "suff ra",
- "kick in",
- "h mmmm",
- "broad way",
- "ï¸ı @",
- "art i",
- "alli son",
- "endor ses",
- "ry u",
- "lolli pop",
- "soy bean",
- "kend all",
- "cer a",
- "inv ade",
- "( ðŁĵ·:",
- "conver ter",
- "car pets",
- "ho bo",
- "fr it",
- "pe ac",
- "es qu",
- "ern an",
- "ou f",
- "an il",
- "di ffer",
- "ch ing",
- "bre cht",
- "sp g",
- "daven port",
- "stra va",
- "sever n",
- "n gos",
- "stor ians",
- "fe te",
- "parame dic",
- "j hb",
- "al amo",
- "sne aking",
- "gold coast",
- "roof s",
- "isi l",
- "depic ted",
- "projec tions",
- "nu mb",
- "o ss",
- "ep i",
- "glu cose",
- "zid ane",
- "infin iti",
- "íĺ Ħ",
- "ran som",
- "ton ics",
- "fal k",
- "g ler",
- "ou tw",
- "re ss",
- "week ly",
- "the on",
- "n ole",
- "ðŁĩªðŁĩ º",
- "vol ley",
- "sum mar",
- "neg ativity",
- "sam son",
- "ye w",
- "aus votes",
- "ju l",
- "ju dy",
- "f art",
- "pra yed",
- "pal ate",
- "multicul tural",
- "double header",
- "cycl ones",
- "pier re",
- "ãģ ¨",
- "âĺ łï¸ı",
- "rt w",
- "conver ting",
- "wir ral",
- "l ari",
- "ir relevant",
- "austin mahone",
- "an che",
- "ya an",
- "sd f",
- "$ .",
- "explo ding",
- "ulti mate",
- "prof ici",
- "gofund me",
- "cell ence",
- "ep stein",
- "bul lied",
- "sep tic",
- "à® ¤",
- "lu mber",
- "cu ff",
- "vsco cam",
- "pl or",
- "ภ¥",
- "se ok",
- "ro to",
- "venezu elan",
- "sor ta",
- "spir ited",
- "daniel padilla",
- "team sisd",
- "radio active",
- "icelan dic",
- "ðŁĴ ¤",
- "ver e",
- "accommo date",
- "shi pp",
- "ot ter",
- "ol ina",
- "e go",
- "su la",
- "san antonio",
- "de as",
- "simil arities",
- "âļ ¾",
- "y om",
- "bro ward",
- "å °",
- "can cun",
- "veri fy",
- "on te",
- "candle light",
- "ìł ķ",
- "inf ants",
- "az am",
- "ðŁĺ °",
- "le ven",
- "un stable",
- "bloom ington",
- "x ford",
- "con tour",
- "y p",
- "innov ator",
- "histor ies",
- "po y",
- "lolo lol",
- "ex pires",
- "cat alo",
- "bill boards",
- "an ab",
- "el ic",
- "novasco tia",
- "fa ire",
- "ìĿ ´",
- "rock well",
- "gr ille",
- "az tec",
- "joh or",
- "ur struly",
- "fi ren",
- "dun lop",
- "id le",
- "port man",
- "jo es",
- "tx hsfb",
- "hol m",
- "cham ele",
- "under world",
- "lo ss",
- "ti em",
- "therap ists",
- "past ure",
- "pa ste",
- "ing now",
- "vul can",
- "ra gon",
- "lar kin",
- "o shi",
- "ho co",
- "child hood",
- "umb rel",
- "success or",
- "kath y",
- "iz en",
- "° ï¸ı",
- "share holders",
- "ol ga",
- "ai b",
- "he ap",
- "fl aming",
- "ro u",
- "air tel",
- "rat t",
- "z ane",
- "vo w",
- "thor ough",
- "sn ag",
- "par th",
- "un conscious",
- "ve y",
- "new release",
- "gh ee",
- "croati an",
- "facilit ating",
- "swan son",
- "astor ia",
- "to logy",
- "master y",
- "ðŁ¤ ij",
- "bil bao",
- "trou pe",
- "the ori",
- "chey enne",
- "ro tt",
- "shore line",
- "gra sso",
- "master chef",
- "+ )",
- "vi x",
- "ellen show",
- "as g",
- "an ak",
- "ku ya",
- "safar ilive",
- "debu ting",
- "blu m",
- "list ener",
- "v ins",
- "book shelf",
- "smart cities",
- "makeyourown lane",
- "; ;",
- "ðŁIJ ¯",
- "ri zz",
- "on ward",
- "bull dog",
- "bear ish",
- "vir uses",
- "fri gh",
- "lin den",
- "we iser",
- "sn t",
- "gon a",
- "dre sden",
- "fl anders",
- "cu k",
- "wheel ing",
- "ba u",
- "atu esday",
- "surf ers",
- "swi ft",
- "mc call",
- "arbitr ation",
- "aw d",
- "mon c",
- "b ine",
- "at x",
- "re fr",
- "mi ro",
- "po sey",
- "n are",
- "rit ter",
- "âģ ¦",
- "play book",
- "blow out",
- "sports manship",
- "s oooooo",
- "malay alam",
- "gri ms",
- "bur bank",
- "infin ity",
- "sar gent",
- "oit nb",
- "joseph ine",
- "ski pping",
- "par kin",
- "excur sion",
- "semin ars",
- "jo har",
- "par tridge",
- "post game",
- "ll ll",
- "blan che",
- "temp ting",
- "m na",
- "lu ka",
- "is ers",
- "to ffee",
- "bar ron",
- "he mmings",
- "sa e",
- "go hawks",
- "cu pid",
- "li mbs",
- "con se",
- "un common",
- "z ada",
- "head shot",
- "so ils",
- "pione er",
- "mam ma",
- "sem itic",
- "pan dey",
- "jamiedor nan",
- "spl its",
- "vel a",
- "son i",
- "ra ff",
- "t mobile",
- "âŀ ĸ",
- "pra wns",
- "lit er",
- "enjo yment",
- "egg plant",
- "tu b",
- "cultur al",
- "us ic",
- "suspici on",
- "sy cam",
- "summ ed",
- "ma du",
- "ho ck",
- "up wards",
- "eye ing",
- "ri ve",
- "assas sins",
- "âĤ ¬",
- "out fy",
- "chi ves",
- "t ner",
- "la is",
- "por ridge",
- "sad dest",
- "w cc",
- "vick i",
- "sna ils",
- "biz italk",
- "mill an",
- "ðŁĮ į",
- "sam oa",
- "j ing",
- "mi key",
- "gu j",
- "chel ms",
- "eli gibility",
- "arma da",
- "thro p",
- "surger ies",
- "ãĤ ¿",
- "mo hawk",
- "ex its",
- "me m",
- "is lington",
- "c me",
- "land fill",
- "kait lyn",
- "ðŁİ ¼",
- "combin ations",
- "tomorrow land",
- "ver b",
- "cor a",
- "pre cisely",
- "na om",
- "ðŁĨ ķ",
- "shr ink",
- "sof tly",
- "merce de",
- "mand el",
- "poo dle",
- "ball erina",
- "sop h",
- "jux ta",
- "y at",
- "ary an",
- "hesit ate",
- "lo wered",
- "gu lar",
- "dungeon sand",
- "ron an",
- "my ri",
- "sp f",
- "men opau",
- "gra sp",
- "pa thi",
- "fe asi",
- "fla w",
- "shi story",
- "ste ward",
- "gg le",
- "fay re",
- "cli que",
- "credi bility",
- "yo g",
- "sec tion",
- "mu sko",
- "se ville",
- "no tt",
- "cal m",
- "mate o",
- "indic ted",
- "fi ba",
- "by l",
- "lin o",
- "u kin",
- "!! #",
- "enig ma",
- "siri us",
- "bu sc",
- "ðŁį Ĭ",
- "mac kerel",
- "psal ms",
- "a at",
- "tomorrow spaper",
- "ðŁĺ ĸ",
- "p fc",
- "........ ...",
- "shre k",
- "mul let",
- "o sh",
- "danger ously",
- "immen sely",
- "am ur",
- "ðŁį Ĥ",
- "pro por",
- "sy a",
- "london marathon",
- "abo ve",
- "obli gatory",
- "pro v",
- "ra cha",
- "alex is",
- "pri mary",
- "sh h",
- "ether net",
- "d stv",
- "cou gar",
- "un lucky",
- "ni l",
- "steak house",
- "mel a",
- "fc bayern",
- "cause way",
- "ca therine",
- "fluore scent",
- "nx t",
- "to kyo",
- "au sp",
- "releg ation",
- "qui zz",
- "shored itch",
- "proud tobe",
- "promo s",
- "inter acting",
- "home brew",
- "da esh",
- "w pg",
- "stead ily",
- "provin ces",
- "bal lots",
- "i ah",
- "al to",
- "< <<",
- "you u",
- "ri ley",
- "prefe rence",
- "tra verse",
- "incen se",
- "am munition",
- "ho dges",
- "# @",
- "hail state",
- "tart an",
- "witch craft",
- "vent ilation",
- "liber tarian",
- "! âĢ¦",
- "ow es",
- "% !",
- "ong chang",
- "bru shing",
- "le ic",
- "fi ber",
- "under attack",
- "down load",
- "ex pir",
- "hy o",
- "pompe y",
- "mc bride",
- "y ag",
- "stre e",
- "com bat",
- "ten ding",
- "ai ra",
- "gug gen",
- "ab ra",
- "in na",
- "fli ps",
- "aw al",
- "m ach",
- "dol lar",
- "inspir ations",
- "z um",
- "o du",
- "it ty",
- "video game",
- "aqu aman",
- "har u",
- "bel fast",
- "je b",
- "but ch",
- "us gs",
- "calcu lus",
- "go yal",
- "mor gen",
- "x finity",
- "stand up",
- "contrac ep",
- "sab re",
- "na be",
- "in secure",
- "gener ously",
- "epit ome",
- "l w",
- "t ca",
- "narr atives",
- "don nell",
- "pand as",
- "ber gh",
- "tu t",
- "ker al",
- "fel icity",
- "br ampton",
- "quinte t",
- "nom ore",
- "ðŁĶ ij",
- "lo i",
- "alham dulil",
- "ðŁĶ¥ ðŁĶĹ",
- "ston er",
- "shaw l",
- "clin ical",
- "bren dan",
- "gon e",
- "fla wed",
- "tri ppy",
- "j g",
- "al location",
- "po aching",
- "ve vo",
- "mo cks",
- "lef tist",
- "bon uses",
- "condem ned",
- "abil ity",
- "st ating",
- "microbi ome",
- "bio logist",
- "for you",
- "wahl berg",
- "ss or",
- "ift ar",
- "w ul",
- "ÑĦ оÑĤ",
- "pom er",
- "me me",
- "ver te",
- "tre ll",
- "tra it",
- "in let",
- "hormon es",
- "deliber ately",
- "vill ar",
- "battle ship",
- "p bl",
- "tw enti",
- "ho kies",
- "dal ail",
- "say a",
- "may fair",
- "han s",
- "die ts",
- "⾨ ⾨",
- "od in",
- "hot spur",
- "pap i",
- "k ana",
- "k amp",
- "fin na",
- "flo tus",
- "ti ans",
- "unic orns",
- "tribe ca",
- "chang ers",
- "fore ground",
- "out a",
- "inv aders",
- "gett ys",
- "tomorrowspaper stoday",
- "mac millan",
- "hand written",
- "w fp",
- "u de",
- "state of",
- "base d",
- "âĺģ ï¸ı",
- "cas m",
- "psy ched",
- "histor ians",
- "fol d",
- "d da",
- "ag grav",
- "p ans",
- "green way",
- "au sv",
- "ðŁĺ ¶",
- "shradd ha",
- "inde x",
- "be sti",
- "zim mer",
- "t ness",
- "eye shadow",
- "ot te",
- "go ts",
- "distribu ting",
- "pro min",
- "yo l",
- "ace a",
- "tram rahim",
- "hoo per",
- "supre me",
- "jam min",
- "intu itive",
- "quali fications",
- "sli m",
- "sid di",
- "jay ne",
- "tri pping",
- "g tx",
- "pun s",
- "e manuel",
- "om g",
- "mid summer",
- "in to",
- "succul ent",
- "ri en",
- "new mexico",
- "o or",
- "hoo king",
- "in f",
- "ðŁ¤ Ŀ",
- "flir ting",
- "na hi",
- "g friend",
- "t ps",
- "hel ix",
- "z s",
- "on ie",
- "ct f",
- "kri s",
- "irresi stible",
- "fla p",
- "ðŁijıðŁı» ðŁijıðŁı»",
- "us wnt",
- "ru d",
- "ram ps",
- "pin oy",
- "ot w",
- "lol z",
- "low ering",
- "favor ite",
- "t mc",
- "phra ses",
- "her mi",
- "aver aging",
- "em br",
- "ben o",
- "estu ary",
- "sle eve",
- "ribb ons",
- "ta sh",
- "ภ¹",
- "x f",
- "aw gs",
- "sun ited",
- "brew eries",
- "anir ud",
- "pun ches",
- "ol die",
- "ip ads",
- "wi fey",
- "land lords",
- "d ji",
- "gun ner",
- "íķ ´",
- "tex an",
- "ex op",
- "cas sandra",
- "s off",
- "ðŁļ «",
- "igh ton",
- "bak ers",
- "awareness week",
- "v all",
- "ear p",
- "bts bbmas",
- "apologi zes",
- "âļĵ ï¸ı",
- "was ps",
- "states man",
- "snat ch",
- "watch dog",
- "ra fi",
- "after party",
- "spi ke",
- "j er",
- "peri ph",
- "r nc",
- "mu ll",
- "le en",
- "shi es",
- "li eu",
- "urstruly mahesh",
- "mer ton",
- "de sai",
- "shi f",
- "ðŁĮ ±",
- "pe dic",
- "gos ling",
- "arrang ing",
- "ww g",
- "gen y",
- "you uu",
- "netfli x",
- "e ttes",
- "k wi",
- "bernar dino",
- "am iga",
- "Ø ¨",
- "kashmir i",
- "t ings",
- "emer itus",
- "de cat",
- "ab domin",
- "dc i",
- "pha ses",
- "d jan",
- "be am",
- "op ry",
- "i shed",
- "the ellenshow",
- "the st",
- "habit ats",
- "to ons",
- "mclau ghlin",
- "ri pper",
- "micro biology",
- "tal aga",
- "clu eless",
- "ss u",
- "cro che",
- "bro mance",
- "longe vity",
- "zagre b",
- "prev ented",
- "tra ve",
- "spo ilt",
- "darry l",
- "migra ine",
- "al cat",
- "dd dd",
- "vi v",
- "ser pent",
- "mat tel",
- "jam a",
- "con quest",
- "î Ħ",
- "sam sung",
- "presbyter ian",
- "ket ch",
- "fire fox",
- "mo tif",
- "le c",
- "cho pping",
- "cher no",
- "j ann",
- "ðŁIJ °",
- "pro lon",
- "wake up",
- "conver gence",
- "mersey side",
- "heart broken",
- "lo oming",
- "hal lucin",
- "mai ze",
- "commun ism",
- "mo h",
- "twitter storians",
- "serge y",
- "res eller",
- "favor able",
- "ed gy",
- "re iter",
- "mal aga",
- "live me",
- "ka hn",
- "pul sion",
- "big g",
- "kim kardashian",
- "ati o",
- "tyr anny",
- "ru ption",
- "q ant",
- "pro ven",
- "by z",
- "pu shaw",
- "kri stin",
- "e er",
- "tar dis",
- "ri z",
- "awak en",
- "mi ko",
- "un documented",
- "path finder",
- "indirec t",
- "resemb les",
- "h ler",
- "conce aled",
- "scand al",
- "re im",
- "d nb",
- "cr itters",
- "attend ant",
- "apprentice ships",
- "aa u",
- "scre amed",
- "l su",
- "fa h",
- "har bour",
- "ed d",
- "bat sman",
- "li ss",
- "mi sha",
- "spani el",
- "it f",
- "advan cement",
- "fa c",
- "close up",
- "cecil ia",
- "medi c",
- "narcis si",
- "lav ish",
- "gi ac",
- "ma ys",
- "le it",
- "wine wednesday",
- "pushaw ard",
- "let to",
- "curren ts",
- "bug atti",
- "out ine",
- "w j",
- "un do",
- "ler osis",
- "devo tional",
- "ðŁij «",
- "on na",
- "fais al",
- "sa una",
- "himach al",
- "am ii",
- "à® ®",
- "di zzy",
- "screen writing",
- "ph x",
- "sp n",
- "ick i",
- "ag irl",
- "fi shes",
- "wb z",
- "pi m",
- "bo ar",
- "ac id",
- "! ..",
- "rocke feller",
- "n ga",
- "dra stically",
- "simpli fy",
- "dru mming",
- "autum nal",
- "gur mee",
- "lor de",
- "jo ann",
- "give up",
- "b our",
- "am ura",
- "der land",
- "sim pler",
- "wat son",
- "tri dent",
- "concor dia",
- "bel lum",
- "bre k",
- "dum plings",
- "vi on",
- "dungeonsand dragons",
- "sp ri",
- "ascen sion",
- "wil datlantic",
- "u st",
- "rob ins",
- "legi on",
- "insi st",
- "jar o",
- "gue ss",
- "so b",
- "bigh it",
- "pool side",
- "negoti ating",
- "mc gill",
- "bil d",
- "techn icians",
- "miti gation",
- "ajay devgn",
- "b to",
- "ant en",
- "cosmo politan",
- "ðŁĺĬðŁĺĬ ðŁĺĬðŁĺĬ",
- "patri oti",
- "temp er",
- "promen ade",
- "nav ajo",
- "nam m",
- "wrink les",
- "dc fc",
- "le ach",
- "bru nette",
- "r f",
- "cout inho",
- "al ti",
- "tradition ally",
- "op tome",
- "na z",
- "accord ingly",
- "rec ard",
- "de ets",
- "sw ell",
- "po sure",
- "whit ening",
- "strang er",
- "illi on",
- "here ford",
- "u wu",
- "ro bber",
- "cotsw olds",
- "cl en",
- "gor ge",
- "nam aste",
- "re lish",
- "gri ff",
- "adren aline",
- "bla sio",
- "val e",
- "ê ²",
- "toler ate",
- "rail minindia",
- "jen sen",
- "ho ven",
- "el lu",
- "ob sole",
- "eisen hower",
- "unidenti fied",
- "than niversary",
- "body guard",
- "Ø ¯",
- "i dge",
- "sch al",
- "stock port",
- "sn i",
- "re taining",
- "po po",
- "pix ie",
- "oli thic",
- "ki er",
- "ha jj",
- "sa z",
- "cor bin",
- "!!!! !!!!!!",
- "v it",
- "me gat",
- "de h",
- "circu it",
- "af fleck",
- "theore tical",
- "hope less",
- "u ab",
- "slu mp",
- "b ice",
- "jam med",
- "let stalk",
- "can i",
- "side ways",
- "labyrin th",
- "re fs",
- "ha hn",
- "jare d",
- "ðŁį ¹",
- "jam bo",
- "ph yl",
- "enhan cement",
- "c tr",
- "ful lest",
- "se ye",
- "do ba",
- "cho ic",
- "yo s",
- "cb j",
- "andr é",
- "re watch",
- "pri ma",
- "doctr ine",
- "for gets",
- "u hm",
- "ar ound",
- "u le",
- "art lovers",
- "shi raz",
- "har th",
- "ex tor",
- "Å ¡",
- "unexpec tedly",
- "eli us",
- "y x",
- "em my",
- "se ac",
- "ðŁijĩðŁijĩ ðŁijĩ",
- "correc ted",
- "com bu",
- "wom anc",
- "cou gh",
- "what son",
- "publi shes",
- "divers ity",
- "back bone",
- "lock down",
- "mesmeri zing",
- "nor te",
- "ma b",
- "desig ner",
- "í ģ",
- "ra gh",
- "mole cules",
- "get outside",
- "the beatles",
- "semicon duc",
- "nach o",
- "lun es",
- "ham mers",
- "sul tan",
- "o on",
- "fe ren",
- "att ach",
- "ar qu",
- "uttarak hand",
- "s ash",
- "; -",
- "tre ad",
- "i ko",
- "ar thur",
- "scandin avian",
- "r ation",
- "ga el",
- "charge able",
- "fish y",
- "v ma",
- "hand bags",
- "char a",
- "ay ne",
- "de fam",
- "sett lers",
- "qad ri",
- "pal ais",
- "in wx",
- "apocaly ptic",
- "poo ja",
- "a es",
- "at ories",
- "proof ing",
- "n lp",
- "ts la",
- "v ina",
- "li do",
- "dee phouse",
- "informat ics",
- "v v",
- "pp ings",
- "di ss",
- "Ã ¯",
- "uhur u",
- "st ony",
- "betra yed",
- "b aff",
- "my ra",
- "as pen",
- "allow ance",
- "tam ara",
- "ci f",
- "cor bett",
- "ser ge",
- "di go",
- "ambi gu",
- "pain ters",
- "p cr",
- "p ca",
- "nom s",
- "lo ft",
- "ve e",
- "opend ata",
- "ðŁIJ ±",
- "alex andre",
- "identi fies",
- "fantasy football",
- "re production",
- "brom ley",
- "ware agle",
- "mm er",
- "p ss",
- "cu es",
- "ay at",
- "hut chinson",
- "sar ac",
- "jack man",
- "ira h",
- "ap ink",
- "col s",
- "aussi es",
- "ex ecs",
- "day ton",
- "ðŁĻ Ĩ",
- "im v",
- "har am",
- "chuck le",
- "authent icity",
- "ar do",
- "incub ator",
- "ภª",
- "photo shopped",
- "embrac ed",
- "fight for",
- "gor man",
- "zz zz",
- "schol astic",
- "cri sps",
- "te apo",
- "mid night",
- "ga ine",
- "col lier",
- "s ate",
- "de tte",
- "å Ń",
- "imag ine",
- "i ff",
- "tw ili",
- "i fication",
- "teat ro",
- "nor ma",
- "es ur",
- "emergen cies",
- "rise up",
- "r inger",
- "hass le",
- "cait lyn",
- "tranqu il",
- "vers a",
- "se b",
- "over look",
- "gin i",
- "bo go",
- "se re",
- "may ne",
- "henri k",
- "contamin ated",
- "rhapso dy",
- "pro portion",
- "wildatlantic way",
- "âģ© .",
- "organis ers",
- "tran e",
- "stand ard",
- "sper m",
- "laun cher",
- "ric ci",
- "her ts",
- "paper work",
- "showcas ed",
- "mer yl",
- "pen a",
- "p imp",
- "disa strous",
- "^. ^",
- "phar a",
- "x is",
- "fron tal",
- "sw irl",
- "sp ills",
- "swag ger",
- "smart watch",
- "sizz ling",
- "savi our",
- "cat ar",
- "bb cr",
- "refurbi shment",
- "dr is",
- "citro en",
- "absor b",
- "patrioti sm",
- "il leg",
- "chro mo",
- "fresh ers",
- "ru s",
- "lim iting",
- "ef ish",
- "down ed",
- "man dir",
- "hazel nut",
- "p all",
- "mac on",
- "disappear ing",
- "quali fies",
- "bo on",
- "bar racks",
- "am ine",
- "gen dere",
- "ðŁļ ĺ",
- "j es",
- "ãĥ Ń",
- "qu ito",
- "middle weight",
- "sch au",
- "quad ru",
- "aci ones",
- "limit less",
- "ðŁijĮ ðŁı½",
- "ch man",
- "ar av",
- "regulat ors",
- "it up",
- "batter sea",
- "mil ford",
- "g z",
- "tic king",
- "gh ou",
- "cru shes",
- "tu tu",
- "dread ful",
- "fam ine",
- "for change",
- "dalail ama",
- "ðŁĴ į",
- "whit aker",
- "hash mi",
- "h us",
- "vo d",
- "bet te",
- "aa ah",
- "iso o",
- "ðŁ¥ Ī",
- "ha ar",
- "la ine",
- "b v",
- "all day",
- "spr out",
- "indie games",
- "free bie",
- "gree ks",
- "but ler",
- "ill in",
- "ha al",
- "ware ness",
- "si ma",
- "public health",
- "gam a",
- "wa a",
- "oun g",
- "goo oo",
- "okin awa",
- "off enders",
- "im pose",
- "ho c",
- "young ster",
- "story teller",
- "sc ap",
- "figh ter",
- "+ ,",
- "whit es",
- "music monday",
- "re za",
- "go ducks",
- "bri a",
- "mi um",
- "cas per",
- "cru mbs",
- "a ad",
- "marti alarts",
- "ch p",
- "ri gged",
- "tn g",
- "harve sted",
- "sa k",
- "do jo",
- "mill wall",
- "b nw",
- "oc d",
- "histor yof",
- "t mr",
- "si rens",
- "fan ci",
- "caregi vers",
- "vir a",
- "son i",
- "recur ring",
- "acknowle dged",
- "ðŁı Ł",
- "oph ile",
- "bu cky",
- "stre ssing",
- "roo k",
- "di gger",
- "vi val",
- "san do",
- "fle et",
- "si ers",
- "sel caday",
- "refre shed",
- "anti fa",
- "a que",
- "po lo",
- "disappear ance",
- "de mb",
- "âĮļ ï¸ı",
- "ren ted",
- "ber ger",
- "g mb",
- "cu la",
- "ss al",
- "goo dy",
- "u hh",
- "marcel o",
- "w anna",
- "soft ware",
- "shop small",
- "turt le",
- "tom as",
- "fri sco",
- "ðŁĺį ðŁĴķ",
- "jim enez",
- "c su",
- "day z",
- "an do",
- "wyn ne",
- "choreo grapher",
- "cerv ical",
- "trail blazers",
- "ed g",
- "zend aya",
- "travel blog",
- "el s",
- "whole some",
- "co g",
- "lab out",
- "ar ney",
- "del le",
- "su isse",
- "ma si",
- "ine se",
- "om be",
- "fi ddle",
- "re claim",
- "pa u",
- "wat cher",
- "sla in",
- "ber ty",
- "opti mum",
- "el ites",
- "min is",
- "tur key",
- "patro ls",
- "ger ard",
- "au reli",
- "wild ly",
- "wal tz",
- "br gy",
- "w ob",
- "cre st",
- "+ ++",
- "ve z",
- "fro sted",
- "davi do",
- "the x",
- "param edics",
- "p into",
- "han k",
- "du pont",
- "ur g",
- "fo stering",
- "micro poetry",
- "spec tre",
- "---- >",
- "ne uro",
- "fri da",
- "music al",
- "galve ston",
- "e ffic",
- "sc ape",
- "pal azzo",
- "th all",
- "pro visional",
- "p js",
- "au re",
- "ðŁĶ ľ",
- "mam amoo",
- "kit ties",
- "cre e",
- "wa k",
- "lo ool",
- "lu pus",
- "cn blue",
- "Ã º",
- "ðŁİ ¬",
- "rac ed",
- "tro se",
- "om as",
- "stri de",
- "co ors",
- "⤠µï¸ı",
- "in comparable",
- "cy ril",
- "broad er",
- "arec lipse",
- "ðŁį Ķ",
- "inter val",
- "ti ru",
- "co working",
- "w aco",
- "a ham",
- "a bee",
- "flouri sh",
- "the times",
- "ol ini",
- "kick boxing",
- "lu cer",
- "at la",
- "as un",
- "casser ole",
- "mi aw",
- "lobb ying",
- "jan ice",
- "cir que",
- "re flex",
- "le ary",
- "sanat omy",
- "tem pest",
- "se mb",
- "mur dering",
- "us av",
- "ro bo",
- "on et",
- "p cc",
- "nati ves",
- "life of",
- "sa ha",
- "ruth less",
- "rel ates",
- "appeti zer",
- "pye ongchang",
- "nor d",
- "er u",
- "a thing",
- "ug ly",
- "pl ying",
- "bran ce",
- "organ ise",
- "kend ra",
- "dat o",
- "chees es",
- "par ma",
- "burn out",
- "a stra",
- "pre toria",
- "adjust ment",
- "uk u",
- "sl o",
- "li ken",
- "fav ors",
- "cli ve",
- "be ets",
- "snow donia",
- "go tv",
- "sy n",
- "open house",
- "pan i",
- "portra yed",
- "sl ated",
- "me cca",
- "ren al",
- "supportsmall streamers",
- "staf fs",
- "da o",
- "bi ker",
- "vik tor",
- "tit us",
- "admi red",
- "ðŁĵ ±",
- "hurric an",
- "he ats",
- "gl ory",
- "photo genic",
- "mer i",
- "de por",
- "burn ham",
- "or angu",
- "dj ing",
- "impre ssionism",
- "ign ition",
- "ca i",
- "w ynn",
- "de pe",
- "cove ted",
- "colla gen",
- "sau s",
- "or nam",
- "administr ators",
- "ss on",
- "nh politics",
- "hahahaha hahahaha",
- "aspir ations",
- "r gb",
- "swol len",
- "so we",
- "sc r",
- "diver gent",
- "hou ghton",
- "han oi",
- "d ory",
- "ni ki",
- "land ry",
- "b cci",
- "ðŁijĮ ðŁijĮ",
- "is mail",
- "tri pod",
- "her d",
- "bhat t",
- "dress age",
- "tab by",
- "ingu ish",
- "hur on",
- "à³ į",
- "Ã ł",
- "to das",
- "evangel ical",
- "chor ds",
- "st john",
- "slo ppy",
- "marty r",
- "face book",
- "ali ght",
- "sen sei",
- "kath niel",
- "r ites",
- "zi one",
- "u o",
- "revel ations",
- "weight lifting",
- "pan o",
- "nc wx",
- "ac ton",
- "à® ķ",
- "Ø ²",
- "som a",
- "ภĹ",
- "respec ting",
- "mar che",
- "fore man",
- "be tty",
- "ki k",
- "shi bu",
- "po on",
- "argy le",
- "k swx",
- "et z",
- "mar bella",
- "brac kets",
- "stand by",
- "fire side",
- "defi ance",
- "v ex",
- "britanni a",
- "in habit",
- "appo int",
- "piyu sh",
- "le ash",
- "sci ento",
- "fla sk",
- "sen na",
- "> :",
- "at roc",
- "sand erson",
- "id lib",
- "dhan ush",
- "ðŁĺ Ļ",
- "en thr",
- "hit ch",
- "de dly",
- "al ley",
- "dor k",
- "mon do",
- "cudd ly",
- "mis sin",
- "ye sss",
- "night ing",
- "j pn",
- "w ary",
- "ump ire",
- "ma z",
- "ê ³",
- "bab s",
- "ĭ ãģ",
- "stan ford",
- "posse ssed",
- "exce eded",
- "ðŁĶ ¶",
- "wall art",
- "tra p",
- "j il",
- "hi bis",
- "sp ying",
- "scri be",
- "khali l",
- "trans lator",
- "lu mb",
- "di zed",
- "ch c",
- "super vision",
- "shut ter",
- "ja g",
- "_ *",
- "yester days",
- "ms f",
- "hi hi",
- "gonz aga",
- "gille spie",
- "vive k",
- "ec static",
- "this morning",
- "ch us",
- "ed es",
- "ston ed",
- "be es",
- "ðŁĩ¹ ðŁĩ",
- "tur in",
- "ho ver",
- "at rics",
- "ster n",
- "sam heughan",
- "auti sm",
- "mi ya",
- "eye witness",
- "writ ings",
- "travel tips",
- "chut ney",
- "px rtg",
- "keny ans",
- "my stic",
- "k rit",
- "/ $",
- "red head",
- "world ly",
- "am us",
- "op la",
- "le ve",
- "gab bana",
- "se en",
- "o clock",
- "gang a",
- "keen an",
- "sc ent",
- "ol dies",
- "go green",
- "corner stone",
- "comp ly",
- "con cours",
- "ðŁİ¶ ðŁİ¶",
- "ha an",
- "con fis",
- "aw son",
- "cle op",
- "î Ģ",
- "su zu",
- "sau té",
- "al gar",
- "subscri ber",
- "este emed",
- "ãĤ¤ ãĥ",
- "worth while",
- "mel rose",
- "flo ck",
- "bri ghtly",
- "viol inist",
- "p ere",
- "sli pping",
- "and co",
- "si gh",
- "ha van",
- "cu lo",
- "m sa",
- "fibro sis",
- "matil da",
- "ra fting",
- "aw ard",
- "ë ª",
- "mm mm",
- "ge aux",
- "ste iner",
- "sin n",
- "help ers",
- "beet les",
- "ai mee",
- "tai wan",
- "pistachi o",
- "mac beth",
- "m zan",
- "descend ants",
- "on sale",
- "in r",
- "il m",
- "grou se",
- "sa ig",
- "mo w",
- "bi gre",
- "adjust ments",
- "tu la",
- "mathe w",
- "transl ates",
- "mu h",
- "bol lah",
- "ðŁĴĽ ðŁĴĻ",
- "amo res",
- "ab outs",
- "bomb shell",
- "bla ster",
- "x avi",
- "s ns",
- "k roger",
- "ga ther",
- "erad ic",
- "daf t",
- "chem o",
- "ben ches",
- "ðŁĩ© ðŁĩ",
- "ut v",
- "our a",
- "n ko",
- "gator ade",
- "biaf ra",
- "ok state",
- "im danielpadilla",
- "dom ains",
- "open ingday",
- "kid do",
- "do i",
- "ric e",
- "day care",
- "mac millan",
- "ba thurst",
- "cheer leading",
- "ðŁ¦ ģ",
- "cash back",
- "k won",
- "hob bies",
- "exem pl",
- "ries ling",
- "âļ ª",
- "ag les",
- "ny s",
- "every thing",
- "nav is",
- "ad di",
- "magne sium",
- "faceli ft",
- "ark ham",
- "grand es",
- "extre mist",
- "don at",
- "vit ality",
- "pump kin",
- "be tta",
- "sl td",
- "arti san",
- "li by",
- "pe aked",
- "ah hhhh",
- "mary am",
- "assi m",
- "un sc",
- "ment e",
- "al aya",
- "low ers",
- "ar as",
- "gri ev",
- "le ip",
- "gr ati",
- "cri ses",
- "spr ints",
- "exe cute",
- "w to",
- "ms d",
- "mag ical",
- "re viewer",
- "spark les",
- "juke box",
- "ðŁĺĤ âĿ¤ï¸ı",
- "pay back",
- "licen ses",
- "dun kin",
- "bel t",
- "lake wood",
- "h ateful",
- "bud gets",
- "rev amped",
- "ph erson",
- "ky iv",
- "went worth",
- "ro sen",
- "cru ise",
- "gi ggle",
- "def star",
- "assassin scre",
- "ym outh",
- "win kle",
- "w fc",
- "band wagon",
- "b kk",
- "w iring",
- "kear ney",
- "south side",
- "pe tit",
- "! ðŁĺį",
- "nor dic",
- "mir za",
- "mu gabe",
- "v l",
- "scon es",
- "k tv",
- "sand al",
- "du c",
- "m alls",
- "ðŁĴŀ ðŁĴŀ",
- "it c",
- "al ay",
- "im pair",
- "un rest",
- "flo ss",
- "c é",
- "ab ou",
- "var ying",
- "muse o",
- "ser ver",
- "di ya",
- "hibis cus",
- "ero y",
- "mer ritt",
- "fin dom",
- "f pp",
- "un usually",
- "go tt",
- "conting ent",
- "ali aa",
- "ball on",
- "jo l",
- "hi ked",
- "zy me",
- "ay r",
- "ag n",
- "ga z",
- "perio dic",
- "spar ty",
- "practi sing",
- "lin ton",
- "tal is",
- "cy pri",
- "womanin biz",
- "radio disney",
- "ðŁĮ ¼",
- "jump ers",
- "endo cr",
- "ðŁļ¨ ðŁļ¨",
- "and on",
- "shar apo",
- "mi er",
- "ma sonic",
- "fac tories",
- "vi en",
- "bb ers",
- "ìĽ IJ",
- "hol d",
- "ke bab",
- "be ak",
- "approach ed",
- "ac milan",
- "mun ro",
- "ko sher",
- "excell ency",
- "negoti ation",
- "walt disneyworld",
- "cr ouch",
- "te asing",
- "suppre ssion",
- "en ya",
- "b ce",
- "transformation tuesday",
- "cal lie",
- "vis was",
- "p gat",
- "ic ted",
- "end ings",
- "esc u",
- "recru ited",
- "it fc",
- "collabor ations",
- "g ino",
- "snu ck",
- "ausch witz",
- "i fc",
- "x ii",
- "ke sha",
- "ger vais",
- "clo ak",
- "x l",
- "sa ad",
- "prob ation",
- "pre cau",
- "mac in",
- "anasta si",
- "le k",
- "e azy",
- "daysof code",
- "mariah carey",
- "yo g",
- "stit ched",
- "boy friends",
- "sh ar",
- "ph ile",
- "ag u",
- "twin kle",
- "phi shing",
- "week ender",
- "ic ton",
- "gurmee tramrahim",
- "al ton",
- "l eness",
- "all an",
- "pen ultimate",
- "kry stal",
- "go u",
- "lan de",
- "dis mant",
- "ab using",
- "nor se",
- "pat erson",
- "ed mun",
- "ap an",
- "xi umin",
- "sk el",
- "cat walk",
- "re act",
- "wal led",
- "t angle",
- "br yn",
- "ve to",
- "super moon",
- "cas ablanc",
- "appreci ates",
- "ski d",
- "bo th",
- "catal ina",
- "ele ague",
- "cyber monday",
- "cau tious",
- "ðŁ¤ ĵ",
- "nov o",
- "hamp ton",
- "ha ye",
- "jose f",
- "var an",
- "lo bos",
- "roano ke",
- "orph ans",
- "tt in",
- "squ ads",
- "ishqba aaz",
- "black panther",
- "e tu",
- "k sh",
- "cru mble",
- "cess na",
- "reli eved",
- "scul ly",
- "pollin ators",
- "explore canada",
- "ki es",
- "kam loops",
- "kir an",
- "pri mal",
- "sett lements",
- "hot spot",
- "brain storming",
- "ce dric",
- "bi ennial",
- "sh ant",
- "âĻ¡âĻ¡ âĻ¡",
- "do on",
- "hear n",
- "walk way",
- "fe m",
- "ve al",
- "deport ation",
- "tox ins",
- "elimin ating",
- "descen ding",
- "by the",
- "bla sphe",
- "ha sta",
- "comple ment",
- "as cent",
- "ri ga",
- "provo st",
- "âĸ ª",
- "wee ping",
- "anti semitism",
- "employe e",
- "unearth ed",
- "pin o",
- "natali e",
- "bla d",
- "ang ola",
- "lock heed",
- "in ian",
- "ag r",
- "ni ster",
- "im pala",
- "m ke",
- "fan atic",
- "âĺħ âĺħ",
- "ðŁij ¸",
- "lu ch",
- "simpli fied",
- "gall ery",
- "econom ic",
- "cy borg",
- "con i",
- "sel ma",
- "in ception",
- "ko ala",
- "dv ds",
- "cre sted",
- "m mor",
- "visi ble",
- "n sd",
- "ðŁĻĮ ðŁı½",
- "w under",
- "refriger ator",
- "re opening",
- "e era",
- "carou sel",
- "as p",
- "balli stic",
- "victor y",
- "mo tive",
- "tre y",
- "sharapo va",
- "si i",
- "mon ter",
- "int end",
- "west chester",
- "sp e",
- "cy mb",
- "vi dal",
- "ll ama",
- "uni v",
- "fin er",
- "crafts manship",
- "jazz fest",
- "b ch",
- "ag gio",
- "n cc",
- "lamb da",
- "tranqu ility",
- "cis co",
- "ba den",
- "so bbing",
- "of i",
- "go ta",
- "ru mored",
- "war med",
- "ore an",
- "ac ton",
- "mar ci",
- "gh ani",
- "âľ ĵ",
- "as sorted",
- "pembro ke",
- "pen elope",
- "da f",
- "at ty",
- "aim o",
- "pretz el",
- "carni val",
- "than os",
- "ko chi",
- "mer sal",
- "ham radio",
- "ar twit",
- "cas c",
- "guer rilla",
- "kush ner",
- "k app",
- "al ise",
- "todd lers",
- "steward ship",
- "o tti",
- "ter ri",
- "tem pe",
- "rest less",
- "vit o",
- "zay ed",
- "rsp b",
- "pi on",
- "hi ppo",
- "haw thorne",
- "in as",
- "am ily",
- "nut cracker",
- "lo p",
- "d ali",
- "tro pic",
- "ðŁ¤ ł",
- "ul o",
- "jare dle",
- "py rene",
- "pale o",
- "usa ir",
- "m ould",
- "it ated",
- "gene tically",
- "biom ass",
- "ðŁĩ³ðŁĩ ±",
- "do dd",
- "practic ed",
- "monarch s",
- "un manned",
- "m buhari",
- "am al",
- "photo gra",
- "ko ol",
- "bren don",
- "ju ices",
- "cu re",
- "world bank",
- "poin ters",
- "ðŁĴ Ŀ",
- "tur f",
- "le ds",
- "bor ussia",
- "bapti sm",
- "warwick shire",
- "moun ts",
- "gay o",
- "be gg",
- "co pied",
- "asi ans",
- "k g",
- "moder nist",
- "gi d",
- "front man",
- "concentr ated",
- "y t",
- "sc avenger",
- "iron ically",
- "adi c",
- "ps n",
- "ðŁ¥ ī",
- "cultur ally",
- "yu v",
- "mac arthur",
- "fertili zer",
- "be withyou",
- "ri gor",
- "min ors",
- "z oning",
- "âĸ ł",
- "ri r",
- "adole scent",
- "vin ny",
- "ren g",
- "sand stone",
- "gu et",
- "we sth",
- "ple dged",
- "lac ed",
- "sp ide",
- "v ai",
- "ty coon",
- "seiz ure",
- "du p",
- "appalach ian",
- "ro k",
- "cathol ics",
- "sey chel",
- "posse ss",
- "la ger",
- "jo di",
- "cham p",
- "stra s",
- "d ina",
- "cent uri",
- "cal der",
- "blur ay",
- "ðŁĩ¨ðŁĩ ³",
- "mo do",
- "an nette",
- "youtu bers",
- "chap s",
- "ang ling",
- "label ing",
- "a qui",
- "pk wy",
- "ly le",
- "bi sexual",
- "lit ur",
- "dug out",
- "li bby",
- "grey sanatomy",
- "sub stances",
- "august us",
- "rall ying",
- "fi del",
- "ing ue",
- "äº º",
- "hallmark channel",
- "tooth brush",
- "m á",
- "adi rond",
- "ag gi",
- "ðŁĵį :",
- "cru sade",
- "tax ation",
- "k z",
- "i ver",
- "dou bling",
- "room ie",
- "wa b",
- "en rolled",
- "az on",
- "a ju",
- "grand children",
- "as df",
- "ðŁ¥ º",
- "mat ic",
- "ough ton",
- "utili ze",
- "ðŁĴ £",
- "pon der",
- "rais in",
- "dys function",
- "co bain",
- "butter nut",
- "e man",
- "su red",
- "dri an",
- "and friends",
- "with the",
- "on omy",
- "heine ken",
- "bri dal",
- "leader ship",
- "pyram ids",
- "deutsch land",
- "jo cel",
- "bo wel",
- "y qr",
- "horse power",
- "be acon",
- "ing eni",
- "gra dient",
- "fer mented",
- "mo om",
- "thing y",
- "pot assi",
- "wrist band",
- "bor d",
- "bo died",
- "ðŁĺŃ ðŁĺį",
- "ma pp",
- "ka u",
- "cyber punk",
- "ph ish",
- "loo king",
- "co ates",
- "ap ur",
- "am ie",
- "uk labour",
- "at in",
- "g la",
- "adop table",
- "shel by",
- "v illi",
- "ri ya",
- "m ingly",
- "cli mber",
- "bumble bee",
- "ðŁĺ ¸",
- "c sd",
- "âĿ ¥",
- "hospit alized",
- "c ki",
- "hat er",
- "ch r",
- "re tina",
- "it a",
- "fan base",
- "beat rice",
- "gwy ne",
- "go ss",
- "fo s",
- "favor ited",
- "swachhb harat",
- "mal ade",
- "mon mouth",
- "\" [",
- "si van",
- "sh hh",
- "command ing",
- "sains burys",
- "wee d",
- "g man",
- "ss w",
- "rep tile",
- "iv y",
- "tro pics",
- "roll ers",
- "over cast",
- "ex position",
- "masquer ade",
- "man crush",
- "wa ist",
- "spr inter",
- "sle et",
- "le vin",
- "j pg",
- "_ (",
- "o pel",
- "explo it",
- "ap a",
- "po we",
- "wrec king",
- "jong in",
- "or b",
- "er ick",
- "bo sco",
- "pra ising",
- "ber tr",
- "to wing",
- "in security",
- "ku t",
- "resto cked",
- "rr p",
- "prescri bed",
- "trafal gar",
- "per t",
- "g ases",
- "app rais",
- "g har",
- "music als",
- "âĸ¬ âĸ¬",
- "mc fad",
- "ag ony",
- "conditi on",
- "equi p",
- "shi k",
- "atra vel",
- "ðŁĩ¿ ðŁĩ¦",
- "ke h",
- "abduc tion",
- "pe oria",
- "wil kins",
- "g ms",
- "as d",
- "ev i",
- "ðŁĴĹ ðŁĴĹðŁĴĹ",
- "u z",
- "mo c",
- "halle lujah",
- "guad alu",
- "lou vre",
- "dra wing",
- "go ve",
- "ph ant",
- "fri e",
- "web dev",
- "program mer",
- "z able",
- "games com",
- "clari fy",
- "li th",
- "kin ky",
- "âĿ £",
- "labour doorstep",
- "son ata",
- "ju ris",
- "mai den",
- "vi adu",
- "buch arest",
- "conditi oned",
- "capit alist",
- "u de",
- "ps b",
- "sp ca",
- "lul la",
- "footh ills",
- "kay o",
- "bon d",
- "wom b",
- "roun der",
- "ce sar",
- "bur sts",
- "ap ra",
- "sw oon",
- "sab rin",
- "fra grant",
- "cle arer",
- "ku brick",
- "cli max",
- "jour no",
- "ag le",
- "ðŁı½ âĢįâĻĢï¸ı",
- "poo ch",
- "hal e",
- "sol it",
- "sal mon",
- "organis ms",
- "bron son",
- "art en",
- "hodg son",
- "alo ve",
- "vent ure",
- "bb i",
- "ae a",
- "ðŁIJ ¢",
- "ld n",
- "d nr",
- "o zone",
- "el las",
- "man ny",
- "azz ur",
- "un beat",
- "tru ffles",
- "th ong",
- "ma ñ",
- "las ers",
- "ley e",
- "gettys burg",
- "back packs",
- "or is",
- "ma ison",
- "craw ling",
- "la bra",
- "cl ing",
- "dra gging",
- "ste al",
- "dou bt",
- "de van",
- "ck ers",
- "agent sof",
- "photo bomb",
- "elon musk",
- "abo y",
- "dist ances",
- "story line",
- "sp i",
- "nor than",
- "europe ans",
- "wh ale",
- "ser pent",
- "ðŁļ ²",
- "fi or",
- "tr it",
- "ox o",
- "awar ding",
- "class mate",
- "su fc",
- "smar test",
- "rich es",
- "pr k",
- "big foot",
- "ar mb",
- "bi polar",
- "dw elling",
- "om ars",
- "k wan",
- "gri me",
- "m eng",
- "freder ick",
- "navar ro",
- "sorry notsorry",
- "jaredle to",
- "pa ve",
- "sl ack",
- "barn sley",
- "att ar",
- "evic tion",
- "accumul ation",
- "o ir",
- "cat chy",
- "wel ter",
- "vik as",
- "has see",
- "nik ita",
- "mo yes",
- "mathe ws",
- "shi v",
- "gat wick",
- "pro filing",
- "compan ions",
- "mar rake",
- "an tics",
- "ðŁĻĮðŁĻĮ ðŁĻĮ",
- "se se",
- "bo i",
- "bart lett",
- "poison ous",
- "ab uses",
- "ym m",
- "kam pala",
- "guggen heim",
- "imv kohli",
- "dol om",
- "bre e",
- "thro ttle",
- "gare th",
- "fitz patrick",
- "un ya",
- "par ad",
- "mar got",
- "j nr",
- "we a",
- "potassi um",
- "p nc",
- "disgu ised",
- "cra sh",
- "ren ergy",
- "ill ic",
- "coup led",
- "ni els",
- "ci ones",
- "æĹ ¥",
- "im ent",
- "despic able",
- "d ye",
- "what cha",
- "conne ctions",
- "paralym pics",
- "gaunt let",
- "wait rose",
- "suici dal",
- "star ship",
- "vap or",
- "st ou",
- "law maker",
- "coo led",
- "si mo",
- "then o",
- "offro ad",
- "ja den",
- "bas que",
- "vick y",
- "lu kaku",
- "centr o",
- "tri sh",
- "strate gist",
- "medic ations",
- "hor st",
- "b fc",
- "gra il",
- "sharp ly",
- "ad itya",
- "tom b",
- "kau fman",
- "tri pad",
- "sam ba",
- "pastor al",
- "brit ney",
- "sag an",
- "hill side",
- "mas ons",
- "sar a",
- "z one",
- "x u",
- "to tes",
- "rob bie",
- "app en",
- "mon tag",
- "der o",
- "short film",
- "charis matic",
- "tat ors",
- "ki ba",
- "and ri",
- "al arming",
- "split ting",
- "ic ar",
- "th ug",
- "scari est",
- "sylve ster",
- "an an",
- "u trecht",
- "a difference",
- "me ade",
- "bu ster",
- "air strikes",
- "cu ffs",
- "account ants",
- "ðŁĺ¡ ðŁĺ¡",
- "new t",
- "bo tt",
- "issu ing",
- "cl ancy",
- "wwen etwork",
- "kyu hyun",
- "rese mble",
- "pajam as",
- "sin k",
- "kin ney",
- "sul ph",
- "or k",
- "li es",
- "la gh",
- "or ton",
- "ra hul",
- "d sc",
- "we will",
- "re am",
- "collo qui",
- "shar ia",
- "hec tic",
- "sar casm",
- "land er",
- "tm z",
- "endor f",
- "ro z",
- "ham mered",
- "fri s",
- "w adi",
- "pope francis",
- "he it",
- "flash light",
- "un born",
- "op es",
- "hol iness",
- "ðŁIJ ¦",
- "nach t",
- "im sa",
- "gr acing",
- "bj p",
- "ver ts",
- "c sc",
- "home owner",
- "a que",
- "bigo try",
- "anni e",
- "bag h",
- "âĿ¤ï¸ı ðŁĺį",
- "car i",
- "thom p",
- "dispo sable",
- "cardio logy",
- "pat ented",
- "hh hhhh",
- "ld r",
- "stephen son",
- "cro res",
- "fan ning",
- "cli mat",
- "ðŁijį ðŁijįðŁijį",
- "ðŁijį ðŁı¼",
- "aer on",
- "piccad illy",
- "bank rupt",
- "sil via",
- "emplo y",
- "don ny",
- "commen ting",
- "screen writer",
- "io ta",
- "ce an",
- "anc ers",
- "tu an",
- "street wear",
- "ठ¯",
- "sk ine",
- "esp a",
- "asi f",
- "os ce",
- "she ppard",
- "more cam",
- "bott le",
- "der s",
- "orac le",
- "google play",
- "aver aged",
- "edmon ton",
- "steph an",
- "sister hood",
- "cru sted",
- "stag gering",
- "methodo logy",
- "congress woman",
- "c abo",
- "tri ggers",
- "mil ky",
- "gli de",
- "tooth paste",
- "room mates",
- "nu ff",
- "gu am",
- "sprink les",
- "alternati ve",
- "wat fordfc",
- "uof t",
- "hal ey",
- "cont acted",
- "bun dy",
- "pro stitu",
- "gh ar",
- "pre ston",
- "on site",
- "hil ar",
- "g ts",
- "c att",
- "hamp stead",
- "? ?!",
- "ðŁĩ§ ðŁĩ",
- "bbc qt",
- "aless andro",
- "resi st",
- "ma idan",
- "t ko",
- "shad ing",
- "pin up",
- "gal lo",
- "sin u",
- "at ec",
- "fun k",
- "ac lu",
- "stri des",
- "rhy me",
- "wet land",
- "bbc springwatch",
- "t ins",
- "wild card",
- "st our",
- "flamen co",
- "pau la",
- "onto logy",
- "gang sta",
- "am ade",
- "ãĤ «",
- "t bs",
- "skelet al",
- "run ner",
- "jard in",
- "harri er",
- "hun ted",
- "z hen",
- "believein film",
- "de mean",
- "au diti",
- "re start",
- "chon dri",
- "âĿ¤ï¸ı ðŁĴĻ",
- "mcla ren",
- "ga b",
- "sh um",
- "au sa",
- "lewi sham",
- "y pg",
- "k jv",
- "fur nished",
- "dor o",
- "bon ded",
- "mor ty",
- "lat itude",
- "_ )",
- "lo va",
- "water ways",
- "vin ai",
- "shor th",
- "drun k",
- "c ay",
- "ay ana",
- "kap lan",
- "capp uccino",
- "spr o",
- "life boat",
- "has bro",
- "spol ice",
- "tor on",
- "do ing",
- "dam n",
- "sh ree",
- "foun tains",
- "ent ation",
- "mar u",
- "boar der",
- "to pless",
- "j ada",
- "chan ning",
- "ul ls",
- "en closure",
- "gib son",
- "fractu red",
- "brit ton",
- "Ã ¶",
- "t ous",
- "por th",
- "dra f",
- "tra iling",
- "mar gate",
- "eli fe",
- "down ward",
- "lin n",
- "gla des",
- "girl power",
- "ak rish",
- "u ki",
- "ron da",
- "ts c",
- "appreci ationday",
- "vis ing",
- "lo om",
- "ðŁį ³",
- "mex ican",
- "ar gos",
- "y ya",
- "jad ine",
- "south port",
- "d end",
- "si sta",
- "rede em",
- "men g",
- "bra xton",
- "antioxid ant",
- "s key",
- "mp g",
- "fin ding",
- "vibr ation",
- "ce u",
- "kh art",
- "di mini",
- "cl ine",
- "shel ly",
- "hin es",
- "ī ï¸ı",
- "to pical",
- "no ver",
- "ma xx",
- "prim itive",
- "illustr ate",
- "b ounds",
- "tren ton",
- "join tly",
- "breed ers",
- "u chi",
- "wakeup america",
- "b ada",
- "ðŁĹ £ï¸ı",
- "gu acam",
- "sp heres",
- "pere gr",
- "youth ful",
- "lo lo",
- "bir min",
- "t ly",
- "jeremy corbyn",
- "defe cts",
- "co sm",
- "a rent",
- "v aa",
- "bag els",
- "medi ac",
- "cori ander",
- "ic ago",
- "g haz",
- "ab bas",
- "re model",
- "struc turing",
- "pu m",
- "out law",
- "ad ani",
- "r bc",
- "gul ls",
- "n li",
- "confu se",
- "ðŁijĩ ðŁı¼",
- "vil a",
- "mcnam ara",
- "correc tions",
- "mug hal",
- "ser i",
- "re gain",
- "ss b",
- "lea ve",
- "haha hah",
- "gran de",
- "di stressed",
- "re chargeable",
- "ho a",
- "hou sed",
- "sti l",
- "attribu ted",
- "opath ic",
- "di ps",
- "pri t",
- "head phone",
- "conclu de",
- "pil o",
- "he t",
- "ut sa",
- "nit in",
- "je m",
- "sni ppet",
- "tutor ing",
- "op er",
- "sun k",
- "en sla",
- "cha u",
- "ac orn",
- "quinte ss",
- "ran kin",
- "affili ated",
- "our lives",
- "cl int",
- "se ater",
- "isa ac",
- "ba shing",
- "sme ar",
- "nur se",
- "doo dling",
- "\" ;",
- "sa ku",
- "atroc ities",
- "im am",
- "g fs",
- "viol ating",
- "comm end",
- "brad shaw",
- "er ville",
- "b illed",
- "b be",
- "thul hu",
- "i phones",
- "moo se",
- "di os",
- "re w",
- "me thane",
- "strang ely",
- "whis ky",
- "ti ghtly",
- "spiel berg",
- "radi us",
- "notic ing",
- "wi f",
- "ig nati",
- "i fa",
- "ap is",
- "w ali",
- "ha itian",
- "bu shes",
- "y z",
- "v l",
- "ex ited",
- "asse l",
- "tru ec",
- "dom en",
- "ash er",
- "in king",
- "newyear seve",
- "hend ricks",
- "bat i",
- "ìĿ´ ì",
- "rich ter",
- "mon santo",
- "con line",
- "agre at",
- "ðŁ¤ ¯",
- "master pieces",
- "ar n",
- "rough s",
- "cle ve",
- "se v",
- "fashi ons",
- "to ya",
- "sh ail",
- "cop eland",
- "aqu ari",
- "dec als",
- "are you",
- "y aya",
- "a str",
- "fon t",
- "ml m",
- "ar ca",
- "pp or",
- "pol lock",
- "xper ia",
- "conserv ation",
- "chain saw",
- "ag gie",
- "?! ?!?",
- "si le",
- "sh on",
- "ìĹ IJ",
- "note books",
- "marque tte",
- "de us",
- "bb led",
- "spic er",
- "mc cabe",
- "nor wich",
- "modi fication",
- "boo sted",
- "stru m",
- "sales man",
- "bang le",
- "nis san",
- "hez bollah",
- "brea sts",
- "a af",
- "anth us",
- "sk er",
- "ow ed",
- "her os",
- "gi fs",
- "fo sters",
- "eat ers",
- "du es",
- "_ /",
- "lymph oma",
- "sf am",
- "me gal",
- "afri di",
- "ag ic",
- "p amp",
- "jeal ousy",
- "ðŁijĮ ðŁı¼",
- "calcul ate",
- "napp ing",
- "g ale",
- "ðŁ¦ Ħ",
- "lub bock",
- "assu med",
- "ren ting",
- "íĥ ľ",
- "subur b",
- "ãĤ ·",
- "tech nic",
- "u cla",
- "in front",
- "gar net",
- "ster oids",
- "stri ving",
- "ho war",
- "mo ver",
- "le ton",
- "bull do",
- "is in",
- "ci ao",
- "sn z",
- "fore front",
- "d ams",
- "mid wife",
- "ma wards",
- "cla pton",
- "we in",
- "subsi dies",
- "spr oud",
- "rother ham",
- "phan tom",
- "ar ach",
- "spi el",
- "rac ket",
- "sel amat",
- "no on",
- "l bc",
- "enti ally",
- "ðŁĴ ¸",
- "sil ve",
- "m oud",
- "kine tic",
- "y asi",
- "ðŁİ ©",
- "o ol",
- "mi ku",
- "i za",
- "fer a",
- "flo ren",
- "barber shop",
- "groo t",
- "z est",
- "ne ars",
- "stan is",
- "z and",
- "police man",
- "juris dic",
- "form ations",
- "appar atus",
- "sp d",
- "arti fact",
- "to sc",
- "motiv ating",
- "womanc rush",
- "re dro",
- "diagno stics",
- "ra za",
- "out fitters",
- "el xn",
- "dod gy",
- "ry n",
- "sh d",
- "ortho don",
- "ol de",
- "jay anti",
- "bal ances",
- "quic kest",
- "can ton",
- "friday reads",
- "! *",
- "na a",
- "a ak",
- "ðŁĶ ·",
- "behavi ors",
- "rasp berries",
- "ä »",
- "polit ical",
- "cam il",
- "å ľ",
- "di k",
- "ast ounding",
- "lie be",
- "novel ty",
- "tur moil",
- "sul ly",
- "spring break",
- "hon ouring",
- "cc g",
- "ðŁı Ĵ",
- "my little",
- "ky c",
- "pro ms",
- "ðŁķ Ĭ",
- "Ã ¨",
- "bi ge",
- "av ril",
- "ðŁĩµðŁĩ °",
- "mari on",
- "as ants",
- "sur ya",
- "oc tag",
- "luf than",
- "ac ron",
- "fayette ville",
- "ti que",
- "love s",
- "en ca",
- "de kalb",
- "ta ver",
- "de vote",
- "aux iliary",
- "joh annes",
- "tread mill",
- "ay an",
- "qu r",
- "donald son",
- "cher yl",
- "\" ....",
- "s ven",
- "kir sty",
- "gun ners",
- "ra dish",
- "o ahu",
- "v sky",
- "i ble",
- "con course",
- "b ps",
- "elo qu",
- "ash ford",
- "te bow",
- "roblo x",
- "ma da",
- "dri ving",
- "th day",
- "spro ject",
- "m ms",
- "band ed",
- ". !!",
- "libr arians",
- "flan nel",
- "intoler ance",
- "her al",
- "ç µ",
- "neme sis",
- "list a",
- "tar ak",
- "cry pt",
- "star plus",
- "vish nu",
- "sc ale",
- "cr is",
- "% ),",
- "j illian",
- "regg ae",
- "pegas us",
- "ol in",
- "ip ment",
- "man ic",
- "l fc",
- "godd ard",
- "ite am",
- "parl our",
- "anch ors",
- "lee minho",
- "talla hassee",
- "ant it",
- "d ho",
- "kid ney",
- "y ash",
- "batt led",
- "az ad",
- "gar is",
- "faul kner",
- "sni ff",
- "papar azzi",
- "ed m",
- "phy llis",
- "con tested",
- "aa ay",
- "se ca",
- "k ton",
- "vel ve",
- "rain ier",
- "for um",
- "tam pab",
- "ho sp",
- "trac tors",
- "ox fordshire",
- "no tion",
- "guang zhou",
- "ðŁĺ ¯",
- "ref ill",
- "wednesday motivation",
- "sli der",
- "mukher jee",
- "pr att",
- "fon taine",
- "alph on",
- "af ar",
- "ts i",
- "pest icides",
- "fi ends",
- "mo cking",
- "bra w",
- "tran sat",
- "do ses",
- "co res",
- "hom ophobia",
- "docu menting",
- "zlat an",
- "con doms",
- "s é",
- "sun set",
- "kun st",
- "ton ga",
- "ภª",
- "v ation",
- "sp ray",
- "chow der",
- "ra ps",
- "palla dium",
- "nor wood",
- "music history",
- "hoo ker",
- "si si",
- "osp rey",
- "ph ys",
- "conce ded",
- "bob cat",
- "ar mad",
- "ze it",
- "Ù Ħ",
- "ðŁĺģ ðŁĺģ",
- "mer idi",
- "ðŁĩ· ðŁĩº",
- "corn wall",
- "! ),",
- "touch downs",
- "ze it",
- "chal et",
- "mm m",
- "al che",
- "gor illa",
- "fo ss",
- "ati ku",
- "lumin ous",
- "ivan ka",
- "be ek",
- "sta res",
- "sw iss",
- "âĿ¤âĿ¤ âĿ¤âĿ¤",
- "scru bs",
- "me ath",
- "gusta v",
- "jo gging",
- "confe tti",
- "as os",
- "ers fc",
- "breit bart",
- "applic able",
- "autho red",
- "ya ho",
- "h in",
- "displac ement",
- "j v",
- "ðŁĮ¹ ðŁĮ¹",
- "ot c",
- "non profits",
- "diec ast",
- "gu sto",
- "inte stin",
- "c ages",
- "me en",
- "lu kas",
- "moon ey",
- "ðŁĺ ·",
- "very day",
- "tor ah",
- "is sion",
- "wa c",
- "lever aging",
- "ish able",
- "cu se",
- "le wood",
- "may an",
- "turn table",
- "ju ice",
- "tru sty",
- "tu p",
- "eti quette",
- "supervis ors",
- "stu n",
- "gu zman",
- "confe ren",
- "ric o",
- "fe ast",
- "back ward",
- "pol aris",
- "mic he",
- "jo g",
- "h ing",
- "field house",
- "vel ing",
- "sho cker",
- "esc ence",
- "ठ¾",
- "vi be",
- "anasta sia",
- "mar ched",
- "kill ing",
- "Ķ ë",
- "fe tt",
- "exop lan",
- "... (",
- "snow day",
- "lo h",
- "ir ani",
- "la khs",
- "del a",
- "po caly",
- "boom ers",
- "dictat orship",
- "ac er",
- "tur keys",
- "quarter final",
- "muskete ers",
- "ðŁĴĽ ðŁĴļ",
- "sf x",
- "museum week",
- "sc ala",
- "ri sis",
- "( ðŁĵ·",
- "ãĢ Ĥ",
- "z ies",
- "bo eh",
- "hu es",
- "lu sci",
- "dol a",
- "impeach trump",
- "roo d",
- "don caster",
- "tor re",
- "hero es",
- "fo yer",
- "tar i",
- "blur red",
- "ke w",
- "frank ly",
- "dro id",
- "ap al",
- "Ð ¼",
- "y af",
- "bre t",
- "par agu",
- "cac ao",
- "ðŁĻĮ ðŁı¾",
- "ru e",
- "head aches",
- "shaw ty",
- "char ley",
- "pal er",
- "go wns",
- "correc tional",
- "ðŁĺ© ðŁĺ©",
- "breaking bad",
- "ol ing",
- "da p",
- "endeav our",
- "cit adel",
- "tra d",
- "incumb ent",
- "medit ate",
- "foo ted",
- "ðŁĴ µ",
- "shab bat",
- "dayof the",
- "wil lem",
- "gal way",
- "to red",
- "marri age",
- "f illion",
- "sleeve less",
- "aud itor",
- "jin young",
- "invin cible",
- "kad una",
- "a and",
- "volcan oes",
- "mon eti",
- "indie gogo",
- "buccane ers",
- "ðŁijī ðŁı½",
- "ãĢ Ĥ",
- "lay ton",
- "cuck oo",
- "hu mber",
- "buzz er",
- "Ï ī",
- "to re",
- "stra ins",
- "sto m",
- "pa ine",
- "s we",
- "du ff",
- "z ou",
- "si mi",
- "li pp",
- "ur n",
- "se agu",
- "ðŁĶ ®",
- "sun dae",
- "hi c",
- "ðŁĺ ¨",
- "bull pen",
- "u per",
- "flyo ver",
- "al dridge",
- "glo bes",
- "ali es",
- "ken zie",
- "ge es",
- "y cle",
- "sp lin",
- "mag enta",
- "j ha",
- "bal u",
- "gh orn",
- "ti pper",
- "wick er",
- "taste of",
- "con clave",
- "ch ale",
- "inv asi",
- "cat er",
- "dio xide",
- "me gab",
- "win n",
- "at p",
- "transform ative",
- "nest led",
- "hi g",
- "bri dging",
- "lil ies",
- "chee red",
- "bad dest",
- "sc rolls",
- "real is",
- "dipl o",
- "ðŁĶ «",
- "conce ssion",
- "prefe rences",
- "explo des",
- "er gon",
- "introduc tory",
- "ine au",
- "ch af",
- "som es",
- "land rover",
- "spir ation",
- "sex y",
- "sco recard",
- "illustr ates",
- "soul mate",
- "wi en",
- "inter disciplinary",
- "fore casting",
- "ent ities",
- "glu ed",
- "en lar",
- "cur t",
- "percep tions",
- "boot leg",
- "mi re",
- "asho k",
- "v az",
- "hor ne",
- "cal le",
- "ac ulture",
- "ther oy",
- "night time",
- "oc al",
- "character design",
- "ar mist",
- "ðŁĺı ðŁĺı",
- "yah oo",
- "ac eae",
- "to se",
- "even to",
- "sou t",
- "nay anth",
- "wh om",
- "v are",
- "ri gging",
- "gen us",
- "hi ve",
- "com mands",
- "sti e",
- "day a",
- "ethan ol",
- "en f",
- "hi fi",
- "flu ence",
- "cle mson",
- "re invent",
- "thermom eter",
- "humor ous",
- "emer ging",
- "aci ón",
- "ðŁĺĺ ðŁĺį",
- "s ity",
- "haw ke",
- "accompan ying",
- "t ility",
- "ðŁĺ ª",
- "re cess",
- "protag onist",
- "l ery",
- "dun dal",
- "int l",
- "britt any",
- "q bs",
- "off the",
- "marri ages",
- "how to",
- "viol ated",
- "adel aide",
- "wit t",
- "lanc er",
- "pak v",
- "hu me",
- "st ade",
- "bra gging",
- "ou tright",
- "ad c",
- "super st",
- "real time",
- "cu res",
- "garden ers",
- "ero ck",
- "dale jr",
- "ver o",
- "bar tol",
- "mo ti",
- "mc fly",
- "v pn",
- "st ink",
- "over rated",
- "guer ra",
- "e tis",
- "ath ome",
- "twd family",
- "th ab",
- "tn x",
- "rafa el",
- "family travel",
- "x ley",
- "sat anic",
- "equ ations",
- "ru dy",
- "wal dorf",
- "stan i",
- "tu be",
- "meas les",
- "zimmer man",
- "obli gations",
- "i ously",
- "bow ser",
- "trans former",
- "sho ppe",
- "shak en",
- "gh ouse",
- "to d",
- "ke tball",
- "share holder",
- "mar ca",
- "kp mg",
- "ak an",
- "given chy",
- "coast al",
- "au th",
- "roller coaster",
- "mar ches",
- "coordin ate",
- "cine ma",
- "apprentic es",
- "par lor",
- "mit o",
- "men on",
- "consider able",
- "bar re",
- "glo ss",
- "enh ances",
- "jaz eera",
- "fal mouth",
- "thra sh",
- "stat en",
- "k zn",
- "eng el",
- "samanth ap",
- "flo ppy",
- "sal om",
- "ðŁıĨ ðŁıĨ",
- "w ack",
- "deliber ate",
- "osc ill",
- "herit ag",
- "du sted",
- "orni thology",
- "pad dle",
- "fer ns",
- "bar un",
- "cl ans",
- "anticip ate",
- "a ay",
- "mat ically",
- "é ĩ",
- "tu mble",
- "post man",
- "unic ef",
- "tro tter",
- "op d",
- "leaf let",
- "ge ist",
- "cease fire",
- "scre ws",
- "cre ation",
- "wal nuts",
- "longh orns",
- "under statement",
- "ab b",
- "proxim ity",
- "na x",
- "un ity",
- "turn pike",
- "orda ined",
- "dub step",
- "chak ra",
- "me ch",
- "love her",
- "look alike",
- "donne in",
- "vir on",
- "Ù Ī",
- "bang ers",
- "vari ants",
- "out dated",
- "in ta",
- "cri sto",
- "sp elt",
- "food and",
- "f on",
- "stefan i",
- "margin al",
- "hu tton",
- "ti ara",
- "tel ford",
- "qu en",
- "fair grounds",
- "que tta",
- "mikha il",
- "heal er",
- "v ball",
- "ty re",
- "under grad",
- "gl end",
- "hom ers",
- "scri bed",
- "main tains",
- "po che",
- "mis sal",
- "mar ko",
- "u as",
- "á n",
- "sh p",
- "con vey",
- "pad re",
- "sab a",
- "pu glia",
- "madhu ri",
- "pa xton",
- "chap lain",
- "n ago",
- "ca si",
- "... !!!",
- "fli rt",
- "sal eh",
- "k are",
- "di re",
- "stam ped",
- "extre me",
- "ðŁĺĥ ðŁĺĥ",
- "ho ppy",
- "guadalu pe",
- "advant aged",
- "eu char",
- "p low",
- "un n",
- "mac qu",
- "port land",
- "cla sh",
- "pe s",
- "lou bout",
- "y p",
- "keep ing",
- "arca dia",
- "fran kie",
- "fi u",
- "de th",
- "encyclo pedia",
- "si ze",
- "inve sts",
- "ðŁį ©",
- "geo logical",
- "fran ç",
- "con front",
- "ðŁĺ ¥",
- "d ys",
- "af m",
- "tex an",
- "graph ene",
- "repost app",
- "ac f",
- "ur sula",
- "gaz a",
- "dd led",
- "fu m",
- "wsb tv",
- "m be",
- "fron tiers",
- "chrono graph",
- "ke s",
- "inter faith",
- "tab oo",
- "spar ta",
- "won do",
- "flori st",
- "em braces",
- "ca w",
- "no el",
- "arch ers",
- "ðŁIJ ·",
- "roman o",
- "ban an",
- "sh akers",
- "melo dies",
- "geo thermal",
- "se phora",
- "ìļ °",
- "оР´",
- "pro c",
- "hand shake",
- "pan de",
- "popul ated",
- "slow down",
- "hor tons",
- "registr ations",
- "un deni",
- "lan ts",
- "pas sover",
- "thak ur",
- "li ef",
- "adhe sive",
- "pe tal",
- "micro scopy",
- "memph is",
- "confir ming",
- "air drop",
- "mesm er",
- "perce ived",
- "ming le",
- "lifel ine",
- "gh j",
- "worcester shire",
- "pas sions",
- "ach er",
- "el lar",
- "ah o",
- "firen ze",
- "bar ang",
- "letter man",
- "hat field",
- "lu cha",
- "je ter",
- "e shop",
- "william s",
- "horo scope",
- "pre de",
- "east bourne",
- "dur ga",
- "di version",
- "al trin",
- "seis mic",
- "premi osm",
- "nar co",
- "ti r",
- "ori g",
- "or m",
- "land fall",
- "ci ous",
- "lin do",
- "max ine",
- "x ico",
- "tra y",
- "os wald",
- "c ba",
- "ric otta",
- "n cr",
- "mar au",
- "ภ²",
- "gladi ator",
- "ch ery",
- "lun g",
- "u me",
- "po psic",
- "lon ging",
- "can als",
- "ta ya",
- "decentr alized",
- "sho pp",
- "pres sures",
- "mahar aj",
- "eti had",
- "wal greens",
- "succe ssion",
- "sign aling",
- "li g",
- "staf fer",
- "north korea",
- "def ying",
- "as ma",
- "de g",
- "peri meter",
- "oak ville",
- "m sk",
- "balti more",
- "rece ip",
- "de ple",
- "ðŁĺŃ ðŁĺĤ",
- "jambo ree",
- "> .<",
- "rsp b",
- "puni sher",
- "consider ably",
- "in tothe",
- "pari sian",
- "acceler ated",
- "polye ster",
- "low es",
- "fr ying",
- "sauté ed",
- "mou ths",
- "seychel les",
- "ra x",
- "go dis",
- "dak ota",
- "house wives",
- "the me",
- "mat inee",
- "black bird",
- "ye sung",
- "pre fers",
- "pelle gr",
- "in ated",
- "trun ks",
- "stronger together",
- "re pet",
- "re pairing",
- "ped als",
- "toler ant",
- "her r",
- "dun ne",
- "indic ation",
- "decat ur",
- "b tv",
- "exhibit ors",
- "ik on",
- "friday motivation",
- "bra gg",
- "live tweet",
- "al ves",
- "womens art",
- "foreig ners",
- "wal lets",
- "min dy",
- "lan ey",
- "bb in",
- "tv miaw",
- "lif ter",
- "tar get",
- "tam e",
- "dr ou",
- "astro photography",
- "mp c",
- "g pu",
- "nord strom",
- "fric tion",
- "run off",
- "lov able",
- "sp nfamily",
- "ext ingui",
- "bloo dy",
- "sch el",
- "arti stry",
- "sw ish",
- "scar ce",
- "ph ils",
- "max im",
- "pos sum",
- "com promised",
- "sty li",
- "sc fc",
- "is sa",
- "birmin gham",
- "sket ched",
- "angel ica",
- "ordin ance",
- "je ts",
- "conqu er",
- "ðŁĺ IJ",
- "online shopping",
- "s ori",
- "reason ably",
- "nue stro",
- "ar turo",
- "ch l",
- "benef ici",
- "spho to",
- "wel t",
- "ni kk",
- "ðŁ¤ ŀ",
- "dan ao",
- "for mid",
- "as se",
- "af irst",
- "âľ Ĥ",
- "gil lette",
- "as sor",
- "an onym",
- "sel ca",
- "fe mi",
- "bear able",
- "y and",
- "ar mory",
- "cre pe",
- "celtic fc",
- "bra vo",
- "in expensive",
- "de lec",
- "ge cko",
- "new market",
- "snow flakes",
- "kab ir",
- "con tra",
- "can ning",
- "mor pho",
- "gar wal",
- "ðŁĴĥ ðŁı»",
- "fight ing",
- "mu tation",
- "woo dy",
- "ju gg",
- "gr aces",
- "premiosm tvmiaw",
- "kenne dy",
- "gu p",
- "sa e",
- "op ha",
- "off spring",
- "fini sher",
- "bet ts",
- "span ning",
- "mar j",
- "h one",
- "sh ing",
- "contin ents",
- "samanthap rabhu",
- "un related",
- "l acy",
- "explo sions",
- "benjam in",
- "sophi e",
- "no ting",
- "micro soft",
- "as sen",
- "a hoy",
- "i ker",
- "ho fer",
- "mo e",
- "ah madi",
- "yan n",
- "an ak",
- "ma hi",
- "be u",
- "aha h",
- "creep er",
- "baahu bali",
- "am at",
- "pri ory",
- "haw keye",
- "deloit te",
- "sko da",
- "print making",
- "assemb ling",
- "mirac ulous",
- "no ch",
- "sw o",
- "leg a",
- "oper ates",
- "border lands",
- "eli e",
- "stron gh",
- "rep tiles",
- "pir ate",
- "un fold",
- "Â ¯",
- "qual comm",
- "un predictable",
- "ot r",
- "rose wood",
- "direc tional",
- "counsel ors",
- "corn ell",
- "liber ated",
- "j ad",
- "ir regular",
- "bulgar ian",
- "high ness",
- "vodaf one",
- "sw ild",
- "mini mize",
- "gra zie",
- "๠ĩ",
- "r stats",
- "stre ep",
- "ome tric",
- "humb le",
- "lu mp",
- "l ille",
- "b ü",
- "home depot",
- "tripad visor",
- "ki wan",
- "a via",
- "er z",
- "ex ico",
- "du f",
- "blu men",
- "mi zing",
- "ar ma",
- "in im",
- "con stan",
- "sor a",
- "ju al",
- "au n",
- "tw ell",
- "tren ches",
- "her a",
- "r k",
- "po plar",
- "recipe oftheday",
- "ll an",
- "bhu ban",
- "short ages",
- "ing don",
- "bridge water",
- "ðŁIJ ĺ",
- "fortn ite",
- "cam den",
- "un cture",
- "pro w",
- "colon ies",
- "t ks",
- "n go",
- "b hm",
- "live pd",
- "spl ace",
- "sli ke",
- "happye aster",
- "ter rence",
- "revol ver",
- "j ed",
- "yy yy",
- "office of",
- "m ts",
- "exist ential",
- "r ourke",
- "explore bc",
- "sse d",
- "pri est",
- "vix en",
- "si ding",
- "k pa",
- "a har",
- "ju ic",
- "ob struc",
- "foren sics",
- "uk mfg",
- "cancell ation",
- "we ary",
- "ab q",
- "ele c",
- "pri zed",
- "deb ts",
- "me zz",
- "salv atore",
- "m dc",
- "gre tte",
- "c gc",
- "th on",
- "snow storm",
- "ts ch",
- "cook ery",
- "å ¹",
- "wa xing",
- "n acional",
- "mur s",
- "ra ve",
- "cap es",
- "ger main",
- "dri pping",
- "sub mitting",
- "ome lette",
- "iter ation",
- "aj es",
- "shim mer",
- "fu eling",
- "ðŁĩ§ ðŁĩª",
- "li po",
- "bo bble",
- "un follow",
- "islam ist",
- "hi ber",
- "cat s",
- "agentsof shield",
- "sen si",
- "____ _",
- "ster ia",
- "inst al",
- "ausp icious",
- "har row",
- "over land",
- "femini sts",
- "inst ant",
- "char iot",
- "blind ness",
- "sp ed",
- "sc arec",
- "nu it",
- "mini atures",
- "ho seok",
- "glo ck",
- "fifa worldcup",
- "e te",
- "dis m",
- "we iner",
- "ex foli",
- "ear ts",
- "ภĶ",
- "my art",
- "man il",
- "iss ant",
- "form a",
- "in cu",
- "buffal ob",
- "in tim",
- "mc cul",
- "anj ali",
- "po po",
- "un doub",
- "hil a",
- "fun gal",
- "thank ful",
- "fu tur",
- "en dish",
- "ren ds",
- "th ar",
- "she ff",
- "ring o",
- "nichol ls",
- "io wa",
- "po tom",
- "cl ams",
- "ãģ Ħ",
- "acon f",
- "stadi ums",
- "di mp",
- "di k",
- "residen ces",
- "do v",
- "caric ature",
- "seagu ll",
- "kl m",
- "confe ss",
- "sla pped",
- "cele b",
- "turb ines",
- "pp v",
- "nur ture",
- "el ab",
- ".... .#",
- "tu ff",
- "de press",
- "al far",
- "amii bo",
- "di spon",
- "e wing",
- "que er",
- "friend s",
- "for re",
- "âĺ ¼",
- "sw t",
- "aqu arius",
- "head liner",
- "cur d",
- "fi gs",
- "o tters",
- "love fl",
- "kare em",
- "go vegan",
- "fri yay",
- "consol ation",
- "at ri",
- "ì§ Ħ",
- "âĺĿ ï¸ı",
- "poly ne",
- "gu ed",
- "o ya",
- "la us",
- "intestin al",
- "cam illa",
- "scal p",
- "pi r",
- "leed s",
- "horri fying",
- "bore tum",
- "dand elion",
- "fer rer",
- "ell ic",
- "as x",
- "so ren",
- "re loaded",
- "ale ague",
- "navig ator",
- "ine tte",
- "add ams",
- "al chemist",
- "ak shay",
- "dystop ian",
- "awe c",
- "n aya",
- "al isa",
- "ai led",
- "ag or",
- "avi ator",
- "ali zer",
- "smo bile",
- "findyour park",
- "cop ying",
- "to ddy",
- "sh ti",
- "mon ger",
- "cal houn",
- "nap kin",
- "break up",
- "y atra",
- "se thu",
- "ric hi",
- "eras mus",
- "fer ry",
- "am ore",
- "prac tise",
- "bo bo",
- "power point",
- "oo se",
- "li ffe",
- "chin a",
- "sh ka",
- "fad navis",
- "du ane",
- "war on",
- "fal se",
- "ðŁļ Ĥ",
- "wa shes",
- "disc ip",
- "==== ====",
- "g k",
- "ab b",
- "stub born",
- "medi eval",
- "p ci",
- "ðŁį ª",
- "maril yn",
- "h yo",
- "man di",
- "cr i",
- "prede cess",
- "continu ation",
- "om usic",
- "s lat",
- "wh al",
- "mall ory",
- "bon n",
- "shen zhen",
- "ca i",
- "âĺ ĥ",
- "sa fest",
- "for wards",
- "dra wers",
- "bla sted",
- "sle e",
- "mor phe",
- "mb ta",
- "dumb ass",
- "ÑĦоÑĤ о",
- "alhamdulil lah",
- "ec lub",
- "al beit",
- "heal ey",
- "ayurve da",
- "adverti sed",
- "cro cs",
- "itt les",
- "bry son",
- "be i",
- "nj pw",
- "honore e",
- "fu sed",
- "ðŁĶ ĺ",
- "mul tin",
- "n aga",
- "de parts",
- "ko p",
- "kin o",
- "jhar khand",
- "ed na",
- "ax le",
- "mil ton",
- "supremac ist",
- "marrake ch",
- "domin ic",
- "tran script",
- "] [#",
- ": ).",
- "wo c",
- "sur rounds",
- "o gil",
- "leaf lets",
- "co well",
- "whe w",
- "tru de",
- "proli fer",
- "succe s",
- "sports man",
- "con dom",
- "po che",
- "k up",
- "imprison ment",
- "{ }",
- "scram bled",
- "å Ľ",
- "ka ine",
- "cell phone",
- "metam or",
- "con i",
- "remn ants",
- "ee z",
- "down pour",
- "afterno on",
- "exerc ising",
- "ber ser",
- "architec ture",
- "wick low",
- "m ns",
- "is p",
- "bo c",
- "n iss",
- "mn wild",
- "stu mble",
- "r si",
- "lu ffy",
- "sil en",
- "dd ad",
- "bul lies",
- "haw ker",
- "bb cc",
- "scu ba",
- "e pp",
- "que ts",
- "for aging",
- "pal let",
- "ha di",
- "cinemato grapher",
- "cat chers",
- "to aster",
- "k hi",
- "lite coin",
- "kid lit",
- "amher st",
- "maur icio",
- "ip ad",
- "mar malade",
- "fe y",
- "don nelly",
- "g to",
- "est as",
- "cere bral",
- "ant grasso",
- "zz led",
- "vir gil",
- "swa pped",
- "ðŁĺħ ðŁĺħ",
- "no dapl",
- "greate st",
- "nhl bruins",
- "fra ser",
- "b mo",
- "ane w",
- ". âĿ¤ï¸ı",
- "se gregation",
- "remark ably",
- "mccor mick",
- "lo gger",
- "er as",
- "contrac ting",
- "âłĢ âłĢ",
- "yor ks",
- "uku lele",
- "touch screen",
- "de cked",
- "ben n",
- "south wark",
- "ra vin",
- "nu mis",
- "ðŁ¤ Ļ",
- "ru t",
- "gre co",
- "eth ic",
- "red neck",
- "ar r",
- "t cs",
- "ih ri",
- "ðŁĩ« ðŁĩ·",
- "l k",
- "inher ited",
- "zy k",
- "viadu ct",
- "marty red",
- "hi gu",
- "ss n",
- "be in",
- "street style",
- "fer gie",
- "bank of",
- "æĹ ¥",
- "stake holder",
- "exempl ary",
- "cre ss",
- "ess a",
- "ero tica",
- "intre pid",
- "gom es",
- "bra un",
- "bethan y",
- "bang tan",
- "pulmon ary",
- "m illing",
- "doctor ate",
- "trump russia",
- "ठ°",
- "s ani",
- "bl att",
- "pla u",
- "depri ved",
- "t le",
- "ful ly",
- "bour n",
- "st ak",
- "lufthan sa",
- "kio sk",
- "far oo",
- "def y",
- "bad an",
- "ðŁĺĺ âĿ¤ï¸ı",
- "rit z",
- "tri sha",
- "ran ds",
- "middle sex",
- "arab s",
- "pro j",
- "sport scenter",
- "repe ats",
- "iv f",
- "bleed blue",
- "as sure",
- "o bs",
- "territ orial",
- "ele n",
- "bever ley",
- "ann ah",
- "âĿ¤ï¸ıâĿ¤ï¸ı âĿ¤ï¸ıâĿ¤ï¸ı",
- "z l",
- "for good",
- "science fiction",
- "gla u",
- "son ya",
- "pri th",
- "st weets",
- "mix ers",
- "mari o",
- "ant elope",
- "writing community",
- "went z",
- "den ham",
- "be di",
- "sf o",
- "harley davidson",
- "look book",
- "immuno therapy",
- "or phe",
- "es ville",
- "ed ged",
- "tas k",
- "sb ball",
- "corro sion",
- "kilom eters",
- "co sting",
- "play back",
- "ke ke",
- "di visi",
- "u ter",
- "re location",
- "yel led",
- "pen g",
- "up beat",
- "ser ve",
- "âļ ł",
- "hal en",
- "stir ring",
- "reh man",
- "en v",
- "schu macher",
- "frag ment",
- "alkal ine",
- "sb k",
- "resil i",
- "share point",
- "rol lover",
- "tra sh",
- "counter part",
- "âĻ «",
- "ob itu",
- "à ½",
- "ãĤ ¹",
- "mul berry",
- "ðŁİ Ĩ",
- "auton omy",
- "spra ying",
- "nat l",
- "love you",
- "fran ki",
- "nu k",
- "esc ar",
- "can teen",
- "ali baba",
- "de plor",
- "mole cule",
- "pu d",
- "fort night",
- "blon die",
- "sp hin",
- "portra yal",
- "ta che",
- "bu te",
- "consi sting",
- "freep alestine",
- "c sp",
- "im mort",
- "d ns",
- "ðŁĴ¥ ðŁĴ¥",
- "tour de",
- "coo king",
- "archi val",
- "ga thers",
- "bit t",
- "b anc",
- "pre mature",
- "snow ball",
- "poetry day",
- "lou dly",
- "fug itive",
- "ed ay",
- "em ra",
- "ðŁĩ¸ ðŁĩª",
- "sci en",
- "node js",
- "jur gen",
- "je ong",
- "band ana",
- "un is",
- "fox sports",
- "v andy",
- "pro visions",
- "wee p",
- "tu k",
- "i ko",
- "h oun",
- "zig gy",
- "z r",
- "fil let",
- "bat a",
- "tin k",
- "con e",
- "we want",
- "k ilo",
- "hor ace",
- "sl t",
- "sc t",
- "stay tuned",
- "victor ia",
- "umb ria",
- "att acker",
- "ingham shire",
- "fright ening",
- "no ir",
- "fr at",
- "con tempt",
- "lia ison",
- "ho i",
- "br ink",
- "tr ill",
- "ni agar",
- "kick ass",
- "dun das",
- "not my",
- "rho de",
- "bu mble",
- "no xi",
- "fa g",
- "spec tators",
- "mancrush monday",
- "jin ping",
- "distr act",
- "dais y",
- "wal den",
- "portra it",
- "ar thistory",
- "vol tron",
- "ev el",
- "is c",
- "ac m",
- "r ite",
- "na o",
- "de ported",
- "swe ats",
- "ru fus",
- "lo bo",
- "labor day",
- "gam o",
- "ihri thik",
- "bl it",
- "abdomin al",
- "ãħ¤ãħ¤ ãħ¤ãħ¤",
- "i it",
- "e q",
- "bu sy",
- "allu arjun",
- "un disclosed",
- "de ton",
- "pro create",
- "ki l",
- "ðŁİĤ ðŁİĤ",
- "mitch ell",
- "ki i",
- "inherit ance",
- "al p",
- "jo burg",
- "pat rolling",
- "compul sory",
- "un signed",
- "ni am",
- "l ga",
- "eshop suk",
- "tr illi",
- "ma w",
- "appreci ating",
- "rock ab",
- "mañ ana",
- "an tal",
- "mal vern",
- "roy o",
- "grand prix",
- "sut ton",
- "go ftheday",
- "dig i",
- "ãħĭãħĭ ãħĭãħĭ",
- "t les",
- "varan asi",
- "erec ted",
- "discip les",
- "cont act",
- "ðŁĺ µ",
- "li d",
- "⬠ĩ",
- "scen tre",
- "radi ator",
- "ing tips",
- "trans itions",
- "thursday motivation",
- "chem ical",
- "separ ati",
- "sal is",
- "mi m",
- "geo graphical",
- "book fest",
- "/ .",
- "âľ ĭ",
- "v ae",
- "cur rie",
- "ag garwal",
- "acceler ation",
- "the ses",
- "lg m",
- "u mass",
- "pro portions",
- "nat a",
- "ani ans",
- "ku ch",
- "be acons",
- "ap r",
- "@ #",
- "ðŁĴª ðŁı¾",
- "nu ke",
- "sher aton",
- "ki o",
- "ma kati",
- "polit ico",
- "mor ale",
- "ì Ļ",
- "econom ically",
- "gg ly",
- "ss en",
- "pa stries",
- "intern ships",
- "vic ente",
- "fanta ken",
- "aveng ers",
- "accu se",
- "slee pover",
- "indic ated",
- "the dream",
- "ster one",
- "ren ders",
- "fro st",
- "ou i",
- "gre gg",
- "d ore",
- "⾨ ⾨⾨",
- "pu gs",
- "sat y",
- "nu mb",
- "hems worth",
- "tam i",
- "la ssic",
- "schi ff",
- "igle sias",
- "ag awa",
- "] \"",
- "re shi",
- "game stop",
- "divor ced",
- "theat er",
- "clau di",
- "un conventional",
- "prophe ts",
- "ac in",
- "twel f",
- "tow ering",
- "t ml",
- "sc lerosis",
- "k wan",
- "ge ts",
- "distur b",
- "na ira",
- "ener g",
- "pir acy",
- "pru itt",
- "noti fied",
- "hen na",
- "bra m",
- "ground water",
- "bl s",
- "opti mis",
- "$ )",
- "luci e",
- "biz hour",
- "fang irling",
- "gr ills",
- "or l",
- "ver se",
- "c ina",
- "law less",
- "artistson twitter",
- "tele vised",
- "marshmal lows",
- "radio head",
- "bar r",
- "m fc",
- "bre vi",
- "mmor pg",
- "g aya",
- "âĸ «",
- "sub titles",
- "j t",
- "disney land",
- "to bago",
- "nh m",
- "groo ve",
- "fi awec",
- "\" /",
- "ba o",
- "scra bble",
- "om ni",
- "ff l",
- "um c",
- "si mba",
- "ali er",
- "ter rell",
- "plu me",
- "mi di",
- "dig nit",
- "co c",
- "bru t",
- "ad ata",
- "alche my",
- "d sm",
- "ðŁĺĨ ðŁĺĨ",
- "win try",
- "spa res",
- "cu er",
- "conclu sions",
- "to ys",
- "od or",
- "fl ann",
- "gar vey",
- "scrip tions",
- "inspec tions",
- "cat ap",
- "ang lo",
- "st louis",
- "heim er",
- "at ay",
- "tr ich",
- "en yc",
- "chil ds",
- "vent il",
- "mont p",
- "guiller mo",
- "circu lare",
- "z ell",
- "mode led",
- "craf tsman",
- "al ina",
- "stimul ation",
- "cashe w",
- "ju das",
- "best of",
- "to ire",
- "susp ends",
- "scol lege",
- "real ising",
- "by tes",
- "bloo ds",
- "as si",
- "ðŁĴ ¿",
- "o hs",
- "ðŁį ĭ",
- "scallo p",
- "ठµ",
- "gi fting",
- "camo gie",
- "wil kes",
- "o zzy",
- "ðŁ¤ ¤",
- "ver onic",
- "sav oy",
- "deme tri",
- "baby girl",
- "ðŁĺį ðŁĺŃ",
- "so x",
- "cly de",
- "induc tee",
- "count down",
- "self care",
- "ठľ",
- "vi ka",
- "tor re",
- "phd chat",
- "pe ars",
- "aw h",
- "suff rage",
- "le sn",
- "admir ation",
- "mp p",
- "shark week",
- "schul z",
- "santor ini",
- "clo ver",
- "( *",
- "stras bourg",
- "ex iting",
- "so yu",
- "finger print",
- "che a",
- "ãĢ ľ",
- "vin dic",
- "song writers",
- "so a",
- "prou der",
- "nam a",
- "= ))",
- "simple st",
- "delici ously",
- "gil les",
- "u q",
- "mn wx",
- "ep p",
- "sh un",
- "ken nel",
- "fall on",
- "ðŁIJ £",
- "sin d",
- "tra gically",
- "out es",
- "modern ism",
- "co ke",
- "gy n",
- "spi on",
- "âĺ¹ ï¸ı",
- "le am",
- "compress or",
- "apolog ise",
- "twent yon",
- "fan atics",
- "âĻ »",
- "sco tsman",
- "sa wa",
- "ko u",
- "as er",
- "ภļ",
- "welter weight",
- "phen om",
- "twick enham",
- "stri a",
- "p out",
- "ka z",
- "gi am",
- "cd p",
- "ho y",
- "emplo y",
- "red mond",
- "ภĦà¸",
- "sm ere",
- "trance family",
- "proto cols",
- "pie ce",
- "lu iz",
- "iter acy",
- "carl s",
- "united states",
- "har med",
- "phd life",
- "ch aw",
- "foot prints",
- "l é",
- "cho ker",
- "z ana",
- "sli pper",
- "eric sson",
- "insul ting",
- "articho ke",
- "advis ing",
- "acquis itions",
- "op or",
- "mut ations",
- "re ar",
- "ॠģ",
- "pod cast",
- "wi ther",
- "kun g",
- "íĺ ¸",
- "win slow",
- "di apers",
- "ðŁĵ¸ @",
- "ec ker",
- "col lar",
- "hu ey",
- "gi ro",
- "mono gram",
- "kas ich",
- "si veness",
- "malay si",
- "arom atic",
- "gre s",
- "gali leo",
- "u ji",
- "rob b",
- "dr m",
- "none theless",
- "as a",
- ": >",
- "lo a",
- "l np",
- "at work",
- "ag t",
- "laksh mi",
- "pipel ines",
- "id al",
- "stre l",
- "re all",
- "chain z",
- "stone wall",
- "san sk",
- "ðŁı ´",
- "pied mont",
- "hoste ss",
- "ci u",
- "t é",
- "analy ses",
- "wil helm",
- "scott y",
- "rw by",
- "mosqu it",
- "use mb",
- "qu ins",
- "ðŁij İ",
- "tu cker",
- "s conf",
- "speci fications",
- "psychi atry",
- "broo kes",
- "s ils",
- "ol af",
- "de to",
- "co di",
- "cli p",
- "fil th",
- "womancrush wednesday",
- "go to",
- "ang erous",
- "be ale",
- "w tc",
- "paneli st",
- "ne x",
- "lar sen",
- "emili o",
- "tab leau",
- "h itters",
- "conce ived",
- "americ ani",
- "or tega",
- "mar di",
- "Ñ ĥ",
- "pain tball",
- "thir sty",
- "new yorker",
- "etis ation",
- "go ss",
- "we aker",
- "u gh",
- "tro ll",
- "har ga",
- "du al",
- "ght ning",
- "at ine",
- "ðŁĺİ ðŁĺİðŁĺİ",
- "cook out",
- "pyrene es",
- "po ss",
- "authent ication",
- "sports wear",
- "yun ho",
- "kir o",
- "archi pel",
- "shen ko",
- "ren der",
- "nov ation",
- "divin ity",
- "ðŁij £",
- "su fi",
- "humb ling",
- "ge opol",
- "devote es",
- "wait ress",
- "tr ough",
- "py ro",
- "i ba",
- "bl ing",
- "gra f",
- "epilo ts",
- "bt r",
- "of tball",
- "bas king",
- "domin os",
- "so om",
- "r ath",
- "sher yl",
- "qu el",
- "astronom ical",
- "wel d",
- "track list",
- "sig nee",
- "slee pless",
- "com man",
- "ch ron",
- "summ on",
- "pure michigan",
- "cri spr",
- "sli p",
- "la gi",
- "ra q",
- "um u",
- "thal ap",
- "char med",
- "scru mp",
- "quad copter",
- "ski p",
- "peter sen",
- "mun i",
- "ðŁĮ ¾",
- "mon aghan",
- "tra ys",
- "ick ed",
- "canad aday",
- "te gr",
- "ï¿ ½",
- "hot ness",
- "heavy metal",
- "ab ar",
- "gop debate",
- "az ul",
- "spider man",
- "sun flowers",
- "ľ ë",
- "web comics",
- "bar d",
- "Ð ²",
- "nichol as",
- "slu sh",
- "ram an",
- "mark ham",
- "ffici al",
- "ff ler",
- "íĬ ¸",
- "ple ss",
- "anush ka",
- "to to",
- "sk aters",
- "pro wrestling",
- "compet es",
- "ay ala",
- "myster y",
- "thr ills",
- "mp g",
- "independ ently",
- "y ul",
- "imper ative",
- "formid able",
- "tire less",
- "st acking",
- "ton gues",
- "mal tese",
- "pot ts",
- "mat ti",
- "char ting",
- "chill out",
- "super nova",
- "ome o",
- "sky sports",
- "nu tty",
- "ðŁĹĵ ï¸ı",
- "ro han",
- "insp ired",
- "concier ge",
- "ser ra",
- "ma kk",
- "gal at",
- "chi pp",
- "ye v",
- "ì £",
- "reim bur",
- "op ul",
- "kimber ley",
- "i eee",
- "bre men",
- "ch itec",
- "or in",
- "nak u",
- "bon kers",
- "foo ty",
- "emer gence",
- "ðŁĨ ĺ",
- "sti p",
- "serge i",
- "zo ey",
- "ai me",
- "wou ld",
- "dy es",
- "destin y",
- "vinai grette",
- "dri er",
- "circulare conomy",
- "an archi",
- "ss r",
- "sch el",
- "cin er",
- "gro om",
- "determin ing",
- "gar min",
- "cal ais",
- "incarcer ation",
- "bu kit",
- "no i",
- "chelms ford",
- "mckin ley",
- "chi pped",
- "belong ed",
- "tu mors",
- "str oud",
- "mi i",
- "influen za",
- "wwen xt",
- "tun dra",
- "tele communications",
- "cat sofinstagram",
- "t ages",
- "beat ty",
- "o du",
- "ml kday",
- "oo per",
- "dang le",
- "ak ley",
- "cru mb",
- "anti gua",
- "ti mbers",
- "rou hani",
- "ðŁĴª ðŁĴªðŁĴª",
- "ha fi",
- "... !!",
- "w cs",
- "coo p",
- "sn c",
- "lit res",
- "ãĢ Ĭ",
- "ha z",
- "co z",
- "k ant",
- "green field",
- "cur ti",
- "y ale",
- "flye agles",
- "what soever",
- "wor thing",
- "rou lette",
- "flyeagles fly",
- "un da",
- "a inted",
- "stand ing",
- "lusci ous",
- "h pc",
- "effic acy",
- "ash land",
- "me ghan",
- "ky wx",
- "n pr",
- "bath tub",
- "ac os",
- "h ani",
- "mar cor",
- "man tis",
- "da isi",
- "bo ba",
- "ab bie",
- "mu til",
- "vi al",
- "spy der",
- "po z",
- "g ti",
- "el fie",
- "nigh tw",
- "metro id",
- "anton i",
- "mad die",
- "dh ry",
- "dar lings",
- "ten ds",
- "taek wondo",
- "atlan ta",
- "me ow",
- "chlo e",
- "ãĥ İ",
- "ym es",
- "siber ia",
- "k con",
- "gu es",
- "mar iner",
- "fac il",
- "azz le",
- "[ ...",
- "han nover",
- "bav aria",
- "vir go",
- "te uk",
- "u sps",
- ") #",
- "wall a",
- "sam pson",
- "need less",
- "ver bally",
- "hay ley",
- "bow led",
- "pi us",
- "lam pard",
- "ham string",
- "vol vo",
- "road safety",
- "cho king",
- "sor bet",
- "a hem",
- "healthy food",
- "brai ded",
- "horticul ture",
- "cr ative",
- "che ek",
- "ad do",
- "the force",
- "ko ko",
- "schiz oph",
- "j ie",
- "w ada",
- "twentyon epilots",
- "h bcu",
- "pro ton",
- "pau ls",
- "lou isa",
- "lat am",
- "kyr gy",
- "com pac",
- "sd k",
- "sap i",
- "?? ?",
- "liber alism",
- "ep silon",
- "ai den",
- "w usa",
- "spra yed",
- "baske tball",
- "kim ono",
- "blue wave",
- "ali as",
- "ë§ Ī",
- "mug shot",
- "ce c",
- "do gre",
- "ad ora",
- "ðŁĵ· @",
- "kra kow",
- "intrigu ed",
- "exhau sting",
- "astron omer",
- "ven ison",
- "lady bug",
- "ci v",
- "bra e",
- "us m",
- "bri be",
- "acup uncture",
- "pembro ke",
- "ke ating",
- "chi e",
- "y ad",
- "t si",
- "sm i",
- "see ding",
- "gate shead",
- "lis boa",
- "gy p",
- "canv ass",
- "ðŁĶ´ âļªï¸ı",
- "op i",
- "ni r",
- "soci etal",
- "ly te",
- "ati es",
- "c sm",
- "ar tery",
- "al in",
- "aka poor",
- "abstr acts",
- "âĢ¦ âĢ¦",
- "teen wolf",
- "ne we",
- "travel gram",
- "sentim ental",
- "per ched",
- "han del",
- "ho ek",
- "f ay",
- "coordin ating",
- "anim ate",
- "man ian",
- "effor t",
- "jer ky",
- "f ck",
- "adri enne",
- "ma bly",
- "tra ding",
- "my el",
- "spi ro",
- "sol a",
- "stor ing",
- "over drive",
- "monday morning",
- "dream team",
- "pul se",
- "bon di",
- "ber nie",
- "pgat our",
- "tri poli",
- "son am",
- "plat t",
- "âļ ¡",
- "ag roup",
- "îIJ Ĵ",
- "inv ading",
- "v cu",
- "k ell",
- "ñ os",
- "un dead",
- "pod casting",
- "mercede sam",
- "mana fort",
- "cor tex",
- "que so",
- "impecc able",
- "pal mer",
- "wil doz",
- "sport sc",
- "guacam ole",
- "dispen ser",
- "cate gori",
- "stun ts",
- "per il",
- "invit ations",
- "dune din",
- "xi e",
- "achi eves",
- "saf er",
- "pre ds",
- "ph an",
- "knuck les",
- "k ak",
- "igno res",
- "lovemy job",
- "aru ba",
- "ound ation",
- "datac enter",
- "co vert",
- "gr ing",
- "cou ple",
- "ا ر",
- "vol i",
- "mc cle",
- "arti sans",
- "lu do",
- "kal am",
- "arom a",
- "under taker",
- "hu la",
- "wiz kid",
- "gu mb",
- "god frey",
- "bakers field",
- "ker n",
- "engine er",
- "car ve",
- "pal in",
- "guaran tees",
- "pe bbles",
- "b ays",
- "zi eg",
- "fin k",
- "â¬ĩï¸ı â¬ĩï¸ı",
- "down pours",
- "ro chelle",
- "rasp berry",
- "ðŁĺ ®",
- "gra phies",
- "stom p",
- "caf es",
- "ari zed",
- "utt ar",
- "cal vary",
- "dri e",
- "crusad er",
- "bus an",
- "tux edo",
- "si u",
- "seam us",
- "cul tured",
- "blan chard",
- "town house",
- "ge red",
- "butter milk",
- "flu ctu",
- "roger federer",
- "hel i",
- "ðŁ¦ ĥ",
- "u ous",
- "ram esh",
- "mu ppets",
- "email marketing",
- "ye ss",
- "br ice",
- "ri zio",
- "pel o",
- "donnein arte",
- "u rable",
- "inve stin",
- "bump ing",
- "raji v",
- "sav a",
- "thro wer",
- "fore x",
- "o hhhh",
- "th rust",
- "pull man",
- "r fid",
- "sep sis",
- "le ed",
- "fri ght",
- "roun ding",
- "ne b",
- "ph ins",
- "ai sha",
- "utili zing",
- "squ ats",
- "gold smith",
- "j ic",
- "bo ks",
- "vau s",
- "i po",
- "exclu sion",
- "tari ff",
- "po kes",
- "min al",
- "land s",
- "en force",
- "washington dc",
- "or char",
- "g x",
- "mar ys",
- "ey our",
- "aussi e",
- "bak ers",
- "un popular",
- "latin os",
- "lar ge",
- "pu tnam",
- "bol o",
- "wa de",
- "pel o",
- "di zz",
- "ob struction",
- "fla ppy",
- "weare the",
- "depend ence",
- "pajam a",
- "e te",
- "y ann",
- "e wan",
- "disc la",
- "a ay",
- "kar ina",
- "e ic",
- "an trim",
- "w soc",
- "neg atively",
- "kai do",
- "fotogra fia",
- "dh ru",
- "colo ssal",
- "mcle od",
- "k wang",
- "mani pu",
- "ex hilar",
- "us atoday",
- "summer slam",
- "co les",
- "tapro om",
- "unbeat able",
- "de ma",
- "tic ks",
- "k ling",
- "fil s",
- "campaig ners",
- "ภķ",
- "brew ster",
- "audu bon",
- "qu ay",
- "ch s",
- "ki gali",
- "d ler",
- "strength ens",
- "som al",
- "sign ingday",
- "gol ds",
- "pig ment",
- "orche stral",
- "g q",
- "lin kin",
- "ðŁı ĩ",
- "ta w",
- "algar ve",
- "ho v",
- "ear le",
- "gold fish",
- "am ig",
- "ex er",
- "ben in",
- "dru id",
- "ðŁIJ ¸",
- "she m",
- "quat tro",
- "mer cen",
- "men te",
- "incorpor ating",
- "bon anza",
- "state fair",
- "en de",
- "concep tions",
- "e es",
- "âĻ¥ï¸ı âĻ¥ï¸ı",
- "d son",
- "fire arm",
- "orb ital",
- "we h",
- "multi p",
- "fo b",
- "requi em",
- "p light",
- "thou se",
- "sa id",
- "oc re",
- "remem brance",
- "n old",
- "chi pping",
- "be v",
- "er t",
- "ca thy",
- "sy m",
- "ri ggs",
- "m ley",
- "dialo gues",
- "sl ender",
- "how l",
- "gau teng",
- "wd w",
- "to bi",
- "smo kes",
- "im plo",
- "b pm",
- "ad n",
- "mom basa",
- "cap sul",
- "bloom field",
- "artic ul",
- "cle o",
- "goog led",
- "flu ffy",
- "l ard",
- "en zyme",
- "ve sti",
- "ibra hi",
- "fl ame",
- "e mea",
- "out ages",
- "dispro por",
- "ble ak",
- "an sel",
- "ick er",
- "st louis",
- "stock market",
- "good friday",
- "sau lt",
- "stal led",
- "pro m",
- "ep som",
- "b é",
- "the se",
- "sau ces",
- "me w",
- "lit fest",
- "pre d",
- "re u",
- "kar ak",
- "si enna",
- "ell in",
- "bio technology",
- "ï¸ıâĥ£ -",
- "tac tic",
- "sa in",
- "por k",
- "mon za",
- "ka j",
- "lu sh",
- "compart ment",
- "chang ing",
- "shraddha kapoor",
- "fo al",
- "ar tem",
- "cu ando",
- "can ola",
- "ori ente",
- "me sse",
- "d ited",
- "br c",
- "box er",
- "bbc two",
- "s st",
- "ment day",
- "em ing",
- "de wey",
- "kof i",
- "âŀĸâŀĸ âŀĸâŀĸ",
- "reali zation",
- "smo l",
- "tw ood",
- "san je",
- "flag staff",
- "ber wick",
- "cor set",
- "can ary",
- "whistle blower",
- "et ched",
- "com posing",
- "squee zed",
- "bow er",
- "auto desk",
- "ne h",
- "mathi eu",
- "ba ja",
- "Å Ĥ",
- "hy dra",
- "da im",
- "am eri",
- "insi sted",
- "mer lot",
- "gar ros",
- "heart news",
- "gaine sville",
- "cut ler",
- "bo de",
- "ðŁĺī ðŁĺī",
- "lew es",
- "scoun try",
- "g sa",
- "us u",
- "cc m",
- "god awgs",
- "phara oh",
- "cra e",
- "mor ley",
- "hyp noti",
- "f ades",
- "neur ons",
- "fu zz",
- "ing co",
- "high landers",
- "star k",
- "vig ne",
- "pac kets",
- "amar illo",
- "reu ben",
- "insul ts",
- "bas ic",
- "vec tor",
- "n me",
- "ac ruz",
- "tro s",
- "transm itter",
- "ðŁĺ ŀ",
- "interpre t",
- "ðŁĺ ²",
- "pre quel",
- "mc gowan",
- "dis semin",
- "ðŁĴĺ ðŁĴĺ",
- "mascul inity",
- "indie gamedev",
- "ali ve",
- "te t",
- "pe tal",
- "ema iled",
- "ar med",
- "ko o",
- "he er",
- "ba ird",
- "super junior",
- "metro polis",
- "delav in",
- "decl ines",
- "stit utes",
- "Û ģ",
- "p tbo",
- "g lan",
- "cho res",
- "e aling",
- "chri ssy",
- "ste mc",
- "vi an",
- "assassin ated",
- "pron ounce",
- "illeg als",
- "discover y",
- "cav ill",
- "fri fotos",
- "f al",
- "so i",
- "sabot age",
- "t int",
- "p dc",
- "ðŁİīðŁİ Ī",
- "ãĤ Ĭãģ",
- "ji o",
- "endeav or",
- "in sig",
- "commit tees",
- "she arer",
- "me tz",
- "mar rying",
- "h dd",
- "g by",
- "fre t",
- "tri sh",
- "pu l",
- "scrip ted",
- "sa ki",
- "l w",
- "ke ye",
- "shim i",
- "nan aimo",
- "ca h",
- "Ã «",
- "tem pered",
- "ici an",
- "du gg",
- "dish washer",
- "air field",
- "s rugby",
- "gr inch",
- "y st",
- "r ms",
- "mahat ma",
- "lan kan",
- "disc ar",
- "dige stion",
- "no des",
- "l ls",
- "om ic",
- "gu tter",
- "tis garh",
- "feder ico",
- "election day",
- "bo he",
- "master card",
- "fire ball",
- "âľ Ķï¸ı",
- "oy ster",
- "p ong",
- "do k",
- "en route",
- "m vc",
- "beat the",
- "ali stair",
- "shu b",
- "sh aming",
- "cherno byl",
- "ghi bli",
- "the s",
- "pin ion",
- "d bs",
- "sal ts",
- "ic tion",
- "epi ph",
- "nc pol",
- "in convenience",
- "whit ley",
- "inspec ting",
- "wood ley",
- "wi ener",
- "skil let",
- "no les",
- "m ca",
- "h ina",
- "a sha",
- "willing ness",
- "well ness",
- "tam ed",
- "show time",
- "dis advantaged",
- "ber nat",
- "us n",
- "mission aries",
- "coun selling",
- "arrog ant",
- "quant itative",
- "leg alization",
- "ho dge",
- "energye fficiency",
- "cameron dallas",
- "pos sessions",
- "p bb",
- "harris burg",
- "v g",
- "hindu ism",
- "happy thanksgiving",
- "fi b",
- "re acting",
- "tweeta picture",
- "pol iti",
- "mu ppet",
- "hur rah",
- "pac e",
- "coast guard",
- "guar ded",
- "as am",
- "par ry",
- "fore very",
- "x q",
- "oom f",
- "ke anu",
- "j ind",
- "ri st",
- "customer service",
- "sac red",
- "ðŁĺ º",
- "ton er",
- "occur rence",
- "mat u",
- "val dez",
- "red d",
- "is ak",
- "power rangers",
- "pe asant",
- "raj ini",
- "abra ham",
- "e mil",
- "car do",
- "tr il",
- "hair styles",
- "obsole te",
- "sam pler",
- "direc tive",
- "delavin kisses",
- "ver ton",
- "glo s",
- "sp ay",
- "paler mo",
- "com ets",
- "man ziel",
- "chicag of",
- "ski pped",
- "pic torial",
- "h ant",
- "b mi",
- "a ol",
- "re opens",
- "pad dling",
- "devo s",
- "fra ud",
- "bas eline",
- "que ues",
- "sp ired",
- "sn are",
- "eu ve",
- "descri ptions",
- "daisi es",
- "ca ching",
- "gall eria",
- "tri mmed",
- "stin o",
- "recy cla",
- "ic ular",
- "bir ken",
- "raw lings",
- "fli x",
- "chic as",
- "b gt",
- "lik eli",
- "argy ll",
- "thel ove",
- "ga ston",
- "bl anca",
- "ha k",
- "f one",
- "sailor moon",
- "h aci",
- "ima c",
- "fl yn",
- "de can",
- "bel les",
- "ap ic",
- "zo g",
- "taun ton",
- "con stance",
- "lasag na",
- "ker nel",
- "in ka",
- "har bor",
- "collec tively",
- "calcul ated",
- "av ille",
- "shil pa",
- "pur du",
- "gi mm",
- "fun er",
- "a est",
- "pembroke shire",
- "nighting ale",
- "n unes",
- "hyper tension",
- "hu bert",
- "sli ders",
- "infer tility",
- "comm ended",
- "transat lantic",
- "metr ical",
- "!! @",
- "Å Ł",
- "ss g",
- "bac ca",
- "inver ted",
- "fun factfriday",
- "it ans",
- "albu m",
- "acqu ainted",
- "ri er",
- "whel an",
- "sar ab",
- "mu e",
- "snoo ze",
- "pi ff",
- "agre eing",
- "sp itting",
- "jer maine",
- "n ye",
- "âľı ï¸ı",
- "am bush",
- "ze ph",
- "con greg",
- "univers ity",
- "s app",
- "wann abe",
- "pat rice",
- "ib d",
- "do glo",
- "fri dges",
- "sun d",
- "king ston",
- "ar gon",
- "kam en",
- "hardro ck",
- "ds ley",
- "do lores",
- "ì °",
- "ota ku",
- "pi ping",
- "be having",
- "âŃIJï¸ıâŃIJï¸ı âŃIJï¸ı",
- "blue bird",
- "an sari",
- "teapo t",
- "fire work",
- "cro p",
- "log ans",
- "ty ped",
- "thick ness",
- "ig ers",
- "c fp",
- "dys functional",
- "contra sting",
- "et ty",
- "aston martin",
- "tx st",
- "dra grace",
- "at tributes",
- "marath on",
- "manu scripts",
- "john stone",
- "ðŁĺ± ðŁĺ±",
- "bo er",
- "ay u",
- "aru gula",
- "poo rest",
- "con du",
- "assu mption",
- "anag h",
- "no h",
- "delav in",
- "sit ter",
- "g ö",
- "mor ow",
- "kick start",
- "com i",
- "gl acial",
- "ghe ad",
- "ba in",
- "ker shaw",
- "en dof",
- "fre ud",
- "om at",
- "i af",
- "hu g",
- "sign up",
- "each other",
- "defin ite",
- "tu bing",
- "shak ira",
- "ðŁijı ðŁı½",
- "uu uu",
- "sw in",
- "sham bles",
- "ol as",
- "sk ell",
- "brit ain",
- "kn w",
- "clu tter",
- "om y",
- "j ens",
- "hang ed",
- "city scape",
- "scra ps",
- "un locking",
- "dead liest",
- "er no",
- "breast cancer",
- "a it",
- "inspec t",
- "fu ri",
- "ðŁĴ Į",
- "ku d",
- "ju le",
- "or ah",
- "mi ds",
- "m dt",
- "bur gring",
- "r attle",
- "pu sa",
- "stal k",
- "cle ans",
- "iss ance",
- "z ek",
- "worth it",
- "nam eis",
- "musko ka",
- "council man",
- "urban art",
- "bar rac",
- "un solved",
- "tu l",
- "g ita",
- "white board",
- "soy beans",
- "em ent",
- "cont i",
- "saturday motivation",
- "conveni ently",
- "doc king",
- "t ado",
- "âı ©",
- "sp ino",
- "puppy love",
- "po f",
- "fabric ated",
- "robb ers",
- "adop ts",
- "ti fied",
- "kk r",
- "indulg ence",
- "notic eable",
- "macqu arie",
- "chap el",
- "sensu al",
- "ki ko",
- "melan oma",
- "lore tta",
- "li ance",
- "ab en",
- "sp lus",
- "ga al",
- "ac ele",
- "lib dems",
- "compar isons",
- "ðŁĮ µ",
- "rhy thms",
- "mer y",
- "en capsul",
- "nap ier",
- "ðŁijĮ ðŁijĮðŁijĮ",
- "ðŁij IJ",
- "plat z",
- "fre sno",
- "re formed",
- "ran bir",
- "el it",
- "the best",
- "bhu shan",
- "vin nie",
- "impro vised",
- "s ittin",
- "re created",
- "e ba",
- "ec ker",
- "ac rob",
- "pon te",
- "cor d",
- "gi ddy",
- "eur usd",
- "fe ver",
- "intu ition",
- "gar i",
- "dum mies",
- "bud weiser",
- "amend ments",
- "te tra",
- "sch nit",
- "ay as",
- "mar ys",
- "ci st",
- "k ani",
- "ker mit",
- "ðŁĺ±ðŁĺ± ðŁĺ±",
- "tin ker",
- "strol ling",
- "di visional",
- "niger i",
- "omin ous",
- "menstru al",
- "kar ab",
- "k hy",
- "bw fc",
- "pan handle",
- "l illi",
- "well er",
- "stra pped",
- "son the",
- "transfer ring",
- "ethe real",
- "sne aks",
- "ru dol",
- "gab les",
- "jac king",
- "cin code",
- "for tune",
- "canadi ens",
- "con for",
- "ab normal",
- "frank lin",
- "tit a",
- "mu la",
- "persi st",
- "cu ties",
- "ki el",
- "ðŁĩ± ðŁĩ",
- "her mann",
- "aw k",
- "fi asco",
- "ko to",
- "we ta",
- "hi ker",
- "budd y",
- "preven tive",
- "mcgra w",
- "game boy",
- "forsy th",
- "top shop",
- "si ob",
- "sad h",
- "in tram",
- "follow art",
- "so aps",
- "dragon ball",
- "ou x",
- "morri son",
- "๠ĥ",
- "lu bric",
- "adul thood",
- "morri sons",
- "âļ łï¸ı",
- "her mo",
- "ta ka",
- "stall one",
- "mis use",
- "team gb",
- "ra gha",
- "con fined",
- "at y",
- "hom ophobic",
- "nw o",
- "sky news",
- "ho ya",
- "ac rosse",
- "wi iu",
- "pur ée",
- "jed dah",
- "ðŁ¤ §",
- "advis ers",
- "ph ine",
- "an is",
- "scrump tious",
- "ë° ķ",
- "c ke",
- "vin y",
- "ter m",
- "s dc",
- "o do",
- "home school",
- "vas c",
- "leop ards",
- "debor ah",
- "illic it",
- "cur ran",
- "as roma",
- "nau ght",
- "mar ig",
- "brand i",
- "em p",
- "ðŁĺį ðŁijĮ",
- "î Į",
- "su spend",
- "lu z",
- "initi ation",
- "sch aft",
- "jensen ackles",
- "craw ler",
- "post doc",
- "des ks",
- "trail blazer",
- "den omin",
- "tri x",
- "no ise",
- "po et",
- "± ï¸ı",
- "s mug",
- "vol atile",
- "proof s",
- "pharmac ist",
- "sardin ia",
- "mash able",
- "kim chi",
- "co ed",
- "schal ke",
- "doo dled",
- "c sw",
- "sh ur",
- "ro x",
- "do k",
- "chris brown",
- "mathemat ician",
- "ab ound",
- "ang elic",
- "rock ford",
- "d ole",
- "yor kers",
- "ms n",
- "g man",
- "xavi er",
- "bor rowing",
- "mark ings",
- "longh orn",
- "k ja",
- "diver ted",
- "mm it",
- "euph oria",
- "ay yy",
- "te a",
- "pa h",
- "ck i",
- "un cut",
- "li ven",
- "ky ung",
- "fan art",
- "mer ing",
- "red ding",
- "amo vie",
- "gri di",
- "c thulhu",
- "schol arly",
- "ju dah",
- "th bewithyou",
- "eu calyp",
- "ðŁIJ ķ",
- "hert fordshire",
- "cour troom",
- "by u",
- "auc tioned",
- "ple ase",
- "mar cia",
- "ê° ĵ",
- "succe eded",
- "el as",
- "arvin d",
- "t lot",
- "saig on",
- "re tt",
- "ra kesh",
- "fd ny",
- "as en",
- "se bring",
- "gladi ators",
- "you know",
- "v lad",
- "gol a",
- "par ap",
- "ÑĢ и",
- "sab cnews",
- "one team",
- "oh l",
- "sun e",
- "ri j",
- "cd c",
- "star gate",
- "run down",
- "plat o",
- "ph c",
- "chat ter",
- "ra viol",
- "mn f",
- "mand ala",
- "li et",
- "ภķ",
- "mari a",
- "hun gover",
- "consoli dation",
- "fer rell",
- "tradition al",
- "ilove art",
- "gal ap",
- "ðŁı Į",
- "que zon",
- "espa ña",
- "ðŁĩ¨ðŁĩ Ń",
- "ho bby",
- "steam boat",
- "mali gn",
- "guil lau",
- "pro hi",
- "its me",
- "íĥ Ģ",
- "in scription",
- "al z",
- "mari an",
- "k ade",
- "mm on",
- "adju sting",
- "ne sts",
- "intern ally",
- "ci r",
- "vik ram",
- "mal ala",
- "k ph",
- "fel icia",
- "the real",
- "cap tivity",
- "at is",
- "marcor ubio",
- "kale ido",
- "che v",
- "mano j",
- "le more",
- "gent ri",
- "vi ps",
- "tro pe",
- "\" âĢĶ",
- "pair ings",
- "mal nutrition",
- "fr ay",
- "desig nation",
- "brun omars",
- "az e",
- "tor rential",
- "pan zer",
- "ga il",
- "under the",
- "the ological",
- "schizoph re",
- "dazz le",
- "freder ic",
- "mo par",
- "ad illa",
- "so ggy",
- "ra un",
- "medi ocre",
- "colo rec",
- "i fe",
- "p inst",
- "blu ef",
- "Â ²",
- "world water",
- "gir oud",
- "clar inet",
- "ad olf",
- "tar antino",
- "receip ts",
- "assu mp",
- "ðŁij Ł",
- "coffe es",
- "âľĬ ðŁı¾",
- "du plex",
- "s of",
- "r x",
- "lin o",
- "timber wolves",
- "pan dit",
- "mo tm",
- "e ga",
- "ay ama",
- "ach s",
- "outsi der",
- "ll en",
- "co er",
- "til ly",
- "cheese burger",
- "ma ds",
- "ple dis",
- "emp ty",
- "national parks",
- "az iz",
- "p mi",
- "jun kies",
- "f ener",
- "sq n",
- "è s",
- "gener ation",
- "cleop atra",
- "bhuban es",
- "mosqu es",
- "ty free",
- "popp ins",
- "tw c",
- "or well",
- "n age",
- "ka whi",
- "hol low",
- "dal ai",
- "¨¨ ¨¨",
- "ou ro",
- "m health",
- "gi on",
- "az o",
- "vis as",
- "reneg ade",
- "re ic",
- "w sop",
- "ðŁĴļ ðŁĴĽ",
- "e chel",
- "tox icity",
- "mü n",
- "bun k",
- "stimul ating",
- "asth our",
- "\\ '",
- "ep h",
- "ende mic",
- "cn bc",
- "shrin king",
- "peabo dy",
- "michel angelo",
- "can yon",
- "wal e",
- "su mi",
- "si ders",
- "inu it",
- "? .",
- "profession alism",
- "dr acing",
- "plat oon",
- "p ons",
- "out bound",
- "maple leafs",
- "de sol",
- "cen cy",
- "a than",
- "ver ma",
- "ru bbing",
- "ok an",
- "ðŁij ł",
- "mull ins",
- "authent ic",
- "Å į",
- "alman ac",
- "ga ia",
- "bb q",
- "on imo",
- "ke h",
- "ty a",
- "tou ts",
- "y av",
- "re posit",
- ", .",
- "wi ght",
- "se eyou",
- "cal lof",
- "done sia",
- "bar gaining",
- "gr anth",
- "sd su",
- "amphi theater",
- "p su",
- "re watching",
- "wine tasting",
- "peak district",
- "dete cting",
- "thur man",
- "phe e",
- "èª ķ",
- "u mich",
- "re r",
- "sculp ted",
- "go le",
- "name sake",
- "ðŁĶ ģ",
- "serv icing",
- "bau gh",
- "pu gh",
- "pen cil",
- "dar th",
- "munch kin",
- "at orium",
- "ten ers",
- "sun y",
- "rolling stones",
- "mag ing",
- "star rer",
- "i dris",
- "fe instein",
- "ag ron",
- "âĺºï¸ı âĺºï¸ı",
- "supervis ed",
- "chamele on",
- "aggre gate",
- "succe ssive",
- "mo gul",
- "inst yle",
- "pol dark",
- "custom e",
- "ohio state",
- "ha ya",
- "ci des",
- "broker age",
- "angel ou",
- "fifa wwc",
- "de forestation",
- "al ton",
- "pam ph",
- "hu gged",
- "ho bo",
- "change able",
- "ku ber",
- "bur roughs",
- "demon etisation",
- "cape cod",
- "vers atility",
- "or ice",
- "le ila",
- "womenin science",
- "tu a",
- "he dges",
- "embarrass ment",
- "ali fe",
- "so ars",
- "ni ghter",
- "hy mn",
- "gi pp",
- "chas u",
- "tech s",
- "ni all",
- "k illa",
- "hi ka",
- "cam els",
- "valu e",
- "Â ¢",
- "sc oops",
- "mah moud",
- "clu sive",
- "adri ana",
- "pac o",
- "oz il",
- "un as",
- "transl ations",
- "whispe rer",
- "s bi",
- "bu xton",
- "bio tics",
- "indi ffe",
- "ken ney",
- "k lar",
- "et ching",
- "barra best",
- "inst ability",
- "se ine",
- "vo tel",
- "blo gged",
- "whis key",
- "my space",
- "t ant",
- "lan dia",
- "give back",
- "illu s",
- "aw ak",
- "ac ab",
- "f bloggers",
- "cloud computing",
- "blat ant",
- "syri ans",
- "band ra",
- "sty n",
- "an em",
- "ke ted",
- "kar thik",
- "barun sob",
- "pin ot",
- "gu bernat",
- "gay e",
- "arti ste",
- "i fied",
- "conven tions",
- "hu an",
- "geni uses",
- "eeee ee",
- "fol ly",
- "somer ville",
- "pride month",
- "ðŁĩºðŁĩ¸ ðŁĩºðŁĩ¸",
- "chemo therapy",
- "paul s",
- "bak ar",
- "ìĦ¸ë¸ IJ",
- "taiwan ese",
- "fol lo",
- "c ss",
- "re ign",
- "nn nn",
- "fla un",
- "catastro phe",
- "iti es",
- "frag ments",
- "extre mists",
- "ym oun",
- "car men",
- "eze kiel",
- "conne cting",
- "se h",
- "man ta",
- "remodel ing",
- "we ymouth",
- "at oms",
- "ce m",
- "ne well",
- "lu mi",
- "the open",
- "mo c",
- "mili band",
- "g land",
- "z shq",
- "mag gie",
- "mani acs",
- "m sp",
- "ad y",
- "cre ams",
- "le anne",
- "e sta",
- "py g",
- "af finity",
- "pray er",
- "dun bar",
- "ligh troom",
- "ac adi",
- "wyn onna",
- "roman tic",
- "state dept",
- "sick le",
- "wh os",
- "lam o",
- "et our",
- "fin ity",
- "shru b",
- "shar pen",
- "pun dit",
- "ed on",
- "af ore",
- "mar s",
- "jeff ery",
- "ter ps",
- "medal list",
- "kath arine",
- "accu sing",
- "ta z",
- "roy d",
- "from home",
- "confron tation",
- "alle gh",
- "ðŁijī ðŁijī",
- "refresh er",
- "ran veer",
- "never land",
- "jo jo",
- "lu crative",
- "en am",
- "ca ver",
- "pa edi",
- "man jaro",
- "flu ids",
- "the ssal",
- "oppre ssed",
- "mu ss",
- "joh anna",
- "Ø ®",
- "cn g",
- "buil dthe",
- "sett les",
- "s ith",
- "fu ego",
- "cl amp",
- "ar ag",
- "pay er",
- "ted x",
- "mand y",
- "inter stellar",
- "fr c",
- "ch and",
- "b cc",
- "mo lo",
- "len til",
- "johan sson",
- "grims by",
- "nature lovers",
- "ðŁļ¨ ðŁļ¨ðŁļ¨",
- "shin de",
- "x in",
- "international dayof",
- "transiti onal",
- "sat a",
- "cad dy",
- "wo d",
- "if u",
- "ha ys",
- "holl yo",
- "j ang",
- "ir c",
- "co im",
- "grad able",
- "\" \"",
- "ðŁį ´",
- "ঠ¾",
- "a el",
- "n yo",
- "west lake",
- "time out",
- "sof i",
- "phenom ena",
- "cultiv ation",
- "ag no",
- "un armed",
- "so t",
- "con j",
- "gen o",
- "royal navy",
- "nutriti on",
- "fair mont",
- "ti relessly",
- "sn g",
- "re ty",
- "mic a",
- "lu cent",
- "slo ane",
- "droo l",
- "riz al",
- "od ell",
- "critici zed",
- ". '\"",
- "la ze",
- "deser ted",
- "co der",
- "pra s",
- "l illian",
- "itiner ary",
- "dav y",
- "an ap",
- "whi pping",
- "hobo ken",
- "kare ena",
- "çľ Ł",
- "vi us",
- "ter n",
- "nan tucket",
- "mis understood",
- "bu laga",
- "st ant",
- "chin ook",
- "z am",
- "reli es",
- "d ss",
- "ed mond",
- "sket chy",
- "m ell",
- "fe x",
- "rec tor",
- "dist ill",
- "day dream",
- "wine maker",
- "ri pley",
- "billion aires",
- "hel ene",
- "ati f",
- "cul prit",
- "bertr and",
- "wou ldnt",
- "ma pped",
- "v ak",
- "gla dly",
- "parliam ent",
- "kidlit art",
- "ware ness",
- "goli ath",
- "âĨ ĵ",
- "view point",
- "tat ted",
- "fu ls",
- "dor sey",
- "ang lers",
- "li ds",
- "ki ya",
- "bow les",
- "be h",
- "b ite",
- "compati bility",
- "ance stral",
- "pro x",
- "beha ved",
- "gubernat orial",
- "ch field",
- "sab an",
- "z h",
- "teen y",
- "shibu ya",
- "holli day",
- "pan cy",
- "âĿĦï¸ı âĿĦï¸ı",
- "seun gri",
- "? ,",
- "ðŁĩ¦ ðŁĩ·",
- "im itation",
- "impac tful",
- "any i",
- "gene vie",
- "añ os",
- "bate man",
- "gli der",
- "af ar",
- "ra sheed",
- "effor tless",
- "sh war",
- "dach sh",
- "er un",
- "at os",
- "kin i",
- "ch d",
- "kha ki",
- "k lin",
- "felici dades",
- "bel o",
- "as l",
- "to ppers",
- "fin ley",
- "stac ey",
- "rigor ous",
- "kar ting",
- "le ppard",
- "car michael",
- "be ret",
- "c se",
- "ak hi",
- "mer ingue",
- "ab an",
- "ha ke",
- "ger i",
- "er jee",
- "re sto",
- "comm anders",
- "pr it",
- "fl or",
- "ad ven",
- "ex termin",
- "remain der",
- "å IJ",
- "es g",
- "martin o",
- "lulla by",
- "| @",
- "mi gn",
- "in store",
- "big bang",
- "cor di",
- "cau ley",
- "ante bellum",
- "dg ate",
- "cro ck",
- "span dex",
- "scaf folding",
- "ore os",
- "ê°ĵ ìĦ¸ë¸IJ",
- "pom ona",
- "ma uro",
- "uni versi",
- "re mi",
- "af ootball",
- "t ant",
- "sm alls",
- "ne h",
- "worl do",
- "tropic al",
- "mor ph",
- "jav elin",
- "gla r",
- "arqu itec",
- "reminis cent",
- "tu bs",
- "spide y",
- "make u",
- "syl la",
- "progressi ves",
- "blo t",
- "shor ten",
- "keep in",
- "ch ak",
- "ang st",
- "super food",
- "decad ent",
- "ston y",
- "neuro logical",
- "ar boretum",
- "ann ak",
- "fe ma",
- "per cu",
- "dis respectful",
- "small biz",
- "lo x",
- "co om",
- "c sc",
- "bs bi",
- "pre valence",
- "him ss",
- "esp an",
- "mo ga",
- "fr ampton",
- "sky map",
- "mas se",
- "levi athan",
- "( ).",
- "noctur nal",
- "car ameli",
- "ang or",
- "amne sia",
- "outsi ders",
- "she alth",
- "rhin o",
- "ant ag",
- "ag io",
- "ðŁĴ° ðŁĴ°",
- "take me",
- "kab addi",
- "c si",
- "m sh",
- "coch rane",
- "thessal oni",
- "sil a",
- "ha us",
- "du sting",
- "obe se",
- "mack lemore",
- "mani sh",
- "len in",
- "m dc",
- "gro wn",
- "shef field",
- "s rs",
- "ke le",
- "car son",
- "ch um",
- "dah lia",
- "can tore",
- "opp o",
- "how ling",
- "cyber crime",
- "sur realism",
- "sc ran",
- "fa iz",
- "thre n",
- "rac ists",
- "r out",
- "pk not",
- "se mana",
- "sin i",
- "mc cull",
- "ma chi",
- "alfon so",
- "y b",
- "sar dar",
- "kend rick",
- "den g",
- "reci pro",
- "on f",
- "doom sday",
- "bri bery",
- "custom iz",
- "art is",
- "c pi",
- "ðŁĻĪ ðŁĻĪ",
- "sla va",
- "let te",
- "en s",
- "âĿ¤ï¸ı ðŁĺĺ",
- "cra yon",
- "ad an",
- "tr c",
- "migr ate",
- "simp son",
- "row ers",
- "king sley",
- "farmers market",
- "shee han",
- "ne phe",
- "bor non",
- "car ton",
- "mic key",
- "all ure",
- "u lu",
- "sli pknot",
- "heb do",
- "gui do",
- "dog celebration",
- "online marketing",
- "acceler ating",
- ") ..",
- "origin ated",
- "macar oni",
- "ed tech",
- "out field",
- "mit z",
- "disc us",
- "adverti ser",
- "man or",
- "ha shi",
- "descri p",
- "cap ita",
- "ful bright",
- "recep tor",
- "con n",
- "con ey",
- "spion age",
- "r attle",
- "pre st",
- "u li",
- "blog post",
- "acker ay",
- ") âĢ¦",
- "red velvet",
- "mat th",
- "inspir ing",
- "b sd",
- "ker ri",
- "po con",
- "mil lar",
- "re pur",
- "accent ure",
- "ä ¹",
- "ram bo",
- "ragnar ok",
- "dele ting",
- "british museum",
- "pat ory",
- "leip zig",
- "flori an",
- "sci fi",
- "in ers",
- "br ate",
- "yo y",
- "melis sa",
- "ab er",
- "ma sa",
- "po te",
- "mosquit oes",
- "transpl ant",
- "r pa",
- "; ))",
- "bast ille",
- "yl an",
- "joye ux",
- "melo dic",
- "cap tions",
- "atri st",
- "roch dale",
- "gott i",
- "pew die",
- "cuties aturday",
- "who is",
- "aqu aculture",
- "tiv a",
- "sp el",
- "he ss",
- "ha ji",
- "fred die",
- "co per",
- "brand o",
- "v k",
- "photo book",
- "* ,",
- "my dayin",
- "micha ela",
- "brune i",
- "sr ini",
- "in te",
- "Ä ±",
- "de ol",
- "d fc",
- "separ ately",
- "bun d",
- "ve sts",
- "to c",
- "me ck",
- "rein forced",
- "constra ints",
- "car roll",
- "sq ft",
- "re ver",
- "cam per",
- "bird man",
- "in action",
- "gener ators",
- "triumph ant",
- "pe sts",
- "o vo",
- "gy pt",
- "al amo",
- "sc aled",
- "suresh pp",
- "sd n",
- "is mo",
- "gi os",
- ") @",
- "justic eleague",
- "restaur ant",
- "gab i",
- "den gue",
- "next gen",
- "exemp li",
- "ap ex",
- "inspir ational",
- "down side",
- "kid z",
- "u pl",
- "et na",
- "alvar o",
- "fel dman",
- "bar net",
- "m ha",
- "es ch",
- "bloo ded",
- ">>>> >>>>",
- "kan i",
- "ho fficial",
- "casablanc a",
- "bir ds",
- "ty ga",
- "sw amp",
- "o day",
- "new castle",
- "nb ap",
- "ci sion",
- "cho ols",
- "af lo",
- "ne p",
- "mon ton",
- "ak b",
- "super model",
- "down time",
- "th os",
- "sc wx",
- "snoo py",
- "ag greg",
- "yo ke",
- "nor cal",
- "we tt",
- "prolon ged",
- "me tast",
- "beat er",
- "f ta",
- "t lap",
- "disgu sted",
- "y h",
- "voice over",
- "itch y",
- "ip c",
- "ðŁİ ¾",
- "phe asant",
- "stra its",
- "ram pant",
- "j g",
- "fer til",
- "assu res",
- "fortun es",
- "sal inas",
- "liz ards",
- "kett le",
- "i bs",
- "cyn thi",
- "he g",
- "mc cr",
- "soccer oos",
- "happen ings",
- "cor den",
- "ðŁĺĤ ðŁijĮ",
- "t ches",
- "egre t",
- "wolver ines",
- "congratul ated",
- "ho gg",
- "bott ling",
- "wr i",
- "fer ri",
- "bo sch",
- "af ire",
- "og den",
- "s jo",
- "j dm",
- "sv t",
- "con tex",
- "tol lywood",
- "min k",
- "me se",
- "super sonic",
- "op oulos",
- "å ¸",
- "âĶ ģ",
- "knuck le",
- "gu ise",
- "gam i",
- "chu cky",
- "z inger",
- "radi al",
- "compla ined",
- "bo da",
- "fe tal",
- "discipl ines",
- "cor ro",
- "ðŁĩ®ðŁĩ ¹",
- "op ted",
- "filtr ation",
- "ad nan",
- "em cee",
- "mi stre",
- "insom ni",
- "fer gus",
- "tra jec",
- "on don",
- "med tech",
- "tanger ine",
- "madra s",
- "gru e",
- "cab s",
- "z hu",
- "sureshpp rabhu",
- "insul ated",
- "day swild",
- "pp m",
- "band ai",
- "v day",
- "s ff",
- "squ id",
- "lo thing",
- "not dead",
- "expre ssive",
- "cu ll",
- "ala stair",
- "x u",
- "up front",
- "fish ers",
- "en es",
- "um d",
- "dis missal",
- "sti er",
- "sel s",
- "lu st",
- "re active",
- "prote ster",
- "eyel ashes",
- "al im",
- "goo de",
- "gre eng",
- "da ir",
- "com pen",
- "anush ka",
- "proto typing",
- "ma pu",
- "bear ings",
- "ðŁIJ Ł",
- "for me",
- "bsbi botany",
- "timo thy",
- "out skirts",
- "am bed",
- "are tha",
- "wend ell",
- "stre aks",
- "ni m",
- "k pk",
- "sne e",
- "fit ter",
- "quo ta",
- "p ate",
- "win ning",
- "ðŁį Ń",
- "sho pping",
- "ma inst",
- "cul ver",
- "ste vie",
- "mcfad den",
- "counter parts",
- "gren fell",
- "fol som",
- "dor set",
- "tech crunch",
- "⬠ħï¸ı",
- "tip tuesday",
- "us l",
- "tre x",
- "geor gie",
- "ranveer official",
- "lic ks",
- "se wn",
- "k f",
- "' âĢ¦",
- "jap s",
- "p ate",
- "orth op",
- "fe sta",
- "stra s",
- "mon tal",
- "hammer smith",
- "fore most",
- "wido ws",
- "mad re",
- "ite z",
- "mito chondri",
- "lig ans",
- "z ona",
- "cari bou",
- "m ss",
- "andre i",
- "weather channel",
- "gh c",
- ": ...",
- "ta ft",
- "awe ather",
- "al isation",
- "bru tal",
- "bliss ful",
- "nik ola",
- "mal icious",
- "q m",
- "mpg vip",
- "bro die",
- "bl itz",
- "applau d",
- "dri bb",
- "v ague",
- "dog go",
- "transl ating",
- "interpre ted",
- "hat ched",
- "ge tyour",
- "benefici aries",
- "spar ring",
- "caes ars",
- "aw illiams",
- "la hat",
- "bro ke",
- "ti mp",
- "virtu es",
- "rel ying",
- "pie tro",
- "k tn",
- "ici sts",
- "pab lo",
- "lou i",
- "a ag",
- "pn pp",
- "cha st",
- "pul ses",
- "fini sh",
- "usair force",
- "type writer",
- "thomp son",
- "dog s",
- "ut to",
- "ãģ į",
- "sand al",
- "new ly",
- "do ge",
- "z w",
- "wan kers",
- "ne gr",
- "mu cha",
- "determin es",
- "black fish",
- "sk unk",
- "mu ps",
- "instru ment",
- "phy to",
- "daysto go",
- "skin ned",
- "hai der",
- "con ten",
- "ðŁIJ¾ ðŁIJ¾",
- "we iler",
- "undoub tedly",
- "chair ing",
- "wall is",
- "sh ard",
- "zind abad",
- "adul t",
- "absor ption",
- "pre sto",
- "deplo ying",
- "drum mond",
- "battle front",
- "seag ulls",
- "how dy",
- "juda ism",
- "des de",
- "part ition",
- "âľ Ŀ",
- "no logy",
- "national bestfriend",
- "lesn ar",
- "film fare",
- "co asts",
- "christen sen",
- "ac an",
- "mb u",
- "co pped",
- "ru bble",
- "sw c",
- "fun nier",
- "far ther",
- "where as",
- "nano technology",
- "with stand",
- "pil low",
- "bow ers",
- "to pe",
- "it ly",
- "con fit",
- "ma kar",
- "comfor ts",
- "bo sh",
- "cli pper",
- "bal la",
- "sti k",
- "mil b",
- "safe guard",
- "musi que",
- "eas port",
- "ya z",
- "pad ded",
- "bad er",
- "fore ign",
- "chop in",
- "archi ve",
- "o ka",
- "tran sporting",
- "tml talk",
- "aj it",
- "consequ ence",
- "sc roo",
- "ff o",
- "collabor ated",
- "pug chat",
- "ye mi",
- "jav ed",
- "au burn",
- "o of",
- "ma w",
- "sau cer",
- "miti gate",
- "i les",
- "evangeli st",
- "ter ie",
- "re cl",
- "indic tment",
- "cat a",
- "bright ness",
- "may the",
- "whim sical",
- "un lv",
- "key word",
- "cu min",
- "med way",
- "west world",
- "tra w",
- "im posing",
- "form ity",
- "coul ter",
- "ab z",
- "ny pd",
- "grass i",
- "kel sey",
- "qld pol",
- "clock work",
- "f dr",
- "di anne",
- "âĺ ij",
- "ad h",
- "p ann",
- "bra vely",
- "ae ge",
- "un lawful",
- "ver di",
- "pocaly pse",
- "phar o",
- "kar la",
- "reson ance",
- "ma stiff",
- "la dak",
- "bu u",
- "ma iled",
- "hi i",
- "craw ley",
- "tor rent",
- "mach ado",
- "liby an",
- "effort lessly",
- "fal sely",
- "q vist",
- "ke ef",
- "craf thour",
- "cheri shed",
- "val kyrie",
- "s ari",
- "kal amaz",
- "be he",
- "ðŁĮ Ļ",
- "th im",
- "ro ddy",
- "col trane",
- "but chers",
- "ach im",
- "wk end",
- "awk ward",
- "cab rera",
- ":) )))",
- "fran c",
- "decl an",
- "con dos",
- "a ja",
- "pandor amusic",
- "char ter",
- "ph ill",
- "mon trose",
- "hatch back",
- "handic app",
- "gre aves",
- "eucalyp tus",
- "ut most",
- "t son",
- "bur ton",
- "mid wives",
- "in cur",
- "ðŁĺį #",
- "moo d",
- "compre ssed",
- "tom a",
- "must ang",
- "mo g",
- "as ana",
- "te stic",
- "sho tel",
- "in sol",
- "cor sair",
- "nh q",
- "ben ny",
- "sm ma",
- "kap ur",
- "in con",
- "jon as",
- "ener gies",
- "don al",
- "as ad",
- "se z",
- "n pa",
- "archi ved",
- "stimul ate",
- "do p",
- "hy d",
- "gri eving",
- "ãĥ Ī",
- "ron a",
- "why te",
- "tree house",
- "ss ell",
- "sand ro",
- "ko bo",
- "ther most",
- "se clu",
- "hi ya",
- "ge ez",
- "mam as",
- "prisc illa",
- "flav oured",
- "fas s",
- "w old",
- "maker space",
- "cospla y",
- "p tv",
- "happy valentinesday",
- "sequo ia",
- "love craft",
- "gu an",
- "d tm",
- "ci i",
- "yoko hama",
- "pos thum",
- "re q",
- "ðŁĶµ âļªï¸ı",
- "galat asar",
- "dol by",
- "hamp tons",
- "disturb ance",
- "stone henge",
- "ok c",
- "disrup ting",
- "month sary",
- "jun gle",
- "head lights",
- "du stin",
- "micro sof",
- "happy mothersday",
- "ko ko",
- "gra zi",
- "te sto",
- "na idu",
- "mal ay",
- "ari al",
- "ru mb",
- "ab oo",
- "har man",
- "tra pe",
- "spo ils",
- "je ho",
- "go dly",
- "lock screen",
- "z un",
- "pi ous",
- "ma gento",
- "l enders",
- "prob able",
- "corpor al",
- "m our",
- "aw al",
- "su a",
- "call me",
- "ton ne",
- "go vin",
- "devast ation",
- "x j",
- "gear box",
- "war lock",
- "per me",
- "it ate",
- "gaza underattack",
- "du val",
- "paras ite",
- "clement e",
- "le th",
- "i va",
- "fro zen",
- "tho les",
- "to bin",
- "cair n",
- "s ill",
- "luc kiest",
- "conver ts",
- "st ale",
- "pan cra",
- "euro pale",
- "wis dom",
- "sch ur",
- "ì ¶",
- "verti go",
- "bi j",
- "u bc",
- "nu re",
- "righte ousness",
- "mt c",
- "factor y",
- "ver st",
- "revers ed",
- "hur i",
- "hee chul",
- "fab er",
- "ar r",
- "ul ous",
- "ven om",
- "ph at",
- "green ery",
- "bra dy",
- "Ã ¦",
- ": ((",
- "never giveup",
- "di sha",
- "mo ta",
- "health care",
- "dun ham",
- "dex po",
- "den zel",
- "bb ins",
- "f ics",
- "wh am",
- "mc g",
- "eli an",
- "wat a",
- "str alia",
- "tel lu",
- "pe sky",
- "spin off",
- "ar moured",
- "re acted",
- "do fficial",
- "te du",
- "sag ar",
- "mor ally",
- "paralle led",
- "fi os",
- "dow ner",
- "dau gh",
- "re do",
- "world cup",
- "tari q",
- "bar ne",
- "glaci ers",
- "oc cult",
- "barbar ian",
- "her mosa",
- "!! !)",
- "y ur",
- "inter nation",
- "p ss",
- "sit u",
- "p int",
- "american air",
- "sw am",
- "dopp ler",
- "ðŁĴĻ ðŁĴľ",
- "cincode mayo",
- "le van",
- "hell enic",
- "mc ne",
- "ju di",
- "yu h",
- "st x",
- "qu are",
- "ðŁĺĤ .",
- "sti g",
- "g els",
- "mot ley",
- "hard work",
- "euro zone",
- "e ad",
- "ç¥ Ń",
- "seab ir",
- "ci us",
- "la id",
- "alpac a",
- "presu mably",
- "pewdie pie",
- "boo ted",
- "am ari",
- "tam ine",
- "sol ace",
- "bar row",
- "acade mies",
- "x ian",
- "om ination",
- "dun geons",
- "b ma",
- "de ity",
- "ai k",
- "stab il",
- "hir a",
- "affection ate",
- "ving ne",
- "new port",
- "ãħĭ ãħĭ",
- "thir ds",
- "re tains",
- "aroma therapy",
- "ski er",
- "ni ma",
- "do pe",
- "cr inge",
- "con domin",
- "to or",
- "anim ator",
- "sar aj",
- "seas cape",
- "minim alism",
- "lake shore",
- "calla way",
- "berg man",
- "ठĹ",
- "whisp ering",
- "stupi d",
- "ri ghtful",
- "requ is",
- "ir n",
- "se va",
- "ut pol",
- "tuber culo",
- "squ ish",
- "de but",
- "govern mental",
- "christ ine",
- "all man",
- "weap on",
- "s ito",
- "bur i",
- "lo lita",
- "leaf y",
- "fu ch",
- "tin ted",
- "mck en",
- "a hahaha",
- "ðŁĩµðŁĩ ¹",
- "repe al",
- "ne gan",
- "ðŁķ Ĭ",
- "tail gating",
- "game insight",
- "ðŁıŁ ï¸ı",
- "yaku za",
- "z t",
- "ti ring",
- "pro posing",
- "bow lers",
- "tra itors",
- "ak shi",
- "cler gy",
- "cit o",
- "up sets",
- "tu scal",
- "symph onic",
- "sil ently",
- "shu ff",
- "black well",
- "ðŁĺĤ )",
- "ko be",
- "rober to",
- "ri dg",
- "dc u",
- "mer ino",
- "ft p",
- "east side",
- ". ~",
- "nb l",
- "mn leg",
- "ts for",
- "frau dul",
- "ca pping",
- "in my",
- "gymna st",
- "ston es",
- "ss in",
- "twe aks",
- "shag gy",
- "oak land",
- "dem sin",
- "sang ria",
- "mm va",
- "hen nessy",
- "down ton",
- "ri ghtly",
- "in it",
- "aga ve",
- "ob last",
- "northe ast",
- "friend ship",
- "dal a",
- "tro phy",
- "ðŁij ½",
- "mag in",
- "margar itas",
- "ê ·",
- "ww fc",
- "fa sh",
- "di ke",
- "cu d",
- "char t",
- "ðŁij ®",
- "refuge es",
- "jop lin",
- "n cs",
- "imp y",
- "firm ware",
- "pas cu",
- "flam in",
- "health tech",
- "bell letstalk",
- "w aka",
- "ol ls",
- "la go",
- "co wan",
- "bombar dier",
- "sh ome",
- "ðŁĻ ħ",
- "mc master",
- "na ve",
- "well s",
- "u ta",
- "tell ers",
- "mis fits",
- "kap il",
- "face off",
- "af firm",
- "a pro",
- "whit epaper",
- "super yacht",
- "speci mens",
- "al located",
- "... ,",
- "- __",
- "ka w",
- "dachsh und",
- "djo ker",
- "s work",
- "qui ere",
- "or um",
- "ðŁIJ ł",
- "som m",
- "c mt",
- "ingh our",
- "skin ny",
- "lgb ti",
- "gi ggles",
- "break away",
- "resear ched",
- "par ity",
- "my al",
- "ms l",
- "re tained",
- "si vity",
- "make inindia",
- "sol ves",
- "defam ation",
- "wal tham",
- "sri racha",
- "road way",
- "concep tu",
- "al in",
- "iw ant",
- "å Ī",
- "del ft",
- "tender loin",
- "ga ins",
- "faul ts",
- "sw ire",
- "st ellen",
- "pol lo",
- "dy ne",
- "bornon thisday",
- "asdf ghj",
- "sq l",
- "sali m",
- "advis es",
- "vo ip",
- "ìĹij ìĨ",
- "un touched",
- "she il",
- "ontari o",
- "uph ill",
- "so bre",
- "de shi",
- "nov ella",
- "du tton",
- "craw fish",
- "ا٠Ĩ",
- "ma a",
- "tw ine",
- "kal in",
- "ðŁĩµðŁĩ Ń",
- "ye ss",
- "brook s",
- "hoo siers",
- "ton ka",
- "umbrel las",
- "ay ers",
- "ate am",
- "acqu iring",
- "su ction",
- "ä n",
- "wi es",
- "tari ans",
- "soci o",
- "mat tb",
- "shepher ds",
- "o so",
- "charity tuesday",
- "s logans",
- "ninj as",
- "al bat",
- "by te",
- "bash ir",
- "trampol ine",
- "mydayin la",
- "i ja",
- "bas el",
- "ror y",
- "gol die",
- "fi rec",
- "un noticed",
- "pecu liar",
- "sch a",
- "ker son",
- "mour ns",
- "liquid ity",
- "qu ipment",
- "hi bs",
- "ar s",
- "aeron au",
- "slide show",
- "sla bs",
- "delici ousness",
- "sk itchen",
- "hta fc",
- "full erton",
- "cre ighton",
- "aer ob",
- "procrastin ation",
- "az ores",
- "white hall",
- "uss occer",
- "medi ation",
- "djoker nole",
- "and me",
- "um en",
- "noxi ous",
- "jo ss",
- "ili fe",
- "anni vers",
- "sudan ese",
- "et res",
- "under mine",
- "whole foods",
- "diso be",
- "kor i",
- "ade le",
- "eli z",
- "can ti",
- "al on",
- "gymna sium",
- "sarko die",
- "meteoro logist",
- "yl de",
- "ste en",
- "stamp collecting",
- "nas al",
- "lo tt",
- "fran ks",
- "ex ol",
- "ack i",
- "good year",
- "animal rights",
- "y les",
- "vio lets",
- "mm es",
- "s thel",
- "ra pping",
- "tu scan",
- "wai ver",
- "tur ner",
- "eat local",
- "northe asthour",
- "anim ations",
- "tom morow",
- "t sh",
- "ff ame",
- "bra e",
- "pe tron",
- "glam our",
- "br yn",
- "d cs",
- "bal es",
- "ðŁĶ ¶",
- "bro v",
- "bre v",
- "b ons",
- "physi que",
- "car ne",
- "x e",
- "elix ir",
- "vol ved",
- "l oma",
- "ìľ ł",
- "æ ĺ",
- "van u",
- "ri gs",
- "bal ance",
- "va res",
- "bon ita",
- "sprink le",
- "perfec to",
- "di on",
- "le ak",
- "calcu tta",
- "o ba",
- "d ma",
- "c mon",
- "tun er",
- "pneu monia",
- "bo gus",
- "apolo ge",
- "cl ough",
- "bor ne",
- ")) ))",
- "revi ved",
- "o varian",
- "ner f",
- "c legg",
- "fan fest",
- "cho u",
- "reali zes",
- "mc n",
- "li gu",
- "leg alize",
- "just saying",
- "for ster",
- "bo sni",
- "k hi",
- "in dom",
- "hei del",
- "en cryp",
- "si ss",
- "ed di",
- "mar bles",
- "brisban e",
- "y ing",
- "pre paid",
- "wal sall",
- "cooper ate",
- "orche str",
- "mar isa",
- "ho wie",
- "che wy",
- "bren ner",
- "andro meda",
- "e gan",
- "sto cki",
- "cav endish",
- "ag an",
- "ban o",
- "de ir",
- "go g",
- "bl k",
- "re thinking",
- "ch ig",
- "rhe u",
- "sni p",
- "p eng",
- "semin ole",
- "m swx",
- "an nex",
- "lyn da",
- "lewisham ilton",
- "cu mul",
- "tb l",
- "dolph in",
- "agu ero",
- "........ ....",
- "pre lude",
- "at our",
- "gr anger",
- "too ting",
- "ro tun",
- "dis ar",
- "home items",
- "da res",
- "**** ****",
- "ðŁij Ĩ",
- "compre h",
- "jin x",
- "as well",
- "iri e",
- "circul ating",
- "ðŁIJ ¥",
- "over board",
- "cultiv ate",
- "rhe tt",
- "oriente ering",
- "ca k",
- "bal kans",
- "s itt",
- "jas min",
- "britney spears",
- "ro tor",
- "se aling",
- "g bc",
- "oc ci",
- "f as",
- "eman cip",
- "com er",
- "war time",
- "tic kle",
- "son ny",
- "pac es",
- "log g",
- "at rix",
- "sr p",
- "g win",
- "do bbs",
- "uz be",
- "the wanted",
- "dru sh",
- "ex tru",
- "m icky",
- "honore es",
- "dar win",
- "re dux",
- "mm j",
- "ram i",
- "jalape ño",
- "io c",
- "do ver",
- "ju ju",
- "whit ney",
- "s eng",
- "en ly",
- "au ch",
- "archipel ago",
- "vigil ant",
- "man gal",
- "wil dest",
- "parano id",
- "hal i",
- "bb ly",
- "sanc tioned",
- "real ms",
- "con co",
- "u ddin",
- "c sk",
- "play time",
- "libr a",
- "sav ag",
- "oc tane",
- "rec tan",
- "re turn",
- "par rish",
- "mor rha",
- "cc p",
- "c mu",
- "sa iled",
- "se vent",
- "ro sie",
- "pil ing",
- "he w",
- "boar ded",
- "seg ments",
- "neph ro",
- "( .",
- "cr ats",
- "bak es",
- "ðŁį ¸",
- "back tothe",
- "sibl ing",
- "kirk land",
- "ke o",
- "gu wa",
- "bre ads",
- "ðŁĺľ ðŁĺľ",
- "t q",
- "haras sed",
- "ga u",
- "wil bur",
- "j isoo",
- "ep er",
- "li sam",
- "tri ppin",
- "sh ino",
- "ru kh",
- "beast mode",
- "cho a",
- "inst aweather",
- "rich land",
- "gar i",
- "fe z",
- "cowboy snation",
- "fur suit",
- "k run",
- "a en",
- "sycam ore",
- "se gun",
- "ent ennial",
- "di h",
- "o ax",
- "demsin philly",
- "ðŁĻ Ģ",
- "sn hl",
- "pen nies",
- "pass words",
- "ma kin",
- "ty e",
- "d eng",
- "kni gh",
- "jeep life",
- "hel pline",
- "a for",
- "zz zz",
- "ste amy",
- "pic ker",
- "iter ate",
- "happen ingnow",
- "ki b",
- "bloom berg",
- "martyr dom",
- "bul ly",
- "assor tment",
- "a hora",
- "zo e",
- "no i",
- "illu stri",
- "agar wal",
- "p sc",
- "electr onica",
- "recruit er",
- "gar diner",
- "rad ha",
- "naf ta",
- "dot net",
- "pi ero",
- "geor g",
- "bel s",
- "ðŁĺĤ ðŁĺį",
- "tuberculo sis",
- "run nin",
- "mor is",
- "haul ing",
- "ev oc",
- "bre thren",
- "sha ir",
- "frame works",
- "a stu",
- "ri gid",
- "ku ma",
- "kre me",
- "jin nah",
- "insu rers",
- "ny u",
- "f ere",
- "nol lywood",
- "good vibes",
- "- ...",
- "toi le",
- "sk ril",
- "instaweather pro",
- "cze ch",
- "pa vel",
- "one piece",
- "nike plus",
- "fi let",
- "cav ity",
- "ðŁı½ âĢįâĻĤï¸ı",
- "ðŁİ £",
- "dra stic",
- "dail ys",
- "siam ese",
- "re bu",
- "oste o",
- "lar k",
- "f re",
- "sh elling",
- "p é",
- "glad ys",
- "ðŁıĢ ðŁıĢ",
- "gusta ve",
- "submer ged",
- "grand stand",
- "att u",
- "won t",
- "f pv",
- "b ley",
- "jon i",
- "ang ames",
- "weigh ted",
- "al ou",
- "ठ¶",
- "les bians",
- "f j",
- "anni es",
- "am l",
- "dor ia",
- "dav in",
- "be ta",
- "can c",
- "madewith unity",
- "ha j",
- "bad lands",
- "mu l",
- "blu ec",
- "pa wn",
- "cov ington",
- "neuro logy",
- "htt weets",
- "dysle xia",
- "thel ove",
- "ne at",
- "fork lift",
- "autom ate",
- "une ven",
- "monte ss",
- "he in",
- "ha g",
- "rel ics",
- "competiti veness",
- "can elo",
- "mar tens",
- "bullet proof",
- "sk ittles",
- "g ya",
- "pri mo",
- "americ afirst",
- "woo o",
- "abor tions",
- "?? !!",
- "ma che",
- "ld ers",
- "rl ly",
- "preli ms",
- "direc t",
- "cour se",
- "swa in",
- "super cell",
- "ec centric",
- "sting ray",
- "ple ts",
- "wil cox",
- "west in",
- "okan agan",
- "kir an",
- "car bo",
- "bomb ings",
- "ra rest",
- "bo h",
- "gaw d",
- "di gg",
- "mo ana",
- "enti rety",
- "en closed",
- "dodge ball",
- "par ton",
- "milky way",
- "at r",
- "thorough bred",
- "re ally",
- "qant as",
- "epiph any",
- "ine e",
- "aero smith",
- "spi eth",
- "ar thro",
- "ell ini",
- "du bu",
- "bra ving",
- "âļ½ âļ½",
- "re structuring",
- "illumin ate",
- "equ ili",
- "mp i",
- "ash ton",
- "pony tail",
- "ma scots",
- "flat tering",
- "cru m",
- "ast a",
- "à® °",
- "stranger things",
- "bar nab",
- "ر ÙĬ",
- "make shift",
- "got cha",
- "will am",
- "cho irs",
- "kilom etres",
- "gho sh",
- "eu than",
- "dol ly",
- "un ning",
- "the ar",
- "cre we",
- "w sw",
- "j ace",
- "dis miss",
- "ke an",
- "ho ta",
- "kh at",
- "~ >",
- "thir u",
- "ren dez",
- "hart man",
- "tee ssi",
- "cas ca",
- "z ah",
- "hydr ange",
- "fo d",
- "aw p",
- "mzan si",
- "thick er",
- "nago ya",
- "ne va",
- "sti que",
- "cast el",
- "dam ian",
- "there by",
- "ji ang",
- "ale k",
- "music islife",
- "ra q",
- "calla han",
- "gou ache",
- "somal iland",
- "sean hannity",
- "ra heem",
- "lo se",
- "elo ve",
- "whar ton",
- "rectan gular",
- "illustr ating",
- "har ne",
- "auti sma",
- "scra pped",
- "ell and",
- "decre e",
- "nag pur",
- "ki pp",
- "so re",
- "n md",
- "ma as",
- "gun a",
- "gart ner",
- "bel li",
- "then ight",
- "je on",
- "gendere quality",
- "gi ver",
- "a el",
- "gar ments",
- "ne u",
- "mardi gras",
- "mar sden",
- "ro wer",
- "pollu ted",
- "camer aman",
- "vin od",
- "be asley",
- "cro c",
- "ji u",
- "hollyo aks",
- "anesthe sia",
- "al les",
- "ste ward",
- "lati mes",
- "ðŁĩºðŁĩ¸ðŁĩºðŁĩ¸ ðŁĩºðŁĩ¸",
- "tic ian",
- "gor ia",
- "come dic",
- "ðŁ¤Ķ ðŁ¤ĶðŁ¤Ķ",
- "nai ve",
- "sli ons",
- "ł Ī",
- "bur glar",
- "ðŁĺŃðŁĺŃ ðŁĺŃðŁĺŃðŁĺŃ",
- "york shi",
- "se ñ",
- "fan boy",
- "lau rel",
- "inci dence",
- "potom ac",
- "rober ta",
- "presi den",
- "pr yor",
- "os bourne",
- "w ku",
- "te me",
- "pal ae",
- "ðŁ¥ º",
- "re boun",
- "itu de",
- "red dish",
- "k hand",
- "coloni alism",
- "north carolina",
- "ðĿ Ĵ",
- "manne quin",
- "lady bird",
- "ta sty",
- "knowledge able",
- "g shore",
- "ðŁĮ Į",
- "à® ©",
- "qu aker",
- "salz burg",
- "med alists",
- "chy na",
- "bridesma id",
- "ma ori",
- "ro p",
- "outra ged",
- "in adequate",
- "truck ers",
- "al ana",
- "ìĿ ¼",
- "ri x",
- "oooo oooo",
- "command ments",
- "lam beth",
- "aa j",
- "eco friendly",
- "bla z",
- "morecam be",
- "boun cy",
- "rou x",
- "rai ded",
- "mi zed",
- "sh c",
- "gaw x",
- "labor atories",
- "ru bs",
- "rest room",
- "consult ations",
- "ca jun",
- "virgin i",
- "so ir",
- "rev ue",
- "ple in",
- "wag er",
- "ç ¹",
- "we do",
- "growing up",
- "! ðŁĺĬ",
- "face ted",
- "sin ners",
- "ho vering",
- "ti ene",
- "seas oning",
- "an ja",
- "leg go",
- "il is",
- "fla x",
- "dev o",
- "ash ram",
- "mati sse",
- "ker i",
- "go wer",
- "bo tox",
- "mar shes",
- "unh cr",
- "ts m",
- "opti mus",
- "dun i",
- "stu ffs",
- "so k",
- "order ly",
- "n bad",
- "islam ophobia",
- "raviol i",
- "fab er",
- "cre ds",
- "won ka",
- "in fusion",
- "over weight",
- "daily news",
- "assi mil",
- "acol lege",
- "medalli on",
- "kili manjaro",
- "sti ff",
- "tham es",
- "sun ken",
- "th ard",
- "my dubai",
- "hilari ously",
- "han nel",
- "plu mber",
- "fair view",
- "separ ating",
- "rasc al",
- "qui en",
- "necess ities",
- "confeder ation",
- "ll ll",
- ": ]",
- "weak nesses",
- "bron co",
- "ra ffles",
- "el ot",
- "ãĤ¸ ãĥ",
- "advent calendar",
- "ðŁİ ¹",
- "stra vel",
- "tun ic",
- "k su",
- "im peach",
- "e spionage",
- "! -",
- "di ment",
- "cur rant",
- "bio de",
- "commu ting",
- "by ron",
- "ðŁĴĵ ðŁĴĵ",
- "shad ed",
- "tr uro",
- "cray ons",
- "ar ne",
- "h sc",
- "fre aked",
- "dram ati",
- "fle ek",
- "u cd",
- "marl borough",
- "^ -",
- "cross ings",
- "mal o",
- "black ops",
- "bin ance",
- "cho ked",
- "chen ey",
- "pl o",
- "ge stures",
- "val edic",
- "ryan air",
- "rem ington",
- "v cs",
- "mc kee",
- "ec z",
- "be gs",
- "nail art",
- "mayor of",
- "happy fathersday",
- "war t",
- "pet itions",
- "n ingly",
- "clean energy",
- "bro x",
- "sl alom",
- "exist ent",
- "ab ay",
- "ug liest",
- "tom p",
- "stom a",
- "sel by",
- "goal scorer",
- "ben ji",
- "overwhel mingly",
- "lan s",
- "semiconduc tor",
- "south korea",
- "re scheduled",
- "sk yl",
- "en listed",
- "dow ski",
- "si del",
- "rosen berg",
- "nas ser",
- "white head",
- "pri us",
- "har are",
- "en n",
- "ry der",
- "í Ĥ",
- "mon g",
- "clas ico",
- "transpor ter",
- "po tty",
- "is me",
- "** ***",
- "vic e",
- "sk it",
- "ode ssa",
- "l mp",
- "her n",
- "raci ally",
- "pin oy",
- "paragu ay",
- "obitu ary",
- "go es",
- "bu cha",
- "side walks",
- "angu lar",
- "un constitutional",
- "transiti oning",
- "i bu",
- "gu ys",
- "un packing",
- "oooo oo",
- "black girl",
- "ber gs",
- "Â ¯",
- "wordof theday",
- "trump train",
- "thunder bolt",
- "m si",
- "fasci sts",
- "ठ¬",
- "t sk",
- "collap ses",
- "raje sh",
- "loveis love",
- "migr ating",
- "set back",
- "ðŁĺĬ âĿ¤ï¸ı",
- "t els",
- "safety first",
- "nar rated",
- "jae joong",
- "un answered",
- "lique ur",
- "en nes",
- "dal go",
- "bill ings",
- "salt water",
- "mer maids",
- "lon gs",
- "clap ham",
- "we arec",
- "pic collage",
- "n ach",
- "h ace",
- "pois oned",
- "lo th",
- "ag na",
- "adel rey",
- "guar dia",
- "poli shing",
- "peace keeping",
- "d all",
- "p isa",
- "la pland",
- "process ors",
- "de andre",
- "so bs",
- "p once",
- "dra ins",
- "c be",
- "ðŁİ¥ :",
- "spla sh",
- "meat ball",
- "fon tana",
- "worcester shirehour",
- "ne v",
- "bri sk",
- "b int",
- "ac r",
- "po x",
- "cay enne",
- "skril lex",
- "j fc",
- "hahahaha hahaha",
- "gla s",
- "en gul",
- "tempor al",
- "oni zed",
- "con cre",
- "com pose",
- "vibr ations",
- "plant ers",
- "fer t",
- "criticalrole fanart",
- "t bli",
- "sch allenge",
- "huck abee",
- "munici pal",
- "iam bic",
- "radi os",
- "ne vis",
- "dura bility",
- "mc cla",
- "horse back",
- "inst itutes",
- "ful fill",
- "atta ch",
- "ate ur",
- "ak an",
- "resi sting",
- "illumin ation",
- "hand le",
- "hair care",
- "om ent",
- "macle od",
- "ka iser",
- "g no",
- "bear down",
- "ly f",
- "gl omer",
- "distor tion",
- "z m",
- "san k",
- "roo sters",
- "is now",
- "as ports",
- "ag en",
- "wo ken",
- "st george",
- "ro mper",
- "my le",
- "econom ists",
- "ru to",
- "t will",
- "health and",
- "d ito",
- "ws l",
- "tair p",
- "pra kash",
- "mic heal",
- "h ts",
- "w rights",
- "kat su",
- "fioren tina",
- "defen seman",
- "d itch",
- "var sity",
- "texan scheer",
- "ba ham",
- "sc anned",
- "we il",
- "seduc tive",
- "ðŁijį ðŁı½",
- "fu e",
- "er win",
- "dav ison",
- "ter ran",
- "moo ds",
- "wool f",
- "re source",
- "@ .",
- "cu sh",
- "ðŁį °",
- "regre ssion",
- "cur led",
- "la zer",
- "jo anne",
- "ab bott",
- "mo z",
- "down ers",
- "mm mmmm",
- "valent ina",
- "k hair",
- "dream t",
- "cro ok",
- "che k",
- "ste aming",
- "nephe ws",
- "cl eric",
- "as ober",
- "indefin itely",
- "w ye",
- "us news",
- "joy ce",
- "flu shing",
- "wynonna earp",
- "ron do",
- "kis s",
- "hot dog",
- "bar ns",
- "sax ophon",
- "far ley",
- "gas p",
- "decre asing",
- "al way",
- "pe x",
- "l sd",
- "shi ft",
- "p outine",
- "ra zz",
- "rescu ing",
- "ni ko",
- "ho ch",
- "cc l",
- "u aap",
- "n ts",
- "m car",
- "il wx",
- "conqu ering",
- "ket tering",
- "stur dy",
- "delay ing",
- "sto k",
- "vani shed",
- "cath ar",
- "bin gham",
- "in v",
- "ic hiro",
- "he mo",
- "budge ting",
- "[... ]",
- "be ss",
- "sebasti an",
- "slow ed",
- "ðĿ ij",
- "musli m",
- "stun s",
- "acton climate",
- "ve a",
- "se ton",
- "rose tta",
- "oun t",
- "hard in",
- "flu id",
- "ca w",
- "ðŁ¥ Ĥ",
- "yach t",
- "un l",
- "sp hy",
- "provoc ative",
- "or ic",
- "is back",
- "__ _",
- "nicol as",
- "gy an",
- "loo se",
- "fl in",
- "reb ate",
- ": ::",
- "! \"@",
- "com icon",
- "she ff",
- "down stream",
- "chic hester",
- "beach life",
- "mom life",
- "diabe te",
- "ar ra",
- "van e",
- "ok u",
- "ye o",
- "man go",
- "try out",
- "app ell",
- "he irs",
- "arjun a",
- "dd u",
- "na veen",
- "movi c",
- "soci alists",
- "s back",
- "criteri on",
- "soyu z",
- "k her",
- "da z",
- "yol anda",
- "wine oclock",
- "re ina",
- "one w",
- "leon ard",
- "en dez",
- "u bs",
- "support local",
- "facilit ated",
- "carameli zed",
- "b pa",
- "vuel ta",
- "my tho",
- "m ami",
- "spe are",
- "nbap layoffs",
- "fe vre",
- "nick jonas",
- "im print",
- "c so",
- "craig slist",
- "la salle",
- "gi deon",
- "ha doop",
- "dis regard",
- "w ud",
- "tu c",
- "ma gee",
- "acou stics",
- "ta a",
- "qui e",
- "pol a",
- "cr t",
- "dw yer",
- "dis sec",
- "capit ol",
- "men tion",
- "kn oll",
- "he igh",
- "fin ders",
- "plac ements",
- "l se",
- "indi ra",
- "gur i",
- "madhuri dixit",
- "kingdom s",
- "iambic pent",
- "geor gina",
- "je ky",
- "conflic ting",
- "bay an",
- "aga tha",
- "uph old",
- "dr on",
- "vic ar",
- "ex pat",
- "periph eral",
- "pe ssi",
- "fa f",
- "ance stor",
- "? ..",
- "wid get",
- "pun c",
- "comm enced",
- "beav s",
- "air waves",
- "ad dis",
- "po a",
- "de sses",
- "co den",
- "vu e",
- "ru pee",
- "kar in",
- "spo ck",
- "m sy",
- "ภ°",
- "pr ick",
- "fill more",
- "ti fication",
- "thing sto",
- "sar de",
- "em ile",
- "pere ira",
- "n ad",
- "bright ening",
- "arre sting",
- "wo king",
- "usc g",
- "sp ill",
- "raspberry pi",
- "hu go",
- "ite c",
- "is ma",
- "cuff links",
- "optimi zed",
- "oc c",
- "mi wx",
- "en ka",
- "el ited",
- "afford able",
- "sa kh",
- "coron ado",
- "ho h",
- "at ul",
- "ai oli",
- "jim cantore",
- "accoun ted",
- "vin ay",
- "her mit",
- "groo ves",
- "ran ch",
- "r illa",
- "we tter",
- "ou tof",
- "veter in",
- "ni kov",
- "ki an",
- "fair banks",
- "ram apho",
- "n iti",
- "k ko",
- "ru sty",
- "ne stle",
- "tv xq",
- "shahe er",
- "âĿ¤âĿ¤ âĿ¤âĿ¤",
- "penn ant",
- "gem stones",
- "dem debate",
- "ðŁIJ Ĭ",
- "auton ews",
- "support indiefilm",
- "mach o",
- "ve x",
- "new sat",
- "ne ti",
- "conce ssions",
- "can died",
- "yof the",
- "mac au",
- "den ds",
- "cricke ters",
- "san iti",
- "mari ano",
- "gh at",
- "ar toftheday",
- "¡ ľ",
- "e gos",
- "gen oa",
- "chat bots",
- "bri er",
- "al labout",
- "mon ty",
- "spi ed",
- "r tr",
- "comfor t",
- "sni ppets",
- "real time",
- "gra in",
- "exam ined",
- "en lightening",
- "tt u",
- "god bless",
- "release the",
- "sing ular",
- "ki ans",
- "ha ka",
- "sor ren",
- "defe ct",
- "mar g",
- "equ ities",
- "d orian",
- "su ka",
- "per l",
- "aishwar ya",
- "pul lover",
- "preci sion",
- "fair way",
- "ne ve",
- "rive ting",
- "vill anova",
- "en com",
- "ak o",
- "passion ately",
- "europale ague",
- "siem pre",
- "x vi",
- "enligh tened",
- "c fr",
- "âĺħâĺħ âĺħâĺħ",
- "wast eland",
- "is f",
- "new comers",
- "emergen cy",
- "amphi theatre",
- "- .",
- "text books",
- "figur ative",
- "tre mb",
- "pe sc",
- "ab hin",
- "ab bot",
- "ac acia",
- "har ds",
- "por sche",
- "kau ai",
- "el isa",
- "car rick",
- "abo u",
- "elli er",
- "be ch",
- "neu tron",
- "galap agos",
- "ru ben",
- "in nis",
- "how to",
- "nun s",
- "sab ine",
- "i ac",
- "clin ched",
- "no tori",
- "fi ves",
- "cairn gor",
- "per i",
- "gr c",
- "ðŁĴ¯ ðŁĴ¯",
- "mal m",
- "twelf th",
- "di ff",
- "rout ines",
- "marty n",
- "lin den",
- "synthesi zer",
- "nu mber",
- "game cube",
- "fal kirk",
- "byz antine",
- "queu ing",
- "gr ill",
- "scal able",
- "char red",
- "rou ting",
- "her bali",
- "gri zz",
- "ðŁĺŃðŁĺŃ ðŁĺŃ",
- "tol l",
- "termin als",
- "l pc",
- "ab d",
- "war mups",
- "remo vable",
- "¯ \\",
- "vi go",
- "pap aya",
- "ne ve",
- "lov ingly",
- "jo kers",
- "ib les",
- "sse tt",
- "poten ti",
- "pel e",
- "gi gi",
- "sadi q",
- "leg acy",
- "son o",
- "ru pees",
- "retar ded",
- "ele e",
- "par r",
- "fi ance",
- "ey re",
- "say ers",
- "pend ants",
- "mak nae",
- "al bans",
- "adap ting",
- "p ff",
- "pu berty",
- "ji u",
- "ing rad",
- "hypocr ite",
- "diplom ats",
- "phys ical",
- "rob by",
- "bon sai",
- "ãģ ·",
- "f att",
- "catal unya",
- "âľ ĸï¸ı",
- "ro ma",
- "more land",
- "so e",
- "conver sions",
- "stl blues",
- "shol m",
- "gra ssy",
- "pra do",
- "on u",
- "assaul ting",
- "> _",
- "sett es",
- "dis graceful",
- "aph ra",
- "âļ½ï¸ı âļ½ï¸ı",
- "ठª",
- "kil n",
- "goal tender",
- "s ru",
- "philanthro pist",
- "b als",
- "th n",
- "stu den",
- "sando val",
- "dogre scue",
- "eli ons",
- "asse ssed",
- "lar go",
- "hec tares",
- "sh rm",
- "sa if",
- "cle avage",
- "no ches",
- "n ene",
- "fat alities",
- "cur ing",
- "clean ser",
- "al es",
- "p vp",
- "south bank",
- "pizz eria",
- "marsh als",
- "kni fe",
- "an dover",
- "tbli ghtning",
- "sr sly",
- "ou te",
- "digi mon",
- "timesof india",
- "prome the",
- "le bo",
- "f su",
- "wit z",
- "rever e",
- "man as",
- "mam ba",
- "ch ica",
- "gu an",
- "exhibit or",
- "csr racing",
- "d ere",
- "xx xxx",
- "gu sta",
- "story time",
- "ston ey",
- "organ ics",
- "and u",
- "se am",
- "min ogue",
- "anushka sharma",
- "ab a",
- "ðŁİĻ ï¸ı",
- "ugand an",
- "chro matic",
- "as sn",
- "document aries",
- "sh t",
- "ru paul",
- "loy d",
- "k ats",
- "e us",
- "ite ch",
- "me dusa",
- "pan ty",
- "kel logg",
- "et to",
- "talla de",
- "sha a",
- "do st",
- "p ms",
- "mari ana",
- "je ster",
- "croo ks",
- "ðŁĶ ¬",
- "min danao",
- "ind hoven",
- "ðŁ¤ ª",
- "le xi",
- "tv n",
- "jan is",
- "co te",
- "ãģ Ĩ",
- "ser rano",
- "iw m",
- "ðŁIJ ¬",
- "k ke",
- "distribu tors",
- "cap u",
- "counterfe it",
- "camp site",
- "ag gie",
- "ðŁĺ ¼",
- "chhat tisgarh",
- "~ @",
- "state u",
- "san di",
- "prevent able",
- "cl s",
- "can ne",
- "mm c",
- "i ver",
- "sa haran",
- "pal is",
- "night out",
- "do s",
- "ap ia",
- "absc bn",
- "manag erial",
- "aro se",
- "mo wx",
- "aro sa",
- "ðŁĮ ³",
- "under dog",
- "remo ver",
- "astronom ers",
- "lent ils",
- "su scep",
- "smoo ther",
- "pend leton",
- "fau cet",
- "e mory",
- "dal mati",
- "af cb",
- "tic us",
- "exem pt",
- "en rol",
- "d heim",
- "ðŁIJ º",
- "restric tion",
- "star fish",
- "sto w",
- "snor kel",
- "thunder birds",
- "she ad",
- "homo sexual",
- "dy n",
- "as li",
- "andre tti",
- "dou che",
- "dom o",
- "tar mac",
- "slu mber",
- "pr onto",
- "first dayof",
- "mini ature",
- "mari achi",
- "argu s",
- "recomm ending",
- "mobi les",
- "in ce",
- "illustri ous",
- "or c",
- "adver ts",
- "gr its",
- "wea sel",
- "pag oda",
- "over pass",
- "gre ys",
- "maxi mus",
- "arma gh",
- "wood land",
- "sun ni",
- "ðŁĴ ī",
- "ë Ŀ",
- "ti one",
- "soci o",
- "ho s",
- "ðŁ¤Ĺ ðŁ¤Ĺ",
- "wind sor",
- "subsequ ent",
- "munch ies",
- "id h",
- "exclu ding",
- "e mi",
- "cu th",
- "z ai",
- "week days",
- "law suits",
- "barn ard",
- "Ø ª",
- "pe tting",
- "net es",
- "mul ligan",
- "pharmac ists",
- "ra quel",
- "e ton",
- "cran ston",
- "gil ded",
- "cle ary",
- "ce ph",
- "ra a",
- "pam per",
- "lombar di",
- "as in",
- "sher ry",
- "pro d",
- "for te",
- "ari anism",
- "buffalob ills",
- "æľ ¬",
- "ðŁĶ¥ #",
- "uu u",
- "just ices",
- "car ina",
- "nat in",
- "mas low",
- "dro oling",
- "cog nac",
- "cam ber",
- "el ong",
- "r dr",
- "in en",
- "convic tions",
- "am use",
- "tro ck",
- "harm less",
- "visit ation",
- "gen omic",
- "bl and",
- "beno it",
- "chim p",
- "tuscal oosa",
- "gre asy",
- "x po",
- "gil t",
- "se q",
- "per mitted",
- "christma seve",
- "book s",
- "mu e",
- "old school",
- "human right",
- "be ati",
- "ðŁĶ Ŀ",
- "sh at",
- "sculp ting",
- "h wan",
- "fern andes",
- "sci utto",
- "fu entes",
- "endeav ors",
- "maid stone",
- "un paralleled",
- "shou ted",
- "queen of",
- "mer c",
- "band ic",
- "ve da",
- "sel angor",
- "pi le",
- "ja han",
- "intimid ating",
- "disapp ears",
- "cl ich",
- "za ha",
- "w urst",
- "hi v",
- "fod ils",
- "cor dless",
- "aaaa aa",
- "hy dra",
- "bel inda",
- "e els",
- "bu f",
- "su staining",
- "rugby league",
- "no c",
- "brig itte",
- "( ðŁĵ¸:",
- "tromb one",
- "soo the",
- "smo g",
- "ad p",
- "stab le",
- "ing ley",
- "diagno se",
- "ms g",
- "we ss",
- "tic keting",
- "one e",
- "nsw pol",
- "e up",
- "auto psy",
- "adity anath",
- "sun down",
- "river front",
- "si ya",
- "p is",
- "hier archy",
- "dur ango",
- "di jk",
- "ren shaw",
- "he aps",
- "epide mi",
- "david bowie",
- "interne tof",
- "dd i",
- "nation ality",
- "mb ar",
- "air y",
- "win der",
- "w alia",
- "elli ott",
- "c x",
- "bav arian",
- "pl att",
- "an tw",
- "wi wx",
- "sof ter",
- "ne ha",
- "h eller",
- "th and",
- "dani ela",
- "bo ast",
- "degra dation",
- "ðŁĴ¦ ðŁĴ¦",
- "transform ing",
- "man e",
- "av ut",
- "ðŁĺĪ ðŁĺĪ",
- "vo ter",
- "the e",
- "t ate",
- "pu ff",
- "in door",
- "sop roud",
- "boy ce",
- "boris johnson",
- "wait in",
- "immun ology",
- "ðŁıĨðŁıĨ ðŁıĨ",
- "âĿ Į",
- "street food",
- "liz asober",
- "cavali er",
- "c elia",
- "need le",
- "motor ing",
- "g ato",
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- "ra de",
- "harve st",
- "t ms",
- "jar pad",
- "on ey",
- "air men",
- "v re",
- "impair ment",
- "abhi shek",
- "snoo p",
- "l ant",
- "fam ously",
- "bl ou",
- "s ze",
- "g ander",
- "un touch",
- "tu f",
- "dee jay",
- "col lateral",
- "b ind",
- "ðŁļ ©",
- "pin ning",
- "ic n",
- "' ;",
- "the economist",
- "ul tram",
- "worldwater day",
- "ti poff",
- "the i",
- "feed ers",
- "campa ign",
- "sc umb",
- "day weekend",
- "yo m",
- "pe dic",
- "h ough",
- "ps v",
- "pl in",
- "on de",
- "boston marathon",
- "az zy",
- "* _*",
- "con ley",
- "thi ago",
- "hoo o",
- "gal erie",
- "luci d",
- "je tt",
- "gl itz",
- "final fantasy",
- "achiev ers",
- "y ung",
- "peregr ine",
- "op hi",
- "dam es",
- "biom ar",
- "âĺĢï¸ı âĺĢï¸ı",
- "sk c",
- "l ics",
- "fl ank",
- "ar rahman",
- "ho of",
- "uphol stery",
- "t ats",
- "wo z",
- "Â ¿",
- "snor ing",
- "ra er",
- "l ju",
- "ap d",
- "pl ating",
- "kan u",
- "im ation",
- "fragr ances",
- "m ra",
- "mor ay",
- "mo tt",
- "im muni",
- "hearti es",
- "bho pal",
- "tim ers",
- "g ata",
- "color way",
- "car nation",
- "win get",
- "si ghs",
- "s ville",
- "optimi st",
- "chate au",
- "olympi ans",
- "ci o",
- "singer songwriter",
- "ny o",
- "fi bers",
- "bur ch",
- "ag ro",
- "mil ne",
- "ig bo",
- "cr amer",
- "ation als",
- "dan ube",
- "pad ma",
- "nor mani",
- "en forced",
- "bre ck",
- "boeh ner",
- "ar den",
- "sur rendered",
- "pros thetic",
- "om a",
- "ha iled",
- "calcul ations",
- "w fa",
- "bi b",
- "fcb live",
- "fon da",
- "west coast",
- "que sts",
- "friend ly",
- "to wie",
- "fit ch",
- "bal ot",
- "star dom",
- "scrat ching",
- "ho sa",
- "thi ka",
- "o ven",
- "stro ke",
- "out post",
- "pharmaceu ticals",
- "hi kari",
- "mu y",
- "af d",
- "fallon tonight",
- "squ at",
- "or u",
- "dra ined",
- "chocol at",
- "ë¯ ¼",
- "wor ths",
- "ri b",
- "mu j",
- "that s",
- "residen te",
- "it el",
- "boo st",
- "mi gos",
- "mul led",
- "la a",
- "etsy shop",
- "don keys",
- "me k",
- "p tc",
- "flin ders",
- "e hs",
- "ro hit",
- "mu ir",
- "g ad",
- "compos itions",
- "åĨ Ļ",
- "combu stion",
- "i kh",
- "yemen i",
- "wav ed",
- "gar ci",
- "ak os",
- "oo ds",
- "fu sion",
- "se que",
- "s lan",
- "pl ur",
- "kic chasu",
- "shenan do",
- "s ams",
- "worl den",
- "horo witz",
- "with me",
- "mic robes",
- "k ki",
- "ðŁĴĶ ðŁĴĶ",
- "w su",
- "patch work",
- "fre er",
- "y aki",
- "the art",
- "symboli sm",
- "mil er",
- "bt n",
- "ma bu",
- "side kick",
- "motiv ates",
- "sag itt",
- "natur als",
- "serv iced",
- "ps ori",
- "pa ola",
- "qu ig",
- "i badan",
- "gi ggs",
- "ë ³",
- "sciento logy",
- "si oux",
- "salam at",
- "d res",
- "cad bury",
- "d hawan",
- "ci ón",
- "_ '",
- "swa pping",
- "maris ka",
- "james bond",
- "explo sives",
- "ay les",
- "af er",
- "s agu",
- "cen sor",
- "tom a",
- "jeff erson",
- "ring ed",
- "par tist",
- "ir responsible",
- "aguil ar",
- "vac ay",
- "equ itable",
- "altrin cham",
- "ac ur",
- "man ish",
- "ger min",
- "schoo led",
- "pu tter",
- "ed ad",
- "nav al",
- "toast y",
- "sol areclipse",
- "dish u",
- "coy ne",
- "ac co",
- "mu ck",
- "mar an",
- "el os",
- "len der",
- "cro ix",
- "worth less",
- "ha ber",
- "gun men",
- "ðŁį ĵ",
- "zen ith",
- "t enders",
- "hur st",
- "hol tz",
- "itali ans",
- "car low",
- "u cd",
- "characteri stic",
- "bun g",
- "av l",
- "u th",
- "sa sia",
- "rs l",
- "red man",
- "neighbor ing",
- "green peace",
- "sti ps",
- "follow party",
- "y gk",
- "en os",
- "omni bus",
- "na issance",
- "chri ssy",
- "secu re",
- "call back",
- "ji hoon",
- "memor y",
- "block er",
- "l anta",
- "daf fodils",
- "bil t",
- "ffer ty",
- "fau st",
- "ie c",
- "nipp les",
- "so g",
- "m nd",
- "jagu ar",
- "bol dly",
- "ab poli",
- "pro position",
- "gun sense",
- "evan sville",
- "cu tters",
- "we go",
- "dou n",
- "do x",
- "stal lions",
- "ka j",
- "shi ppers",
- "j awa",
- "vol o",
- "le ven",
- "pap rika",
- "kov ich",
- "jor di",
- "induc tees",
- "app alling",
- "dial ysis",
- "allevi ate",
- "âĢĶ âĢĶ",
- "pie ter",
- "mid wi",
- "q tr",
- "juli ette",
- "inter mission",
- "haw ks",
- "act ment",
- "one ill",
- "k lin",
- "vam ps",
- "fam ous",
- "cou ld",
- "autom obi",
- "da an",
- "west end",
- "elli p",
- "nh c",
- "mel anch",
- "web series",
- "ton gue",
- "snat ched",
- "smy th",
- "tan gible",
- "sl i",
- "e asing",
- "bar stool",
- "over lay",
- "afford ability",
- "ting ed",
- "ter as",
- "ay ush",
- "wanna one",
- "rh ine",
- "dan a",
- "sh ana",
- "kend al",
- "fer tile",
- "w ir",
- "repl eni",
- "lar vae",
- "is ro",
- "con vos",
- "ab brevi",
- "u cc",
- "hun gry",
- "bur rows",
- "ag er",
- "nav i",
- "mat in",
- "du per",
- "cer n",
- "ma don",
- "ķ ï¸ı",
- "é ģ",
- "tu ps",
- "hy att",
- "sh ep",
- "friday night",
- "wis er",
- "hei di",
- "hat ton",
- "p gh",
- "foun tain",
- "wrist bands",
- "ahmadi yya",
- "aeri al",
- "subscri bed",
- "so los",
- "m ace",
- "sla yed",
- "for fe",
- "dul ce",
- "christ mass",
- "arun jaitley",
- "viol ate",
- "ob stru",
- "ni eces",
- "w vu",
- "idy l",
- "fa ze",
- "pre serves",
- "infr inge",
- "premi ers",
- "inter vals",
- "agen cy",
- "( ©",
- "stand alone",
- "di mes",
- "bo er",
- "param eters",
- "ge tit",
- "ðŁĺĺðŁĺĺ ðŁĺĺðŁĺĺ",
- "tu lane",
- "for given",
- "scol l",
- "mb ps",
- "smash bros",
- "rob bi",
- "prima vera",
- "ali st",
- "ghost ly",
- "ay at",
- "ye ats",
- "impre ssionist",
- "ear phones",
- "caul field",
- "wai kiki",
- "sal ute",
- "sc ou",
- "mu ay",
- "louis vuitton",
- "bak hta",
- "ado g",
- "inven tions",
- "hur d",
- "forec lo",
- "stream line",
- "thalai var",
- "ch snews",
- "will ard",
- "t sn",
- "euro parl",
- "cru sher",
- "my sore",
- "gro wer",
- "ra ping",
- "pat ti",
- "g den",
- "sm w",
- "muf ti",
- "kid man",
- "ab r",
- "soun ders",
- "skep tical",
- "ðŁĶ İ",
- "sun dar",
- "i me",
- "fer g",
- "feather weight",
- "ar lington",
- "pas qu",
- "ag azine",
- "wearab le",
- "nati c",
- "mccl ure",
- "inter mitt",
- "hor de",
- "six ties",
- "car te",
- "bha v",
- "ze al",
- "experi ential",
- "ador ned",
- "som mer",
- "eno te",
- "hypo thesis",
- "stin ky",
- "pro to",
- "dead lines",
- "vo gel",
- "mus ings",
- "monc ton",
- "gu ter",
- "f le",
- "aci on",
- "voice of",
- "ta sha",
- "inhabit ants",
- "type face",
- "s ba",
- "bts x",
- "ðŁĶ Ĵ",
- "wor x",
- "u hc",
- "jo ko",
- "cell ars",
- "gor o",
- "continu um",
- "... &",
- "weather cee",
- "ha p",
- "sr k",
- "ris ers",
- "lonely planet",
- "un named",
- "co eur",
- "ðŁį Į",
- "the world",
- "ili ke",
- "fa sten",
- "ami go",
- "ri ba",
- "ramapho sa",
- "staf fers",
- "had ley",
- "? ?\"",
- "fi ore",
- "sal ut",
- "hu ff",
- "bez os",
- "Ñ ĭ",
- "ra der",
- "kam ala",
- "in line",
- "fill ers",
- "um atic",
- "all in",
- "shat ter",
- "re in",
- "o ku",
- "ch ases",
- "fla gged",
- "baby metal",
- "water stones",
- "ts b",
- "cut out",
- "op hel",
- "aam a",
- "rockab illy",
- "sto lic",
- "jet blue",
- "ich ick",
- "down ton",
- "uzbe kistan",
- "pat na",
- "la q",
- "gr ange",
- ") _/",
- "subsi di",
- "sc p",
- "newsc ast",
- "it sa",
- "twee tyour",
- "e mor",
- "archae ologists",
- "uni fication",
- "por ta",
- "q x",
- "protec tors",
- "pro hib",
- "charis ma",
- "car tag",
- "ren fre",
- "scul pt",
- "guwa hati",
- "de ma",
- "boo p",
- "unf pa",
- "dex ter",
- "lay la",
- "alleg es",
- "sou ps",
- "never again",
- "l ys",
- "cal c",
- "bar oness",
- "visu alize",
- "ger ber",
- "absor bed",
- "i ers",
- "a han",
- "fon tein",
- "detec tors",
- "verst appen",
- "sv c",
- "formul ated",
- "ac dc",
- "li x",
- "in competent",
- "bh k",
- "lour des",
- "water house",
- "snow ed",
- "appreci ative",
- "sig ma",
- "lizasober ano",
- "pen ned",
- "pay check",
- "tall inn",
- "fanc afe",
- "par isi",
- "av alley",
- "vi g",
- "ru fc",
- "hard ship",
- "so cute",
- "po ise",
- "ì ¹",
- "roth schild",
- "k ly",
- "???? ????",
- "l hp",
- "il ay",
- "f hs",
- "am ad",
- "ide als",
- "brad bury",
- "bal boa",
- "nic ot",
- "kid nap",
- "wol ve",
- "tas manian",
- "op t",
- "matthi as",
- "ãĥ³ ãĤ",
- "super markets",
- "mylittle pony",
- "me lee",
- "li ster",
- "gr oun",
- "fe dora",
- "kind ness",
- "en en",
- "bra hms",
- "¯\\ _(",
- "ros well",
- "mar lene",
- "ic u",
- "re formation",
- "or ail",
- "he brides",
- "dispar ities",
- "terrac otta",
- "swal lows",
- "re id",
- "influ encing",
- "flu or",
- "den e",
- "tum our",
- "blon des",
- "thunder bird",
- "sh eva",
- "moga dishu",
- "ka b",
- "cre eps",
- "i ving",
- "ene ed",
- "anno y",
- "âĶ Ģ",
- "intri gue",
- "enqu iry",
- "ar aj",
- "tur al",
- "kuber netes",
- "end lessly",
- "divi dends",
- "tor a",
- "ti sh",
- "commemor ates",
- "un ra",
- "tri b",
- "pon ty",
- "ne m",
- "diss ent",
- "brew ingco",
- "ðŁĺ ½",
- "nor mali",
- "bi of",
- "( ...",
- "chil len",
- "ì£ ¼",
- "mell on",
- "av is",
- "mccor mack",
- "ing ra",
- "enrich ed",
- "custome rexperience",
- "testo sterone",
- "snu g",
- "sett i",
- "ger onimo",
- "inqui rer",
- "bre aches",
- "very thing",
- "bloom ing",
- "mu ra",
- "dispo s",
- "bi de",
- "de va",
- "shade sof",
- "in trin",
- "sh ev",
- "s ven",
- "nayanth ara",
- "gan esha",
- "c ws",
- "ber ta",
- "label led",
- "use um",
- "nick named",
- "ma han",
- "car uso",
- "ap ur",
- "ðŁij Ĩ",
- "w q",
- "orphan age",
- "discar ded",
- "mag nu",
- "lu e",
- "je on",
- "bridge port",
- "pac ing",
- "mercur y",
- "( ðŁĵ¸",
- "marx ist",
- "amphi bious",
- "transplant ation",
- "stit ching",
- "then burg",
- "gradu al",
- "ãĤ Į",
- "ro ft",
- "ma ils",
- "ine c",
- "guy ana",
- "dopp elg",
- "ver o",
- "re write",
- "head less",
- "harb augh",
- "gate way",
- "car sforsale",
- "sw i",
- "st is",
- "mach t",
- "un de",
- "sura baya",
- "stap leton",
- "nur turing",
- "mil ner",
- "ya o",
- "lma oooo",
- "ko sh",
- "arsen al",
- "k ame",
- "er ry",
- "ar royo",
- "dis misses",
- "ru bbed",
- "rc b",
- "lew d",
- "dil u",
- "and or",
- "vi de",
- "ur in",
- "inter sec",
- "ha ar",
- "al b",
- "year swith",
- "app leton",
- "é al",
- "ul livan",
- "suc cu",
- "monter rey",
- "d mx",
- "artem is",
- "ron nie",
- "farm land",
- "s football",
- "gro tto",
- "anth i",
- "ãĢ ģ",
- "à® Ł",
- "vid ya",
- "jimmy fallon",
- "ൠį",
- "t zer",
- "gravit ational",
- "w thr",
- "u hhh",
- "e hr",
- "tin ker",
- "ti juana",
- "scran ton",
- "ram charan",
- "bar clay",
- "re van",
- "m si",
- "ka p",
- "wr s",
- "we thenorth",
- "tor al",
- "sat u",
- "gro m",
- "fac ep",
- "erick son",
- "z yn",
- "se dge",
- "oo dle",
- "spur sofficial",
- "ds p",
- "sic ilian",
- "soli hull",
- "recei vers",
- "ladak h",
- "hend rick",
- "ther i",
- "presi ding",
- "mc guinness",
- "litt ers",
- "gun nar",
- "gh oul",
- "wi b",
- "n tv",
- "kar o",
- "fro ck",
- "b lau",
- "ampli fy",
- "all is",
- "ul lah",
- "memo irs",
- "kh loe",
- "intercep tions",
- "pet day",
- "lo oney",
- "con fin",
- "ch ay",
- "piyush goyal",
- "frequ encies",
- "ut z",
- "event ual",
- "warm ly",
- "obli vion",
- "an ka",
- "ta it",
- "âĿ¤ï¸ı .",
- "director ial",
- "ru lers",
- "prince s",
- "mu ck",
- "stur ridge",
- "deu ce",
- "abri dged",
- "bagu ette",
- "un cles",
- "pen du",
- "min ding",
- "forre ster",
- "av ila",
- "wall er",
- "wall street",
- "ment or",
- "hin o",
- "high way",
- "crom well",
- "fanart friday",
- "mb i",
- "co yle",
- "a hi",
- "tro ve",
- "spie gel",
- "pay tm",
- "mcin tosh",
- "jan sen",
- "nit i",
- "nash ville",
- "len o",
- "leicester shire",
- "le gos",
- "dic t",
- "ðŁĵ ½",
- "sp ad",
- "beverly hills",
- "sy rah",
- "separ ates",
- "z ain",
- "un fit",
- "dra gs",
- "tan ia",
- "over flowing",
- "hri thik",
- "haw thorn",
- "z ani",
- "mac far",
- "fi de",
- "to tem",
- "pe ds",
- "fundament ally",
- "cal ico",
- "sin ner",
- "j ä",
- "hil de",
- "ds d",
- "ten ay",
- "ta hit",
- "mil f",
- "lie b",
- "inform ing",
- "up lift",
- "ra el",
- "mortg ages",
- "lec t",
- "ii ii",
- "guillau me",
- "compos ites",
- "old smobile",
- "l end",
- "gar th",
- "com mish",
- "bapti zed",
- "scorpi ons",
- "ru cker",
- "bringback our",
- "alli ance",
- "thalap athy",
- "tal i",
- "sp ans",
- "eri dge",
- "wither spoon",
- "lin da",
- "sky lar",
- "kor n",
- "hom s",
- "Ä į",
- "sil enced",
- "caf fe",
- "ar ty",
- "dist inguish",
- "to wed",
- "pun g",
- "jessic a",
- "ear nest",
- "beau fort",
- "t ama",
- "study abroad",
- "si khs",
- "new bie",
- "nav ratri",
- "mar ble",
- "loun ging",
- "lit ter",
- "dal it",
- "so sa",
- "iz es",
- "gra de",
- "com promising",
- "tr iton",
- "de tta",
- "v j",
- "chau ffe",
- "spec tral",
- "powe red",
- "montess ori",
- "artic ulate",
- "hal ton",
- "al co",
- "ye y",
- "mn twins",
- "acoun ty",
- "ðŁijı ðŁı¾",
- "âī Ī",
- "mad men",
- "kal a",
- "gru m",
- "chi k",
- "ati s",
- "su me",
- "akh tar",
- "job search",
- "high lighter",
- "bo ath",
- "âĦ ¹",
- "tar zan",
- "lam bo",
- "âĽĦ ï¸ı",
- "ox fam",
- "dump ster",
- "pretz els",
- "mac os",
- "incl ined",
- "fac tual",
- "adverti sers",
- "shu i",
- "pu ree",
- "ml pfi",
- "anti dote",
- "cap o",
- "pa str",
- "merc ado",
- "but ton",
- "ar min",
- "ag g",
- "lol la",
- "horri bly",
- "er rands",
- "christop he",
- "time snow",
- "monday motiv",
- "li ss",
- "scand als",
- "mc i",
- "dispropor tion",
- "âĺ İ",
- "sur pass",
- "samar itan",
- "so tho",
- "pu rest",
- "fl att",
- "trivi atuesday",
- "delec table",
- "leop old",
- "hermi one",
- "chou dhary",
- "en rich",
- "¡ ¡",
- "subsi diary",
- "ine qualities",
- "bachel or",
- "auto immune",
- "la kota",
- "i hop",
- "ad jec",
- "the simpsons",
- "sh es",
- "se k",
- "gret chen",
- "up stream",
- "hin akhan",
- "coper nic",
- "x tina",
- "lu g",
- "tough ness",
- "e ad",
- "cli pped",
- "bi us",
- "sl v",
- "fah ren",
- "dee pak",
- "ca u",
- "x an",
- "im mature",
- "dig ni",
- "bo bs",
- "shred ding",
- "but tery",
- "accommod ations",
- "de ven",
- "chun ks",
- "super league",
- "sky bet",
- "kil dare",
- "je et",
- "ë į",
- "ce k",
- "wrec ks",
- "pro pane",
- "oh l",
- "tb d",
- "quo i",
- "trum pp",
- "mi mo",
- "reluct ant",
- "ver ne",
- "o ic",
- "ma gh",
- "ar nau",
- "se ver",
- "li dge",
- "stair way",
- "kicchasu deep",
- "ðŁĶ º",
- "mach ining",
- "aama admi",
- "ot i",
- "c da",
- "al it",
- "pan y",
- "inst alls",
- "ac ct",
- "e shop",
- "di em",
- "hard well",
- "fulfill ment",
- "sc afe",
- "qu ack",
- "extrac ts",
- "swee tened",
- "fi ghton",
- "f di",
- "d inger",
- "wal tham",
- "us ur",
- "refe rees",
- "seok jin",
- "gran n",
- "af rin",
- "th n",
- "sch af",
- "par cels",
- "bet is",
- "amar ine",
- "nom an",
- "kh tar",
- "mor itz",
- "cou pling",
- "bar ons",
- "ðŁIJ ¸",
- "Ã ¸",
- "sl p",
- "sad ler",
- "x ander",
- "tri ad",
- "mc millan",
- "kh z",
- "divi ding",
- "ìĹijìĨ Į",
- "dar yl",
- "zed d",
- "le ys",
- "pla ques",
- "flu ori",
- "tipper ary",
- "on nell",
- "di dier",
- "lang ford",
- "im c",
- "the sun",
- "bir dies",
- "ar cha",
- "ye ssss",
- "t di",
- "dar ia",
- "cand ace",
- "al tam",
- "pal aces",
- "ch it",
- "sant am",
- "event ful",
- "book of",
- "ad b",
- "mon stax",
- "cre ole",
- "co el",
- "âĸ ½",
- "we aren",
- "sten nis",
- "she ath",
- "ati sm",
- "gron ingen",
- "mlpfi m",
- "le pre",
- "wrong ly",
- "rsp ca",
- "rendez vous",
- "acknowle dging",
- "pel vic",
- "solic itor",
- "sla ys",
- "nue stra",
- "lo d",
- "is lander",
- "fer oci",
- "fashion show",
- "ra ss",
- "dge on",
- "adole scents",
- "sma shes",
- "negli gence",
- "grate ful",
- "ved ere",
- "sw oop",
- "ing l",
- "apol ice",
- "vand alism",
- "gan n",
- "jo ao",
- "di supdates",
- "zimbab we",
- "under age",
- "radi ance",
- "w of",
- "bour geo",
- "pla s",
- "cr ani",
- "gh ue",
- "wrec kem",
- "warran ts",
- "re form",
- "jim mie",
- "at wood",
- "ys l",
- "neil himself",
- "l bj",
- "i man",
- "tan to",
- "nois se",
- "ver bs",
- "equip o",
- "al together",
- "mam ent",
- "l ice",
- "dou glass",
- "tier ney",
- "pri med",
- "j hal",
- "furn itu",
- "braz ili",
- "v ill",
- "past els",
- "n ison",
- "u ff",
- "paral ysis",
- "jay e",
- "im po",
- "ðŁij ģ",
- "strate gically",
- "pakistan is",
- "was sup",
- "super bike",
- "thank u",
- "tru elove",
- "sha ikh",
- "israel is",
- "vi p",
- "to g",
- "li en",
- "la ker",
- "grey hounds",
- "cul ars",
- "bian chi",
- "balot elli",
- "ar ran",
- "loo s",
- "str ates",
- "he bron",
- "ar vo",
- "sunder land",
- "the al",
- "tomb stone",
- "sand man",
- "c pac",
- "thanks giving",
- "love him",
- "lat ino",
- "an in",
- "aka if",
- "ĭ ãĤ",
- "tor quay",
- "di est",
- "alli anz",
- "ðŁĺ ķ",
- "golf club",
- "cl lr",
- "wal cott",
- "sch nau",
- "promp ted",
- "nomin ating",
- "len nox",
- "val et",
- "mon ro",
- "may ward",
- "e ph",
- "ðŁĶ Ķ",
- "inter oper",
- "r da",
- "re flex",
- "arm chair",
- "ê° ķ",
- "stri pper",
- "por ti",
- "ph arm",
- "ham za",
- "ni reland",
- "ne ue",
- "h pv",
- "port foli",
- "sun burn",
- "fris bee",
- "be al",
- "bapti ste",
- "x h",
- "ty m",
- "pr ati",
- "o vers",
- "haz rat",
- "deser t",
- "der ry",
- "us ky",
- "em mett",
- "ach arya",
- ")_/ ¯",
- "shu d",
- "may a",
- "ham ill",
- "ra im",
- "nr c",
- "fitt ings",
- "cur vy",
- "ðŁı ĩ",
- "ster ling",
- "ॠĢ",
- "wal kin",
- "short cuts",
- "mil ly",
- "ast ur",
- "alpha be",
- "pl i",
- "pe z",
- "miss you",
- "rad ford",
- "ml g",
- "ta eyang",
- "notjust lakes",
- "du mps",
- "seren dip",
- "le ur",
- "ra ving",
- "e ster",
- "de priv",
- "absc bn",
- "ðŁijĩ ðŁı»",
- "scar city",
- "o cr",
- "mean ings",
- "cap t",
- "da hl",
- "fer mentation",
- "bri oche",
- "to win",
- "out lander",
- "massi mo",
- "en cro",
- "ðŁ¥ ³",
- "buil t",
- "po tam",
- "kir i",
- "tm w",
- "monit ored",
- "k ites",
- "peoples vote",
- "gray son",
- "íģ ¬",
- "afri ka",
- "a dies",
- "i vote",
- "gy ne",
- "g annon",
- "di x",
- "c mc",
- "ou ral",
- "fox andfriends",
- "bel i",
- "ig ne",
- "gl an",
- "katrin akaif",
- "co politics",
- "qual itative",
- "p si",
- "lu cci",
- "disc oura",
- "âĺ ®",
- "kel li",
- "gau tam",
- "carac as",
- "reale st",
- "pu la",
- "in us",
- "hill top",
- "make aw",
- "atten borough",
- "tw y",
- "r arity",
- "peck ham",
- "ma hon",
- "corn elius",
- "clin icians",
- "ton line",
- "tb i",
- "paradi se",
- "ka si",
- "inev it",
- "fresh ness",
- "colling wood",
- "lun atic",
- "defen se",
- "cop d",
- "in fra",
- "wain wright",
- "sains bury",
- "alab am",
- "te ma",
- "lac o",
- "chec ker",
- "releg ated",
- "tren t",
- "stal ks",
- "huff post",
- "bhubanes war",
- "ast ral",
- "share your",
- "prim rose",
- "hi me",
- "cat an",
- "end ment",
- "en dow",
- "cle mens",
- "mal oney",
- "hil ary",
- "game time",
- "den ise",
- "collabor ators",
- "b wo",
- "radic als",
- "gue tta",
- "ici on",
- "au a",
- "snap matic",
- "sat chel",
- "excav ation",
- "base man",
- "s ão",
- "gn ation",
- "fel d",
- "surve y",
- "shah zad",
- "ma st",
- "anirud hofficial",
- "tru cker",
- "ot ago",
- "geo graph",
- "ethe l",
- "âļ¡ï¸ı âļ¡ï¸ı",
- "s ver",
- "mu tt",
- "internetof things",
- "ancho red",
- "wh ouse",
- "bang la",
- "bal main",
- "ç¹ ĭãģ",
- "break fa",
- "á Ģ",
- "twi ster",
- "te tris",
- "ca v",
- "stag s",
- "g z",
- "au b",
- "stor med",
- "hel ens",
- "yar mouth",
- "st asy",
- "gustav o",
- "co sc",
- "vin son",
- "up p",
- "sc ricket",
- "assump tions",
- "app e",
- "nu h",
- "u er",
- "pre mise",
- "n aga",
- "e amon",
- "coron ary",
- "na f",
- "north side",
- "el mer",
- "ro tar",
- "out lining",
- "el f",
- "re surg",
- "kat elyn",
- "in can",
- "hyster ia",
- "ce e",
- "am bani",
- "pro lly",
- "Į ãĤĬãģ",
- "ax es",
- "san jose",
- "rem brandt",
- "mag pie",
- "even ly",
- "scor sese",
- "qu aint",
- "f g",
- "b buk",
- "indian football",
- "weare all",
- "spd wy",
- "pis ces",
- "ec g",
- "âĺħâĺħâĺħâĺħ âĺħ",
- "pre orders",
- ": |",
- "ni pple",
- "sal azar",
- "ju me",
- "jail break",
- "min n",
- "bas sett",
- "ze tta",
- "jef free",
- "ad jun",
- "tic on",
- "san diego",
- "drink local",
- "chol era",
- "solic itors",
- "o bo",
- "com post",
- "ni an",
- "wr a",
- "tre ach",
- "ic ic",
- "profession al",
- "del ve",
- "leg ate",
- "histor ia",
- "cro issant",
- "con noisse",
- "nam o",
- "palli ative",
- "chem trails",
- "i ority",
- "global warming",
- "comic art",
- "behavi oural",
- "re sted",
- "li as",
- "cli mates",
- "Ł ãģĦ",
- "rut land",
- "nou rish",
- "menopau se",
- "hot ties",
- "demen ti",
- "ve spa",
- "mel ville",
- "anal ogue",
- "tz man",
- "str ung",
- "im perfect",
- "gl are",
- "cir cling",
- "ros berg",
- "rec o",
- "oc ity",
- "lo ire",
- "em be",
- "do ssier",
- "ne el",
- "nan do",
- "me a",
- "gal vani",
- "fin esse",
- "ag p",
- "berke ley",
- "asi m",
- "âĺº âĺº",
- "quil ted",
- "ish ere",
- "un matched",
- "po tion",
- "for z",
- "at re",
- "selfi es",
- "juli ana",
- "ðŁļ ¶",
- "âĸ º",
- "mel ton",
- "âłĢâłĢâłĢâłĢ âłĢâłĢâłĢâłĢ",
- "spin rilla",
- "pur cell",
- "ed p",
- "at leti",
- "tony awards",
- "ra ja",
- "pro gno",
- "mol ten",
- "stu ff",
- "p ally",
- "nobel prize",
- "âĻ» ï¸ı",
- "spiritu al",
- "spe ake",
- "sa sha",
- "bri um",
- "tru ss",
- "critici ze",
- "assassinscre ed",
- "yor uba",
- "u lo",
- "fire man",
- "workin progress",
- "ef cc",
- "fla res",
- "ro bot",
- "hi kers",
- "cl l",
- "shado wing",
- "pat sy",
- "leh man",
- "c ns",
- "å ±",
- "guad al",
- "à± į",
- "ra pe",
- "r honda",
- "paralle ls",
- "son ja",
- "langu age",
- "land ings",
- "z ola",
- "cr amps",
- "bur ning",
- "apprais al",
- "jol la",
- "ham m",
- "kas a",
- "gul ly",
- "f go",
- "uly sses",
- "ri be",
- "ðŁĴ Ħ",
- "ib u",
- "eti enne",
- "bri ar",
- "fin ely",
- "comb ating",
- "y ql",
- "go tham",
- "we chat",
- "to paz",
- "primar ies",
- "l se",
- "iz z",
- "hel e",
- "dispon ible",
- "cy stic",
- "bel ichick",
- "th rush",
- "kansas city",
- "ge om",
- "soli di",
- "red bubble",
- "by stand",
- "cambridge shire",
- "par fait",
- "ast le",
- "ow o",
- "ind ore",
- "stom ping",
- "sm elly",
- "ðŁ¤ ĸ",
- "locom o",
- "adm itting",
- "hol me",
- "clock wise",
- "min sk",
- "mc co",
- "for get",
- "ev p",
- "cam ra",
- "ab ella",
- "yo tes",
- "universit yof",
- "mé xico",
- "silver ado",
- "ric ket",
- "crom bie",
- "pu j",
- "eradic ate",
- "deli ght",
- "y go",
- "glam ping",
- "vic a",
- "du ggan",
- "coun ters",
- "cf d",
- "sc our",
- "react js",
- "pu ram",
- "paras ites",
- "in ki",
- "vill en",
- "stel la",
- "li mbo",
- "ang as",
- "k cr",
- "ðŁĴļðŁĴļ ðŁĴļ",
- "vap ori",
- "mum ford",
- "oli gar",
- "à ¼",
- "al oo",
- "boo ties",
- "ad r",
- "k elli",
- "dru mmers",
- "av ici",
- "nature uk",
- "ron al",
- "in trac",
- "un splash",
- "le che",
- "g oma",
- "el ine",
- "envir o",
- "bi onic",
- "bu eno",
- "mi k",
- "av in",
- "star ling",
- "em powers",
- "cake day",
- "boy cot",
- "ðŁĴļ ðŁĴļ",
- "ðŁĮ¸ ðŁĮ¸",
- "v ach",
- "m ci",
- "fractu res",
- "ger i",
- "sk ing",
- "exclu ded",
- "lu ce",
- "ja ve",
- "ig gy",
- "evi den",
- "aki stan",
- "a wn",
- "mor als",
- "luci fer",
- "ha ban",
- "tumb ling",
- "sunday motivation",
- "mo sley",
- "captain america",
- "sch icago",
- "the one",
- "mo td",
- "d ts",
- "ðŁIJ ¼",
- "rep ell",
- "ii i",
- "locu st",
- "geo spatial",
- "mer sey",
- "immer se",
- "desc end",
- "ber nade",
- "j s",
- "boat sales",
- "win der",
- "cran k",
- "sing leton",
- "candid acy",
- "ben a",
- "ðŁı» âĢį",
- "high lander",
- "ol t",
- "k prs",
- "healthy lifestyle",
- "four teen",
- "end the",
- "ith aca",
- "circul ated",
- "r ans",
- "pre valent",
- "ha vas",
- "splend or",
- "roo ster",
- "kalamaz oo",
- "jewell ers",
- "enne dy",
- "rou sey",
- "es y",
- "cann ons",
- "ornam ental",
- "// //",
- "ren don",
- "win ne",
- "mol ding",
- "eid mubarak",
- "coun tess",
- "simon a",
- "ha wa",
- "fo es",
- "du ster",
- "sb u",
- "por tray",
- "mar ries",
- "goo dday",
- "cho co",
- "achi ever",
- "ðŁĺ¹ ðŁĺ¹",
- "pre neur",
- "tr amp",
- "tom i",
- "n bat",
- "garden chat",
- "farra khan",
- "ever glades",
- "ab ru",
- "sou sa",
- "se ce",
- "homes wee",
- "terre strial",
- "bar it",
- "sri devi",
- "ol u",
- "mel inda",
- "f rick",
- "can dies",
- "ðŁĺŃ ðŁĴķ",
- "qu reshi",
- "family fun",
- "exor cist",
- "cardin al",
- "ny t",
- "dies el",
- "cu mulus",
- "capric orn",
- "si ology",
- "lor na",
- "dou gie",
- "an die",
- "super sport",
- "c fl",
- "п ÑĢи",
- "say ang",
- "pe ek",
- "ภĬ",
- "lo be",
- "j em",
- "ing lis",
- "gg led",
- "c sn",
- "amne sty",
- "chu ps",
- "ba es",
- "sau er",
- "ðŁı IJ",
- "mongo lian",
- "en et",
- "back street",
- "dr illed",
- "acce ssing",
- "ce o",
- "b se",
- "ai ken",
- "pur r",
- "wor sen",
- "whe res",
- "war k",
- "testi fying",
- "bu ri",
- "bla st",
- "aw g",
- "ðŁĵ ĭ",
- "re defining",
- "hear ing",
- "u ci",
- "c mp",
- "bon i",
- "tail oring",
- "ta ji",
- "noc chi",
- "em t",
- "stephen king",
- "ne et",
- "compla ins",
- "campaig ner",
- "luci ano",
- "twili ght",
- "ti esto",
- "pas sports",
- "flo yd",
- "cathe dr",
- "na ked",
- "caregi ver",
- "b coz",
- "ade cides",
- "ku ri",
- "ly k",
- "br aries",
- "dren ched",
- "disc lose",
- "ðŁĴª ðŁı½",
- "le blanc",
- "je tty",
- "gar ty",
- "chip mun",
- "b su",
- "rhyth mic",
- "ic z",
- "fri d",
- "anne x",
- "ame x",
- "solo ist",
- "lanc ers",
- "arro whead",
- "speci fication",
- "simul ated",
- "na is",
- "inver te",
- "bo wing",
- "wor ship",
- "f z",
- "abo ss",
- "sha q",
- "ì¶ ķ",
- "challeng ers",
- "an arch",
- "aamaadmi party",
- "ãħĭãħĭ ãħĭ",
- "suffol k",
- "so corro",
- "sn ell",
- "cla dding",
- "absor bing",
- "shaw a",
- "particip ates",
- "ðŁį Ķ",
- "book stores",
- "bak u",
- "seap ort",
- "ko jima",
- "gab y",
- "pack ard",
- "electr ician",
- "let it",
- "mo wing",
- "fa wad",
- "young jae",
- "hot mail",
- "men ing",
- "u rie",
- "intim acy",
- "con ti",
- ": \")",
- "lifeis good",
- "in ciner",
- "i dri",
- "craz iness",
- "jour nos",
- "fran chi",
- "bott len",
- "al da",
- "ff es",
- "k x",
- "south we",
- "air a",
- "clay ton",
- "sco ti",
- "f j",
- "bri ga",
- "ðŁ¤ĺ ðŁı»",
- "demonstr ators",
- "y z",
- "stor k",
- "na q",
- "casc ades",
- "travel chat",
- "plat a",
- "pad ma",
- "fran ci",
- "at tain",
- "bat girl",
- "lom bard",
- "hoo s",
- "d dos",
- "neon atal",
- "discla imer",
- "r ss",
- "r ant",
- "di sen",
- "tex aste",
- "so cal",
- "frac tal",
- "cam ry",
- "stri fe",
- "sn acking",
- "mu h",
- "sant ander",
- "mor ons",
- "gra f",
- "par ades",
- "hu ston",
- "dru pal",
- "mi ento",
- "kir stel",
- "hy de",
- "vom it",
- "forti fied",
- "sphin x",
- "da v",
- "bir yani",
- "win nings",
- "s baseball",
- "mer ged",
- "lovel ondon",
- "ling ering",
- "dream big",
- "car leton",
- "liveli hood",
- "djan go",
- "astri d",
- "gri ds",
- "down e",
- "bru ised",
- "s ne",
- "scarec row",
- "hel ium",
- "f nc",
- "bi ggs",
- "an ter",
- "restor ative",
- "em pires",
- "ab del",
- "life style",
- "kiwan is",
- "colloqui um",
- "me en",
- "pr ick",
- "anti que",
- "ze b",
- "mi mic",
- "edmon ds",
- "ðŁijĬ ðŁijĬ",
- "q ing",
- "pp el",
- "mc gill",
- "interpre ting",
- "âŀ ķ",
- "rash ad",
- "do ka",
- "narr ator",
- "electro magnetic",
- "ash by",
- "sau ra",
- "iran deal",
- "âģ īï¸ı",
- "krish nan",
- "in di",
- "ff en",
- "bre a",
- "os man",
- "multin ational",
- "chi ppe",
- "recruit ers",
- "aus biz",
- "p ounding",
- "re gen",
- "cur sor",
- "refu sal",
- "mac s",
- "in ak",
- "ax ial",
- "wa ifu",
- "up cycled",
- "hindu stan",
- "cas sini",
- "carly le",
- "scrat ches",
- "re ef",
- "man atee",
- "eat ery",
- "ðŁĵ ¢",
- "un condition",
- "sen pai",
- "on ther",
- "comic book",
- "pro sciutto",
- "de mar",
- "mi se",
- "ma ge",
- "fre ec",
- "aye sha",
- "al der",
- "android games",
- "ley ton",
- "ho ck",
- "door way",
- "chicagof ire",
- "aali yah",
- "sw elling",
- "bi x",
- ". ðŁĺĤ",
- "evan kirstel",
- "torpe do",
- "kon stant",
- "genevie ve",
- "ma ia",
- "ha user",
- "do torg",
- "hide ous",
- "fi k",
- "sp raw",
- "e ek",
- "z appa",
- "wan dered",
- "' '",
- "ra jan",
- "bam bi",
- "( $)",
- "wid ening",
- "tool box",
- "sa ir",
- "illumin ating",
- "pra ys",
- "out patient",
- "i w",
- "day o",
- "lo b",
- "sw fl",
- "sha des",
- "gu ms",
- "coo kin",
- "ko di",
- "gri ffin",
- "traum ati",
- "ste a",
- "slaugh tered",
- "god bless",
- "air time",
- "pseu do",
- "b sa",
- "hau led",
- "ar if",
- "à¸Ńภĩ",
- "le l",
- "wc po",
- "mil iti",
- "char ters",
- "worl da",
- "ru k",
- "k gs",
- "digital india",
- "is able",
- "idyl lic",
- "esp ino",
- "marie tta",
- "e bo",
- "team canada",
- "ab our",
- "wil ton",
- "rock stars",
- "fav ored",
- "phys ic",
- "wrink le",
- "tb r",
- "d print",
- "ball arat",
- "ad al",
- "z ey",
- "ðŁĺį ðŁĶ¥",
- "tom lin",
- "mt r",
- "pal sy",
- "fener bah",
- "tight en",
- "phil ia",
- "ir oning",
- "ry u",
- "b ant",
- "enqu ire",
- "ca ir",
- "abur ger",
- "tru n",
- "green berg",
- "chau han",
- "ir ina",
- "sh ani",
- "trend setter",
- "pre tt",
- "zaf ar",
- "alo ve",
- "v ici",
- "pan ic",
- "no o",
- "lu stre",
- "disrup ted",
- "bal lis",
- "son sof",
- "mon si",
- "inst ac",
- "ake st",
- "ëĭ ¤",
- "kw ame",
- "horror movies",
- "distric t",
- "sau cy",
- "mb an",
- "ar mies",
- "with drawn",
- "med ics",
- "loft us",
- "er oom",
- "be kind",
- "ar ns",
- "all on",
- "un ison",
- "davi ds",
- "cr at",
- "nicot ine",
- "so or",
- "sm x",
- "on co",
- "cospla ying",
- "zombi es",
- "har ms",
- "e ger",
- "ro sy",
- "moon shine",
- "fe in",
- "ce tt",
- "du brov",
- "reg ents",
- "ben itez",
- "ðŁijıðŁı¼ ðŁijıðŁı¼",
- "ste c",
- "m alia",
- "prioriti ze",
- "ic eland",
- "ft se",
- "v amo",
- "lam ont",
- "homo sexuality",
- "bre es",
- "regu i",
- "cb p",
- "te j",
- "sky sports",
- "deter gent",
- "sha sta",
- "de rel",
- "conserv ancy",
- "colori zed",
- "accol ades",
- "vis o",
- "show your",
- "nan ow",
- "bice ps",
- "us ability",
- "bi m",
- "dailys ketch",
- "pearl jam",
- "stran gest",
- "mega deth",
- "broad casts",
- "bar ren",
- "ar ton",
- "chri ss",
- "confi gu",
- "lu res",
- "is the",
- "e ul",
- "railway ana",
- "global health",
- "gi anni",
- "u aap",
- "s lum",
- "consci ously",
- "ab re",
- "n up",
- "bud get",
- "v ada",
- "e sch",
- "real ness",
- "er ased",
- "th unt",
- "be z",
- "armist ice",
- "ðŁij ¹",
- "sh run",
- "o led",
- "driver less",
- "ðŁ¤· ðŁı»âĢįâĻĢï¸ı",
- "won dr",
- "sk an",
- "sal aam",
- "mother land",
- "h wang",
- "gen o",
- "gang nam",
- "tw right",
- "endor sing",
- "en ic",
- "ador ation",
- "pau sed",
- "patric ks",
- "do cked",
- "plat te",
- "ff xv",
- "ethnic ity",
- "auto show",
- "side show",
- "after life",
- "re located",
- "orphan ed",
- "food network",
- "dare to",
- "and ra",
- "sla ps",
- "v live",
- "swim s",
- "re imagined",
- "mist le",
- "re vise",
- "real ity",
- "bhar ti",
- "ðŁĴĻ ðŁĴĽ",
- "late st",
- "prou dest",
- "gra sses",
- "lan yard",
- "fresh est",
- "carcin oma",
- "anom aly",
- "zieg ler",
- "sum ner",
- "ly rix",
- "gor g",
- "is d",
- "av el",
- "swild life",
- "me squ",
- "john cena",
- "euro league",
- "sab er",
- "master ful",
- "yar ra",
- "cogn ition",
- "jacob son",
- "abo lic",
- "sir loin",
- "shuk la",
- "moj ito",
- "su pere",
- "st weet",
- "me z",
- "e sa",
- "rudol f",
- "gur a",
- "where you",
- "tt m",
- "win s",
- "trust worthy",
- "ny k",
- "bra den",
- "table top",
- "good food",
- "es on",
- "be k",
- "lingui stic",
- "gra ys",
- "ch ath",
- "h cs",
- "mon i",
- "de ans",
- "cu ssions",
- "ch ell",
- "slo ws",
- "he mi",
- "d app",
- "shar pie",
- "boo sters",
- "a os",
- "str ack",
- "se dona",
- "mu eller",
- "hard wick",
- "or nate",
- "thor a",
- "sal ud",
- "o twol",
- "ch um",
- "mi ho",
- "for age",
- "thel ittle",
- "tear ful",
- "ones elf",
- "min dy",
- "sm g",
- "gmb h",
- "emer ald",
- "ðŁĶ´ âļªï¸ı",
- "tu tti",
- "recep tions",
- "re vising",
- "i brox",
- "tope ka",
- "sal ami",
- "expan se",
- "i books",
- "dob son",
- "cli o",
- "at s",
- "ðŁļ Į",
- "mo ha",
- "is ance",
- "shu tters",
- "moo t",
- "jan ine",
- "marvel comics",
- "jor dani",
- "pos er",
- "kenne th",
- "hy ung",
- "de ja",
- "ase ball",
- "speci ality",
- "eu ston",
- "classic car",
- "had ith",
- "ðŁIJ ī",
- "chas ing",
- "iz o",
- "gros ven",
- "ag lia",
- "thisdayin history",
- "t row",
- "om ile",
- "hu ar",
- "by n",
- "sal ine",
- "div ine",
- "demon ic",
- "ty ran",
- "han dover",
- "revit alization",
- "pa ella",
- "cryp tic",
- "se dg",
- "m end",
- "dun kirk",
- "bre d",
- "wal d",
- "sport scar",
- "a ard",
- "whe aton",
- "da ener",
- "k lan",
- "br t",
- "bakhta war",
- "spi res",
- "schu bert",
- "ro ti",
- "poli sh",
- "o se",
- "ag ame",
- "wonder con",
- "prote stant",
- "bo sa",
- "ðŁĺ Ł",
- "d ü",
- "joy ride",
- "ger trude",
- "âĿ Ŀ",
- "gil a",
- "v h",
- "tw a",
- "tra v",
- "swal lowed",
- "star ve",
- "la in",
- "ent ren",
- "rei ki",
- "su kh",
- "cra ic",
- "az u",
- "web page",
- "kee fe",
- "hypo the",
- "hir sch",
- "hel le",
- "camp ground",
- "w amy",
- "tra vi",
- "sha hi",
- "san deep",
- "ru i",
- "han uman",
- "dw p",
- "reposit ory",
- "no or",
- "no ff",
- "un real",
- "p ell",
- "black history",
- "har vick",
- "ma scar",
- "pay ee",
- "pa sha",
- "gastron omy",
- "d ÃŃ",
- "ai g",
- "rosen thal",
- "open day",
- "embelli shed",
- "t tip",
- "sun bathing",
- "go pack",
- "end ome",
- "ï¸ı #",
- "invali d",
- "final four",
- "st fu",
- "squish y",
- "ra sta",
- "mo sch",
- "jam esc",
- "die trich",
- "sel a",
- "mel b",
- "el vi",
- "t dp",
- "sun i",
- "sli t",
- "j ha",
- "bi za",
- "spi ked",
- "l li",
- "l illard",
- "vam pi",
- "syno psis",
- "az har",
- "kendrick lamar",
- "ĮãĤĬãģ ŁãģĦ",
- "heart less",
- "country file",
- "air play",
- "arrog ance",
- "pre e",
- "virtu oso",
- "ãħłãħł ãħłãħł",
- "raj u",
- "le bu",
- "for ward",
- "tu g",
- "dro s",
- "mondaymotiv aton",
- "concep cion",
- "thel o",
- "pad i",
- "looo ol",
- "ÑĢ од",
- "it ss",
- "eth ical",
- "end uro",
- "__ :",
- "expend iture",
- "mon ste",
- "mas king",
- "terri ers",
- "ib is",
- "e mber",
- "cu mple",
- "punctu ation",
- "pi per",
- "ir vin",
- "ade e",
- "yy yyyy",
- "flash backs",
- "cel sius",
- "don nie",
- "bo gota",
- "ben evol",
- "the script",
- "shil pa",
- "pro se",
- "fin dia",
- "ze ke",
- "ne ko",
- "do ves",
- "blues lyrix",
- "fro sh",
- "sowe to",
- "mp lo",
- "al ai",
- "sab i",
- "raq qa",
- "wf tv",
- "stro ller",
- "ian somerhalder",
- "ðŁĶ ª",
- "an on",
- "mo seley",
- "! ?!?",
- "sta king",
- "mol y",
- "car tri",
- "c sg",
- "ast or",
- "transc end",
- "ma er",
- "de ux",
- "cow girl",
- "sas k",
- "pun ter",
- "ma ken",
- "o ates",
- "love tt",
- "grow ler",
- "sag in",
- "v n",
- "ssi ble",
- "officeof rg",
- "y mc",
- "sab ar",
- "faul ty",
- "ap ha",
- "ak on",
- "ðŁij «",
- "snow don",
- "ae w",
- "raise the",
- "ðĿ ĵ",
- "grue some",
- "clement ine",
- "sp ing",
- "lat a",
- "worlden viron",
- "mi mic",
- "can aria",
- "bakhtawar bz",
- "ao a",
- "fal a",
- "ãĤ Ń",
- "avi va",
- "you uuu",
- "thi gh",
- "la dders",
- "gu mbo",
- "tz ky",
- "fu zz",
- "plastic pollution",
- "est ate",
- "strength ened",
- "k ant",
- "dr in",
- "cal vert",
- "transform ational",
- "frigh tened",
- "mac lean",
- "elited angerous",
- "ear thy",
- "t son",
- "to da",
- "j nu",
- ".. ,",
- "mic hal",
- "i ban",
- "je ong",
- "is real",
- "sim coe",
- "exclu sives",
- "blue bells",
- "ben e",
- "te u",
- "pil sner",
- "pens ke",
- "athe ists",
- "m pu",
- "cartag ena",
- "ðŁĴĹ ðŁĴĹ",
- "million aires",
- "kk kk",
- "it ar",
- "subscri ptions",
- "remo te",
- "ma fi",
- "hin ton",
- "w cc",
- "ho k",
- "ds b",
- "ab leton",
- "sevent y",
- "pun ks",
- "e indhoven",
- "sh one",
- "mcfar lane",
- "lim popo",
- "empha si",
- "Ã ¼",
- "sin fo",
- "pe tre",
- "man grove",
- "ch ino",
- "ber tie",
- "play lists",
- "push awards",
- "p af",
- "deb bie",
- "c do",
- "r ino",
- "ðŁı¾ âĢįâĻĤï¸ı",
- "fol ke",
- "bon nar",
- "th ine",
- "sl an",
- "hal ter",
- "evi e",
- "aw some",
- "vul tures",
- "spar ky",
- "seiz ures",
- "âľ Ķ",
- "ram one",
- "ine ffe",
- "al n",
- "pro ctor",
- "ast ra",
- "the voice",
- "gro te",
- "sci on",
- "dead line",
- "am aya",
- "tain ted",
- "patter ned",
- "exce eding",
- "cross fit",
- "kay lee",
- "drop box",
- "ru shes",
- "tack led",
- "mo by",
- "retro gamer",
- "n cbd",
- "benef itting",
- "shay kh",
- "guild hall",
- "gen try",
- "dream cast",
- "dread ed",
- "bun dled",
- "th aw",
- "revol ving",
- "n pt",
- "kylie jenner",
- "imagin ative",
- "ron i",
- "over came",
- "family time",
- "ds burg",
- "car naval",
- "relation ship",
- "recogni zable",
- "cor oner",
- "ho le",
- "fan fic",
- "emir ates",
- "bur ritos",
- "analy se",
- "thin ner",
- "ne es",
- "galli poli",
- "bl r",
- "cat woman",
- "-- >>",
- "au lt",
- "ada ily",
- "nau ghty",
- "ili o",
- "solit aire",
- "mtv br",
- "jocel yn",
- "arun ach",
- "rep ent",
- "south gate",
- "hy acin",
- "essenti al",
- "fent on",
- "and um",
- "it or",
- "go pal",
- "sl inger",
- "po sei",
- "aw il",
- "wi elding",
- "ra ila",
- "eli as",
- "a sto",
- "Ã ¤",
- "tend ency",
- "str ata",
- "ker t",
- "< -",
- "im acele",
- "da es",
- "sti mulus",
- "han ley",
- "fit nes",
- "ec stasy",
- "lim ous",
- "ha iling",
- "ðŁ¤ Ń",
- "chis wick",
- "tar ies",
- "sla v",
- "pul i",
- "moderni zation",
- "black mail",
- "b ingham",
- "h fx",
- "+ +",
- "ðŁĩ®ðŁĩ ³",
- "ni v",
- "we a",
- "profess or",
- "k off",
- "bol ster",
- "su ave",
- "sequ ences",
- "pepper oni",
- "not te",
- "dre n",
- "ãģ¨ ç¹ĭãģ",
- "hs v",
- "o ga",
- "ap tly",
- "z ad",
- "excel si",
- "rin ka",
- "mol dova",
- "min n",
- "ma bel",
- "conferen cing",
- "bas ing",
- "of er",
- "ob si",
- "hamill himself",
- "care less",
- "brief ed",
- "inhe rent",
- "par ish",
- "dub nation",
- "town sville",
- "sar awak",
- "gee ky",
- "doncaster isgreat",
- "was abi",
- "gu p",
- "phen o",
- "dra inthe",
- "carrie underwood",
- "ble eds",
- "bbc world",
- "ane w",
- "alta f",
- "dul wich",
- "ani ston",
- "w ti",
- "sumat ra",
- "gra fton",
- "bl n",
- "me ster",
- "bode ga",
- "re go",
- "es q",
- "an jo",
- "sump tuous",
- "mai sie",
- "ï¿ ½",
- "wil t",
- "jak ob",
- "el vis",
- "se pul",
- "mu ster",
- "air pollution",
- "president e",
- "happy monday",
- "exten sively",
- "fl ondon",
- "t ls",
- "play ing",
- "pe ed",
- "din ho",
- "var dy",
- "pi ka",
- "n iro",
- "au cus",
- "ðŁį ¦",
- "nu ll",
- "el ondon",
- "juvent us",
- "imag ines",
- "dis ab",
- "lit o",
- "d ura",
- "work places",
- "promo te",
- "mc caf",
- "wood work",
- "waw x",
- "à® ª",
- "tt ino",
- "shar i",
- "sem per",
- "better together",
- "ðŁijĬ ðŁı»",
- "ze bra",
- "pon dering",
- "en chil",
- "ho m",
- "cosm ic",
- "tan z",
- "mo cked",
- "ec cc",
- "ath ed",
- "abo lish",
- "prop eller",
- "paris agreement",
- "assemb lies",
- "indu stry",
- "fraudul ent",
- "pe sa",
- "chang min",
- "ax x",
- "ðŁĴ µ",
- "irr ational",
- "cu sa",
- "ramad han",
- "octa via",
- "on elove",
- "jac ki",
- "bar ak",
- "taxi der",
- "seri ous",
- "nathan fillion",
- "mc en",
- "ch k",
- "po part",
- "grav ity",
- "copp ola",
- "reading fc",
- "illu sions",
- "j ig",
- "ww x",
- "re sh",
- "ex porting",
- "buzz ard",
- "âĻ ¤",
- "p cm",
- "lan apar",
- "ko s",
- "arom as",
- "antal ya",
- "ww dc",
- "ven a",
- "phil a",
- "ball in",
- "ðŁij Ħ",
- "quin ta",
- "ma o",
- "f ery",
- "eigh ty",
- "sentim ents",
- "safe guarding",
- "r wa",
- "pu ffs",
- "luc ille",
- "de cath",
- "sl u",
- "nu gent",
- "de ter",
- "braz il",
- "ze iss",
- "super bowl",
- "subsi dy",
- "alter n",
- "hi dalgo",
- "enz ymes",
- "ä ½",
- "tag ne",
- "hair dresser",
- "adri en",
- "walk out",
- "oppo ses",
- "can tina",
- "bed side",
- "af an",
- "ðŁĶ Ĺ",
- "prophe tic",
- "dan es",
- "un successful",
- "super charged",
- "pk k",
- "exem ption",
- "hart le",
- "secu lar",
- "cli pping",
- "br s",
- "united way",
- "c net",
- "pat chy",
- "ha gan",
- "e en",
- "âļ ľ",
- "var a",
- "sym pathi",
- "never trump",
- "affir mation",
- "om f",
- "ny cfc",
- "ma ja",
- "sur ro",
- "keer th",
- "up scale",
- "sandal wood",
- "mon archy",
- "kno bs",
- "å ĭ",
- "po tholes",
- "hunger games",
- "ter races",
- "na sir",
- "coun sell",
- "welcome to",
- "wa q",
- "se aman",
- "m ita",
- "stun ningly",
- "on theroad",
- "in ability",
- ") !!",
- "bon go",
- "ant v",
- "sp ut",
- "worldenviron mentday",
- "resu sc",
- "y td",
- "fi m",
- "eun hyuk",
- "sa chin",
- "rose anne",
- "cler mont",
- "ape c",
- "am ina",
- "v ening",
- "n antes",
- "al most",
- "sin us",
- "ex as",
- "ty l",
- "ti en",
- "ple ad",
- "lanc s",
- "bur naby",
- "re k",
- "jo om",
- "observ ers",
- "disco graphy",
- "cl g",
- "âĻ ¦",
- "sn ack",
- "r ti",
- "o ily",
- "crystal li",
- "bru te",
- "web development",
- "topp ings",
- "la f",
- "an is",
- "ad der",
- "reli ving",
- "car lin",
- "battle of",
- "we g",
- "syri an",
- "pon t",
- "n dc",
- "lagh ate",
- "yu ma",
- "sp p",
- "p iti",
- "ro bbing",
- "mart ing",
- "rey kja",
- "raj put",
- "nc ds",
- "kie wicz",
- "âĢ¢ âĢ¢",
- "vam pire",
- "substan tially",
- "opio ids",
- "nepal i",
- "k line",
- "ar oo",
- "under stand",
- "lit t",
- "u it",
- "thro mbo",
- "sar ies",
- "qu ot",
- "b alling",
- "t tr",
- "s gh",
- "philip p",
- "br ant",
- "ac l",
- "m ello",
- "whit taker",
- ". ;",
- "defi ant",
- "b gc",
- "repl ying",
- "mir ren",
- "metamor pho",
- "sch wab",
- "bul ge",
- "utili zed",
- "pick ering",
- "par don",
- "d sa",
- "ภĪ",
- "doo ley",
- "cumul ative",
- "Ð »",
- "ur gency",
- "e mir",
- "+ /-",
- "¦ Ī",
- "ot as",
- "âı ³",
- "station ed",
- "grape vine",
- "ar ac",
- "karan johar",
- "f ancy",
- "sau l",
- "coo gs",
- "lgbt q",
- "ا٠ħ",
- "jav i",
- "u mmer",
- "pl l",
- "den is",
- "dai pur",
- "pu ffin",
- "lewi sham",
- "fand om",
- "co pe",
- "ves matter",
- "s ve",
- "hel pless",
- "deo dor",
- "ostr ich",
- "kaz an",
- "friday the",
- "con dor",
- "v x",
- "sophom ores",
- "rob les",
- "cu tt",
- "cli mbers",
- "ë¦ ¬",
- "sle g",
- "sn f",
- "mac ys",
- "hydr ating",
- "grou pe",
- "po yn",
- "mou lin",
- "hg tv",
- "lmfa ooo",
- "sulph ur",
- "asdfghj kl",
- "annab elle",
- "hump back",
- "bra ved",
- "viswas am",
- "multi purpose",
- "hu midi",
- "escor ted",
- "barb ican",
- "f ad",
- "cor sa",
- "ðŁ¤ «",
- "pi ppa",
- "here to",
- "can y",
- "ser gi",
- "or cas",
- "o vie",
- "ed ou",
- "s any",
- "glob alization",
- "man cini",
- "food truck",
- "f is",
- "defi brill",
- "sch re",
- "sma fia",
- "love wins",
- "la ut",
- "k aka",
- "hol lande",
- "game on",
- "resurg ence",
- "out side",
- "olympi ad",
- "int an",
- "abstr action",
- "rapi d",
- "pal om",
- "cal le",
- "jas min",
- "attack ers",
- "swag g",
- "mit ra",
- "ky lo",
- "à® ²",
- "her mitage",
- "gor do",
- "e ira",
- "so sfam",
- "roll out",
- "exc ite",
- "sy nod",
- "mer rill",
- "c als",
- "as sa",
- "liveli hoods",
- "ju ve",
- "the black",
- "gopack go",
- "ant lers",
- "alban ian",
- "wool ly",
- "qu iche",
- "puri fication",
- "are th",
- "smar thome",
- "ne k",
- "all blacks",
- "mex icans",
- "is m",
- "ger ms",
- "comple xion",
- "mar ck",
- "u shi",
- "ðŁIJ IJ",
- "char l",
- "ca stic",
- "till erson",
- "giuli ani",
- "biode gradable",
- "mal bec",
- "bo is",
- "ju bil",
- "im es",
- "r ame",
- "gene tic",
- "esp nu",
- "ch ley",
- "so ho",
- "go pher",
- "g sc",
- "buu ren",
- "cu be",
- "bridesma ids",
- "webin ars",
- "to e",
- "mani pur",
- "viol ently",
- "notic ias",
- "ex changing",
- "chi ev",
- "replac eable",
- "muay thai",
- "bu ss",
- "sp il",
- "instal ment",
- "div ya",
- "cait lin",
- "o lim",
- "fil tering",
- "whirl wind",
- "sta red",
- "prior it",
- "pr am",
- "pompe ii",
- "mono logue",
- "k ite",
- "bu ka",
- "âĢ¦ ..",
- "vac cine",
- "bre ro",
- "woz ni",
- "sol ent",
- "re ferr",
- "my rt",
- "gridi ron",
- "galatasar ay",
- "fro ze",
- "clare mont",
- "ðŁ¥ ĥ",
- "victori as",
- "ssel dorf",
- "pa stures",
- "net neutrality",
- "ch or",
- "ðŁij ģ",
- "ಠ¿",
- "we ho",
- "symp tom",
- "jo sel",
- "in ous",
- "dragon con",
- "power ball",
- "p te",
- "four thofjuly",
- "ec la",
- "ear buds",
- "where abouts",
- "salt life",
- "depriv ation",
- "ch ter",
- "wi ggle",
- "syste m",
- "ps st",
- "ch az",
- "d any",
- "ri mo",
- "oax aca",
- "lanapar rilla",
- "barcel on",
- "melanch oly",
- "way back",
- "ho tro",
- "n si",
- "l illy",
- "kur o",
- "ja han",
- "intellec t",
- "board game",
- "ðŁı Ĭ",
- "sneak peek",
- "k prc",
- "jail s",
- "cand el",
- "zan zi",
- "mor timer",
- "star ch",
- "ra gs",
- "p fa",
- "long live",
- "k art",
- "gir ona",
- "cro cker",
- "christop h",
- "precau tions",
- "war ship",
- "per m",
- "paren t",
- "van gogh",
- "gif ford",
- "allegh eny",
- "ra yn",
- "ut m",
- "sten cil",
- "rec alling",
- "pen ney",
- "z azzle",
- "ìĥ Ŀ",
- "hin ds",
- "aren as",
- "nu ev",
- "law ler",
- "gu in",
- "do this",
- "ðŁij ķ",
- "ì¶ķ íķĺ",
- "we g",
- "ti b",
- "ri din",
- "complex es",
- "turbul ent",
- "pe sos",
- "de marcus",
- "vall arta",
- "sam sun",
- "kis ses",
- "hein rich",
- "deport es",
- "wil ms",
- "ur d",
- "then ext",
- "inki gayo",
- "ho wi",
- "fir sts",
- "carri age",
- "clean liness",
- "mas war",
- "is ch",
- "ax el",
- "si zzle",
- "road house",
- "fr ans",
- "ent ourage",
- "co bble",
- "boo th",
- "benedic t",
- "tal on",
- "fc u",
- "year ofthe",
- "ray on",
- "raider nation",
- "fo yle",
- "ko val",
- "pi anos",
- "l pg",
- "bur mese",
- "man ure",
- "geo caching",
- "cosc ino",
- "b np",
- "fer ra",
- "stro phy",
- "mar ais",
- "ce es",
- "legen dof",
- "kat niss",
- "eno ch",
- "av ed",
- "you know",
- "d prk",
- "ðŁĺ¢ ðŁĺ¢",
- "sp un",
- "pro st",
- "sor rows",
- "cent red",
- "ke a",
- "gal icia",
- "? ðŁ¤Ķ",
- "ÑĢод а",
- "bou chard",
- "ðŁĴĻ ðŁĴľ",
- "yu i",
- "seed lings",
- "jon ah",
- "reco vers",
- "ny rd",
- "board room",
- "su ma",
- "my japs",
- "tun g",
- "sha i",
- "ir gc",
- "eli o",
- "wag ons",
- "ka shi",
- "polic emen",
- "john nie",
- "ale coscino",
- "shop ify",
- "dot ted",
- "de tri",
- "va w",
- "to fficial",
- "in your",
- "chal mers",
- "trac ed",
- "no vi",
- "by es",
- "ari el",
- "nipp on",
- "la pel",
- "gri ez",
- "b gs",
- "fool ing",
- "d ita",
- "vijay sethu",
- "nm wx",
- "as ot",
- "kr anti",
- "hel m",
- "ve di",
- "sic kest",
- "mo chi",
- "k abo",
- "shru bs",
- "he red",
- "b sp",
- "sq m",
- "ham r",
- "dul kar",
- "anth a",
- "nr f",
- "avoid ance",
- "at en",
- "publi x",
- "be arers",
- "nas i",
- "ha p",
- "h ells",
- "ðŁĸ ¥",
- "ภ·",
- "thelast jedi",
- "oh wx",
- "ðŁį «",
- "wa hoo",
- "there se",
- "rec aps",
- "ss nhq",
- "bird photography",
- "v ay",
- "pet ti",
- "pau lo",
- "bel vedere",
- "( *",
- "gr l",
- "du vet",
- "c pec",
- "sa it",
- "por sch",
- "meas urable",
- "avi ators",
- "fre mantle",
- "bre en",
- "on om",
- "me and",
- "life saving",
- "eu ref",
- "en don",
- "embar as",
- "aira sia",
- "el is",
- "dun kin",
- "star magic",
- "s ill",
- "porto bello",
- "ki efer",
- "ex e",
- "mu ted",
- "ãģ ¦",
- "we thepeople",
- "logi a",
- "liber al",
- "theforce awakens",
- "min ed",
- "haun ts",
- "freck les",
- "care taker",
- "s india",
- "âķ IJ",
- "dev lin",
- "list on",
- "direction er",
- "oh n",
- "fi garo",
- "em manuel",
- "du bois",
- "cl ones",
- "bru ise",
- "ðŁİĪ ðŁİī",
- "disin fe",
- "der matology",
- "as r",
- "s watch",
- "dis comfort",
- "tam anna",
- "pi day",
- "mack en",
- "k atic",
- "delu sional",
- "shaw nee",
- "gu d",
- "al bino",
- "p ali",
- "din gh",
- "cucu mbers",
- "coffe y",
- "anticip ating",
- "treas ured",
- "web summit",
- "shel tered",
- "sav or",
- "pedago gy",
- "m gs",
- "sh ma",
- "s bu",
- "den ali",
- "cam pos",
- "bubble gum",
- "o ir",
- "le aps",
- "y ler",
- "r one",
- "sansk rit",
- "min t",
- "meat less",
- "futuri st",
- "du de",
- "a vel",
- "prote sted",
- "squ ire",
- "z aki",
- "sz n",
- "har court",
- "cycl one",
- "bour dain",
- "gather ings",
- "d ant",
- "advent urer",
- "parag on",
- "alt man",
- "dd ing",
- "ban erjee",
- "snorkel ing",
- "mother well",
- "mis sy",
- "en der",
- "glo ws",
- "ki wis",
- "chick pea",
- "por o",
- "e fron",
- "app t",
- "u y",
- "speci fied",
- "gab by",
- "e strada",
- "com bos",
- "bour bon",
- "vin i",
- "var un",
- "steph ani",
- "key words",
- "car vings",
- "amit abh",
- "wr ought",
- "tw al",
- "re els",
- "clu bbing",
- "ubi quit",
- "cri t",
- "ambed kar",
- "æ Ļ",
- "prun ing",
- "vaccin ated",
- "boe ing",
- "s ks",
- "lo ona",
- "hypno sis",
- "edel man",
- "pho l",
- "he w",
- "colo sse",
- "mckin sey",
- "u on",
- "to te",
- "sacrific ing",
- "ox i",
- "n ang",
- "e mu",
- "пÑĢи ÑĢода",
- "m th",
- "kers wednesday",
- "argu ed",
- "timel apse",
- "ris king",
- "regul ating",
- "ni gh",
- "likeli hood",
- "cu bic",
- "au ction",
- "rein for",
- "pi stor",
- "no ses",
- "ye l",
- "snu ggles",
- "pe i",
- "jean ette",
- "ta ku",
- "ri th",
- "guy z",
- "ภŀ",
- "y te",
- "ver ted",
- "pay soff",
- "jau regui",
- "hoo ligans",
- "procedu ral",
- "mi b",
- "har dy",
- "el eng",
- "chec kers",
- "all ine",
- "the met",
- "prou dof",
- "keerth yofficial",
- "collabor ator",
- "ni u",
- "infl icted",
- "adv ani",
- "re twee",
- "memor iam",
- "f icial",
- "ti ghter",
- "sal em",
- "re viewers",
- "br ics",
- "ben digo",
- "am ell",
- "tur kish",
- "sush maswar",
- "paul son",
- "pal awan",
- "mol lie",
- "stitch er",
- "s burgh",
- "ir u",
- "hay dn",
- "en ers",
- "aro a",
- "u zzi",
- "saraj evo",
- "hel a",
- "apol lo",
- "nine ty",
- "vac a",
- "sp on",
- "vent u",
- "jel ena",
- "hei fer",
- "avo ids",
- "sp ine",
- "pri ze",
- "mar ist",
- "re creating",
- "me de",
- "woo den",
- "find lay",
- "ro fl",
- "n di",
- "compreh end",
- "yu go",
- "y ü",
- "to work",
- "u fos",
- "son ar",
- "pi ston",
- "recor ding",
- "tent ative",
- "art forsale",
- "pel lets",
- "fre do",
- "ÙĪ ر",
- "mu ses",
- "custom ization",
- "pro found",
- "is ner",
- "ide ally",
- "si am",
- "plan kton",
- "cm dr",
- "man ger",
- "fran ken",
- "customiz able",
- "ठ®",
- "walk away",
- "swi vel",
- "vast ly",
- "no ton",
- "lex a",
- "ex moor",
- "z as",
- "tan te",
- "reduc tions",
- "lol ly",
- "hip sters",
- "benef ited",
- "ë ²",
- "ww www",
- "mascul ine",
- "fi ji",
- "dre y",
- "ph ill",
- "ane ous",
- "nic ol",
- "men dez",
- "disapp ro",
- "ch ner",
- "through s",
- "shen mue",
- "east man",
- "ðŁIJ İ",
- "yu ck",
- "under tale",
- "re ys",
- "go beavs",
- "eng en",
- "c na",
- "mer r",
- "bir k",
- "ãģ¨ç¹ĭãģ ĮãĤĬãģŁãģĦ",
- "âĥ£ @",
- "yn na",
- "ste ed",
- "offen der",
- "at um",
- "vani shing",
- "presi denti",
- "love them",
- "g nocchi",
- "fri ggin",
- "per il",
- "mad hya",
- "ag ne",
- "dee jay",
- "mar nock",
- "m tb",
- "fold able",
- "@ ___",
- "stand re",
- "bron x",
- "bow ski",
- "fin ite",
- "cro ckett",
- "b sf",
- "ge tit",
- "seren awilliams",
- "mir o",
- "ignati us",
- "sla y",
- "rin se",
- "fon due",
- "sel dom",
- "s more",
- "gan i",
- "dy ce",
- "dmit ry",
- "cru mb",
- "late post",
- "pri mark",
- "oh ana",
- "flor als",
- "do a",
- "remembrance day",
- "d ds",
- "azi one",
- "toon ami",
- "air port",
- "æĿ ±",
- "th ad",
- "fi st",
- "dine sh",
- "dr who",
- "ad words",
- "admi rer",
- "pro je",
- "kyrgy z",
- "à «",
- "manife station",
- "le wan",
- "j ic",
- "thi bau",
- "le ased",
- "van ity",
- "nouri shed",
- "never theless",
- "aug mente",
- "fu elled",
- "che ad",
- "wil shere",
- "ru di",
- "p z",
- "my co",
- "mor ro",
- "herbali fe",
- "hardro ck",
- "de man",
- "dre ality",
- "sp ades",
- "ce vic",
- "bha i",
- "bar on",
- "ultimat efan",
- "hou news",
- "to bi",
- "stru t",
- "ke el",
- "affili ation",
- "the masters",
- "sm al",
- "hu e",
- "este ban",
- "con v",
- "om nic",
- "datab ases",
- "co v",
- "ter ti",
- "st g",
- "snoop dogg",
- "metab ol",
- "leth bridge",
- "ðŁı» âĢįâĻĢï¸ı",
- "year ling",
- "residente vil",
- "nws l",
- "iy aki",
- "griez mann",
- "c ous",
- "ðŁĵĿ :",
- "tor ian",
- "sam i",
- "ðŁĶ¥ðŁĶ¥ ðŁĶ¥ðŁĶ¥ðŁĶ¥",
- "g are",
- "alli ances",
- "whit field",
- "we ther",
- "refin ing",
- "coy i",
- "kra ken",
- "ðŁĺĺ âĿ¤",
- "singul arity",
- "lil i",
- "h ns",
- "bol dand",
- "waw rinka",
- "misogy ny",
- "lo vers",
- "c q",
- "b dg",
- "ad ona",
- "gar ter",
- "women of",
- "sc d",
- "recogn ising",
- "mun a",
- "str ou",
- "sign alling",
- "lare do",
- "hell boy",
- "alek sand",
- "un available",
- "pedi atric",
- "as in",
- "mer ia",
- "ri shi",
- "futuri sm",
- "w ye",
- "polari zed",
- "e we",
- "pro pel",
- "in forms",
- "cre ase",
- "~ \"",
- "arti ston",
- "like for",
- "heidel berg",
- "er ra",
- "life in",
- "len ny",
- "inter rupt",
- "cohe rent",
- "ca z",
- "vick ers",
- "le veled",
- "f bs",
- "cab ins",
- "bu mmed",
- "apost les",
- "we h",
- "ten don",
- "souven irs",
- "infu ri",
- "pier ce",
- "asse t",
- "m las",
- "go th",
- "di ggin",
- "ann as",
- "yl or",
- "th waite",
- "sw el",
- "pan era",
- "mur derers",
- "croo ked",
- "bs go",
- "ac u",
- "a on",
- "re an",
- "one of",
- "ko hl",
- "bloo dh",
- "pest icide",
- "lost dog",
- "fle xing",
- "ëĤ ĺ",
- "su pra",
- "eter nally",
- "ðŁļ Ļ",
- "pa olo",
- "ol an",
- "mom o",
- "is elle",
- "captain marvel",
- "s lou",
- "mistak enly",
- "akhi lesh",
- "mer t",
- "il inan",
- "bu on",
- "bal kan",
- "mir ro",
- "mill en",
- "der ail",
- "dam on",
- "tit i",
- "bi os",
- "re don",
- "pic ard",
- "par te",
- "ðŁ¤ Ł",
- "Ø º",
- "son ics",
- "fir sth",
- "dd c",
- "veg ans",
- "tur ban",
- "ni gan",
- "lot tie",
- "lyn don",
- "star buck",
- "pink floyd",
- "life styles",
- "am ara",
- "a she",
- "r sc",
- "val a",
- "sm er",
- "cw gc",
- "cli ent",
- "buen as",
- "jag an",
- "coo ps",
- "ðŁijij ðŁijij",
- "speci alizes",
- "snag ged",
- "g lar",
- "ben net",
- "wildlife wednesday",
- "bow den",
- "pi k",
- "art in",
- "empor ium",
- "ar l",
- "re ba",
- "pas ser",
- "disappo ints",
- "additi ve",
- "âľĬ ðŁı½",
- "bay er",
- "missou la",
- "ha skell",
- "comm ences",
- "ni x",
- "ne man",
- "explo ited",
- "plastic surgery",
- "cc d",
- "aso cial",
- "vo t",
- "sie gel",
- "fro ome",
- "kap am",
- "far a",
- "e ha",
- "pro bes",
- "mw f",
- "meet ing",
- "p bb",
- "ak ins",
- "mistle toe",
- "kingdom hearts",
- "for kids",
- "ec r",
- "bal e",
- "escor ts",
- "adidas originals",
- "k wa",
- "k ts",
- "hallo ffame",
- "ðŁĺį .",
- "wag s",
- "pot ted",
- "o wing",
- "honey comb",
- "he fty",
- "uro logy",
- "mer le",
- "b pd",
- "stri pping",
- "re ich",
- "k state",
- "gu ay",
- "yon ge",
- "shak ti",
- "g loom",
- "bat t",
- "son om",
- "n ery",
- "el ba",
- "blan ks",
- "hel le",
- "triple ts",
- "bom bay",
- "ak arta",
- "ab ia",
- "transm itted",
- "rol f",
- "ja is",
- "angular js",
- "fi erc",
- "m ss",
- "trac e",
- "ॠĩ",
- "tom bs",
- "old man",
- "kom bucha",
- "fo l",
- "e health",
- "cere als",
- "are lli",
- "in ari",
- "ðŁĴ ©",
- "wo l",
- "liber ties",
- "fa wn",
- "af firm",
- "nun avut",
- "hyster ical",
- "k drama",
- "art es",
- "âĢ¢âĢ¢âĢ¢âĢ¢ âĢ¢âĢ¢âĢ¢âĢ¢",
- "valent in",
- "man slaughter",
- "gal es",
- "eo in",
- "energi zed",
- "del s",
- "with draws",
- "st les",
- "sar castic",
- "ram esh",
- "incredi bles",
- "lock hart",
- "ya wn",
- "ultimatefan live",
- "oooooooo oooooooo",
- "mu en",
- "guru dev",
- "te er",
- "pe eling",
- "new snow",
- "lingui stics",
- "direc tv",
- "ag end",
- "uni lever",
- "ru ger",
- "han dedly",
- "ero se",
- "li mel",
- "the c",
- "royal ties",
- "fini shers",
- "nr g",
- "m gt",
- "fid get",
- "com ps",
- "bac on",
- "aggre ssively",
- "ab it",
- "ch â",
- "tar de",
- "slu gger",
- "q anda",
- "gre ening",
- "d ats",
- "ensla ved",
- "spec tor",
- "o ye",
- "fre ef",
- "b hand",
- "stop brexit",
- "mis conceptions",
- "cav a",
- "ðŁĺįðŁĺįðŁĺįðŁĺį ðŁĺįðŁĺįðŁĺįðŁĺį",
- "multit asking",
- "hou sel",
- "ferre ira",
- "cen time",
- "ank les",
- "jo dh",
- "hel ly",
- "fro me",
- "out tuesday",
- "nar nia",
- "bal aji",
- "l bloggers",
- "jyo ti",
- "ðŁį ĩ",
- "lan cia",
- "cap ri",
- "y ap",
- "nat ash",
- "down fall",
- ".\" âĢĶ",
- "Ã ®",
- "ligam ent",
- "coat ings",
- "ai ded",
- "hi ko",
- "fall ing",
- "encryp ted",
- "yeg food",
- "infringe ment",
- "cu di",
- "ce p",
- "ðŁĺį ðŁĺĤ",
- "tra d",
- "super rugby",
- "ed win",
- "wh iche",
- "vi meo",
- "lay ne",
- "in vigor",
- "he he",
- "dubrov nik",
- "bie ber",
- "u tr",
- "sham an",
- "op ers",
- "ham ill",
- "en ig",
- "di f",
- "ar um",
- "scrap book",
- "min h",
- "diver gence",
- "mckin non",
- "life time",
- "guter res",
- "wil le",
- "ple as",
- "patt y",
- "mic ron",
- "k z",
- "dom aine",
- "ru sher",
- "m ds",
- "ches ney",
- "screw driver",
- "âģ© ,",
- "sle dge",
- "hau er",
- "chan a",
- "stam ina",
- "sprink ler",
- "pl n",
- "he ff",
- "bol ton",
- "om on",
- "car rington",
- "accor dion",
- "jor ge",
- "inter ception",
- "in puts",
- "gu ll",
- "tran scription",
- "vanu atu",
- "it ical",
- "eth os",
- "tic h",
- "spac ey",
- "pee king",
- "u mi",
- "ha ger",
- "psycho tic",
- "illi an",
- "illi a",
- "bonnar oo",
- "an ese",
- "pu c",
- "laghate parth",
- "en hall",
- "econom ical",
- "dre dge",
- "% -",
- "u we",
- "tu bular",
- "scoun cil",
- "pe asants",
- "fl er",
- "tumb ler",
- "he p",
- "ford ham",
- "row ley",
- "initi als",
- "ev asion",
- "er nation",
- "plu gins",
- "coch ran",
- "c attle",
- "acid ity",
- "ðŁİĬ ðŁİī",
- "re grann",
- "jump man",
- "ef ace",
- "x ma",
- "patri archy",
- "esco bar",
- "cristi an",
- "tip ton",
- "nu eva",
- "hack ney",
- "back seat",
- "kill arney",
- "aid an",
- "sta dion",
- "simul taneous",
- "ida ho",
- "a je",
- "u th",
- "figu re",
- "clo s",
- "bur k",
- "volun tar",
- "rec ite",
- "macfar lane",
- "cur few",
- "bou do",
- "w gn",
- "sti x",
- "sla p",
- "scrat ched",
- "philli p",
- "jour ne",
- "ex pelled",
- "wa z",
- "u ke",
- "tati ana",
- "ou e",
- "ho pp",
- "dimit ri",
- "ðŁĵ £",
- "mato logist",
- "electri fying",
- "blu ffs",
- "bill smafia",
- "az cardinals",
- "y aa",
- "x mas",
- "shar a",
- "r ith",
- "g ills",
- "dre s",
- "bar ton",
- "authori zation",
- "imperi alism",
- "home of",
- "to do",
- "foot path",
- "band width",
- "visit spain",
- "moh sin",
- "erup ted",
- "mi ki",
- "insig nia",
- "mike l",
- "ss h",
- "ger a",
- "bank holiday",
- "aw an",
- "t weak",
- "star craft",
- "e al",
- "construc tion",
- "skelet ons",
- "le ep",
- "ine m",
- "bar clay",
- "ship wreck",
- "monsi eur",
- "yo h",
- "ron t",
- "form ative",
- "ser o",
- "le p",
- "horse man",
- "hoo sier",
- "haz mat",
- "cylin ders",
- "cen ti",
- "ðŁĴ¥ðŁĴ¥ ðŁĴ¥",
- "re em",
- "na ire",
- "mus ically",
- "gras shopper",
- "est onian",
- "termin ology",
- "ro main",
- "blogger rt",
- "tox in",
- "stan ce",
- "cultiv ated",
- "an ast",
- "ðŁIJ į",
- "shi mano",
- "go pher",
- "ene i",
- "recycla ble",
- "gam ification",
- "fight for",
- "c q",
- "avoc ados",
- "ke ys",
- "eli ke",
- "gly cer",
- "shak ur",
- "mobili zation",
- "gal ley",
- "expla in",
- "ex changed",
- "pe th",
- "obe dience",
- "illa ge",
- "en nis",
- "ãĥ ŀ",
- "wi v",
- "walla bies",
- "ma ar",
- "ig ers",
- "fin tech",
- "fin alized",
- "wo j",
- "meaning less",
- "in field",
- "onna ise",
- "e et",
- "bron te",
- "pass ages",
- "ðŁij §",
- "strick land",
- "northern lights",
- "lom ond",
- "h tc",
- "wr ay",
- "shi fter",
- "di alog",
- "ðŁį į",
- ">> >>>>",
- "te atime",
- "ste ch",
- "sic huan",
- "qu ill",
- "fran ca",
- "comple mentary",
- "bar rington",
- "marcu s",
- "mal am",
- "goo oo",
- "for sa",
- "elec tra",
- "af s",
- "âĹ Ĩ",
- "tri fe",
- "sn azzy",
- "fo lia",
- "and olan",
- "after dark",
- "wood son",
- "stra de",
- "litt lest",
- "o gun",
- "con wy",
- "co wards",
- "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤðŁĺĤ",
- "íĬ ¸",
- "se ul",
- "mur phy",
- "dun ks",
- "kapil shar",
- "jo achim",
- "wom ack",
- "equal ity",
- "aver ages",
- "a ine",
- "ðŁ¦ Ī",
- "tac ular",
- "dis ability",
- "u ked",
- "mid century",
- "bar thol",
- "teas ers",
- "tab ern",
- "nj caa",
- "sp out",
- "op i",
- "ku bball",
- "bl om",
- "so ar",
- "popu lism",
- "meth yl",
- "ðŁijĬ ðŁı¼",
- "o spre",
- "alo ils",
- "ðŁĵ ĸ",
- "ðŁĮ ļ",
- "x er",
- "sp illing",
- "publ ica",
- "car dam",
- "adi sh",
- "sa cha",
- "p kg",
- "bu da",
- "lyric ist",
- "i bc",
- "gru mp",
- "ho ver",
- "hal ep",
- "anti body",
- "anem one",
- "âĻ¥âĻ¥ âĻ¥âĻ¥",
- "m cl",
- "litho graph",
- "cc u",
- "s fest",
- "path ic",
- "calli ster",
- "otta wa",
- "gun sn",
- "rut ger",
- "hali but",
- "en vision",
- "differenti ate",
- "ðŁļĢ ðŁļĢ",
- "pir an",
- "lat el",
- "uc n",
- "trou bad",
- "ra ine",
- "fierc ely",
- "learn english",
- "lea se",
- "wex mondays",
- "em it",
- "dray ton",
- "bur rell",
- "scuba diving",
- "hol ler",
- "dr u",
- "clo cked",
- "w ral",
- "ap ro",
- "trans lucent",
- "w bo",
- "patri arch",
- "mo ja",
- "lan nister",
- "fish ery",
- "ne derland",
- "mil dly",
- "mi rai",
- "ma ko",
- "ja p",
- "ðŁĺ©ðŁĺ© ðŁĺ©",
- "pro statec",
- "p anna",
- "ar ama",
- "under taking",
- "tomp kins",
- "ne op",
- "soli ds",
- "sav oury",
- "e ames",
- "cut lery",
- "wood bridge",
- "steam er",
- "ri zzo",
- "wild cat",
- "rat na",
- "lamin ated",
- "kin eni",
- "jal ap",
- "ai des",
- "acknowle dges",
- "?! ?!?!",
- "! ðŁİī",
- "w afc",
- "mag gio",
- "ha ves",
- "dar je",
- "of i",
- "gr il",
- "v asi",
- "bru x",
- "mo hd",
- "fake speare",
- "arn old",
- "r mb",
- "for be",
- "wal leye",
- "ro di",
- "therapeu tics",
- "strate gi",
- "ob ste",
- "mu dder",
- "download able",
- "dd ings",
- "d ca",
- "asi angames",
- "campe on",
- "appropri ation",
- "th century",
- "ram atta",
- "dra ped",
- "bul lion",
- "mu c",
- "one x",
- "se greg",
- "ophel ia",
- "bod ily",
- "âĿ¤ ðŁĺį",
- "wi zar",
- "te ased",
- "ade my",
- "to id",
- "sur a",
- "lazar us",
- "sn ickers",
- "ma se",
- "lo h",
- "bow ed",
- "bibli o",
- "x change",
- "har lan",
- "gho shal",
- "flavor ful",
- "bha gat",
- "alle z",
- "whiche ver",
- "ten stein",
- "disc er",
- "organ iser",
- "mt g",
- "dream liner",
- "t se",
- "hok kaido",
- "mo k",
- "indulg ent",
- "hick man",
- "blin ded",
- "al yn",
- "aaa ah",
- "sp ool",
- "lough borough",
- "inter pret",
- "et v",
- "aristo tle",
- "optimi zing",
- "avici i",
- "madu rai",
- "ju li",
- "naw az",
- "mat chups",
- "ab ide",
- "paint ing",
- "w elling",
- "vel i",
- "octag on",
- "in scribed",
- "po king",
- "plac er",
- "life cycle",
- "kili g",
- "g sp",
- "eli ves",
- "cle ments",
- "na sheed",
- "me sut",
- "incarcer ated",
- "dist illed",
- "wal ang",
- "delic acy",
- "del gado",
- "che z",
- "ch ita",
- "ad ero",
- "tu x",
- "pati l",
- "o do",
- "abh cosmetics",
- "tv c",
- "p bc",
- "in accurate",
- "hardwork paysoff",
- "ball er",
- "quot ation",
- "merchandi sing",
- "ga stri",
- "defen ses",
- "dro gba",
- "bex hill",
- "ban kno",
- "win ona",
- "si eg",
- "p gs",
- "hahah ha",
- "agu chi",
- "su bram",
- "mirac le",
- "de sch",
- "li bre",
- "ba cher",
- "ent ine",
- "bbcra di",
- "lou dest",
- "r ps",
- "pi erc",
- "fr yer",
- "storm trooper",
- "rafael nadal",
- "pas co",
- "exhau stion",
- "epic onetsy",
- "rc tid",
- "kel lie",
- "ga ines",
- "d bz",
- "sm riti",
- "s bridge",
- "lim ited",
- "cla w",
- "technic al",
- "bio graphical",
- "ado red",
- "ภ°",
- "exclu de",
- "ac adia",
- "key boards",
- "fur man",
- "so ca",
- "sur u",
- "ni ps",
- "sw aps",
- "server less",
- "run e",
- "pu ffy",
- "north ampton",
- "nish ings",
- "hen der",
- "cartri dges",
- "gun shot",
- "ðŁĵ ¹",
- "fil ament",
- "respon dents",
- "pey ton",
- "mountaine er",
- "mer ging",
- "life span",
- "intimid ation",
- "p afc",
- "nl wx",
- "expan sive",
- "pur r",
- "f ck",
- "ca e",
- "at ti",
- "tele thon",
- "so hn",
- "mend el",
- "lo pes",
- "dor i",
- "un broken",
- "te red",
- "tast ings",
- "in active",
- "disin tegr",
- "t assel",
- "share the",
- "pi ano",
- "is lay",
- "air space",
- "z awa",
- "ricci ardo",
- "ming ton",
- "fresh er",
- "cur ry",
- "re vs",
- "pharo ah",
- "h mv",
- "exhilar ating",
- "wh oo",
- "lin kin",
- "kri spy",
- "competen cy",
- "ste wards",
- "ne bu",
- "kat su",
- "ad mins",
- "baz ar",
- "as ar",
- "giving back",
- "s summit",
- "song z",
- "lin us",
- "raj kumar",
- "farm ington",
- "fanta sia",
- "ðŁĺ´ ðŁĺ´",
- "so bri",
- "lis se",
- "barry more",
- "pri sm",
- "blo b",
- "sen ew",
- "mono xide",
- "exp ire",
- "eigh teen",
- "di pper",
- "xi ao",
- "kil t",
- "hin ch",
- "bbc sport",
- "bam boo",
- "p ter",
- "ex al",
- "ðŁ¦ ĭ",
- "ham lin",
- "expe ditions",
- "star gazing",
- "food security",
- "wy lie",
- "ul f",
- "st ingly",
- "on storm",
- "lo eb",
- "bro ome",
- "bn ha",
- "pancre atic",
- "eli ve",
- "!!!!!!!! !!!",
- "ther apper",
- "ortho pedic",
- "avengers endgame",
- "antit rust",
- "ìļ °",
- "go te",
- "om d",
- "off side",
- "gy llen",
- "win eries",
- "white water",
- "ad l",
- "lu pita",
- "exce eds",
- "consi sted",
- "chew bacca",
- "ash leigh",
- "nhl jets",
- "is san",
- "sh ld",
- "hay at",
- "cran berries",
- "ðŁ¤ĺ ðŁı½",
- "rock the",
- "spring training",
- "fall out",
- "dairy free",
- "wa j",
- "un decided",
- "so wn",
- "rc n",
- "north wales",
- "htt r",
- "fu mble",
- "d its",
- "comp elled",
- "popu list",
- "min ted",
- "blan chett",
- ". ''",
- "pro pulsion",
- "m illa",
- "au berg",
- "her tz",
- "h ta",
- "u daipur",
- "serendip ity",
- "azte cs",
- "als ace",
- "ðŁIJ ij",
- "lu n",
- "sho es",
- "char li",
- "gar za",
- "ðŁĴ Ł",
- "pro biotics",
- "fox tv",
- "ol is",
- "mi ff",
- "loc alized",
- "diffu ser",
- "si gue",
- "fun ko",
- "rend ous",
- "ðŁĴ ij",
- "jeky ll"
- ]
- }
-}
\ No newline at end of file
diff --git a/model/config/clip/tokenizer_config.json b/model/config/clip/tokenizer_config.json
deleted file mode 100644
index ab0ca294e9ef2a950015496bc13b84e1bb462b09..0000000000000000000000000000000000000000
--- a/model/config/clip/tokenizer_config.json
+++ /dev/null
@@ -1 +0,0 @@
-{"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
deleted file mode 100644
index 182766ce89b439768edadda342519f33802f5364..0000000000000000000000000000000000000000
--- a/model/config/clip/vocab.json
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diff --git a/model/config/config_demo.json b/model/config/config_demo.json
deleted file mode 100644
index 395acb0169c2425a5a7ea6636c8e476515c34edc..0000000000000000000000000000000000000000
--- a/model/config/config_demo.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
- "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
deleted file mode 100644
index a05c6462a4f1622e2859c812e63af4a99047424f..0000000000000000000000000000000000000000
Binary files a/model/data_process/__pycache__/demo_data_process.cpython-39.pyc and /dev/null differ
diff --git a/model/data_process/demo_data_process.py b/model/data_process/demo_data_process.py
deleted file mode 100644
index 95506436390d2ae844b0635dfd36835132afa21b..0000000000000000000000000000000000000000
--- a/model/data_process/demo_data_process.py
+++ /dev/null
@@ -1,95 +0,0 @@
-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, meta_tensor_dict = 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, meta_tensor_dict = 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
- ori_shape = np.swapaxes(ct_voxel_ndarray, -1, -3).shape[1:]
-
- # transform
- item = transform(item)
- item_zoom_out = zoom_out_transform(item)
- item['zoom_out_image'] = item_zoom_out['image']
- item['ori_shape'] = ori_shape
-
- item_z = z_transform(item)
- item['z_image'] = item_z['image']
- item['meta'] = meta_tensor_dict
- return item
diff --git a/model/inference_cpu.py b/model/inference_cpu.py
deleted file mode 100644
index 74a5c219fcd36bbb77f29d4acce4fe8fd5d5c82e..0000000000000000000000000000000000000000
--- a/model/inference_cpu.py
+++ /dev/null
@@ -1,172 +0,0 @@
-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 = resize_transform(logits)[0]
- return (torch.sigmoid(logits_resize) > 0.5).int().numpy(), (torch.sigmoid(logits) > 0.5).int().numpy()
-
diff --git a/model/inference_demo.py b/model/inference_demo.py
deleted file mode 100644
index f6f6b1378d071126b4bee0cf455f72999f320a0f..0000000000000000000000000000000000000000
--- a/model/inference_demo.py
+++ /dev/null
@@ -1,219 +0,0 @@
-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
deleted file mode 100644
index 603f150a29e54dae2059a78cd684d8a6bcbd5f53..0000000000000000000000000000000000000000
Binary files a/model/network/__pycache__/model.cpython-39.pyc and /dev/null differ
diff --git a/model/network/model.py b/model/network/model.py
deleted file mode 100644
index fc655f151bf4cf5406662b8857b66d3261b5a054..0000000000000000000000000000000000000000
--- a/model/network/model.py
+++ /dev/null
@@ -1,91 +0,0 @@
-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
deleted file mode 100644
index d805dfa77c934074bdab1b6d3eb4aaba44c2c8ae..0000000000000000000000000000000000000000
--- a/model/script/inference_demo.sh
+++ /dev/null
@@ -1,8 +0,0 @@
-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
deleted file mode 100644
index 5885de4ddb055c14582a75cd7f3314b7027e8213..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/.ipynb_checkpoints/build_sam-checkpoint.py
+++ /dev/null
@@ -1,172 +0,0 @@
-# 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
deleted file mode 100644
index 073ec3592234ed09afa0d3170156fb4fee56c3fe..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/__init__.py
+++ /dev/null
@@ -1,12 +0,0 @@
-# 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
diff --git a/model/segment_anything_volumetric/__pycache__/__init__.cpython-310.pyc b/model/segment_anything_volumetric/__pycache__/__init__.cpython-310.pyc
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diff --git a/model/segment_anything_volumetric/automatic_mask_generator.py b/model/segment_anything_volumetric/automatic_mask_generator.py
deleted file mode 100644
index d5a8c969207f119feff7087f94e044403acdff00..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/automatic_mask_generator.py
+++ /dev/null
@@ -1,372 +0,0 @@
-# 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
deleted file mode 100644
index d0d4e98f55ed78cd551ed9a67a7a3de358c79374..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/build_sam.py
+++ /dev/null
@@ -1,111 +0,0 @@
-# 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
deleted file mode 100644
index f0df343e823f87c2914b3940a60003e839a1d580..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/modeling/.ipynb_checkpoints/image_encoder_swin-checkpoint.py
+++ /dev/null
@@ -1,709 +0,0 @@
-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://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://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://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://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://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://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://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://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://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
deleted file mode 100644
index bc95b970ea18e427835a592046a3daf4fe2be567..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/modeling/.ipynb_checkpoints/prompt_encoder-checkpoint.py
+++ /dev/null
@@ -1,232 +0,0 @@
-# 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
deleted file mode 100644
index 38e906243d898d7fc071c0fe218338c5cace3ea1..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/modeling/__init__.py
+++ /dev/null
@@ -1,11 +0,0 @@
-# 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
deleted file mode 100644
index 2bf15236a3eb24d8526073bc4fa2b274cccb3f96..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/modeling/common.py
+++ /dev/null
@@ -1,43 +0,0 @@
-# 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
deleted file mode 100644
index 6e8436b55225c7b406849d4b2a69860998939ef4..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/modeling/image_encoder.py
+++ /dev/null
@@ -1,404 +0,0 @@
-# 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
deleted file mode 100644
index f0df343e823f87c2914b3940a60003e839a1d580..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/modeling/image_encoder_swin.py
+++ /dev/null
@@ -1,709 +0,0 @@
-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://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://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://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://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://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://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://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://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://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
deleted file mode 100644
index f9fc60905f1c51a83aff51a90df4fc4bf5d644d1..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/modeling/mask_decoder.py
+++ /dev/null
@@ -1,217 +0,0 @@
-# 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
deleted file mode 100644
index a0acdfe8af845923b7ecf2a3f93e8f1b60a94f13..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/modeling/prompt_encoder.py
+++ /dev/null
@@ -1,232 +0,0 @@
-# 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
deleted file mode 100644
index acdc4e537f2332c490087c3775a0b9d3f85aa927..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/modeling/sam.py
+++ /dev/null
@@ -1,175 +0,0 @@
-# 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
deleted file mode 100644
index 692d04146dfc3bb215b252026e0a7be60d7c0c22..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/modeling/transformer.py
+++ /dev/null
@@ -1,240 +0,0 @@
-# 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
deleted file mode 100644
index 821293589605b0aec9606c7882210c51f00d1aed..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/predictor.py
+++ /dev/null
@@ -1,269 +0,0 @@
-# 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
deleted file mode 100644
index 5277f46157403e47fd830fc519144b97ef69d4ae..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/utils/__init__.py
+++ /dev/null
@@ -1,5 +0,0 @@
-# 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
deleted file mode 100644
index be064071ef399fea96c673ad173689656c23534a..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/utils/amg.py
+++ /dev/null
@@ -1,346 +0,0 @@
-# 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
deleted file mode 100644
index 3196bdf4b782e6eeb3da4ad66ef3c7b1741535fe..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/utils/onnx.py
+++ /dev/null
@@ -1,144 +0,0 @@
-# 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
deleted file mode 100644
index 4738cc59439a4e83a22e93e1ae21d734feac9003..0000000000000000000000000000000000000000
--- a/model/segment_anything_volumetric/utils/transforms.py
+++ /dev/null
@@ -1,101 +0,0 @@
-# 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
deleted file mode 100644
index 7ad6bad4d2167df6c230b05e8362bc2e99c53c6b..0000000000000000000000000000000000000000
Binary files a/model/utils/__pycache__/monai_inferers_utils.cpython-39.pyc and /dev/null differ
diff --git a/model/utils/__pycache__/visualize.cpython-39.pyc b/model/utils/__pycache__/visualize.cpython-39.pyc
deleted file mode 100644
index c68aca6c8451677815a9060f727cbde0e94eca94..0000000000000000000000000000000000000000
Binary files a/model/utils/__pycache__/visualize.cpython-39.pyc and /dev/null differ
diff --git a/model/utils/monai_inferers_utils.py b/model/utils/monai_inferers_utils.py
deleted file mode 100644
index eb2c0ef96e81819f3ee68570495033065d0948bb..0000000000000000000000000000000000000000
--- a/model/utils/monai_inferers_utils.py
+++ /dev/null
@@ -1,467 +0,0 @@
-# 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 and not st.session_state.enforce_zoom:
- 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
deleted file mode 100644
index a4a6342665225e39886eaea5513a648273629420..0000000000000000000000000000000000000000
--- a/model/utils/visualize.py
+++ /dev/null
@@ -1,91 +0,0 @@
-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
deleted file mode 100644
index c39f907d83334ea652f54c7015d6f20fb922655a..0000000000000000000000000000000000000000
--- a/requirements.txt
+++ /dev/null
@@ -1,144 +0,0 @@
-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
deleted file mode 100644
index 44b471dd31c6263136c481d6249e745c839917f4..0000000000000000000000000000000000000000
--- a/utils.py
+++ /dev/null
@@ -1,130 +0,0 @@
-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, st.session_state.preds_3D_ori = 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