From 3a79a95d6846a9203afc7626b20e243c3e9a35ac Mon Sep 17 00:00:00 2001 From: smthem <2102561739@qq.com> Date: Sat, 5 Apr 2025 17:01:08 +0800 Subject: [PATCH] init --- 250327.json | 214 - README.md | 33 +- TRELLIS_node.py | 147 +- __init__.py | 3 +- app.py | 89 +- assets/example.png | Bin 0 -> 369427 bytes batch_example.png | Bin 319413 -> 0 bytes clip/config.json | 171 + clip/merges.txt | 48895 ++++++++ clip/preprocessor_config.json | 19 + clip/special_tokens_map.json | 1 + clip/tokenizer.json | 98393 ++++++++++++++++ clip/tokenizer_config.json | 34 + clip/vocab.json | 1 + .../slat_flow_img_dit_L_64l8p2_fp16.json | 102 + .../slat_flow_txt_dit_B_64l8p2_fp16.json | 101 + .../slat_flow_txt_dit_L_64l8p2_fp16.json | 101 + .../slat_flow_txt_dit_XL_64l8p2_fp16.json | 101 + .../ss_flow_img_dit_L_16l8_fp16.json | 70 + .../ss_flow_txt_dit_B_16l8_fp16.json | 69 + .../ss_flow_txt_dit_L_16l8_fp16.json | 69 + .../ss_flow_txt_dit_XL_16l8_fp16.json | 70 + .../slat_vae_dec_mesh_swin8_B_64l8_fp16.json | 73 + .../slat_vae_dec_rf_swin8_B_64l8_fp16.json | 71 + ...slat_vae_enc_dec_gs_swin8_B_64l8_fp16.json | 105 + configs/vae/ss_vae_conv3d_16l8_fp16.json | 65 + example.py | 54 - example1220.png | Bin 372998 -> 0 bytes exmaple.png | Bin 307860 -> 0 bytes trellis/datasets/__init__.py | 58 + trellis/datasets/components.py | 137 + trellis/datasets/sparse_feat2render.py | 134 + trellis/datasets/sparse_structure.py | 107 + trellis/datasets/sparse_structure_latent.py | 189 + trellis/datasets/structured_latent.py | 218 + trellis/datasets/structured_latent2render.py | 160 + trellis/models/__init__.py | 32 +- trellis/models/sparse_elastic_mixin.py | 24 + trellis/models/structured_latent_flow.py | 86 +- .../models/structured_latent_vae/__init__.py | 8 +- .../structured_latent_vae/decoder_gs.py | 9 + .../structured_latent_vae/decoder_mesh.py | 9 + .../structured_latent_vae/decoder_rf.py | 9 + .../models/structured_latent_vae/encoder.py | 8 + trellis/pipelines/__init__.py | 2 +- trellis/pipelines/base.py | 10 +- trellis/pipelines/samplers/flow_euler.py | 2 + trellis/pipelines/trellis_text_to_3d.py | 302 + trellis/representations/octree/octree_dfs.py | 21 +- trellis/trainers/__init__.py | 63 + trellis/trainers/base.py | 451 + trellis/trainers/basic.py | 438 + .../trainers/flow_matching/flow_matching.py | 353 + .../mixins/classifier_free_guidance.py | 59 + .../flow_matching/mixins/image_conditioned.py | 93 + .../flow_matching/mixins/text_conditioned.py | 68 + .../flow_matching/sparse_flow_matching.py | 286 + trellis/trainers/utils.py | 77 + trellis/trainers/vae/sparse_structure_vae.py | 130 + .../vae/structured_latent_vae_gaussian.py | 275 + .../vae/structured_latent_vae_mesh_dec.py | 382 + .../vae/structured_latent_vae_rf_dec.py | 223 + trellis/utils/data_utils.py | 226 + trellis/utils/dist_utils.py | 93 + trellis/utils/elastic_utils.py | 228 + trellis/utils/grad_clip_utils.py | 81 + trellis/utils/loss_utils.py | 92 + trellis/utils/render_utils.py | 60 +- utils.py | 32 + 69 files changed, 153846 insertions(+), 440 deletions(-) delete mode 100644 250327.json create mode 100644 assets/example.png delete mode 100644 batch_example.png create mode 100644 clip/config.json create mode 100644 clip/merges.txt create mode 100644 clip/preprocessor_config.json create mode 100644 clip/special_tokens_map.json create mode 100644 clip/tokenizer.json create mode 100644 clip/tokenizer_config.json create mode 100644 clip/vocab.json create mode 100644 configs/generation/slat_flow_img_dit_L_64l8p2_fp16.json create mode 100644 configs/generation/slat_flow_txt_dit_B_64l8p2_fp16.json create mode 100644 configs/generation/slat_flow_txt_dit_L_64l8p2_fp16.json create mode 100644 configs/generation/slat_flow_txt_dit_XL_64l8p2_fp16.json create mode 100644 configs/generation/ss_flow_img_dit_L_16l8_fp16.json create mode 100644 configs/generation/ss_flow_txt_dit_B_16l8_fp16.json create mode 100644 configs/generation/ss_flow_txt_dit_L_16l8_fp16.json create mode 100644 configs/generation/ss_flow_txt_dit_XL_16l8_fp16.json create mode 100644 configs/vae/slat_vae_dec_mesh_swin8_B_64l8_fp16.json create mode 100644 configs/vae/slat_vae_dec_rf_swin8_B_64l8_fp16.json create mode 100644 configs/vae/slat_vae_enc_dec_gs_swin8_B_64l8_fp16.json create mode 100644 configs/vae/ss_vae_conv3d_16l8_fp16.json delete mode 100644 example.py delete mode 100644 example1220.png delete mode 100644 exmaple.png create mode 100644 trellis/datasets/__init__.py create mode 100644 trellis/datasets/components.py create mode 100644 trellis/datasets/sparse_feat2render.py create mode 100644 trellis/datasets/sparse_structure.py create mode 100644 trellis/datasets/sparse_structure_latent.py create mode 100644 trellis/datasets/structured_latent.py create mode 100644 trellis/datasets/structured_latent2render.py create mode 100644 trellis/models/sparse_elastic_mixin.py create mode 100644 trellis/pipelines/trellis_text_to_3d.py create mode 100644 trellis/trainers/__init__.py create mode 100644 trellis/trainers/base.py create mode 100644 trellis/trainers/basic.py create mode 100644 trellis/trainers/flow_matching/flow_matching.py create mode 100644 trellis/trainers/flow_matching/mixins/classifier_free_guidance.py create mode 100644 trellis/trainers/flow_matching/mixins/image_conditioned.py create mode 100644 trellis/trainers/flow_matching/mixins/text_conditioned.py create mode 100644 trellis/trainers/flow_matching/sparse_flow_matching.py create mode 100644 trellis/trainers/utils.py create mode 100644 trellis/trainers/vae/sparse_structure_vae.py create mode 100644 trellis/trainers/vae/structured_latent_vae_gaussian.py create mode 100644 trellis/trainers/vae/structured_latent_vae_mesh_dec.py create mode 100644 trellis/trainers/vae/structured_latent_vae_rf_dec.py create mode 100644 trellis/utils/data_utils.py create mode 100644 trellis/utils/dist_utils.py create mode 100644 trellis/utils/elastic_utils.py create mode 100644 trellis/utils/grad_clip_utils.py create mode 100644 trellis/utils/loss_utils.py diff --git a/250327.json b/250327.json deleted file mode 100644 index 83c2b90..0000000 --- a/250327.json +++ /dev/null @@ -1,214 +0,0 @@ -{ - "last_node_id": 14, - "last_link_id": 13, - "nodes": [ - { - "id": 10, - "type": "Trellis_LoadModel", - "pos": [ - 604.9623413085938, - 480.64385986328125 - ], - "size": [ - 315, - 130 - ], - "flags": {}, - "order": 0, - "mode": 0, - "inputs": [], - "outputs": [ - { - "name": "model", - "type": "MODEL_TRELLIS", - "links": [ - 10 - ], - "slot_index": 0 - } - ], - "properties": { - "Node name for S&R": "Trellis_LoadModel" - }, - "widgets_values": [ - "F:/test/ComfyUI/models/diffusers/JeffreyXiang/TRELLIS-image-large", - "dinov2_vitl14_reg4_pretrain.pth", - "xformers", - "auto" - ] - }, - { - "id": 12, - "type": "LoadImage", - "pos": [ - 583.5416870117188, - 89.96366119384766 - ], - "size": [ - 315, - 314 - ], - "flags": {}, - "order": 1, - "mode": 0, - "inputs": [], - "outputs": [ - { - "name": "IMAGE", - "type": "IMAGE", - "links": [ - 11 - ] - }, - { - "name": "MASK", - "type": "MASK", - "links": null - } - ], - "properties": { - "Node name for S&R": "LoadImage" - }, - "widgets_values": [ - "image (1).png", - "image" - ] - }, - { - "id": 11, - "type": "Trellis_Sampler", - "pos": [ - 974.942138671875, - 181.10565185546875 - ], - "size": [ - 315, - 438 - ], - "flags": {}, - "order": 2, - "mode": 0, - "inputs": [ - { - "name": "image", - "type": "IMAGE", - "link": 11 - }, - { - "name": "model", - "type": "MODEL_TRELLIS", - "link": 10 - } - ], - "outputs": [ - { - "name": "model_path", - "type": "STRING", - "links": [ - 13 - ], - "slot_index": 0 - } - ], - "properties": { - "Node name for S&R": "Trellis_Sampler" - }, - "widgets_values": [ - 581394181, - "randomize", - 7.5, - 12, - 3, - 12, - false, - 512, - 0.95, - "fast", - false, - "multidiffusion", - false, - false, - false, - false - ] - }, - { - "id": 14, - "type": "ShowText|pysssss", - "pos": [ - 1379.2635498046875, - 272.084228515625 - ], - "size": [ - 315, - 76 - ], - "flags": {}, - "order": 3, - "mode": 0, - "inputs": [ - { - "name": "text", - "type": "STRING", - "link": 13, - "widget": { - "name": "text" - } - } - ], - "outputs": [ - { - "name": "STRING", - "type": "STRING", - "links": null, - "shape": 6 - } - ], - "properties": { - "Node name for S&R": "ShowText|pysssss" - }, - "widgets_values": [ - "", - "F:\\ComfyUI311\\ComfyUI\\output/fb690810-7fe2-40ea-981d-baadd7c5e581_0.glb" - ] - } - ], - "links": [ - [ - 10, - 10, - 0, - 11, - 1, - "MODEL_TRELLIS" - ], - [ - 11, - 12, - 0, - 11, - 0, - "IMAGE" - ], - [ - 13, - 11, - 0, - 14, - 0, - "STRING" - ] - ], - "groups": [], - "config": {}, - "extra": { - "ds": { - "scale": 1, - "offset": [ - -184.26351062065908, - 40.35328013119408 - ] - } - }, - "version": 0.4 -} \ No newline at end of file diff --git a/README.md b/README.md index 64d9d61..3ad585f 100644 --- a/README.md +++ b/README.md @@ -5,8 +5,9 @@ --- -# Update -* 2025/03/27 kaolin support torch2.6 now; +# Update 2025/04/5 +* support txt to 3D and meshto3D +* kaolin support torch2.6 now; # 1. Installation @@ -19,8 +20,8 @@ git clone https://github.com/smthemex/ComfyUI_TRELLIS.git --- # 2. Requirements -本插件的测试环境是python3.11，torch2.5.1 cu124... -The testing environment for this node is Python 3.11, torch2.5.1 cu124... +本插件的测试环境是python3.11，torch2.6 cu126... +The testing environment for this node is Python 3.11, torch2.6 cu126... ``` pip install -r requirements.txt @@ -113,33 +114,23 @@ if pre download ,fill local path in repo like this: x:/your/path/JeffreyXiang/TR | ├── ss_flow_img_dit_L_16l8_fp16.json | ├── ss_flow_img_dit_L_16l8_fp16.safetensors ``` -* 3.2 dinov2 -因为官方的代码每次加载dinov2都要连GitHub，所以我改成了离线版的，需要下载dinov2模型，[地址](https://dl.fbaipublicfiles.com/dinov2/dinov2_vitl14/dinov2_vitl14_reg4_pretrain.pth) -模型放在comfyUI/models/dinov2目录下 +* 3.2 dinov2 and clip +因为官方的代码每次加载dinov2都要连GitHub，所以我改成了离线版的，需要下载dinov2模型，[地址](https://dl.fbaipublicfiles.com/dinov2/dinov2_vitl14/dinov2_vitl14_reg4_pretrain.pth) ,clip是常规的openai/clip-vit-large-patch14 模型，也为方便大陆用户改成了离线版 +模型放在comfyUI/models/dinov2和clip目录下 ``` ├── ComfyUI/models/dinov2 | ├── dinov2_vitl14_reg4_pretrain.pth +├── ComfyUI/models/clip +| ├── clip_l.safetensors ``` --- # 4 Example - -![](https://github.com/smthemex/ComfyUI_TRELLIS/blob/main/example1220.png) -![](https://github.com/smthemex/ComfyUI_TRELLIS/blob/main/exmaple.png) -![](https://github.com/smthemex/ComfyUI_TRELLIS/blob/main/batch_example.png -) +* img to 3D or txt to 3D +![](https://github.com/smthemex/ComfyUI_TRELLIS/blob/main/assets.png) -**previous update** -* 根据TRELLIS的更新，新增三视参考图渲染模式（示例图为实际效果，此模式速度更快）和高斯保存按钮，针对三视参考图新增图片加载节点（内置正方形裁切),三视图模式开启multi_image生效，否则是常规的单图模式（会输出三个结果）； -* 如果你输入的图片不是纯色背景，建议开启preprocess_image以获得最好的效果。（此次更新也修复了加载RGBA图片可能导致的变形错误）； -* 使用 [here](https://github.com/smthemex/ComfyUI_TRELLIS/issues/6) @planb788 方法，我制作了python3.11，torch2.5.1 cu124.的便携包，可以在[Google dirver](https://drive.google.com/file/d/174StpwP3D1qSD0RuhM1XwTene-5VMiL4/view?usp=drive_link) 或者 [夸克网盘](https://pan.quark.cn/s/8e07717bdff7)下载，注意，即便是便携包，也是需要配置VS和python的系统变量路径的； -* 增加批量渲染功能，注意过多图片可能会OOM； -* According to TRELLIS' update, a three view reference image rendering mode (the example image is the actual effect, which is faster) and a Gaussian save button have been added. For the three view reference image, a new image loading node (with built-in square cropping) has been added,Enabling multi_image in three view mode takes effect, otherwise it will be in regular single image mode (outputting three results); -* If the image you input is not a solid color background, it is recommended to enable 'preprocess_image' for the best effect. (This update also fixes deformation errors that may occur when loading RGBA images); -* Use [here](https://github.com/smthemex/ComfyUI_TRELLIS/issues/6) , I have created a portable package for ‘Python 3.11, Torch 2.5.1, and CU124’ using the @planb788 method, which can be found on [Google dirver](https://drive.google.com/file/d/174StpwP3D1qSD0RuhM1XwTene-5VMiL4/view?usp=drive_link) Or [夸克网盘](https://pan.quark.cn/s/8e07717bdff7) Download, note that even portable packages require configuring the system variable paths for VS and Python; -* Add batch rendering function, be aware that too many images may cause OOM # 5 Citation diff --git a/TRELLIS_node.py b/TRELLIS_node.py index 2f2451d..c093a7b 100644 --- a/TRELLIS_node.py +++ b/TRELLIS_node.py @@ -1,12 +1,15 @@ # !/usr/bin/env python + # -*- coding: UTF-8 -*- import numpy as np import gc import os import torch import uuid -from .app import image_to_3d -from .trellis.pipelines import TrellisImageTo3DPipeline + + +from .app import image_to_3d,prepare_output +from .trellis.pipelines import TrellisImageTo3DPipeline,TrellisTextTo3DPipeline from .utils import glb2obj_,obj2fbx_,tensor2imglist,pre_img import folder_paths @@ -32,7 +35,7 @@ class Trellis_LoadModel: return { "required": { "repo": ("STRING", {"default": "JeffreyXiang/TRELLIS-image-large"}), - "dino": (["none"] + folder_paths.get_filename_list("dinov2"),), + "dino_clip": (["none"] + folder_paths.get_filename_list("dinov2")+folder_paths.get_filename_list("clip"),), "attn_backend":(["xformers","flash-attn"],), "spconv_algo":(["auto","flash-native"],), } @@ -43,7 +46,7 @@ class Trellis_LoadModel: FUNCTION = "main_loader" CATEGORY = "Trellis" - def main_loader(self, repo,dino,attn_backend,spconv_algo): + def main_loader(self, repo,dino_clip,attn_backend,spconv_algo): if attn_backend=="xformers": os.environ['ATTN_BACKEND'] = 'xformers' else: @@ -52,17 +55,33 @@ class Trellis_LoadModel: os.environ['SPCONV_ALGO'] = 'auto' else: os.environ['SPCONV_ALGO'] = 'native' - - if dino=="none": - raise "need choice dinov2 checkpoint" - - TrellisImageTo3DPipeline.dino=folder_paths.get_full_path("dinov2", dino) - TrellisImageTo3DPipeline.dino_moudel=os.path.join(current_path,"facebookresearch/dinov2") if repo: - model=TrellisImageTo3DPipeline.from_pretrained(repo) + infer_mode="txt" if "text" in repo else "img" else: raise "need fill repo" - return (model,) + + if dino_clip=="none" : + raise "image mode need choice dinov2 or clip checkpoint" + + if dino_clip!="none" : + if infer_mode=="img": + TrellisImageTo3DPipeline.dino=folder_paths.get_full_path("dinov2", dino_clip) + TrellisImageTo3DPipeline.dino_moudel=os.path.join(current_path,"facebookresearch/dinov2") + else: + TrellisTextTo3DPipeline.clip=folder_paths.get_full_path("clip", dino_clip) + TrellisTextTo3DPipeline.clip_moudel=os.path.join(current_path,"clip") + + + if repo: + infer_mode="txt" if "text" in repo else "img" + if infer_mode=="img": + model=TrellisImageTo3DPipeline.from_pretrained(repo) + else: + model=TrellisTextTo3DPipeline.from_pretrained(repo) + + + + return ({"model": model,"infer_mode":infer_mode},) class Trellis_Sampler: @@ -71,8 +90,9 @@ class Trellis_Sampler: return { "required": { - "image": ("IMAGE",), # [B,H,W,C], C=3 "model": ("MODEL_TRELLIS",), + "prompt": ("STRING", {"multiline": True,"default":"Rugged, metallic texture with orange and white paint finish, suggesting a durable, industrial feel."}), + "mesh_path": ("STRING", {"default":"",}), "seed": ("INT", {"default": 0, "min": 0, "max": MAX_SEED}), "cfg": ("FLOAT", {"default": 7.5, "min": 0.0, "max": 10.0, "step": 0.1, "round": 0.01}), "steps": ("INT", {"default": 12, "min": 1, "max": 50}), @@ -87,8 +107,10 @@ class Trellis_Sampler: "gaussians2ply": ("BOOLEAN", {"default": False},), "covert2video": ("BOOLEAN", {"default": False},), "glb2obj": ("BOOLEAN", {"default": False},), - "glb2fbx": ("BOOLEAN", {"default": False},), - } + "glb2fbx": ("BOOLEAN", {"default": False},), }, + "optional":{ "image": ("IMAGE",), # [B,H,W,C], C=3 + } + } RETURN_TYPES = ("STRING", ) @@ -96,30 +118,79 @@ class Trellis_Sampler: FUNCTION = "sampler_main" CATEGORY = "Trellis" - def sampler_main(self, image, model, seed, cfg, steps,slat_cfg, slat_steps,preprocess_image,texture_size,mesh_simplify,mode,multi_image,multiimage_algo,gaussians2ply,covert2video,glb2obj,glb2fbx): - - image_list,image_batch=tensor2imglist(image) #pil_list,batch - - if multi_image and image_batch % 3 == 0: - print("********infer multi image,like Three views ******") - image_list=[image_list[i:i + 3] for i in range(0, len(image_list), 3)] #三等分列表 - is_multiimage=True - else: - is_multiimage = False - trial_id = str(uuid.uuid4()) - - output_path = [] - for i,img in enumerate(image_list): - model.cuda() - glb=image_to_3d(model,img,preprocess_image,covert2video,trial_id,seed,cfg,steps,slat_cfg,slat_steps,mesh_simplify,texture_size,mode,is_multiimage,gaussians2ply,multiimage_algo) - glb_path = f"{folder_paths.get_output_directory()}/{trial_id}_{i}.glb" - glb.export(glb_path) - output_path.append(glb_path) - model.cpu() - gc.collect() - torch.cuda.empty_cache() - print(f"glb save in {glb_path} ") + def sampler_main(self, model,prompt, mesh_path, seed, cfg, steps,slat_cfg, slat_steps,preprocess_image,texture_size,mesh_simplify,mode,multi_image,multiimage_algo,gaussians2ply,covert2video,glb2obj,glb2fbx,**kwargs): + infer_mode=model.get("infer_mode") + model=model.get("model") + + if kwargs.get("image") is None and infer_mode=="img": + raise "when use img mode,need link a image" + + if isinstance(kwargs.get("image"),torch.Tensor): + image_list,image_batch=tensor2imglist(kwargs.get("image")) #pil_list,batch + + if multi_image and image_batch % 3 == 0: + print("********infer multi image,like Three views ******") + image_list=[image_list[i:i + 3] for i in range(0, len(image_list), 3)] #三等分列表 + is_multiimage=True + else: + is_multiimage = False + else: + image_list,is_multiimage=None,False + + trial_id = str(uuid.uuid4()) + + if infer_mode=="img": + output_path = [] + for i,img in enumerate(image_list): + model.cuda() + glb_path=image_to_3d(model,img,preprocess_image,covert2video,trial_id,seed,cfg,steps,slat_cfg,slat_steps,mesh_simplify,texture_size,mode,is_multiimage,gaussians2ply,multiimage_algo) + output_path.append(glb_path) + + else: + model.cuda() + if mesh_path: + if not mesh_path.endswith(".ply"): + raise "mesh_path must be .ply format" + import open3d as o3d + + base_mesh = o3d.io.read_triangle_mesh(mesh_path) + outputs = model.run_variant( + base_mesh, + prompt=prompt, + seed=1, + # Optional parameters + slat_sampler_params={ + "steps": slat_steps, + "cfg_strength": slat_cfg, + }, + ) + + # outputs is a dictionary containing generated 3D assets in different formats: + # - outputs['gaussian']: a list of 3D Gaussians + # - outputs['radiance_field']: a list of radiance fields + # - outputs['mesh']: a list of meshes + + else: + outputs = model.run( + prompt, + seed=seed, + formats=["gaussian", "mesh"], + sparse_structure_sampler_params={ + "steps": steps, + "cfg_strength": cfg, + }, + slat_sampler_params={ + "steps": slat_steps, + "cfg_strength": slat_cfg, + }, + ) + output_path=prepare_output(outputs,covert2video,trial_id,False,gaussians2ply,mesh_simplify,texture_size,mode) + output_path=[output_path] + model.cpu() + gc.collect() + torch.cuda.empty_cache() + if glb2obj: obj_paths=[] for path in output_path: diff --git a/__init__.py b/__init__.py index cedb3b8..3bdf18f 100644 --- a/__init__.py +++ b/__init__.py @@ -1,4 +1,5 @@ from .TRELLIS_node import NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS -__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS"] + +__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS",'WEB_DIRECTORY'] diff --git a/app.py b/app.py index 2e40813..4cfddfd 100644 --- a/app.py +++ b/app.py @@ -1,13 +1,64 @@ -import os.path - +import random +from typing import * +import torch import numpy as np from .trellis.utils import render_utils, postprocessing_utils import imageio import folder_paths - +from easydict import EasyDict as edict +from .trellis.pipelines import TrellisTextTo3DPipeline +from .trellis.representations import Gaussian, MeshExtractResult +from .trellis.utils import render_utils, postprocessing_utils MAX_SEED = np.iinfo(np.int32).max -def image_to_3d(pipeline,image,preprocess_image:bool,covert2video:bool,trial_id: str, seed: int,ss_guidance_strength: float, ss_sampling_steps: int, slat_guidance_strength: float, slat_sampling_steps: int,mesh_simplify,texture_size,mode,is_multiimage,Gaussians2PLY,multiimage_algo): +def pack_state(gs: Gaussian, mesh: MeshExtractResult) -> dict: + return { + 'gaussian': { + **gs.init_params, + '_xyz': gs._xyz.cpu().numpy(), + '_features_dc': gs._features_dc.cpu().numpy(), + '_scaling': gs._scaling.cpu().numpy(), + '_rotation': gs._rotation.cpu().numpy(), + '_opacity': gs._opacity.cpu().numpy(), + }, + 'mesh': { + 'vertices': mesh.vertices.cpu().numpy(), + 'faces': mesh.faces.cpu().numpy(), + }, + } + + +def unpack_state(state: dict) -> Tuple[Gaussian, edict, str]: + gs = Gaussian( + aabb=state['gaussian']['aabb'], + sh_degree=state['gaussian']['sh_degree'], + mininum_kernel_size=state['gaussian']['mininum_kernel_size'], + scaling_bias=state['gaussian']['scaling_bias'], + opacity_bias=state['gaussian']['opacity_bias'], + scaling_activation=state['gaussian']['scaling_activation'], + ) + gs._xyz = torch.tensor(state['gaussian']['_xyz'], device='cuda') + gs._features_dc = torch.tensor(state['gaussian']['_features_dc'], device='cuda') + gs._scaling = torch.tensor(state['gaussian']['_scaling'], device='cuda') + gs._rotation = torch.tensor(state['gaussian']['_rotation'], device='cuda') + gs._opacity = torch.tensor(state['gaussian']['_opacity'], device='cuda') + + mesh = edict( + vertices=torch.tensor(state['mesh']['vertices'], device='cuda'), + faces=torch.tensor(state['mesh']['faces'], device='cuda'), + ) + + return gs, mesh + + +def get_seed(randomize_seed: bool, seed: int) -> int: + """ + Get the random seed. + """ + return np.random.randint(0, MAX_SEED) if randomize_seed else seed + +def image_to_3d(pipeline,image,preprocess_image:bool,covert2video:bool,trial_id: str, seed: int,ss_guidance_strength: float, + ss_sampling_steps: int, slat_guidance_strength: float, slat_sampling_steps: int,mesh_simplify,texture_size,mode,is_multiimage,Gaussians2PLY,multiimage_algo): """ Convert an image to a 3D model. @@ -55,7 +106,11 @@ def image_to_3d(pipeline,image,preprocess_image:bool,covert2video:bool,trial_id: }, mode=multiimage_algo, ) - + + return prepare_output(outputs,covert2video,trial_id,is_multiimage,Gaussians2PLY,mesh_simplify,texture_size,mode) + + +def prepare_output(outputs,covert2video,trial_id,is_multiimage,Gaussians2PLY,mesh_simplify,texture_size,mode): if covert2video: video_path = f"{trial_id}.mp4" if is_multiimage: @@ -72,20 +127,22 @@ def image_to_3d(pipeline,image,preprocess_image:bool,covert2video:bool,trial_id: video = render_utils.render_video(outputs['mesh'][0])['normal'] imageio.mimsave(f"{trial_id}_mesh.mp4", video, fps=30) + state = pack_state(outputs['gaussian'][0], outputs['mesh'][0]) + torch.cuda.empty_cache() + gs, mesh = unpack_state(state) if Gaussians2PLY: - outputs['gaussian'][0].save_ply(f"{trial_id}.ply") - + gs.save_ply(f"{trial_id}.ply") + glb = postprocessing_utils.to_glb( - outputs['gaussian'][0], - outputs['mesh'][0], + gs, + mesh, # Optional parameters simplify=mesh_simplify, # Ratio of triangles to remove in the simplification process texture_size=texture_size, # Size of the texture used for the GLB mode=mode, - uv_map=f"{folder_paths.get_output_directory()}/{trial_id}_uv_map.png", - ) - - return glb - - - + uv_map=f"{folder_paths.get_output_directory()}/{trial_id}_uv_map.png",) + prefix = ''.join(random.choice("0123456789") for _ in range(5)) + glb_path = f"{folder_paths.get_output_directory()}/{trial_id}_{prefix}.glb" + glb.export(glb_path) + print(f"glb save in {glb_path} ") + return glb_path diff --git a/assets/example.png b/assets/example.png new file mode 100644 index 0000000000000000000000000000000000000000..bf61e4bd8a922d0d5dd0b12383401e755b400036 GIT binary patch literal 369427 zcmeFaby$>J-!^=~0D}rch=S53pdz5sQqlrSsVE%=(y5XIC?%nYk_sX%CDPp?q0%8O zAPpj2?;5ufvzWQT#MOT9b5en@dYVaDF_P-g0R4U z&{j7j4qpB5{-G}NzqL0O$0EeShT-7ikw9>I(t}+145!7&4v{mSQPQ>8 zcUW0P^@`<_r_Y;PTF;A1T-LL42?%@^l>Y8hQyUZWS^c-ixOuMHzM7q*;I)a(Y-f>_ zl6H^DsASi`y(?v8VlEq)laRCyIexBw>6M(y%C}C(KB7R6H4J!<=d-Z^|og)7GVS5-Vn! zG2J1UAd&k^SM8~{hb}&PM%F?X=zUE0xhq|;hx|i+c_uDz23Uf;4kgl0aLW4puzB>W z(-e~OWoKA#=BVK_JuX{>Q{m}oee&y6TDm@Dl6|?|^FdW8Bb{flIuW0{dyxCN3_YvI z)w%^&iXIsIecysU(k!1Xs?=^hvC)e~$yg}z9bQDp@%HM%g)Qi=|Mgbx^FH?1E;IE# z3mXpSF*fZu&LZH;gKI%nGRQ!XK>K_2rOm-CUL@gD8D znAFi%UliyBCIn>(ZSndj7E`bq?rNLx#}P~Mxf0Pfc7LL|>#BY`&KzMSOHLk6)f_Og 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ice", + "ro ck", + "m on", + "b ay", + "t able", + "su n", + "m ed", + "th in", + "l or", + "f low", + "( @", + "uni versity", + "stor e", + "fron t", + "goo d", + "z a", + "vo te", + "nor th", + "he y", + "an im", + "or der", + "mi d", + "with out", + "a de", + "re member", + "mar ket", + "? ?", + "mu s", + "tra ining", + "e duc", + "bu t", + "co ver", + "st an", + "sc en", + "b la", + "bre ak", + "l ou", + "s ame", + "g old", + "a in", + "o s", + "bo th", + "l it", + "ver n", + "a i", + "al bu", + "p a", + "enjo y", + "be g", + "ell ing", + "thur sday", + "inf o", + "s an", + "americ a", + "ha ir", + "te l", + "mar ch", + "con cer", + "colle ge", + "confe rence", + "ap p", + "h our", + "ch ang", + "â ļ", + "s our", + "ol s", + "we ather", + "w ar", + "p hi", + "festi val", + "secon d", + "cu te", + "pr ac", + "en er", + "str y", + "le a", + "pol it", + "s av", + "se n", + "o w", + "m i", + "ne ar", + "ou ght", + "z e", + "co ffe", + "w illi", + "d an", + "se y", + "davi d", + "e se", + "f an", + "de ci", + "the at", + "no v", + "ati on", + "tr ac", + "sc i", + "re view", + "c el", + "e m", + "u n", + "ju ly", + "or ig", + "ti on", + "d ru", + "form er", + "st ay", + "af ter", + "in v", + "too k", + "dat a", + "b al", + "tu es", + "d an", + "ev ening", + "ðŁĺĤ ðŁĺĤ", + "d ol", + "u res", + "pro vi", + "t s", + "e st", + "sig n", + "j ac", + "u k", + "s ong", + "ye t", + "bo w", + "in du", + "j ap", + "h oo", + "po int", + "any one", + "z y", + "i st", + "h ur", + "it al", + "buil ding", + "wom an", + "ch ur", + "j er", + "per for", + "co ach", + "le ague", + "ce ss", + "ne t", + "i mag", + "nati on", + "br it", + "qu e", + "aw ards", + "ag es", + "wor ks", + "c ed", + "man ce", + "l ate", + "ig n", + "mon ey", + "tru e", + "i i", + "t ell", + "pl ac", + "p ac", + "as y", + "wor ld", + "be hin", + "im port", + "read ing", + "gra m", + "gi ving", + "me t", + "h it", + "for ward", + "st om", + "pres ent", + "jun e", + "so cial", + "no on", + "mar t", + "hal f", + "s we", + "go vern", + "k er", + "deta ils", + "li sh", + "_ _", + "ac y", + "si a", + "ber t", + "f all", + "! !!!", + ") ,", + "th i", + "d iti", + "sp ort", + "k ing", + "f it", + "st af", + "c at", + "mu se", + "cen tr", + "y er", + "con tro", + "b loo", + "wal k", + "ac tu", + "did n", + "li m", + "lear ning", + "re search", + "wed ne", + "au th", + "h ours", + "k y", + "f ar", + "h en", + ".. ..", + "it ch", + "ri l", + "str ong", + "sk y", + "que sti", + "jam es", + "r on", + "d g", + "f ur", + "c in", + "do es", + "app ro", + "mar ke", + "tu res", + "ful ly", + "ch at", + "behin d", + "te m", + "fin i", + "mis sion", + "b att", + "fe el", + "he av", + "every thing", + "b ar", + "w ish", + "pre mi", + "i ma", + "exper ience", + "e ach", + "re port", + "swee t", + "tic s", + "spr ing", + "re spon", + "syste m", + "vic tor", + "l in", + "sa w", + "al ready", + "gh ter", + "f le", + "ã ĥ", + "br ing", + "albu m", + "- -", + "ell s", + "st an", + "to m", + "inter national", + "w ent", + "an ni", + "mat ch", + "pp er", + "st one", + "sm all", + "ra in", + "fashi on", + "are a", + "v an", + "ag ram", + "k o", + "thou ght", + "wor th", + "v an", + "m er", + "coffe e", + "it es", + "g n", + "arti st", + "c on", + "ar ch", + "c ir", + "se cre", + "gr ound", + "is o", + "h and", + "co m", + "bri dge", + "h s", + "x i", + "l ink", + "pu l", + "sp l", + "r ace", + "f li", + "ri ver", + "g as", + "di sco", + "d al", + "play er", + "f it", + "photo s", + "it y", + "o k", + "j or", + "tr a", + "ap ril", + "ad s", + "a di", + "sol u", + "beau ty", + "do or", + "me ss", + "up date", + "ali a", + "sch o", + "en ed", + "mom ent", + "sco t", + "sc ience", + "i or", + "ti es", + "ac ross", + "ous ly", + "sh es", + "does n", + "p age", + "wat er", + "m illion", + "cla ssi", + "l ic", + "ca st", + "form ation", + "micha el", + "ell o", + "s mo", + "in ts", + "vi sion", + "op ening", + "ld n", + "au str", + "tues day", + "win ner", + "po ssi", + "r ound", + "shir t", + "di t", + "b o", + "u es", + "il led", + "al ong", + "tri p", + "star ting", + "im pro", + "k an", + "per son", + "no t", + "re co", + "ne eds", + "c le", + "li e", + "re st", + "r ing", + "win ter", + "si mp", + "mo m", + "be er", + "fac e", + "tor s", + "us a", + "collec tion", + "ge or", + "se ssion", + "tr ying", + "la s", + "la ke", + "j en", + "orig in", + "stu dent", + "se cur", + "v in", + "pic s", + "ex pe", + "com p", + "gon na", + "e qu", + "b ad", + "le y", + "a u", + "memb ers", + "bre ak", + "w all", + "gi c", + "din ner", + "bu l", + "insp ir", + "r i", + "min d", + "ic a", + "win ning", + "tal king", + "t ren", + "s is", + "t en", + "wonder ful", + "s now", + "he ar", + "th om", + "no thing", + "gu i", + "st in", + "blo g", + "fe st", + "b un", + "le e", + "war ds", + "ch ance", + "dre ss", + "re n", + "pau l", + "p es", + "tech no", + "ru ssi", + "c ard", + "e ast", + "mar i", + "w ine", + "t i", + "la w", + "str ic", + "k i", + "ap e", + "au gu", + "pro fe", + "as h", + "cour se", + "ma il", + "ren tly", + "d un", + "m un", + "lo ve", + "is land", + "dri ve", + "s l", + "end ed", + "ma in", + "lo st", + "nat ure", + "âĿ¤ ï¸ı", + "ch ic", + "re por", + "p in", + "pr o", + "st ation", + "ce p", + "ta kes", + "compan y", + "go es", + "on d", + "ma ch", + "ra dio", + "d ad", + "ro ck", + "j a", + "p ay", + "champi on", + "e e", + "in de", + "tt a", + "ati c", + "t ab", + "beli eve", + "ener gy", + "z i", + "t at", + "wor d", + "on ce", + "re sul", + "y l", + "and re", + "an o", + "inst agram", + "clo se", + "t am", + "cu stom", + "w a", + "con om", + "sho ws", + "li fe", + "k in", + "ro b", + "t age", + "n ation", + "al most", + "list en", + "sa ve", + "re li", + "ac e", + "mar y", + "tre e", + "for get", + "j ack", + "wa iting", + "direc tor", + "h ill", + "bor n", + "te mp", + "f l", + "st e", + "on a", + "sing le", + "wedne sday", + "un ited", + "in o", + "@ _", + "ne l", + "celebr ate", + "en ding", + "de al", + "j i", + "can ada", + "hu ge", + "tr ack", + "âĢ ¢", + "f y", + "fan ta", + "an g", + "yor k", + "rele ase", + "p un", + "ep iso", + "wor ds", + "t our", + "p ack", + "i gh", + "classi c", + "perfor mance", + "ke t", + "after noon", + "recor d", + "win s", + "pro ble", + "âĿ ¤", + "f our", + "b ed", + "ban k", + "d ance", + "s la", + "cal led", + "mi ght", + "a p", + "pa st", + "ðŁ ļ", + "diffe rent", + "it e", + "gi ft", + "ssi ve", + "chur ch", + "c us", + "pro gram", + "ho tel", + "ic e", + "ma d", + "secur ity", + "en ge", + "d c", + "en ough", + "st a", + "e ty", + "de ad", + "g un", + "he ar", + "m ir", + "hu man", + "gre ss", + "oun ds", + "pi ece", + "bre aking", + "gar den", + "fi ght", + "vie ws", + "f ish", + "star ted", + "run ning", + "gre en", + "ser i", + "s m", + "as k", + "d or", + "de ath", + "e conom", + "er i", + "ir d", + "s er", + "l unch", + "âģ ¦", + "bo x", + "nat u", + "ba se", + "b an", + "f al", + "glo bal", + "wil d", + "wo w", + "out side", + "mo ve", + "le ad", + "an al", + "muse um", + "on g", + "ha w", + "pow er", + "than k", + "b ac", + "char ac", + "cam pa", + "dig ital", + "r o", + "op er", + "de v", + "w ol", + "p ati", + "f a", + "m ale", + "pap er", + "ill ing", + "c s", + "â ĥ", + "educ ation", + "ta ken", + "e ffe", + "m ou", + "s ad", + "\" .", + "bas ed", + "staf f", + "inclu ding", + "li ving", + "a c", + "ch ina", + "mo b", + "stor m", + "lu ck", + "ph il", + "o o", + "y n", + "tra vel", + "k el", + "ti al", + "pr ice", + "boo k", + "import ant", + "bi o", + "p ool", + "ny c", + "f ab", + "lo ad", + "? !", + "chall enge", + "cr y", + "ser ve", + "we ar", + "bu s", + "ta in", + "nu mber", + "ro r", + "k at", + "i z", + "th ough", + "ho sp", + "m m", + "fa ir", + "ut es", + "ho t", + "po p", + "fi ed", + "cam p", + "develop ment", + "li br", + "c ali", + "em s", + "âģ¦ @", + "b ol", + "is ed", + "stand ing", + "mo del", + "it a", + "g le", + "bro wn", + "ima ge", + "ve red", + "for ce", + "o il", + "par tic", + "sh u", + "da ily", + "la w", + "se c", + "cla ss", + "cam p", + "holi day", + "cl in", + "k ers", + "pres ent", + "gam e", + "incre di", + "er ship", + "inter view", + "b ill", + "du e", + "and y", + "ab o", + "in nov", + "ke y", + "ac ade", + "p il", + "mo der", + "st ars", + "br and", + "f er", + "wee ks", + "con si", + "pr e", + "sa fe", + "wr it", + "di um", + "la unch", + "marke ting", + "ann ual", + "as si", + "cour t", + "la dy", + "c ted", + "and a", + "in side", + "chil d", + "opp or", + "sm ith", + "centr e", + "gu e", + "âģ ©", + "f ren", + "st y", + "for t", + "ent ly", + "is n", + "ke ep", + "to ber", + "on y", + "bo y", + "al d", + "col la", + "de mo", + "le vel", + "com pet", + "ad o", + "b our", + "fanta stic", + "m ate", + "s u", + "sou th", + "oppor tun", + "vers ary", + "lat er", + "bu d", + "face book", + "la un", + "ster n", + "p it", + "! \"", + "ma j", + "gr am", + "tb t", + "fi re", + "happ y", + "a ks", + "wh ole", + "actu ally", + "ill er", + "ell a", + "lo ts", + "al ex", + "an ge", + "lan ds", + "ðŁĺ Ń", + "en ter", + "r ou", + "episo de", + "p ed", + "in ten", + "sh ire", + "wh o", + "pl an", + "h o", + "ca ke", + "we st", + "mag az", + "fre sh", + "c c", + "n ar", + "ch ris", + "wr iting", + "w er", + "n om", + "l o", + "mi dd", + "dre am", + "o l", + "ti onal", + "de b", + "> >", + "be come", + "s i", + "gr and", + "all ing", + "hi stor", + "ri de", + "i red", + "saf e", + "que en", + "ci l", + "in tro", + "vi l", + "d ani", + ".. .", + "ar tic", + "st at", + "sh ort", + "or ing", + "sel fi", + "mis si", + "do c", + "b it", + "g all", + "b om", + "i re", + "se lec", + "d ition", + "ðŁĶ ¥", + "fri end", + "be at", + "gh ting", + "ðŁĺ Ĭ", + "pe ace", + "ex hi", + "ant a", + "ab ility", + "il lu", + "j on", + "qu ality", + "tri bu", + "m es", + "play ers", + "fa ir", + "cu t", + "c ab", + "suc cess", + "b i", + "su s", + "pro mo", + "sch e", + "an ge", + "ic o", + "comm it", + "cat ch", + "ill a", + "kin d", + "feel ing", + "qu o", + "s ay", + "anni versary", + "spo t", + "mo ther", + "an e", + "p end", + "your self", + "op s", + "app le", + "min utes", + "p o", + "gr and", + "ri es", + "ha ha", + "care er", + "ed ition", + "de c", + "ric k", + "am i", + "concer t", + "iti ve", + "ge ous", + "d ly", + "t te", + "adv ent", + "i g", + "li ghts", + "ak er", + "sk y", + "âĥ £", + "r ay", + "fini shed", + "w ay", + "s d", + "ac coun", + "ðŁĴ ķ", + "ck y", + "ch el", + "lit er", + "pain ting", + "lo s", + "st un", + "techno logy", + "n as", + "ma r", + "b il", + "afric a", + "ki e", + "ey es", + "gol f", + "plu s", + "ni a", + "it ec", + "serv ices", + "wed ding", + "kno wn", + "te le", + ".. ...", + "star ts", + "pa ren", + "w ants", + "ati onal", + "mon ths", + "win do", + "fav our", + "er t", + "magaz ine", + "ex clu", + "re ve", + "b c", + "origin al", + "e ss", + "n al", + "an ti", + "st ro", + "t ice", + "stu dy", + "à ¤", + "v ac", + "nation al", + "fi ve", + "ra in", + "ve ment", + "u te", + "ver se", + "em er", + "ar my", + "possi ble", + "gue ss", + "val ley", + "ther n", + "cro w", + "m r", + "col or", + "on to", + "pic k", + "cle ar", + "dar k", + "t ac", + "wan ted", + "it ting", + "can cer", + "govern ment", + "di e", + "ri se", + "z ing", + "col d", + "f oun", + "stu dio", + "str ation", + "bro ther", + "a head", + "sh el", + "mic ro", + "ic ally", + "d au", + "sig ned", + "vi ol", + "a x", + "as se", + "i o", + "w re", + "spl ay", + "ch ick", + "augu st", + "pl at", + "ti ps", + "sp i", + "hu man", + "e asy", + "lo gi", + "mi ke", + "gro w", + "ag re", + "w w", + "sh ad", + "mo tiv", + "wi de", + "tur ns", + "om g", + "v ar", + "de fin", + "su g", + "j im", + "ðŁĶ ¥", + "t d", + "campa ign", + "nam ed", + "re tweet", + "co p", + "t v", + "le av", + "k is", + "dou ble", + "s mar", + "issu e", + "vil la", + "in formation", + "li es", + "sto ck", + "n t", + "di stric", + "sh or", + "mi x", + "er o", + "se p", + "me x", + "see ing", + "li ve", + "re min", + "co de", + "g ur", + "s c", + "wil d", + "l un", + "h ood", + "spo t", + "fa ther", + "fore ver", + "up d", + "tra f", + "f ly", + "ne ed", + "gra du", + "tra in", + "ma ke", + "s ab", + "be y", + "si ze", + "lead er", + "tal ks", + "e u", + "lo g", + "fo x", + "gor geous", + "le ss", + "le ts", + "sur pri", + "my self", + "no te", + "li ves", + "f ru", + "lo ved", + "se ver", + "de m", + "j i", + "so c", + "h old", + "do gs", + "n i", + "â ŀ", + "lea ve", + "air port", + "ben ef", + "ex pl", + "shi ps", + "comple te", + "ach i", + "gre at", + "vin tage", + "j ack", + "ro c", + "woo d", + "pri v", + "off er", + "ey e", + "ver sion", + "te a", + "co ach", + "off ic", + "w ell", + "g en", + "s at", + "h h", + "you th", + "o x", + "? \"", + "m t", + "mi x", + "g g", + "d le", + "natu ral", + "buil d", + "break fast", + "thin king", + "theat re", + "mo on", + "ber g", + "go als", + "geor ge", + "en e", + "exc ell", + "il ing", + "tun e", + "y ed", + "g ate", + "m it", + "net work", + "jo e", + "h ello", + "f b", + "tu be", + "we aring", + "ath le", + "stru c", + "har d", + "gla ss", + "g ers", + "thro w", + "g es", + "b t", + "indu stry", + "manag ement", + "ali st", + "go al", + "stre am", + "y el", + "a vi", + "ici ous", + "o thers", + "s ki", + "chri sti", + "bir d", + "e sc", + "m in", + "tr o", + "l t", + "j an", + "im p", + "ri ghts", + "sh a", + "or gan", + "cent ral", + "ar a", + "ro ll", + "favour ite", + "che ster", + "el se", + "p ay", + "car s", + "m ine", + "ste p", + "prac tice", + "maj or", + "h ang", + "ðŁĺ ĺ", + "n on", + "v ari", + "eng ine", + "vol un", + "di a", + "i led", + "arch itec", + "p ink", + "d s", + "th y", + "wa sh", + "web site", + "ba g", + "contro l", + "el li", + "f ra", + "an sw", + "d ence", + "y u", + "r on", + "ol a", + "g in", + "dr in", + "li c", + "cou ple", + "sp ar", + "g on", + "cre ate", + "c t", + "celebr ating", + "de ep", + "e at", + "te e", + "vo ice", + "dro p", + "vis it", + "at ors", + "sta dium", + "f t", + "w is", + "ro l", + "gra de", + "fam il", + "po ints", + "re pre", + "w as", + "traf fic", + "jap an", + "or g", + "hon or", + "tex as", + "man u", + "âĻ ¥", + "safe ty", + "re r", + "b ag", + "em plo", + "rele ased", + "re gu", + "ak a", + "n av", + "ro le", + "sen ior", + "spec t", + "cro ss", + "lin es", + "be st", + "p ack", + "s in", + "ti e", + "mis sing", + "sun set", + "li ber", + "is ing", + "j ay", + "sk i", + "champion ship", + "ac tiv", + "la dies", + "play ed", + "y y", + "pu bl", + "al o", + "pri de", + "s r", + "pa ki", + "lu x", + "sur vi", + "ck ed", + "e ts", + "cho col", + "austr alia", + "par is", + "mi les", + "h at", + "ment al", + "al a", + "me an", + "mob ile", + "en a", + "in si", + "f ound", + "chi ef", + "t ag", + "incredi ble", + "re turn", + "à ©", + "goo gle", + "fren ch", + "cre w", + "hal lo", + "ali an", + "j az", + "ch er", + "sil ver", + "nor th", + "eng lish", + "base ball", + "c af", + "lim ited", + "follow ing", + "app reci", + "ear th", + "k ir", + "ve mber", + "w ed", + "p tion", + "g ed", + "oc tober", + "fl ori", + "c r", + "en cy", + "ga ve", + "lor d", + "stu ff", + "ber ry", + "po st", + "sm ile", + "bro ad", + "st ate", + "gg er", + "me ans", + "ic y", + "gu n", + "y o", + "ma ster", + "bur g", + "han ds", + "ni e", + "/ /", + "uni on", + "brit ish", + "big gest", + "distric t", + "am ing", + "h il", + "o ce", + "per son", + "pas s", + "en vir", + "scho ols", + "arri ved", + "anc es", + "insp ired", + "ex pla", + "be n", + "libr ary", + "bo tt", + "am p", + "ste ph", + "cont act", + "b ang", + "m s", + "cali for", + "t old", + "batt le", + "b b", + "chic ago", + "âľ ¨", + "str ate", + "sh i", + "de ce", + "- )", + "ad d", + "la b", + "j ones", + "leg end", + "cast le", + "ing er", + "st ance", + "be l", + "ur a", + "re fu", + "lead ers", + "po t", + "se x", + "h ic", + "artic le", + "ki d", + "fr ance", + "x x", + "ex e", + "gui de", + "volun te", + "pr int", + "al i", + "ce o", + "twee ts", + "w x", + "scen e", + "vol u", + "ant i", + "h an", + "as soci", + "shar ing", + "ro se", + "mini ster", + "sh er", + "in ste", + "cle an", + "demo cr", + "po ster", + "sk in", + "p sy", + "pro per", + "cra zy", + "i am", + "o re", + "in i", + "any thing", + "po d", + "mo ving", + "cl ick", + "ex plo", + "com b", + "cra ft", + "f i", + "bloo d", + "is ra", + "publ ic", + "d ent", + "ol ym", + "eng land", + "a si", + "ch er", + "fac t", + "envir on", + "har ry", + "g one", + "me dic", + "enjo ying", + "just ice", + "j r", + "indi an", + "wi fe", + "s ound", + "t es", + "dra wing", + "p al", + "ide a", + "cr it", + "ju li", + "il er", + "war m", + "cl ar", + "thou ghts", + "def en", + "coun cil", + "intro duc", + "di ed", + "jan u", + "an i", + "s end", + "li er", + "m l", + "intere sting", + "tra de", + "win d", + "b ay", + "s ac", + "anc y", + "sour ce", + "b es", + "org ani", + "ar ly", + "lar ge", + "ff ici", + "ta g", + "u t", + "de sp", + "o es", + "tit le", + "sy m", + "pic tures", + "op en", + "wom en", + "sho wing", + "ri a", + "le ast", + "lead ership", + "cur rent", + "elec tr", + "val ent", + "list ening", + "c key", + "gener al", + "de ser", + "du ce", + "; )", + "c ent", + "ðŁĺį ðŁĺį", + "sco tt", + "po or", + "selfi e", + "ev ents", + "i on", + "wr ong", + "de v", + "h ill", + "sep te", + "cul ture", + "l ine", + "sor ry", + "s ent", + "si ster", + "ce pt", + "k ri", + "no vember", + "ar i", + "announ ce", + "z ation", + "br an", + "g ent", + "d u", + "l en", + "per s", + "f m", + "mart in", + "o p", + "e mb", + "om e", + "midd le", + "suc cess", + "pe ter", + "janu ary", + "f lu", + "rac ing", + "d av", + "bi ke", + "ðŁı »", + "pe t", + "shoo t", + "profe ssi", + "feat uring", + "septe mber", + "now playing", + "sta ur", + "z a", + "on ic", + "qu ick", + "bas ke", + "spe aking", + "mil it", + "z er", + "chick en", + "b ell", + "s ad", + "co ast", + "lo ving", + "y ers", + "d j", + "pan el", + "ver age", + "s wit", + "ic ks", + "b ou", + "califor nia", + "s am", + "paren ts", + "er o", + "k illed", + "ph ys", + "jo bs", + "mi gr", + "an th", + "e mo", + "hallo ween", + "and er", + "c m", + "compet ition", + "e ag", + "s ket", + "sp ir", + "may be", + "exclu sive", + "app e", + "jour ney", + "scre en", + "for d", + "i o", + "h ate", + "u g", + "sou l", + "her o", + "soci ety", + "sy n", + "gu it", + "n h", + "d j", + "as es", + "im pre", + "ti me", + "sal es", + "d d", + "f ts", + "summ it", + "stun ning", + "om s", + "tur ned", + "cle an", + "sof t", + "be at", + "re staur", + "de red", + "en ces", + "ma gic", + "di o", + "sh ine", + "gu est", + "health y", + "exhi b", + "stor ies", + "po pu", + "n is", + "el a", + "bel ow", + "fun ny", + "resul ts", + "s ne", + "cur rently", + "ar d", + "down load", + "f light", + "m al", + "f ine", + "p ad", + "ch u", + "ent ed", + "h at", + "ðŁij ı", + "ste ve", + "j o", + "mar k", + "r at", + "b all", + "p c", + "p on", + "b by", + "o li", + "ar ts", + "as ure", + "bow l", + "att ack", + "mi c", + "de ar", + "ran ge", + "en ter", + "chocol ate", + "br illi", + "ac cess", + ", \"", + "? ??", + "ch ap", + "con st", + "t n", + "mat ter", + "blu e", + "gall ery", + "em p", + "work shop", + "lead ing", + "y ours", + "baske tball", + "w anna", + "th u", + "_ _", + "mar ri", + "sle ep", + "bi a", + "ch e", + "ma d", + "imp act", + "o wn", + "si r", + "chan nel", + "euro pe", + "e sp", + "k itch", + "hosp ital", + "w ra", + "roy al", + "f s", + "ne u", + "qu ar", + "ne y", + "ac ks", + "ch ase", + "pp y", + "st al", + "at ely", + "ti m", + "dece mber", + "r are", + "per form", + "cre am", + "we ight", + "ch oo", + "ni ght", + "ha ven", + "fr anc", + "kh an", + "buil t", + "hel ping", + "tru st", + "ty pe", + "gol den", + "ta x", + "s now", + "s wi", + "di sa", + "questi ons", + "ve y", + "li ght", + "c n", + "cl oud", + "thom as", + "ag ed", + "sh ou", + "te ams", + "gr an", + "re ason", + "a a", + "you tube", + "v p", + "pi zz", + "manag er", + "bur y", + "cre dit", + "tre at", + "ma x", + "i k", + "ma in", + "g ing", + "de ad", + "pro bab", + "ye ah", + "ã Ĥ", + "br and", + "so li", + "pl ant", + "ta yl", + "gir l", + "ðŁĺ Ń", + "nam ent", + "au to", + "mess age", + "ko re", + "n ur", + "ter r", + "ag u", + "ma p", + "sen ting", + "lo ves", + "gi ves", + "g ab", + "z en", + "ro bert", + "con fir", + "w ars", + "o m", + "sta in", + "cam era", + "and er", + "won der", + "a b", + "ca p", + "s old", + "su it", + "wal king", + "contin ue", + "effe c", + "dau ghter", + "d anc", + "cha in", + "mul ti", + "ki d", + "y an", + "champi on", + "v o", + "ta ins", + "ho st", + "min i", + "mis sed", + "re sc", + "ly n", + "fin ish", + "del icious", + "s as", + "tayl or", + "i b", + "pro mis", + "produc ts", + "moun tain", + "flori da", + "regi ster", + "tre at", + "rec ent", + "fe male", + "boo th", + "mat t", + "ve hic", + "s op", + "mo tor", + "suppor ting", + "phi c", + "ex tre", + "dr ink", + "lan e", + "th ird", + "p s", + "con stru", + "ce re", + "far m", + "ðŁİ ī", + "tu red", + "ðŁij ī", + "c ats", + "a j", + "gi e", + "shoo ting", + "as ked", + "paki stan", + "am e", + "m b", + "g il", + "leg al", + "squ are", + "in vol", + "dra w", + "oo oo", + "!! !!", + "opportun ity", + "p y", + "e i", + "b ts", + "teach er", + "charac ter", + "john son", + "br on", + "ly wood", + "ch ine", + "c ing", + "c ine", + "d ge", + "gam ing", + "russi a", + "ci a", + "quo te", + "ric h", + "go v", + "flow ers", + "sp iri", + "st in", + "grow th", + "ðŁı ¼", + "comm er", + "j uni", + "mu m", + "r an", + "s na", + "a ren", + "c b", + "ac tor", + "col or", + "si t", + "pa ir", + "ch i", + "bo w", + "acade my", + "hel d", + "r ang", + "me tal", + "y l", + "ac tive", + "probab ly", + "t ch", + "need ed", + "spe e", + "cho ice", + "ital y", + "ry an", + "ðŁĩ º", + "flow er", + "v it", + "m n", + "found ation", + "b ak", + "si ons", + "ne igh", + "f loo", + "he ard", + "re mo", + "fre sh", + "ing ing", + "re f", + "to wn", + "cl ou", + "je sus", + "spiri t", + "cou ldn", + "z es", + "ðŁĴ Ļ", + "willi ams", + "pro ce", + "moder n", + "pro cess", + "sho es", + "cre ated", + "tri c", + "issu es", + "ann e", + "att en", + "de but", + "h r", + "n it", + "sti g", + "a po", + "e ps", + "z u", + "ã Ģ", + "si x", + "car ds", + "lan gu", + "fam ous", + "tour nament", + "se l", + "e bay", + "y n", + "st on", + "k ick", + "announ ced", + "k am", + "vo c", + "brilli ant", + "hou se", + "che ese", + "war ri", + "mus ic", + "ho ckey", + "ðŁĺĤ ðŁĺĤ", + "sk ills", + "au tom", + "smar t", + "med ical", + "mon y", + "e x", + "gu ar", + "gi ve", + "pers onal", + "ven tion", + "al li", + "pre ss", + "flo or", + "m c", + "victor y", + "hi m", + "simp le", + "th or", + "ðŁĩº ðŁĩ", + "ta il", + "lu cky", + "ale x", + "qu ite", + "bo t", + "ssi ons", + "chall eng", + "c ann", + "amaz on", + "h ell", + "b ought", + ") :", + "ed y", + "secre t", + "produc tion", + "inde pend", + "de fe", + "ad ded", + "p r", + "p ag", + "be d", + "gre atest", + "with in", + "j ay", + "ðŁ ¥", + "ire land", + "re ly", + "s d", + "te xt", + "dri ving", + "pro gram", + "spe ed", + "col um", + "str on", + "à ©", + "fore st", + "â ĸ", + "mach ine", + "co in", + "sc ar", + "oun t", + "bi e", + "¡ ï¸ı", + "por tra", + "comm on", + "wre st", + "recei ved", + "kno w", + "inve st", + "pl ans", + "ac cor", + "ad op", + "ter y", + "re ali", + "p p", + "k al", + "art work", + "me an", + "go d", + "inste ad", + "an ci", + "motiv ation", + "as ing", + "inspir ation", + "up coming", + "polit ical", + "euro pe", + "m ers", + "heav y", + "ðŁij į", + "fe bru", + "scot land", + "ou gh", + "b t", + "bo ss", + "sche du", + "spe ak", + "n ick", + "u red", + "in o", + "e k", + "ri sk", + "tor y", + "pres ents", + "b on", + "ru g", + "st ates", + "exhib ition", + "il o", + "m ill", + "br ought", + ": -)", + "tou ri", + "com e", + "offici ally", + "champi ons", + "do ors", + "re p", + "po se", + "ex tra", + "k ings", + "soc cer", + "squ ad", + "app lic", + "at a", + "some times", + "t ari", + "excell ent", + "ðŁĺ ĺ", + "stra ight", + "car ol", + "ri p", + "âĢ į", + "gra phic", + "m ol", + "elec tion", + "febru ary", + "as ons", + "l i", + "di r", + "m t", + "n ick", + "u su", + "m rs", + "com ics", + "inst itu", + "cor por", + "v i", + "ðŁĻ ı", + "tu ral", + "di se", + "ac ci", + "we are", + "am ong", + "sho pping", + "t ill", + "wh at", + "cha ir", + "sp an", + "chine se", + "innov ation", + "jo y", + "k it", + "cent ury", + "ob ama", + "ph ili", + "f c", + "re ach", + "c iti", + "ul ous", + "n on", + "d ang", + "happ ening", + "bur n", + "p el", + "or ange", + "d v", + "k ick", + "cla im", + "ing ham", + "ph y", + "no v", + "pod cast", + "wh i", + "ni ghts", + "ear lier", + "be ar", + "la h", + "exc iting", + "or a", + "gi ven", + "s lo", + "memor ies", + "contin ues", + "produc t", + "gh o", + "c d", + "kno ws", + "ðŁİ ī", + "publi shed", + "discu ss", + "y ard", + "i phone", + "tri es", + "w all", + "fe b", + "are n", + "tru th", + "win ners", + "tu re", + "diti onal", + "milit ary", + "proble m", + "m and", + "do g", + "lo ss", + "c ric", + "can adi", + "ve ter", + "villa ge", + "\" ,", + "y r", + "un g", + "don ald", + "ag ing", + "bir ds", + "sci enti", + "le s", + "th is", + "regi on", + "tic al", + "itt en", + "il a", + "ðŁĺ İ", + "d ad", + "di am", + "abo ve", + "st ren", + "li t", + "p ir", + "la b", + "fo cus", + "bus y", + "d ur", + "app ly", + "s ma", + "auth or", + "ac i", + "exe cu", + "dom in", + "re la", + "jack son", + "at o", + "wash ington", + "ðŁĻ Į", + "k ill", + "popu lar", + "ce ment", + "ro ad", + "e ating", + "loc ation", + "v ent", + "ar re", + "n an", + "cu sto", + "advent ure", + "or din", + "spor t", + "ul t", + "lo ck", + "questi on", + "dri ver", + "land sc", + "on i", + "k ins", + "p d", + "jor dan", + "te red", + "k k", + "a f", + "chil d", + "s p", + "just in", + "en i", + "s elling", + "z o", + "wh it", + "bo ston", + "partic ip", + "sig ning", + "happ ened", + "he at", + "m am", + "dre ams", + "lo ws", + "gra ph", + "the day", + "head ing", + "br o", + "ble ssed", + "vi c", + "ve gas", + "h d", + "in ning", + "ro man", + "and ro", + "den ti", + "u se", + "c it", + "pro gress", + "writ er", + "bo b", + "ff s", + "gro wing", + "b ly", + "aw are", + "ex am", + "sp ent", + "be t", + "sc ore", + "bey ond", + "do cu", + "ad el", + "s f", + "cou ra", + "colla bor", + "in c", + "priv ate", + "bo at", + "* *", + "z one", + "p ha", + "b ill", + "to tal", + "plan ning", + "to wards", + "plac es", + "pre view", + "cre ative", + "dam n", + "ide as", + "se ems", + "po ten", + "say ing", + "di splay", + "s w", + "a qu", + "lou is", + "by e", + "li l", + "e mail", + "we stern", + "ger many", + "ell er", + "re s", + "f ant", + "ment ary", + "de als", + "ric hard", + "jer sey", + "stren g", + "ra d", + "pizz a", + "mon d", + "w are", + "l ac", + "g i", + "ar chi", + "c d", + "yel low", + "rec ently", + "re ach", + "à ¹", + "kitch en", + "desig ned", + "tr y", + "g al", + "restaur ant", + "at ure", + "w w", + "j as", + "l ma", + "ðŁij Į", + "pa in", + "av o", + "min ute", + "sch ol", + "ther ap", + "tic ket", + "d ry", + "jap an", + "diti ons", + "ter ri", + "sel ves", + "happ en", + "t up", + "ma g", + "cop y", + "sh er", + "free dom", + "f ile", + "speci ally", + "tor onto", + "lo ad", + "g ary", + "re y", + "answ er", + "lo y", + "cau ght", + "pri ze", + "u ne", + "fic ation", + "ni ger", + "sy d", + "tou ch", + "feat ure", + "jaz z", + "recor ds", + "him self", + "di sh", + "ro ber", + "spot ted", + "ma ster", + "wa ve", + "fin als", + "bu ll", + "for um", + "al d", + "re comm", + "ch a", + "a e", + "d oo", + "inst ru", + "tru ly", + "l g", + "in k", + "bro thers", + "de st", + "j im", + "m it", + "clo sed", + "is on", + "tri ed", + "s anta", + "af fe", + "w an", + "hor se", + "g row", + "camp us", + "rel ation", + "nati ve", + "jour n", + "go v", + "o ct", + "k it", + "b ound", + "part ner", + "re ma", + "crow d", + "! )", + "c alls", + "ra il", + "qu ali", + "solu tion", + "con test", + "con vers", + "sn ap", + "b ase", + "in iti", + "ta x", + "y e", + "ent repre", + "it or", + "constru ction", + "foo d", + "present ed", + "n ings", + "cli mate", + "k m", + "mo del", + "b j", + "blo ck", + "present ation", + "dre am", + "fi x", + "c alling", + "bus ine", + "con gress", + "under stand", + "we b", + "val ue", + "ï¸ı âĥ£", + "mex ico", + "it ely", + "ki m", + "char ity", + "ref lec", + "bl an", + "fl ying", + "anal y", + "famil ies", + "b and", + "reci pe", + "celebr ation", + "ac cep", + "ar y", + "to t", + "g b", + "intere sted", + "cap tain", + "âĻ ¥", + "ti p", + "ab sol", + "bra z", + "inve stig", + "o logy", + "de c", + "tru ck", + "ver ing", + "c lear", + "don t", + "go tta", + "ad vis", + "beg ins", + "ma ss", + "de scri", + "blo ck", + "k im", + "davi d", + "son gs", + "memor ial", + "feat ures", + "su stain", + "' .", + "gra b", + "jo se", + "v a", + "con serv", + "se ts", + "man chester", + "fi ghting", + "de gre", + "ag a", + "in d", + "sle ep", + "pos ition", + "ha ir", + "sig ns", + "pol icy", + "it o", + "al ert", + "st am", + "sp end", + "w y", + "absol ut", + "d m", + "anim al", + "my ster", + "success ful", + "proble ms", + "ro bo", + "k ay", + "gar den", + "p d", + "may or", + "d ale", + "t ol", + "off ers", + "vis iting", + "friend ly", + "tre es", + "offic er", + "accoun t", + "ke vin", + "ðŁij į", + "gi ant", + "contin u", + "con su", + "tr act", + "n fl", + "ðŁĺ Ĭ", + "h q", + "b ility", + "a ar", + "dis ney", + "te en", + "on ed", + "wh ite", + "tra iler", + "de dic", + "al one", + "absolut ely", + "dig ital", + "willi am", + "in ation", + "s wa", + "e e", + "enti re", + "ger man", + "ro ll", + "h its", + "co st", + "st ay", + "th a", + "ali ve", + "accor ding", + "co t", + "liter ally", + "her it", + "re ti", + "haha ha", + "exper i", + "li kes", + "g t", + "ste el", + "__ __", + "ch air", + "christi an", + "to wer", + "diffe rence", + "m d", + "tre ss", + "mi d", + "prin ce", + "afric an", + "fe der", + "foo t", + "car ri", + "ser ved", + "r ice", + "sh all", + "feat ured", + "ck er", + "rec ru", + "po e", + "sen se", + "ni fic", + "com edy", + "cont ent", + "f at", + "po sted", + "con tribu", + "tim ate", + "li ver", + "mb le", + "inter net", + "ag e", + "europe an", + "cl ing", + "gla d", + "ff ic", + "sc o", + "ak es", + "el le", + "ter min", + "ton y", + "p ale", + "col our", + "seri ous", + "pat ri", + "movi es", + "b m", + "professi onal", + "ad o", + "al u", + "br inging", + "f alls", + "isra el", + "ter m", + "langu age", + "bro ok", + "man n", + "commun ic", + "can not", + "ac ti", + "p he", + "y an", + "entrepre ne", + "tur key", + "log ical", + "lon g", + "ar m", + "ur s", + "work ers", + "ing ly", + "gg s", + "ri c", + "tu al", + "recei ve", + "op ens", + "ge ar", + "soci al", + "fe et", + "c king", + "ad ver", + "fin an", + "fe els", + "sp la", + "h r", + "ea ster", + "bra in", + "ã ģ", + "fi g", + "le dge", + "ne arly", + "prote ct", + "ma ssive", + "e th", + "aw a", + "ðŁĺ ģ", + "y rs", + "aware ness", + "defin itely", + "k n", + "imag ine", + "k u", + "syste ms", + "ðŁij ı", + "f as", + "li k", + "provi de", + "am o", + "disco ver", + "inf lu", + "ma ker", + "g az", + "fit ness", + "stre et", + "er s", + "te d", + "w c", + "ys is", + "pos itive", + "hel ped", + "que st", + "andre w", + "bra d", + "b in", + "hang ing", + "l ing", + "bri ght", + "se ction", + "ma ss", + "ðŁĻ Į", + "follow ers", + "ho sting", + "tem por", + "fla g", + "a ve", + "let ter", + "k ur", + "re qui", + "of ten", + "cry p", + "su ff", + "âļ ½", + "russi an", + "treat ment", + "al le", + "ha y", + "l an", + "keep ing", + "hol y", + "power ful", + "pre dic", + "fun d", + "e specially", + "windo w", + "je wel", + "il y", + "ðŁĴ ľ", + "gener ation", + "app a", + "seri ously", + "o d", + "ðŁĺĤðŁĺĤ ðŁĺĤ", + "cer ti", + "iri sh", + "ðŁij Į", + "mi ami", + "be th", + "v ity", + "se cu", + "che f", + "cri me", + "graph y", + "ma x", + "arti sts", + "re volu", + "gu ard", + "spee ch", + "u c", + "upd ates", + "fac es", + "st ant", + "chang ed", + "repor ts", + "low er", + "pe ar", + "n c", + "k il", + "loo ked", + "spe aker", + "s f", + "re spect", + "ok ay", + "oce an", + "s itting", + "architec ture", + "tra il", + "se at", + "i ra", + "le g", + "japan ese", + "d am", + "u lar", + "sw im", + "polit ics", + "finan cial", + "ol d", + "mou th", + "at temp", + "de stin", + "fi shing", + "atten tion", + "me m", + "chang es", + "deci ded", + "reli gi", + "g in", + "c av", + "z z", + "ad am", + "ma c", + "wr ite", + "beg in", + "sc ul", + "al ter", + "is s", + "ath on", + "imag es", + "m oo", + "jo ined", + "ðŁĺ ī", + "âŀ ¡ï¸ı", + "pas sed", + "mu sli", + "h ir", + "lar gest", + "cam er", + "com ic", + "gh ted", + "rug by", + "bur gh", + "gg ing", + "te sting", + "pre par", + "lau gh", + "al ed", + "impro ve", + "beli ev", + "adv ice", + "sha res", + "he art", + "tur ning", + "s b", + "t el", + "caf e", + "n es", + "dani el", + "pat ter", + "t z", + "se tt", + "par k", + "c and", + "st ick", + "happ ens", + "bri an", + "ne west", + "e pic", + "ad or", + "ki es", + "war ning", + "anim als", + "custo m", + "ar c", + "di an", + "gol d", + "cor e", + "t f", + "c ity", + "pan ts", + "re ality", + "con fi", + "in ju", + "fo x", + "gu il", + "k new", + "âĺ º", + "cor rec", + "itu de", + "d den", + ". #", + "re duc", + "pas s", + "f on", + "y a", + "ow ner", + "re turns", + "n c", + "e ast", + "ap ol", + "in sur", + "th o", + "si m", + "juni or", + "be e", + "ang el", + "att le", + "elec tric", + "hor ror", + "cra sh", + "e ye", + "pat h", + "sou thern", + "emplo ye", + "ge o", + "t an", + "ha z", + "r ally", + "ðŁı »", + "proper ty", + "was n", + "enjo yed", + "gre y", + "g as", + "bre w", + "nor thern", + "hol ding", + "g p", + "ta ke", + "ch art", + "ly n", + "dr ama", + "z o", + "pa id", + "throw back", + "cu p", + "discu ssion", + "down town", + "w ill", + "le w", + "b is", + "t ary", + "bre ad", + "up on", + "r ate", + "teach ers", + "it ation", + "anc ed", + "cy cle", + "choo se", + "d c", + "ir an", + "co w", + "da ve", + "ra ise", + "prin cess", + "fa ith", + "- >", + "indu stri", + "sp ain", + "guit ar", + "fac ts", + "m n", + "sp en", + "cour te", + "go tt", + "projec ts", + "au di", + "o sc", + "pe ter", + "s and", + "intere st", + "happ iness", + "ven ue", + "sol di", + "surpri se", + "poten tial", + "per io", + "custom er", + "i i", + "g ni", + "manu fac", + "e co", + "bro ken", + "sing er", + "vel s", + "wal es", + "hu s", + "in j", + "f our", + "tal ent", + "d ying", + "mat the", + "fil m", + "jo ining", + "s ell", + "j ar", + "lma o", + "sur ger", + "bb c", + "sour ces", + "au stin", + "ni k", + "char les", + "f am", + "prin ci", + "ange l", + "cas h", + "lo t", + "o red", + "pla ys", + "pl ate", + "don e", + "memor y", + "br ings", + "n ba", + "solu tions", + "teach ing", + "gr ace", + "cir cu", + "hel ps", + "foun der", + "mar y", + "expl ore", + "de cor", + "par ts", + "ch o", + "inte gr", + "ha u", + "is es", + "pu tting", + "in er", + "r it", + "v y", + "mic hel", + "blu es", + "every day", + "for ms", + "bi o", + "ye ar", + "p in", + "t ter", + "spr ing", + ") )", + "po t", + "al ing", + "perform ing", + "sh an", + "plan et", + "mus ical", + "head s", + "it alian", + "stru gg", + "âĢį âĻ", + "w ings", + "pu mp", + "h h", + "tr ou", + "a id", + "pri me", + "ear th", + "pa int", + "mon t", + "am y", + "bb c", + "fab ulous", + "fru it", + "andro id", + "bour ne", + "cere mony", + "enti al", + "? ?", + "deb ate", + "on ing", + "dra ft", + "sol ar", + "t x", + "j am", + "cor n", + "!! !!!", + "bro o", + "mil k", + "po sed", + "o hi", + "mo vement", + "b ren", + "part ner", + "p g", + "et te", + "ar ies", + "sh out", + "n g", + "leav ing", + "t ells", + "sen s", + "ta ste", + "kel ly", + "wor l", + "gy m", + "ric h", + "e gy", + "pi d", + "ma s", + "â Ĥ", + "courte sy", + "fran k", + "incre ase", + "wr itten", + "pp ers", + "re l", + "ha i", + "s as", + "s ound", + "tt i", + "w ich", + "ri ver", + ".. .\"", + "a g", + "fel low", + "ro me", + "sm all", + "gen cy", + "ic an", + "lux ury", + "pro of", + "me t", + "wild life", + "mom ents", + "ra ther", + "cor ner", + "com pe", + "canadi an", + "lik ely", + "therap y", + "li am", + "econom ic", + "indi e", + "rou te", + "fi ght", + "ho pe", + "se tting", + "ant ly", + "cro ss", + "fant asy", + "de e", + "sket ch", + "comp li", + "ym i", + "ru les", + "engine ering", + "fig ure", + "ro w", + ". ,", + "f w", + "syd ney", + "w ou", + "t ation", + "dre w", + "us es", + "the re", + "sp read", + "struc ture", + "pat rick", + "appa rently", + "ro s", + "h ills", + "w we", + "ann y", + "com mission", + "di v", + "f ying", + "con sul", + "anal ysis", + "ex i", + "ten nis", + "vehic le", + "ðŁĺŃ ðŁĺŃ", + "as s", + "high ly", + "op ened", + "b ann", + "ðŁĴ Ļ", + "mp h", + "wi shing", + "v or", + "fi f", + "give away", + "r r", + "ra y", + "je ss", + "g at", + "ic ymi", + "x it", + "high est", + "yor k", + "pi e", + "invol ved", + "high er", + "ri e", + "mal ay", + "int elli", + "desp ite", + "che e", + "sar ah", + "be an", + "reco gni", + "ar sen", + "tal ented", + "pas sion", + "ic h", + "ab c", + "lead s", + "dise ase", + "v is", + "se c", + "pre senting", + "m illi", + "hol e", + "sho ts", + "de part", + "surger y", + "gov t", + "b in", + "du al", + "e vi", + "lon ger", + "ev ol", + "scre en", + "portra it", + "et c", + "lo se", + "ch at", + "p en", + "p i", + "om a", + "s ick", + "er c", + "compan ies", + "en try", + "plan e", + "gr y", + "ven e", + "liver pool", + "premi ere", + "sha red", + "a red", + "fil ms", + "ir a", + "holi days", + "cric ket", + "ici an", + "v ing", + ". )", + "ul timate", + "di vision", + "con duc", + "se pt", + "for ces", + "mon t", + "s mart", + "disa pp", + "sun shine", + "in d", + "b less", + "ma de", + "col ors", + "fran k", + "ir on", + "bott le", + "s go", + "m ood", + "j ason", + "er ic", + "bir th", + "te en", + "respon se", + "tar get", + "state ment", + "fe ar", + "th el", + "al um", + "ar ab", + "bl in", + "direc tion", + "ste ps", + "er ial", + "wor ked", + "at l", + "ðŁĴ ķ", + "fel t", + "pol i", + "scen es", + "hom es", + "b ell", + "e at", + "ate ful", + "t in", + "l ace", + "fol ks", + "p se", + "an n", + "wis dom", + "fa v", + "but ter", + "s r", + "are as", + "sm oo", + "bi z", + "dg es", + "app o", + "mo re", + "the m", + "effe ct", + "windo ws", + "sun ny", + "cap ital", + "tot ally", + "c ities", + "gr ant", + "mb ers", + "s low", + "au tu", + "il ities", + "w ro", + "ri sing", + "st ics", + "viol ence", + "i gh", + "qu ot", + "h it", + "t c", + "herit age", + "bu ff", + "ne s", + "z ar", + "den tial", + "ex ac", + "ed ge", + "de ep", + "aren a", + "be came", + "benef its", + "mar ks", + "mb er", + "a z", + "am es", + "pre ci", + "dra gon", + "re g", + "d ings", + "do s", + "ðŁĴ ª", + "n el", + "s ity", + "me al", + "di st", + "leg end", + "pur chase", + "pic al", + "st ick", + "f at", + "du ba", + "profe ss", + "car to", + "pro f", + "coun tries", + "respon si", + "se qu", + "fa b", + "tribu te", + "hon ored", + "prac tic", + "pur ple", + "an ton", + "pa red", + "t ough", + "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", + "b ing", + "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", + " ©", + "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", + "mat e", + "distri bu", + "j on", + "di ffic", + "ali zed", + "cur ren", + "sco red", + "b ha", + "du blin", + "ro se", + "in ted", + "soli d", + "beha vi", + "wal ker", + "simp ly", + "garden s", + "head ed", + "in i", + "ohi o", + "we ap", + "f o", + "gl en", + "e state", + "ran dom", + "th under", + "thr u", + "k ill", + "jac ket", + "it i", + "entertain ment", + "thanks giving", + "ent al", + "en coura", + "el o", + "a ther", + "tan k", + "high lights", + "f ting", + "ru le", + "model s", + "bor der", + "bj p", + "hus band", + "in done", + "ken ya", + "be ars", + "al o", + "n inten", + "pi x", + "str o", + "or ders", + "sal ad", + "ro ads", + "n or", + "l ation", + "sop hi", + "ðŁı ¼", + "pi eces", + "b one", + "min s", + "inclu des", + "nu tr", + "phi l", + "s ent", + "fun dra", + "ga in", + "bor ough", + "n ad", + "mon day", + "activ ity", + "it ems", + "be coming", + "ken ne", + "de tro", + "car di", + "gue sts", + "u x", + "world wide", + "sever e", + "new s", + "thank ful", + "fic tion", + "ve ge", + "m all", + "si an", + "er al", + "inj ury", + "le e", + "men u", + "danc ing", + "scot ti", + "exam ple", + "( #", + "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", + "se attle", + "el and", + "ag o", + "f ill", + "stre aming", + "pro test", + "challeng es", + "ky o", + "et sy", + "coo king", + "exper t", + "ru ss", + "rain bow", + "commer cial", + "sp in", + "be ats", + "c ry", + "val u", + "el i", + "th row", + "gr ams", + "le vels", + "michi gan", + "c ad", + "ador able", + "const itu", + "w s", + "pu b", + "mid night", + "th at", + "net fli", + "braz il", + "die go", + "regu lar", + "jo y", + "âĤ ¬", + "li qu", + "ea stern", + "k ni", + "fl at", + "n p", + "bro wn", + "w er", + "se y", + "tt ers", + "ac ting", + "v anc", + "cy cling", + "program me", + "ra w", + "comple x", + "tat too", + "throwback thursday", + "se ssions", + "ro oms", + "si ght", + "speci es", + "bom b", + "lau gh", + "ke eps", + "mo on", + "offic ers", + "con ver", + "t r", + "ha sh", + "t ack", + "ri ous", + "ad ap", + "a j", + "reco gn", + "ex po", + "sug ge", + "confir med", + "rol ling", + "dre ssing", + "ic t", + "fri day", + "ph ones", + "ri dge", + "con cept", + "ro y", + "ke ys", + "ef for", + "c ate", + "k ne", + "ev en", + "l ay", + "commun ities", + "mo d", + "n az", + "every where", + "al ab", + "bit coin", + "ban ks", + "out door", + "feder al", + "sto res", + "h p", + "c al", + "m ely", + "sig nific", + "be ar", + "re public", + "clo ser", + "al lah", + "pic k", + "x d", + "pal ace", + "ch ill", + "b am", + "er ous", + "un a", + "al len", + "out standing", + "olym pic", + "supp ly", + "fi gu", + "v au", + "l p", + "char lie", + "un es", + "> >>", + "legen ds", + "ici al", + "co ast", + "benef it", + "mul ti", + "f its", + "far mers", + "am ount", + "si sters", + "har ve", + "hon ey", + "que en", + "b ers", + "pl ann", + "âŃ IJ", + "m u", + "barcel ona", + "al ber", + "stat us", + "re main", + "ex tra", + "c andy", + "vi ous", + "âľ Į", + "o v", + "warri ors", + "-- >", + "ju mp", + "am ar", + "x mas", + "stu dies", + "i ors", + "k or", + "don ate", + "pre p", + "fi sh", + "im a", + "pain ted", + "ad mini", + "co splay", + "spor ts", + "dro ps", + "fi ghter", + "evi dence", + "ðŁĴ ª", + "la ke", + "ro b", + "cine ma", + "pro file", + "à ±", + "stan ds", + "leg acy", + "sh ape", + "ro of", + "ci vil", + "i ans", + "sy l", + "sh am", + "vo ted", + "re tail", + "ph illi", + "li sted", + "du ty", + "n b", + "th es", + "f are", + "au ction", + "ffici al", + "stor ms", + "d p", + "l oun", + "sh ops", + "al y", + "ani me", + "multi ple", + "ðŁĺį ðŁĺį", + "psy cho", + "je an", + "ap art", + "candi date", + "gg y", + "con f", + "jose ph", + "w ick", + "me at", + "fr ame", + "c l", + "for got", + "ph y", + "f ing", + "li ed", + "re p", + "se ed", + "f all", + "u fc", + "nu t", + "lin d", + "mo de", + "fiel ds", + "en ce", + "s ley", + "ðŁ¤ Ķ", + "ch ill", + "follow ed", + "announ ces", + "cor ru", + "tro phy", + "them selves", + "ac le", + "al du", + "k ong", + "l on", + "s v", + "bro ke", + "ander son", + "ta i", + "stor y", + "tempor ary", + "activ ities", + "k ati", + "ari z", + "cry stal", + "spo ke", + "extre mely", + "tra ding", + "ðŁĴ ļ", + "à ¼", + "in ch", + "ed in", + "out fit", + "equ ip", + "ma di", + "form ed", + "be ef", + "po p", + "ti ger", + "this day", + "ti red", + "neigh b", + "re tro", + "is a", + "un t", + "t as", + "kan sas", + "de st", + "secon ds", + "ta y", + "hur ric", + "o u", + "galax y", + "dad dy", + "bro w", + "bur ger", + "en ced", + "de sk", + "ac cur", + "secre tary", + "el ite", + "k ab", + "ch in", + "touri sm", + "bud dy", + "ici de", + "dre ssed", + "u d", + "vac ation", + "che ers", + "com for", + "charac ters", + "j et", + "bu ying", + "l ins", + "n ap", + "reale state", + "li e", + "af c", + "i ii", + "f ame", + "n r", + "b at", + "ag ent", + "ma kers", + "âĢ ¼", + "sec tor", + "op ti", + "le on", + "di et", + "pra yer", + "hi p", + "mi r", + "le x", + "br y", + "an a", + "pas sing", + "w en", + "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", + " °", + "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", + "à ¶", + "fer r", + "me tro", + "th ail", + "y um", + "car ter", + "à ¡", + "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", + " »", + "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", + "à 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", + " ®", + "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", + "à 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", + "à §", + "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", + " ¡", + "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", + "à ¤", + "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", + "individu als", + "pro d", + "fre aking", + "tu rer", + "o a", + "re fre", + "mor oc", + "gre et", + "re yn", + "care ful", + "our ing", + "u sh", + "is d", + "g ill", + "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", + "believ es", + "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", + "ar ta", + "sh af", + "chair s", + "r ack", + "dise ases", + "crow d", + "cl y", + "fle x", + "christ ma", + "artif icial", + "tom at", + "fin e", + "dra ws", + "advoc ate", + "fran ce", + "Ù Ĭ", + "ðŁĺ ³", + "heav y", + "s our", + "compre hen", + "no ble", + "aa p", + "hin du", + "cor al", + "g ars", + "ow en", + "n l", + "st all", + "yel low", + "mar ina", + "in ver", + "suppor t", + "tou gh", + "promis es", + "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", + "à ¨", + "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", + " ´", + "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", + "val en", + "bab a", + "f ad", + "an as", + "har per", + "dis order", + "app lied", + "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", + "con spir", + "âĺħ âĺħ", + "oo th", + "e pic", + "ba rely", + "a unt", + "b am", + "diamon ds", + "end less", + "scre ens", + "can cer", + "gr o", + "p st", + "pro spec", + "mo sque", + "help ful", + "ou ri", + "bro ther", + "gu jar", + "cri sti", + "ine z", + "to wers", + "ad dresses", + "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", + "pass engers", + "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", + "pump ed", + "integr ated", + "are l", + "no m", + "produc tivity", + "wan ting", + "vis a", + "di ana", + "tw il", + "it v", + "cam ps", + "ro wing", + "d ley", + "black and", + "gu ards", + "b ells", + "re verse", + "vi be", + "ric ky", + "mo ss", + "ny t", + "âĺ Ģï¸ı", + "el le", + "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", + "con tains", + "au stin", + "fin anci", + "ev an", + "har vard", + "origin ally", + "chev ro", + "her ald", + "nott ingham", + "manag ers", + "âŀ ¡", + "accep ting", + "wal sh", + "tutor ial", + "entrepreneur ship", + "yach t", + "requi rements", + "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", + "winds or", + "func tional", + "exi sting", + "hel lo", + "gli mp", + "con vin", + "la k", + "scre aming", + "rebec ca", + "bli ss", + "north west", + "infin ity", + "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", + "contro ller", + "bre ast", + "j ury", + "tu m", + "introduc es", + "la di", + "mobi le", + "al z", + "ste ady", + "nur ses", + "h acking", + "on line", + "oce an", + "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", + "pan or", + "as sy", + "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 «", + "form al", + "spo ken", + "ðŁĮ ŀ", + "enjo y", + "lo pez", + "out look", + "in ho", + "w ander", + "Ù ħ", + "ma ya", + "pe e", + "d ine", + "ãĢ ij", + "brief ing", + "suppor ter", + "ar ily", + "ght ers", + "natur ally", + "doctor who", + "j en", + "v ar", + "new year", + "re se", + "si mm", + "re x", + "con sequ", + "tomat oes", + "bur st", + "bra vo", + "bur gers", + "cr acking", + "nor theast", + "bi om", + "mush room", + "mar que", + "dou ble", + "ni er", + "v ag", + "tw enty", + "key board", + "win ni", + "jama ica", + "par ish", + ": -", + "mental health", + "ali zing", + "ren der", + "wa king", + "ðŁİ Ĥ", + "g ly", + "na than", + "wa shing", + "mel issa", + "jun g", + "loy al", + "chil i", + "song writer", + "guit arist", + "bo wie", + "neighb ors", + "onym ous", + "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", + " «", + "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", + " ·", + "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", + "par as", + "adv ent", + "ri al", + "ca fe", + "fo ssil", + "!!!! !!!", + "co ws", + "c j", + "sp ur", + "institu tions", + "land mark", + "ent it", + "re ut", + "h is", + "alz heim", + "we mb", + "regg ae", + "mo squ", + "st at", + "identi fied", + "deal er", + "re am", + "re land", + "ten sion", + "ðŁĩ ©", + "wra pping", + "deep er", + "fr at", + "red dit", + "ar is", + "moroc co", + ".. \"", + "b low", + "ma pping", + "pri orities", + "ing a", + "swa p", + "re wards", + "conspir acy", + "creati ve", + "c j", + "congre ssional", + "vau lt", + "ple x", + "sophom ore", + "shad ow", + "ele ss", + "ðŁĺ ħ", + "dar ts", + "aldu b", + "anno ying", + "pro ps", + "n as", + "alumin um", + "h bo", + "offen se", + "j ill", + "oni ons", + "la ur", + "ta e", + "har dest", + "sh ro", + "ga ining", + "meas ure", + "ed tech", + "cyp rus", + "tar a", + "ang eli", + "car lo", + "go on", + "all i", + "im plic", + "ju pit", + "resil ience", + "ha il", + "bal anced", + ") ...", + "joy ce", + "gr a", + "th eli", + "defin ed", + "shi pped", + "main ly", + "min a", + "l m", + "sac ri", + "o ber", + "p im", + "claim ing", + "ent ers", + "co rey", + "bo k", + "cri ed", + "cool ing", + "dani elle", + "pharmac y", + "thor ough", + "ca ke", + "k lo", + "outre ach", + "z ens", + "digital marketing", + "val ent", + "sn p", + "her b", + "mr w", + "caf é", + "cap tures", + "no tre", + "triu mph", + "pan cakes", + "cu mber", + "spi ke", + "d ation", + "bi gg", + "sp er", + "crit ical", + "am al", + "too th", + "foun ding", + "a stro", + "' #", + "quan tum", + "th ames", + "un c", + "pri de", + "air bus", + "kno cked", + "un defeated", + "mediterran ean", + "cal cu", + "clo wn", + "sens or", + "ham mer", + "for give", + "cu shi", + "ber ry", + "maje stic", + "elec t", + "polit an", + "g ta", + "k ari", + "bur ke", + "sea hawks", + "volkswag en", + "re i", + "landsc apes", + "cas u", + "grand father", + "list ened", + "/ /", + "star trek", + "rainf all", + "fur ry", + "vi er", + "star k", + "rif le", + "ff a", + "leg es", + "hillary clinton", + "min us", + "correc tly", + "architec tural", + "pre ce", + "up side", + "box er", + "ðŁĻĮ ðŁı¼", + "is ai", + "de t", + "pro vo", + "tis sue", + "spoo ky", + "ve led", + "re con", + "prospec ts", + "que bec", + "âļ «", + "ig no", + "anat omy", + "shap es", + "w p", + "p interest", + "hor e", + "an es", + "pick up", + "ti p", + "pra desh", + "hu gh", + "co e", + "po k", + "gram my", + "well ington", + "sti gate", + "ri gh", + "lea p", + "king ston", + "scen ic", + "go sh", + "v ani", + "au g", + "s ary", + "zi er", + "bure au", + "lin son", + "con te", + "fra gr", + "all an", + "g aw", + "lan a", + "colli sion", + "surve ill", + "ren ais", + "ar range", + "s ali", + "do in", + "br ance", + "bren dan", + "our se", + "in coming", + "suspen sion", + "à ´", + "l la", + "educ ators", + "in tri", + "da e", + "bio graphy", + "bul gar", + "villa in", + "go thic", + "rw anda", + "e w", + "may or", + "meet up", + "democr at", + "mor gan", + "su dden", + "te sco", + "car rot", + "bom ber", + "mck in", + "re ne", + "fun day", + "agricul tural", + "haha h", + "show time", + "form ing", + "col a", + "scor pi", + "quo te", + "po ppy", + "s life", + "d az", + "tu b", + "ne n", + "mo t", + "ðŁĺ »", + "s ore", + "elder ly", + "o ve", + "skin ny", + "um i", + "anc o", + "man ship", + "we re", + "g v", + "k ah", + "fol ding", + "ne at", + "samanth a", + "dan ish", + "uk rain", + "humid ity", + "nu tri", + "jak arta", + "cand les", + "oooo oooo", + "at ile", + "streng th", + "i bra", + "bap ti", + "charle ston", + "fr ames", + "girl s", + "clear ing", + "glu ten", + "# #", + "super natural", + "ju bi", + "ph one", + "he in", + "dr un", + "le ak", + "invest or", + "y er", + "dom ain", + "ball room", + "mi sh", + "app li", + "off shore", + "bla ze", + "dor o", + "âĺķ ï¸ı", + "win ery", + "shar if", + "ad ore", + "n ir", + "saf er", + "si gh", + "as cri", + "strong ly", + "trac y", + "ck er", + "ol l", + "faith ful", + "ey ed", + "deli ghtful", + "vis m", + "karnat aka", + "tit an", + "wh ar", + "jer seys", + "re fur", + "heav en", + "gri p", + "pan ama", + "pre li", + "glu ten", + "o dd", + "cont ent", + "pon ti", + "tion ing", + "e commerce", + "feder ation", + "flaw less", + "ge ar", + "ti res", + "by r", + "pol ice", + "cu ban", + "tri butes", + "tic ul", + "chur ches", + "nur sery", + "di aries", + "muse ums", + "snapp ed", + "i van", + "wi ght", + "touri sts", + "ramad an", + "t rent", + "prophe t", + "won dered", + "focu sing", + "hi d", + "ic ons", + "i q", + "ambul ance", + "pi st", + "fun niest", + "time less", + "sr ilan", + "bu ys", + "ki ds", + "colour ful", + "a shi", + "ch ir", + "mu m", + "ðŁĵ ļ", + "let ter", + "x en", + "reut ers", + "pre serve", + "in ting", + "ste p", + "fu ji", + "uni ver", + "i u", + "show down", + "po ems", + "surveill ance", + "suspec ted", + "ta e", + "sol ving", + "tom b", + "mother sday", + "car pen", + "recru it", + "pil ots", + "bro c", + "mix ing", + "fri days", + "ty r", + "represent atives", + "tra pped", + "abdu l", + "free style", + "clu ster", + "âļ łï¸ı", + "k d", + "sk ill", + "pit t", + "ex o", + "commer ci", + "muse um", + "loc ally", + "g ina", + "no bel", + "immun e", + "fr ac", + "cap su", + "main ed", + "attemp ts", + "bull dog", + "be spoke", + "sing ers", + "sp elling", + "seg ment", + "nat ures", + "tic k", + "lip stick", + "clean er", + "gett able", + "preci sion", + "âĢ¼ ï¸ı", + "th ood", + "re ef", + "no pe", + "bill y", + "di gi", + "mu si", + "ri val", + "figu red", + "tal ity", + "sun ny", + "ber k", + "aw ww", + "awa its", + "un real", + "co pen", + "asy lum", + "ex otic", + "bu en", + "mo ck", + "en able", + "arch y", + "fr a", + "pla stic", + "al mond", + "amp li", + "displa ys", + "abbo tt", + "s me", + "x p", + "ðŁĻ ĥ", + "graph ic", + "i ved", + "mar a", + "cau tion", + "lea ks", + "en berg", + "ul u", + "unic orn", + "cann on", + "appren tic", + "ðŁĺĺ ðŁĺĺ", + "b ball", + "wil low", + "at ics", + "am as", + "manufac turer", + "campaig ns", + "port ers", + "flo ors", + "l su", + "ty pe", + "ke j", + "honor ary", + "it im", + "to le", + "min ecraft", + "d x", + "ma sh", + "ri o", + "consequ ences", + "ron ald", + "go ssi", + "suffol k", + "mu se", + "r bi", + "live music", + "i van", + "ðŁİ ¤", + "le u", + "patri ot", + "man it", + "lan ca", + "home decor", + "de ar", + "sig ma", + "ti de", + "str ings", + "v ita", + "sequ el", + "try na", + "inve stigate", + "bor is", + "ve gan", + "barri er", + "mind fulness", + "web b", + "hu stle", + "in da", + "tan zania", + "str ay", + "tex as", + "c ag", + "diagno sis", + "wom an", + "g w", + "ob session", + "l ative", + "nu fc", + "fl ynn", + "moment um", + "sof a", + "wal d", + "vege table", + "tu cker", + "supp er", + "se ab", + "ar ro", + "se ag", + "ven ting", + "counc ill", + "sp lat", + "cal cul", + ".. #", + "com fy", + "odi sha", + "sto pp", + "war fare", + "ca es", + "à ¨", + "co y", + "price less", + "in sec", + "ðŁĺ Ľ", + "contro ls", + "empower ment", + "datasci ence", + "per pe", + "gen ic", + "e res", + "tru deau", + "man o", + "sla very", + "expand ing", + "ma he", + "fa iling", + "s aga", + "photograph s", + "cre st", + "re on", + "surf ing", + "hi e", + "ðŁį Ģ", + "ja e", + "fel lows", + "south ampton", + "sol om", + "ce ster", + "tab ility", + "hor n", + "se ct", + "he e", + "cole man", + "at las", + "explo rer", + "consul tation", + "copy right", + "organi zing", + "den ied", + "mon keys", + "noo dles", + "br is", + "fl or", + "dou gh", + "bon ds", + "sho cked", + "eco system", + "care fully", + "w m", + "apart ments", + "cur ve", + "san diego", + "must ard", + "comm en", + "cere mon", + "e ch", + "ru th", + "ðŁĻĮ ðŁı»", + "hawa i", + "fil med", + "te ar", + "as ingly", + "ca ir", + "wat t", + "instru ment", + "ou tta", + "ye ol", + "river side", + "ë °", + ". :", + "nor wich", + "alo g", + "migr ants", + "new man", + "ri de", + "spr ink", + "targe ting", + "beli eve", + "tor ch", + "reflec ts", + "per mission", + "ff man", + "ene mies", + "bas ics", + "se ized", + "sun days", + "le i", + "hass an", + "en do", + "h c", + "st ad", + "le ments", + "kk kk", + "nan o", + "shar k", + "man a", + "on ic", + "treat ments", + "ear ly", + "collabor ative", + "shu ttle", + "bran ches", + "mis ses", + "mained cm", + "ap ers", + "ky le", + "carri e", + "leis ure", + "sh et", + "bir ding", + "adv ances", + "ðŁĵ Ŀ", + "popu lar", + "di ane", + "a be", + "re war", + "neigh bour", + "k pop", + "remem brance", + "play ground", + "ru b", + "krish na", + "e bola", + "inqu iry", + "ep a", + "lu min", + "organ isation", + "abra ham", + "norm ally", + "pre ten", + "jan et", + "w t", + "ðŁĴ İ", + "encoura ging", + "a stic", + "bu mp", + "syd ney", + "s z", + "ss ss", + "gar rett", + "ðŁĵ »", + "consul ting", + "roman ia", + "spo tting", + "chanc ellor", + "ar ma", + "presti gious", + "ðĿ IJ", + "t ad", + "cry st", + "compe tit", + "rati o", + "cat aly", + "bro w", + "j ur", + "vi king", + "commu te", + "y day", + "la yers", + "du mb", + "esc al", + "genoci de", + "f ill", + "gu pta", + "ste pping", + "se i", + "fo to", + "wild cats", + "col i", + "projec t", + "ear nings", + "st r", + "ge ons", + "comple tion", + "b m", + "decor ated", + "craw ford", + "af ghan", + "sc are", + "visi bility", + "hi b", + "direc tion", + "stro ll", + "christ ina", + "alter nate", + "cl are", + "sty list", + "be hold", + "s ance", + "leop ard", + "acqui red", + "narr ative", + "ash i", + "the a", + "?? ??", + "pe as", + "at ch", + "sli des", + "le en", + "renew able", + "eng lish", + "qu ir", + "co aster", + "r x", + "fo ols", + "match day", + "mis m", + "amaz ing", + "z ig", + "ke ting", + "won t", + "to wel", + "di ab", + "sta ke", + "n m", + "mel t", + "e than", + "gra pe", + "polit ician", + "sm en", + "í ĺ", + "re o", + "wedd ings", + "cat cher", + "or acle", + "me mo", + "ðŁĮ ´", + "ec k", + "rob bie", + "norwe gian", + "oper ator", + "am or", + "se wing", + "ju l", + "x ie", + "u v", + "fif ty", + "me ga", + "tatt oo", + "liber als", + "u pri", + "traffic king", + "richard son", + "su v", + "ki p", + "mess y", + "tremend ous", + "gl ou", + "cour tney", + "la d", + "stere o", + "my ers", + "i dio", + "^_ ^", + "man ning", + "dy e", + "w d", + "thr one", + "jun k", + "as u", + "provin cial", + "k ook", + "wr c", + "fine art", + "hamp shire", + "renais sance", + "b red", + "fall out", + "s j", + "sn l", + "al am", + "tor ture", + "fy i", + "sh ines", + "pa w", + "ch ar", + "hen ry", + "c row", + "aci ous", + "di an", + "pa ige", + "ba re", + "stock holm", + "scen ery", + "ðŁĩ ·", + "jef frey", + "pu sh", + "decor ation", + "ne d", + "cu te", + "brig ade", + "laven der", + "inv ites", + "e sports", + "vo ir", + "dri ed", + "tran spl", + "sur geon", + "no vels", + "pul ls", + "son y", + "lun ar", + "man e", + "i vy", + "fru str", + "dor set", + "sa i", + "tor res", + "ssi on", + "shut down", + "suggesti ons", + "writ ing", + "e o", + "battle field", + "u ga", + "ðŁIJ ¾", + "vac u", + "spl ac", + "g it", + "u g", + "high land", + "% )", + "mer maid", + "sacram ento", + "ta ils", + "p w", + "ka h", + "t ell", + "enh anced", + "ì ķ", + "auck land", + "cru el", + "ðŁ¤ ©", + "au dre", + "sail or", + "gram mar", + "g love", + "de on", + "infl am", + "fresh ly", + "k ell", + "zi p", + "christi e", + "mil d", + "di xon", + "instru ctor", + "g ence", + "ãħ ł", + "sub jec", + "constitu tional", + "crow ds", + "in visible", + "ru ins", + "da k", + "si p", + "pla que", + "p ouring", + "comple x", + "z ine", + "ste ad", + "f let", + "trans mission", + "lo way", + "ar un", + "incre asingly", + "au d", + "transp aren", + "cro wned", + "sc oun", + "blizz ard", + "lux u", + "fi ers", + "achieve ments", + "hun ters", + "rock ed", + "bas in", + "vio let", + "pro ves", + "achiev ing", + "pro sper", + "se ga", + "flo at", + "vi an", + "xi v", + "pol ic", + "tur a", + "approxim ately", + "wander lust", + "keep ers", + "geta way", + "co d", + "pol is", + "br yan", + "col ts", + "tal ents", + "yo gur", + "gluten free", + "wri st", + "gr y", + "cze ch", + "ðŁİ Ī", + "ev ille", + "ðŁı Ī", + "to x", + "dani els", + "am er", + "bi ds", + "weare one", + "me tab", + "g t", + "boy z", + "pd x", + "pos session", + "pu shed", + "shr ine", + "reali stic", + "tri gger", + "na vi", + "ru mors", + "n af", + "jen kins", + "tr un", + "comm uni", + "à Ĺ", + "gam ers", + "arm or", + "moham med", + "bal cony", + "y ah", + "stron gest", + "rhy thm", + "unfor gettable", + "k p", + "ho bb", + "custo dy", + "greg or", + "r ita", + "aes thetic", + "il ation", + "sponsor ing", + "n ay", + "kid napp", + "sh s", + "ra jas", + "me g", + "signific antly", + "butt ons", + "la c", + "ver sions", + "essenti als", + "opini ons", + "k ro", + "d printing", + "wi dely", + "d k", + "ur an", + "y al", + "reque sted", + "c n", + "cur ric", + "plu m", + "gr un", + "v m", + "dev on", + "m yo", + "rel ation", + "juvent us", + "rou ge", + "min ority", + "min es", + "jupit er", + "n ine", + "oxy gen", + "fran kie", + "une sco", + "fab ric", + "disgu sting", + "sal man", + "dete ction", + "lan ka", + "d ac", + "ðŁĩ« ðŁĩ·", + "argu ment", + "shel ves", + "cel tics", + "rober to", + "pi gs", + "he dge", + "fau l", + "pow ering", + "butter flies", + "fi r", + "re make", + "att i", + "com o", + "emp ha", + "kend all", + "poke mon", + "se ating", + "d ans", + "bald win", + "ðŁij »", + "lesli e", + "one direction", + "ti mber", + "im an", + "fon t", + "e der", + "di on", + "ste ph", + "for mat", + "gre gory", + "pro p", + "he x", + "ru in", + "sor y", + "inf er", + "n aw", + "bar ak", + "sd gs", + "kar ao", + "lu sh", + "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", + " ¿", + "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", + "à ¸", + "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", + "à 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", + "à £", + "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", + "cri es", + "fo ggy", + "mat te", + "ðŁĮ »", + "it er", + "tal lest", + "by ron", + "cap tiv", + "je su", + "any ways", + "flag ship", + "p ton", + "we y", + "fay ette", + "financi al", + "f oul", + "solom on", + "jenni fer", + "cucu mber", + "ar gue", + "tex tile", + "wrest ler", + "john ston", + "pa stor", + "ðŁĺŃðŁĺŃ ðŁĺŃðŁĺŃ", + "cac tus", + "edi ble", + "re served", + "ric hie", + "met res", + "ingredi ent", + "h ella", + "un to", + "ch ol", + "cele bs", + "po ets", + "gra ham", + "hay den", + "coinci dence", + "b aw", + "communic ate", + "flet cher", + "/ -", + "tole do", + "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", + " ¨", + "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", + "land ers", + "compla ints", + "b ama", + "re build", + "x y", + "real ism", + "sh our", + "le in", + "brac elets", + "mer a", + "assas sin", + "an chor", + "ðŁijĮ ðŁı¼", + "lin en", + "con fron", + "chronic le", + "comm ent", + "cat alog", + "il les", + "gor ge", + "me try", + "jung kook", + "love my", + "sent in", + "se em", + "fit ness", + "alli ed", + "ts man", + "digital transformation", + "pr an", + "lo ft", + "min ton", + "alden richards", + "en vel", + "cher ish", + "certain ty", + "zz z", + "rhin o", + "per kins", + "en rich", + "cape town", + "ome ter", + "sec tions", + "ske leton", + "def enders", + "ðŁĺ Ŀ", + "pen c", + "bri t", + "ja h", + "capital ism", + "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", + "focu ses", + "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", + "black historymonth", + "at x", + "mb c", + "lugg age", + "wit ch", + "co b", + "la sts", + "cu m", + "gg g", + "ba thing", + "n ar", + "ce bu", + "ðŁį ĥ", + "navig ation", + "min e", + "re jo", + "ðŁİ Ģ", + "gif tide", + "re ta", + "use less", + "pu ll", + "defic it", + "al lu", + "ati me", + "it v", + "tr illion", + "pu e", + "ac ies", + "proce dure", + "l ori", + "jen ny", + "c ad", + "ul ously", + "dr ac", + "promo tes", + "ing the", + "can u", + "woo hoo", + "na omi", + "zar dari", + "ts u", + "be ir", + "sd g", + "le ver", + "we ber", + "ab ud", + "lun d", + "crow ded", + "deplo yment", + "ter rain", + "ken ny", + "ho f", + "witne ssed", + "lo ch", + "j k", + "bul ly", + "w ren", + "poe try", + "do ff", + "ww i", + "mo red", + "din i", + "cul ture", + "promp t", + " ¥", + "maur ice", + "to pps", + "r m", + "cor respon", + "ab out", + "jewel s", + "gi br", + "eag le", + "ðŁĺĺ ðŁĺĺðŁĺĺ", + "l ending", + "sou ven", + "ç Ķ", + "contemporary art", + "establi shment", + "j ong", + "âĢ¦ \"", + "gat or", + "patri otic", + "mc coy", + "v ape", + "human e", + "feli z", + "coach ella", + "re posting", + "ste als", + "fu ller", + "n ering", + "at ra", + "( -", + "bla ke", + "he ather", + "wor ms", + "discipl inary", + "rede mption", + "y ard", + "am in", + "\" @_", + "d nc", + "t ds", + "k appa", + "ne wark", + "comm its", + "spe ars", + "j ams", + "t and", + "msn bc", + "inter medi", + "aim ed", + "at ic", + "teen th", + "observ ation", + "kash mir", + "kavan augh", + "ou l", + "san francisco", + "re u", + "bel ated", + "cho w", + "pass word", + "st ills", + "deta ined", + "sar i", + "day ton", + "dar ren", + "itali an", + "ar th", + "amu sic", + "ar bit", + "w m", + "v m", + "he m", + "dou g", + "my r", + "a sho", + "pre v", + "vin d", + "bra h", + "sta g", + "ภµ", + "pre views", + "gu k", + "con taining", + "leon ardo", + "sad dle", + "ru shing", + "st av", + "lon gh", + "gam bling", + "ve gas", + "reserv ation", + "end ale", + "bal a", + "fl a", + "vari ant", + "he dge", + "bulgar ia", + "nat ali", + "we aver", + "sol st", + "encoura ged", + "ap c", + "as parag", + "ne st", + "cycli sts", + "fe l", + "ìĬ ¤", + "overwhel ming", + "pey ton", + "j it", + "a post", + "mb le", + "ble eding", + "neighbour hood", + "a very", + "expre ssions", + "mac donald", + "gi gs", + "mon ds", + "illu sion", + "n ct", + "cam ero", + "over head", + "my th", + "ol y", + "vi o", + "et v", + "lau rie", + "unve iling", + "pri or", + "con n", + "iron man", + "di ff", + "day in", + "crit ici", + "con go", + "re vision", + "wal e", + "direc tor", + "p ines", + "black pink", + "gar ner", + "cur ated", + "manit oba", + "h ac", + "common ly", + "bar ton", + ".... #", + "mor tality", + "live smatter", + "philos op", + "shor ter", + "con vince", + "fre ak", + "vend ors", + "insi ghtful", + "el ly", + "sens ors", + "e led", + "s berg", + "weight loss", + "u kip", + "sp ur", + "priv ate", + "qu a", + "ss c", + ", ...", + "supervis or", + "advis er", + "amaz ingly", + "less er", + "at es", + "mah on", + "oooo oo", + "sar as", + "pmo india", + "waff le", + "un ders", + "toler ance", + "sculp tures", + "her sh", + "kno cking", + "smo ke", + "cathol ic", + "gri m", + "tra veled", + "fli p", + "ge off", + "dinosa urs", + "sle pt", + "scar let", + "ok i", + "compla int", + "ob sc", + "nam i", + "la g", + "cross fit", + "u fc", + "mc cain", + "refe ree", + "sad ness", + "pen ny", + "li eu", + "mo de", + "ki er", + "vol s", + "w is", + "el on", + "she a", + "ba o", + "son ia", + "cla ire", + "em manuel", + "moist ure", + "di gest", + "vi ii", + "t eller", + "ch on", + "access ory", + "night club", + "foss il", + "aw an", + "hu sky", + "ab original", + "brand on", + "ffici ent", + "cou gars", + "ste d", + "ad mitted", + "igno red", + "content marketing", + "ag as", + "v ase", + "execu ted", + "negoti ations", + "she ad", + "n and", + "tab lets", + "go th", + "ts al", + "d fw", + "on ep", + "protec tor", + "sp ho", + "gaz ette", + "andre as", + "ss er", + "comp ilation", + "ha v", + "contain ers", + "bro ker", + "soc al", + "porcel ain", + "hy uk", + "air ing", + "ðŁĴ °", + "publi sher", + "scen ario", + "spart ans", + "re viewing", + "itu des", + "ed el", + "pear son", + "ba sh", + "mau i", + "a ad", + "ðŁĮ Ĭ", + "li u", + "ul ate", + "program mes", + "fav our", + "web design", + "real ty", + "motiv ational", + "cro sses", + "' ...", + "bus ch", + "adjust able", + "ar jun", + "mist ak", + "dimen sion", + "pi stol", + "weigh s", + "en y", + "unve il", + "indy car", + "gor don", + "f ade", + "fran ken", + "qual ities", + "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", + "à 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", + " °", + "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", + "à ¡", + "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", + " 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", + "à ¥", + "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", + "à 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", + "scrim mage", + "pharmaceu tical", + "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", + "ch ills", + "bra ve", + "ghost busters", + "lan do", + "gre ets", + "profit able", + "d é", + "ti r", + "ze e", + "om en", + "pd x", + "gray son", + "har i", + "fix es", + "stab bing", + "swim mer", + "symb ols", + "compli ments", + "po se", + "func tioning", + "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", + "travel blogger", + "fa h", + "ouri sm", + "tri stan", + "so e", + "ce ase", + "ðŁı ħ", + "z ac", + "mck enzie", + "taxpay ers", + "swim suit", + "bl o", + "les ley", + "kan sas", + "w ks", + "ki el", + "provo king", + "my les", + "str ing", + "kangar oo", + "galac tic", + "fif th", + "s ke", + "we ir", + "ll is", + "mat ory", + "ðŁĩ ¿", + "un ci", + "re productive", + "roo ting", + "ti des", + "gad get", + ".... ......", + "alex ander", + "bow ler", + "scre w", + "apo log", + "eri ka", + "wal ters", + "shet ty", + "lan e", + "ban ter", + "as ant", + "me so", + "v ain", + "\" \"\"", + "us i", + "fer din", + "accomp lish", + "man sfield", + "bom bar", + "collabor ating", + "cla p", + "it ure", + "s da", + "smo ky", + "na k", + "im person", + "car la", + "com ra", + "bur gl", + "lo co", + "ti es", + "in hi", + "trac ey", + "se is", + "diss er", + "rr rr", + "dra y", + "prote ct", + "cor ona", + "hun ger", + "ck en", + "c eli", + "trou bled", + "predat ors", + "fic tional", + "shav ed", + "riche st", + "metab oli", + "ful ham", + "gro oming", + "mono chrome", + "wa sting", + "as co", + "ast e", + "ti sta", + "remedi es", + "ung soo", + "south end", + "perman ently", + "bu mble", + "procra stin", + "ident ical", + "practic ally", + "ma scul", + "su ke", + "assu red", + "val erie", + "devi ant", + "grizz lies", + "thi er", + "pur a", + "ne pal", + "not ts", + "bil ateral", + "spo il", + "car mel", + "cine matic", + "ph l", + "ni fty", + "ma o", + "hypo cri", + "la ser", + "pan try", + "mathemat ical", + "el isa", + "coordin ation", + "bel mont", + "a it", + "radi ant", + "bo iler", + "man g", + "f ag", + "cr c", + "h ams", + "br in", + "â¬ĩ ï¸ı", + "famil ia", + "âĿ £", + "sab er", + "ru pert", + "gg an", + "rit z", + "mic h", + "sal ford", + "le vi", + "gra l", + "ðŁĴ ¤", + "n ino", + "ce d", + "business man", + "ul tr", + "sim ply", + "compre ssion", + "pa ins", + "hal t", + "ë°©íĥ Ħ", + "landsc aping", + "n f", + "croo ked", + "er d", + "itt in", + "ddle ston", + "sur passed", + "ino a", + "da g", + "bl en", + "exten ding", + "at ing", + "al gae", + "ball er", + "u mar", + "snoo ker", + "col lu", + "flo wn", + "thu b", + "ridic ulously", + "ki sh", + "op le", + "di re", + "as ser", + "ari sto", + "sc iss", + "h ating", + "trou ble", + "syl via", + "suc cul", + "plo ts", + "sincere ly", + "al er", + "laure ate", + "br ack", + "att n", + "rif les", + "me to", + "collec tible", + "cu omo", + "conte stant", + "consist ency", + "ant z", + "rang es", + "abig ail", + "de b", + "mini ster", + "grow ers", + "an oo", + "hoo ver", + "dream er", + "nu cle", + "resear ch", + "mi y", + "sha hid", + "ma v", + "d honi", + "cin i", + "do j", + "hin dus", + "part ying", + "dal i", + "alon so", + "inform al", + "clark son", + "it ton", + "ki an", + "cit yo", + "mor i", + "la sted", + "as pen", + "libr ary", + "susp ici", + "qu at", + "den ial", + "fol der", + "ch ori", + "swee ping", + "eni x", + "ðŁį Ĥ", + "Ø Ń", + "nas car", + "handmade hour", + "mou l", + "heat wave", + "em er", + "exam ine", + "ib n", + "gr ind", + "po v", + "tion ist", + "m bo", + "she ila", + "integr ate", + "om es", + "take away", + "cer v", + "con nie", + "tic ket", + "ce led", + "bi en", + "visu ally", + "madagas car", + "sor ry", + "gu i", + "park run", + "tra its", + "la be", + "pois oning", + "ॠĢ", + "vi able", + "bohemi an", + "denti stry", + "bad os", + "spr outs", + "mask ed", + "te ddy", + "ðŁĺ ·", + "sa f", + "sa as", + "ji ang", + "ti ght", + "spe aker", + "withdra wal", + "bc n", + "as signed", + "class rooms", + "fle ming", + "ðŁĴ «", + "super girl", + "tot als", + "table top", + "e books", + "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", + "à ¢", + "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", + "à ´", + "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", + " ¡", + "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", + "à 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", + "à 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", + " 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", + "à «", + "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", + " ´", + "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", + " ®", + "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", + " £", + "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", + " ©", + "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", + " »", + "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", + " 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", + "à ¯", + "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", + "à 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", + "à 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", + "à ¶", + "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", + "à ¨", + "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", + " ¯", + "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", + "à «", + "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", + " 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", + " ¢", + "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", + "à ¦", + ": ((", + "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", + " ¯", + "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", + ", )", + "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", + " ¿", + "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 ¸", + "à ¸", + "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", + "à 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", + "à ¤", + "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", + "à ®", + "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/clip/tokenizer_config.json b/clip/tokenizer_config.json new file mode 100644 index 0000000..702bb12 --- /dev/null +++ b/clip/tokenizer_config.json @@ -0,0 +1,34 @@ +{ + "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, + 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768, + "cond_channels": 768, + "num_blocks": 12, + "num_heads": 12, + "mlp_ratio": 4, + "patch_size": 2, + "num_io_res_blocks": 2, + "io_block_channels": [128], + "pe_mode": "ape", + "qk_rms_norm": true, + "use_fp16": true + } + } + }, + "dataset": { + "name": "TextConditionedSLat", + "args": { + "latent_model": "dinov2_vitl14_reg_slat_enc_swin8_B_64l8_fp16", + "min_aesthetic_score": 4.5, + "max_num_voxels": 32768, + "normalization": { + "mean": [ + -2.1687545776367188, + -0.004347046371549368, + -0.13352349400520325, + -0.08418072760105133, + -0.5271206498146057, + 0.7238689064979553, + -1.1414450407028198, + 1.2039363384246826 + ], + "std": [ + 2.377650737762451, + 2.386378288269043, + 2.124418020248413, + 2.1748552322387695, + 2.663944721221924, + 2.371192216873169, + 2.6217446327209473, + 2.684523105621338 + ] + }, + "pretrained_slat_dec": "JeffreyXiang/TRELLIS-image-large/ckpts/slat_dec_gs_swin8_B_64l8gs32_fp16" + } + }, + "trainer": { + "name": "TextConditionedSparseFlowMatchingCFGTrainer", + "args": { + "max_steps": 1000000, + "batch_size_per_gpu": 16, + "batch_split": 4, + "optimizer": { + "name": "AdamW", + "args": { + "lr": 0.0001, + "weight_decay": 0.0 + } + }, + "ema_rate": [ + 0.9999 + ], + "fp16_mode": "inflat_all", + "fp16_scale_growth": 0.001, + "elastic": { + "name": "LinearMemoryController", + "args": { + "target_ratio": 0.75, + "max_mem_ratio_start": 0.5 + } + }, + "grad_clip": { + "name": "AdaptiveGradClipper", + "args": { + "max_norm": 1.0, + "clip_percentile": 95 + } + }, + "i_log": 500, + "i_sample": 10000, + "i_save": 10000, + "p_uncond": 0.1, + "t_schedule": { + "name": "logitNormal", + "args": { + "mean": 1.0, + "std": 1.0 + } + }, + "sigma_min": 1e-5, + "text_cond_model": "openai/clip-vit-large-patch14" + } + } +} \ No newline at end of file diff --git a/configs/generation/slat_flow_txt_dit_L_64l8p2_fp16.json b/configs/generation/slat_flow_txt_dit_L_64l8p2_fp16.json new file mode 100644 index 0000000..7e970a4 --- /dev/null +++ b/configs/generation/slat_flow_txt_dit_L_64l8p2_fp16.json @@ -0,0 +1,101 @@ +{ + "models": { + "denoiser": { + "name": "ElasticSLatFlowModel", + "args": { + "resolution": 64, + "in_channels": 8, + "out_channels": 8, + "model_channels": 1024, + "cond_channels": 768, + "num_blocks": 24, + "num_heads": 16, + "mlp_ratio": 4, + "patch_size": 2, + "num_io_res_blocks": 2, + "io_block_channels": [128], + "pe_mode": "ape", + "qk_rms_norm": true, + "use_fp16": true + } + } + }, + "dataset": { + "name": "TextConditionedSLat", + "args": { + "latent_model": "dinov2_vitl14_reg_slat_enc_swin8_B_64l8_fp16", + "min_aesthetic_score": 4.5, + "max_num_voxels": 32768, + "normalization": { + "mean": [ + -2.1687545776367188, + -0.004347046371549368, + -0.13352349400520325, + -0.08418072760105133, + -0.5271206498146057, + 0.7238689064979553, + -1.1414450407028198, + 1.2039363384246826 + ], + "std": [ + 2.377650737762451, + 2.386378288269043, + 2.124418020248413, + 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"text_cond_model": "openai/clip-vit-large-patch14" + } + } +} \ No newline at end of file diff --git a/configs/generation/slat_flow_txt_dit_XL_64l8p2_fp16.json b/configs/generation/slat_flow_txt_dit_XL_64l8p2_fp16.json new file mode 100644 index 0000000..2aabe40 --- /dev/null +++ b/configs/generation/slat_flow_txt_dit_XL_64l8p2_fp16.json @@ -0,0 +1,101 @@ +{ + "models": { + "denoiser": { + "name": "ElasticSLatFlowModel", + "args": { + "resolution": 64, + "in_channels": 8, + "out_channels": 8, + "model_channels": 1280, + "cond_channels": 768, + "num_blocks": 28, + "num_heads": 16, + "mlp_ratio": 4, + "patch_size": 2, + "num_io_res_blocks": 3, + "io_block_channels": [256], + "pe_mode": "ape", + "qk_rms_norm": true, + "use_fp16": true + } + } + }, + "dataset": { + "name": "TextConditionedSLat", + "args": { + "latent_model": "dinov2_vitl14_reg_slat_enc_swin8_B_64l8_fp16", + "min_aesthetic_score": 4.5, + "max_num_voxels": 32768, + "normalization": { + "mean": [ + -2.1687545776367188, + 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"max_norm": 1.0, + "clip_percentile": 95 + } + }, + "i_log": 500, + "i_sample": 10000, + "i_save": 10000, + "p_uncond": 0.1, + "t_schedule": { + "name": "logitNormal", + "args": { + "mean": 1.0, + "std": 1.0 + } + }, + "sigma_min": 1e-5, + "text_cond_model": "openai/clip-vit-large-patch14" + } + } +} \ No newline at end of file diff --git a/configs/generation/ss_flow_img_dit_L_16l8_fp16.json b/configs/generation/ss_flow_img_dit_L_16l8_fp16.json new file mode 100644 index 0000000..8fcda2d --- /dev/null +++ b/configs/generation/ss_flow_img_dit_L_16l8_fp16.json @@ -0,0 +1,70 @@ +{ + "models": { + "denoiser": { + "name": "SparseStructureFlowModel", + "args": { + "resolution": 16, + "in_channels": 8, + "out_channels": 8, + "model_channels": 1024, + "cond_channels": 1024, + "num_blocks": 24, + "num_heads": 16, + "mlp_ratio": 4, + "patch_size": 1, + "pe_mode": "ape", + "qk_rms_norm": true, + "use_fp16": true + } + } + }, + "dataset": { + "name": "ImageConditionedSparseStructureLatent", + "args": { + "latent_model": "ss_enc_conv3d_16l8_fp16", + "min_aesthetic_score": 4.5, + "image_size": 518, + "pretrained_ss_dec": "JeffreyXiang/TRELLIS-image-large/ckpts/ss_dec_conv3d_16l8_fp16" + } + }, + "trainer": { + "name": "ImageConditionedFlowMatchingCFGTrainer", + "args": { + "max_steps": 1000000, + "batch_size_per_gpu": 8, + "batch_split": 1, + "optimizer": { + "name": "AdamW", + "args": { + "lr": 0.0001, + "weight_decay": 0.0 + } + }, + "ema_rate": [ + 0.9999 + ], + "fp16_mode": "inflat_all", + "fp16_scale_growth": 0.001, + "grad_clip": { + "name": "AdaptiveGradClipper", + "args": { + "max_norm": 1.0, + "clip_percentile": 95 + } + }, + "i_log": 500, + "i_sample": 10000, + "i_save": 10000, + "p_uncond": 0.1, + "t_schedule": { + "name": "logitNormal", + "args": { + "mean": 1.0, + "std": 1.0 + } + }, + "sigma_min": 1e-5, + "image_cond_model": "dinov2_vitl14_reg" + } + } +} \ No newline at end of file diff --git a/configs/generation/ss_flow_txt_dit_B_16l8_fp16.json b/configs/generation/ss_flow_txt_dit_B_16l8_fp16.json new file mode 100644 index 0000000..be8040e --- /dev/null +++ b/configs/generation/ss_flow_txt_dit_B_16l8_fp16.json @@ -0,0 +1,69 @@ +{ + "models": { + "denoiser": { + "name": "SparseStructureFlowModel", + "args": { + "resolution": 16, + "in_channels": 8, + "out_channels": 8, + "model_channels": 768, + "cond_channels": 768, + "num_blocks": 12, + "num_heads": 12, + "mlp_ratio": 4, + "patch_size": 1, + "pe_mode": "ape", + "qk_rms_norm": true, + "use_fp16": true + } + } + }, + "dataset": { + "name": "TextConditionedSparseStructureLatent", + "args": { + "latent_model": "ss_enc_conv3d_16l8_fp16", + "min_aesthetic_score": 4.5, + "pretrained_ss_dec": "JeffreyXiang/TRELLIS-image-large/ckpts/ss_dec_conv3d_16l8_fp16" + } + }, + "trainer": { + "name": "TextConditionedFlowMatchingCFGTrainer", + "args": { + "max_steps": 1000000, + "batch_size_per_gpu": 16, + "batch_split": 1, + "optimizer": { + "name": "AdamW", + "args": { + "lr": 0.0001, + "weight_decay": 0.0 + } + }, + "ema_rate": [ + 0.9999 + ], + "fp16_mode": "inflat_all", + "fp16_scale_growth": 0.001, + "grad_clip": { + "name": "AdaptiveGradClipper", + "args": { + "max_norm": 1.0, + "clip_percentile": 95 + } + }, + "i_log": 500, + "i_sample": 10000, + "i_save": 10000, + "p_uncond": 0.1, + "t_schedule": { + "name": "logitNormal", + "args": { + "mean": 1.0, + "std": 1.0 + } + }, + "sigma_min": 1e-5, + "text_cond_model": "openai/clip-vit-large-patch14" + } + } +} \ No newline at end of file diff --git a/configs/generation/ss_flow_txt_dit_L_16l8_fp16.json b/configs/generation/ss_flow_txt_dit_L_16l8_fp16.json new file mode 100644 index 0000000..1f11a38 --- /dev/null +++ b/configs/generation/ss_flow_txt_dit_L_16l8_fp16.json @@ -0,0 +1,69 @@ +{ + "models": { + "denoiser": { + "name": "SparseStructureFlowModel", + "args": { + "resolution": 16, + "in_channels": 8, + "out_channels": 8, + "model_channels": 1024, + "cond_channels": 768, + "num_blocks": 24, + "num_heads": 16, + "mlp_ratio": 4, + "patch_size": 1, + "pe_mode": "ape", + "qk_rms_norm": true, + "use_fp16": true + } + } + }, + "dataset": { + "name": "TextConditionedSparseStructureLatent", + "args": { + "latent_model": "ss_enc_conv3d_16l8_fp16", + "min_aesthetic_score": 4.5, + "pretrained_ss_dec": "JeffreyXiang/TRELLIS-image-large/ckpts/ss_dec_conv3d_16l8_fp16" + } + }, + "trainer": { + "name": "TextConditionedFlowMatchingCFGTrainer", + "args": { + "max_steps": 1000000, + "batch_size_per_gpu": 8, + "batch_split": 1, + "optimizer": { + "name": "AdamW", + "args": { + "lr": 0.0001, + "weight_decay": 0.0 + } + }, + "ema_rate": [ + 0.9999 + ], + "fp16_mode": "inflat_all", + "fp16_scale_growth": 0.001, + "grad_clip": { + "name": "AdaptiveGradClipper", + "args": { + "max_norm": 1.0, + "clip_percentile": 95 + } + }, + "i_log": 500, + "i_sample": 10000, + "i_save": 10000, + "p_uncond": 0.1, + "t_schedule": { + "name": "logitNormal", + "args": { + "mean": 1.0, + "std": 1.0 + } + }, + "sigma_min": 1e-5, + "text_cond_model": "openai/clip-vit-large-patch14" + } + } +} \ No newline at end of file diff --git a/configs/generation/ss_flow_txt_dit_XL_16l8_fp16.json b/configs/generation/ss_flow_txt_dit_XL_16l8_fp16.json new file mode 100644 index 0000000..0d4bebe --- /dev/null +++ b/configs/generation/ss_flow_txt_dit_XL_16l8_fp16.json @@ -0,0 +1,70 @@ +{ + "models": { + "denoiser": { + "name": "SparseStructureFlowModel", + "args": { + "resolution": 16, + "in_channels": 8, + "out_channels": 8, + "model_channels": 1280, + "cond_channels": 768, + "num_blocks": 28, + "num_heads": 16, + "mlp_ratio": 4, + "patch_size": 1, + "pe_mode": "ape", + "qk_rms_norm": true, + "qk_rms_norm_cross": true, + "use_fp16": true + } + } + }, + "dataset": { + "name": "TextConditionedSparseStructureLatent", + "args": { + "latent_model": "ss_enc_conv3d_16l8_fp16", + "min_aesthetic_score": 4.5, + "pretrained_ss_dec": "JeffreyXiang/TRELLIS-image-large/ckpts/ss_dec_conv3d_16l8_fp16" + } + }, + "trainer": { + "name": "TextConditionedFlowMatchingCFGTrainer", + "args": { + "max_steps": 1000000, + "batch_size_per_gpu": 4, + "batch_split": 1, + "optimizer": { + "name": "AdamW", + "args": { + "lr": 0.0001, + "weight_decay": 0.0 + } + }, + "ema_rate": [ + 0.9999 + ], + "fp16_mode": "inflat_all", + "fp16_scale_growth": 0.001, + "grad_clip": { + "name": "AdaptiveGradClipper", + "args": { + "max_norm": 1.0, + "clip_percentile": 95 + } + }, + "i_log": 500, + "i_sample": 10000, + "i_save": 10000, + "p_uncond": 0.1, + "t_schedule": { + "name": "logitNormal", + "args": { + "mean": 1.0, + "std": 1.0 + } + }, + "sigma_min": 1e-5, + "text_cond_model": "openai/clip-vit-large-patch14" + } + } +} \ No newline at end of file diff --git a/configs/vae/slat_vae_dec_mesh_swin8_B_64l8_fp16.json b/configs/vae/slat_vae_dec_mesh_swin8_B_64l8_fp16.json new file mode 100644 index 0000000..c86b42c --- /dev/null +++ b/configs/vae/slat_vae_dec_mesh_swin8_B_64l8_fp16.json @@ -0,0 +1,73 @@ +{ + "models": { + "decoder": { + "name": "ElasticSLatMeshDecoder", + "args": { + "resolution": 64, + "model_channels": 768, + "latent_channels": 8, + "num_blocks": 12, + "num_heads": 12, + "mlp_ratio": 4, + "attn_mode": "swin", + "window_size": 8, + "use_fp16": true, + "representation_config": { + "use_color": true + } + } + } + }, + "dataset": { + "name": "Slat2RenderGeo", + "args": { + "image_size": 512, + "latent_model": "dinov2_vitl14_reg_slat_enc_swin8_B_64l8_fp16", + "min_aesthetic_score": 4.5, + "max_num_voxels": 32768 + } + }, + "trainer": { + "name": "SLatVaeMeshDecoderTrainer", + "args": { + "max_steps": 1000000, + "batch_size_per_gpu": 4, + "batch_split": 4, + "optimizer": { + "name": "AdamW", + "args": { + "lr": 1e-4, + "weight_decay": 0.0 + } + }, + "ema_rate": [ + 0.9999 + ], + "fp16_mode": "inflat_all", + "fp16_scale_growth": 0.001, + "elastic": { + "name": "LinearMemoryController", + "args": { + "target_ratio": 0.75, + "max_mem_ratio_start": 0.5 + } + }, + "grad_clip": { + "name": "AdaptiveGradClipper", + "args": { + "max_norm": 1.0, + "clip_percentile": 95 + } + }, + "i_log": 500, + "i_sample": 10000, + "i_save": 10000, + "lambda_ssim": 0.2, + "lambda_lpips": 0.2, + "lambda_tsdf": 0.01, + "lambda_depth": 10.0, + "lambda_color": 0.1, + "depth_loss_type": "smooth_l1" + } + } +} \ No newline at end of file diff --git a/configs/vae/slat_vae_dec_rf_swin8_B_64l8_fp16.json b/configs/vae/slat_vae_dec_rf_swin8_B_64l8_fp16.json new file mode 100644 index 0000000..5a7aed9 --- /dev/null +++ b/configs/vae/slat_vae_dec_rf_swin8_B_64l8_fp16.json @@ -0,0 +1,71 @@ +{ + "models": { + "decoder": { + "name": "ElasticSLatRadianceFieldDecoder", + "args": { + "resolution": 64, + "model_channels": 768, + "latent_channels": 8, + "num_blocks": 12, + "num_heads": 12, + "mlp_ratio": 4, + "attn_mode": "swin", + "window_size": 8, + "use_fp16": true, + "representation_config": { + "rank": 16, + "dim": 8 + } + } + } + }, + "dataset": { + "name": "SLat2Render", + "args": { + "image_size": 512, + "latent_model": "dinov2_vitl14_reg_slat_enc_swin8_B_64l8_fp16", + "min_aesthetic_score": 4.5, + "max_num_voxels": 32768 + } + }, + "trainer": { + "name": "SLatVaeRadianceFieldDecoderTrainer", + "args": { + "max_steps": 1000000, + "batch_size_per_gpu": 4, + "batch_split": 2, + "optimizer": { + "name": "AdamW", + "args": { + "lr": 1e-4, + "weight_decay": 0.0 + } + }, + "ema_rate": [ + 0.9999 + ], + "fp16_mode": "inflat_all", + "fp16_scale_growth": 0.001, + "elastic": { + "name": "LinearMemoryController", + "args": { + "target_ratio": 0.75, + "max_mem_ratio_start": 0.5 + } + }, + "grad_clip": { + "name": "AdaptiveGradClipper", + "args": { + "max_norm": 1.0, + "clip_percentile": 95 + } + }, + "i_log": 500, + "i_sample": 10000, + "i_save": 10000, + "loss_type": "l1", + "lambda_ssim": 0.2, + "lambda_lpips": 0.2 + } + } +} \ No newline at end of file diff --git a/configs/vae/slat_vae_enc_dec_gs_swin8_B_64l8_fp16.json b/configs/vae/slat_vae_enc_dec_gs_swin8_B_64l8_fp16.json new file mode 100644 index 0000000..d012b50 --- /dev/null +++ b/configs/vae/slat_vae_enc_dec_gs_swin8_B_64l8_fp16.json @@ -0,0 +1,105 @@ +{ + "models": { + "encoder": { + "name": "ElasticSLatEncoder", + "args": { + "resolution": 64, + "in_channels": 1024, + "model_channels": 768, + "latent_channels": 8, + "num_blocks": 12, + "num_heads": 12, + "mlp_ratio": 4, + "attn_mode": "swin", + "window_size": 8, + "use_fp16": true + } + }, + "decoder": { + "name": "ElasticSLatGaussianDecoder", + "args": { + "resolution": 64, + "model_channels": 768, + "latent_channels": 8, + "num_blocks": 12, + "num_heads": 12, + "mlp_ratio": 4, + "attn_mode": "swin", + "window_size": 8, + "use_fp16": true, + "representation_config": { + "lr": { + "_xyz": 1.0, + "_features_dc": 1.0, + "_opacity": 1.0, + "_scaling": 1.0, + "_rotation": 0.1 + }, + "perturb_offset": true, + "voxel_size": 1.5, + "num_gaussians": 32, + "2d_filter_kernel_size": 0.1, + "3d_filter_kernel_size": 9e-4, + "scaling_bias": 4e-3, + "opacity_bias": 0.1, + "scaling_activation": "softplus" + } + } + } + }, + "dataset": { + "name": "SparseFeat2Render", + "args": { + "image_size": 512, + "model": "dinov2_vitl14_reg", + "resolution": 64, + "min_aesthetic_score": 4.5, + "max_num_voxels": 32768 + } + }, + "trainer": { + "name": "SLatVaeGaussianTrainer", + "args": { + "max_steps": 1000000, + "batch_size_per_gpu": 4, + "batch_split": 2, + "optimizer": { + "name": "AdamW", + "args": { + "lr": 1e-4, + "weight_decay": 0.0 + } + }, + "ema_rate": [ + 0.9999 + ], + "fp16_mode": "inflat_all", + "fp16_scale_growth": 0.001, + "elastic": { + "name": "LinearMemoryController", + "args": { + "target_ratio": 0.75, + "max_mem_ratio_start": 0.5 + } + }, + "grad_clip": { + "name": "AdaptiveGradClipper", + "args": { + "max_norm": 1.0, + "clip_percentile": 95 + } + }, + "i_log": 500, + "i_sample": 10000, + "i_save": 10000, + "loss_type": "l1", + "lambda_ssim": 0.2, + "lambda_lpips": 0.2, + "lambda_kl": 1e-06, + "regularizations": { + "lambda_vol": 10000.0, + "lambda_opacity": 0.001 + } + } + } +} \ No newline at end of file diff --git a/configs/vae/ss_vae_conv3d_16l8_fp16.json b/configs/vae/ss_vae_conv3d_16l8_fp16.json new file mode 100644 index 0000000..3847cb8 --- /dev/null +++ b/configs/vae/ss_vae_conv3d_16l8_fp16.json @@ -0,0 +1,65 @@ +{ + "models": { + "encoder": { + "name": "SparseStructureEncoder", + "args": { + "in_channels": 1, + "latent_channels": 8, + "num_res_blocks": 2, + "num_res_blocks_middle": 2, + "channels": [32, 128, 512], + "use_fp16": true + } + }, + "decoder": { + "name": "SparseStructureDecoder", + "args": { + "out_channels": 1, + "latent_channels": 8, + "num_res_blocks": 2, + "num_res_blocks_middle": 2, + "channels": [512, 128, 32], + "use_fp16": true + } + } + }, + "dataset": { + "name": "SparseStructure", + "args": { + "resolution": 64, + "min_aesthetic_score": 4.5 + } + }, + "trainer": { + "name": "SparseStructureVaeTrainer", + "args": { + "max_steps": 1000000, + "batch_size_per_gpu": 4, + "batch_split": 1, + "optimizer": { + "name": "AdamW", + "args": { + "lr": 1e-4, + "weight_decay": 0.0 + } + }, + "ema_rate": [ + 0.9999 + ], + "fp16_mode": "inflat_all", + "fp16_scale_growth": 0.001, + "grad_clip": { + "name": "AdaptiveGradClipper", + "args": { + "max_norm": 1.0, + "clip_percentile": 95 + } + }, + "i_log": 500, + "i_sample": 10000, + "i_save": 10000, + "loss_type": "dice", + "lambda_kl": 0.001 + } + } +} \ No newline at end of file diff --git a/example.py b/example.py deleted file mode 100644 index 155e671..0000000 --- a/example.py +++ /dev/null @@ -1,54 +0,0 @@ -import os -# os.environ['ATTN_BACKEND'] = 'xformers' # Can be 'flash-attn' or 'xformers', default is 'flash-attn' -os.environ['SPCONV_ALGO'] = 'native' # Can be 'native' or 'auto', default is 'auto'. - # 'auto' is faster but will do benchmarking at the beginning. - # Recommended to set to 'native' if run only once. - -import imageio -from PIL import Image -from trellis.pipelines import TrellisImageTo3DPipeline -from trellis.utils import render_utils, postprocessing_utils - -# Load a pipeline from a model folder or a Hugging Face model hub. -pipeline = TrellisImageTo3DPipeline.from_pretrained("JeffreyXiang/TRELLIS-image-large") -pipeline.cuda() - -# Load an image -image = Image.open("assets/example_image/T.png") - -# Run the pipeline -outputs = pipeline.run( - image, - # Optional parameters - seed=1, - # sparse_structure_sampler_params={ - # "steps": 12, - # "cfg_strength": 7.5, - # }, - # slat_sampler_params={ - # "steps": 12, - # "cfg_strength": 3, - # }, -) -# outputs is a dictionary containing generated 3D assets in different formats: -# - outputs['gaussian']: a list of 3D Gaussians -# - outputs['radiance_field']: a list of radiance fields -# - outputs['mesh']: a list of meshes - -# Render the outputs -video = render_utils.render_video(outputs['gaussian'][0])['color'] -imageio.mimsave("sample_gs.mp4", video, fps=30) -video = render_utils.render_video(outputs['radiance_field'][0])['color'] -imageio.mimsave("sample_rf.mp4", video, fps=30) -video = render_utils.render_video(outputs['mesh'][0])['normal'] -imageio.mimsave("sample_mesh.mp4", video, fps=30) - -# GLB files can be extracted from the outputs -glb = postprocessing_utils.to_glb( - outputs['gaussian'][0], - outputs['mesh'][0], - # Optional parameters - simplify=0.95, # Ratio of triangles to remove in the simplification process - texture_size=1024, # Size of the texture used for the GLB -) -glb.export("sample.glb") diff --git a/example1220.png b/example1220.png deleted file mode 100644 index 9c4a2f2507ad90b34ed815d3c45b75b1392c2480..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 372998 zcmdSCbzD??_cpv|h8SXChL)0$mQd+#l}=GYK~ZUG5dnt|1wjxHX(W|YQqZBnK%@i_ zq>)fUKtlA{9A-H0{X6@2-t)Qd_j#Y+Gya1+CiZu&YhCMFYwi7e@b?&i*3vw!3BX_g z00aL4zlQ-e@PGf=Ywu0|vv&Z`{*41LNcbx8GX#tafMZ|?4D5Fca2NpKFe1d>_a(gG z2p9<|l8Bg$oB}++7YzVJLIrS`{Q0_i?%thQ>B- 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ziH&a$SCiAMu>wVDd~U|icOl;6@7L+sReVe2SgnDl{eWzhK20^c<(finf0lYa}^?o5B(hc6V>^6 zdH7YC`e+WBICdopf+_BdhhCpmlS#ruj}C#2{EamQWAy_3wuerG{U)lKO$VV~y>4zq zt+a%@@9>n#6(;Hk*x?$;tO2)T$^`5cw-K~v@y8qI-uUljdKTRDFz(KA33oO3pN^|3 zbWAN(_KdxV7PzG#njF~8pDX@&<%iPTD$CYC(i#lxBatIl_SiJLq77x@q)Z~4{e3A8 z0Yk*_xmW1EzNXg~01y^Tk(Cdky2n_`q+wJcUqkJT_=%>cN{xHVQokTd)!5X=mEQI> w9J|9bq@JdEdK+Cm?9<}h?G1bA)6YI=zRNqP-6yXe*j>VHZFAMv=1bTA2P{jrBme*a diff --git a/trellis/datasets/__init__.py b/trellis/datasets/__init__.py new file mode 100644 index 0000000..6798ca0 --- /dev/null +++ b/trellis/datasets/__init__.py @@ -0,0 +1,58 @@ +import importlib + +__attributes = { + 'SparseStructure': 'sparse_structure', + + 'SparseFeat2Render': 'sparse_feat2render', + 'SLat2Render':'structured_latent2render', + 'Slat2RenderGeo':'structured_latent2render', + + 'SparseStructureLatent': 'sparse_structure_latent', + 'TextConditionedSparseStructureLatent': 'sparse_structure_latent', + 'ImageConditionedSparseStructureLatent': 'sparse_structure_latent', + + 'SLat': 'structured_latent', + 'TextConditionedSLat': 'structured_latent', + 'ImageConditionedSLat': 'structured_latent', +} + +__submodules = [] + +__all__ = list(__attributes.keys()) + __submodules + +def __getattr__(name): + if name not in globals(): + if name in __attributes: + module_name = __attributes[name] + module = importlib.import_module(f".{module_name}", __name__) + globals()[name] = getattr(module, name) + elif name in __submodules: + module = importlib.import_module(f".{name}", __name__) + globals()[name] = module + else: + raise AttributeError(f"module {__name__} has no attribute {name}") + return globals()[name] + + +# For Pylance +if __name__ == '__main__': + from .sparse_structure import SparseStructure + + from .sparse_feat2render import SparseFeat2Render + from .structured_latent2render import ( + SLat2Render, + Slat2RenderGeo, + ) + + from .sparse_structure_latent import ( + SparseStructureLatent, + TextConditionedSparseStructureLatent, + ImageConditionedSparseStructureLatent, + ) + + from .structured_latent import ( + SLat, + TextConditionedSLat, + ImageConditionedSLat, + ) + \ No newline at end of file diff --git a/trellis/datasets/components.py b/trellis/datasets/components.py new file mode 100644 index 0000000..9c863d6 --- /dev/null +++ b/trellis/datasets/components.py @@ -0,0 +1,137 @@ +from typing import * +from abc import abstractmethod +import os +import json +import torch +import numpy as np +import pandas as pd +from PIL import Image +from torch.utils.data import Dataset + + +class StandardDatasetBase(Dataset): + """ + Base class for standard datasets. + + Args: + roots (str): paths to the dataset + """ + + def __init__(self, + roots: str, + ): + super().__init__() + self.roots = roots.split(',') + self.instances = [] + self.metadata = pd.DataFrame() + + self._stats = {} + for root in self.roots: + key = os.path.basename(root) + self._stats[key] = {} + metadata = pd.read_csv(os.path.join(root, 'metadata.csv')) + self._stats[key]['Total'] = len(metadata) + metadata, stats = self.filter_metadata(metadata) + self._stats[key].update(stats) + self.instances.extend([(root, sha256) for sha256 in metadata['sha256'].values]) + metadata.set_index('sha256', inplace=True) + self.metadata = pd.concat([self.metadata, metadata]) + + @abstractmethod + def filter_metadata(self, metadata: pd.DataFrame) -> Tuple[pd.DataFrame, Dict[str, int]]: + pass + + @abstractmethod + def get_instance(self, root: str, instance: str) -> Dict[str, Any]: + pass + + def __len__(self): + return len(self.instances) + + def __getitem__(self, index) -> Dict[str, Any]: + try: + root, instance = self.instances[index] + return self.get_instance(root, instance) + except Exception as e: + print(e) + return self.__getitem__(np.random.randint(0, len(self))) + + def __str__(self): + lines = [] + lines.append(self.__class__.__name__) + lines.append(f' - Total instances: {len(self)}') + lines.append(f' - Sources:') + for key, stats in self._stats.items(): + lines.append(f' - {key}:') + for k, v in stats.items(): + lines.append(f' - {k}: {v}') + return '\n'.join(lines) + + +class TextConditionedMixin: + def __init__(self, roots, **kwargs): + super().__init__(roots, **kwargs) + self.captions = {} + for instance in self.instances: + sha256 = instance[1] + self.captions[sha256] = json.loads(self.metadata.loc[sha256]['captions']) + + def filter_metadata(self, metadata): + metadata, stats = super().filter_metadata(metadata) + metadata = metadata[metadata['captions'].notna()] + stats['With captions'] = len(metadata) + return metadata, stats + + def get_instance(self, root, instance): + pack = super().get_instance(root, instance) + text = np.random.choice(self.captions[instance]) + pack['cond'] = text + return pack + + +class ImageConditionedMixin: + def __init__(self, roots, *, image_size=518, **kwargs): + self.image_size = image_size + super().__init__(roots, **kwargs) + + def filter_metadata(self, metadata): + metadata, stats = super().filter_metadata(metadata) + metadata = metadata[metadata[f'cond_rendered']] + stats['Cond rendered'] = len(metadata) + return metadata, stats + + def get_instance(self, root, instance): + pack = super().get_instance(root, instance) + + image_root = os.path.join(root, 'renders_cond', instance) + with open(os.path.join(image_root, 'transforms.json')) as f: + metadata = json.load(f) + n_views = len(metadata['frames']) + view = np.random.randint(n_views) + metadata = metadata['frames'][view] + + image_path = os.path.join(image_root, metadata['file_path']) + image = Image.open(image_path) + + alpha = np.array(image.getchannel(3)) + bbox = np.array(alpha).nonzero() + bbox = [bbox[1].min(), bbox[0].min(), bbox[1].max(), bbox[0].max()] + center = [(bbox[0] + bbox[2]) / 2, (bbox[1] + bbox[3]) / 2] + hsize = max(bbox[2] - bbox[0], bbox[3] - bbox[1]) / 2 + aug_size_ratio = 1.2 + aug_hsize = hsize * aug_size_ratio + aug_center_offset = [0, 0] + aug_center = [center[0] + aug_center_offset[0], center[1] + aug_center_offset[1]] + aug_bbox = [int(aug_center[0] - aug_hsize), int(aug_center[1] - aug_hsize), int(aug_center[0] + aug_hsize), int(aug_center[1] + aug_hsize)] + image = image.crop(aug_bbox) + + image = image.resize((self.image_size, self.image_size), Image.Resampling.LANCZOS) + alpha = image.getchannel(3) + image = image.convert('RGB') + image = torch.tensor(np.array(image)).permute(2, 0, 1).float() / 255.0 + alpha = torch.tensor(np.array(alpha)).float() / 255.0 + image = image * alpha.unsqueeze(0) + pack['cond'] = image + + return pack + \ No newline at end of file diff --git a/trellis/datasets/sparse_feat2render.py b/trellis/datasets/sparse_feat2render.py new file mode 100644 index 0000000..65bf488 --- /dev/null +++ b/trellis/datasets/sparse_feat2render.py @@ -0,0 +1,134 @@ +import os +from PIL import Image +import json +import numpy as np +import pandas as pd +import torch +import utils3d.torch +from ..modules.sparse.basic import SparseTensor +from .components import StandardDatasetBase + + +class SparseFeat2Render(StandardDatasetBase): + """ + SparseFeat2Render dataset. + + Args: + roots (str): paths to the dataset + image_size (int): size of the image + model (str): model name + resolution (int): resolution of the data + min_aesthetic_score (float): minimum aesthetic score + max_num_voxels (int): maximum number of voxels + """ + def __init__( + self, + roots: str, + image_size: int, + model: str = 'dinov2_vitl14_reg', + resolution: int = 64, + min_aesthetic_score: float = 5.0, + max_num_voxels: int = 32768, + ): + self.image_size = image_size + self.model = model + self.resolution = resolution + self.min_aesthetic_score = min_aesthetic_score + self.max_num_voxels = max_num_voxels + self.value_range = (0, 1) + + super().__init__(roots) + + def filter_metadata(self, metadata): + stats = {} + metadata = metadata[metadata[f'feature_{self.model}']] + stats['With features'] = len(metadata) + metadata = metadata[metadata['aesthetic_score'] >= self.min_aesthetic_score] + stats[f'Aesthetic score >= {self.min_aesthetic_score}'] = len(metadata) + metadata = metadata[metadata['num_voxels'] <= self.max_num_voxels] + stats[f'Num voxels <= {self.max_num_voxels}'] = len(metadata) + return metadata, stats + + def _get_image(self, root, instance): + with open(os.path.join(root, 'renders', instance, 'transforms.json')) as f: + metadata = json.load(f) + n_views = len(metadata['frames']) + view = np.random.randint(n_views) + metadata = metadata['frames'][view] + fov = metadata['camera_angle_x'] + intrinsics = utils3d.torch.intrinsics_from_fov_xy(torch.tensor(fov), torch.tensor(fov)) + c2w = torch.tensor(metadata['transform_matrix']) + c2w[:3, 1:3] *= -1 + extrinsics = torch.inverse(c2w) + + image_path = os.path.join(root, 'renders', instance, metadata['file_path']) + image = Image.open(image_path) + alpha = image.getchannel(3) + image = image.convert('RGB') + image = image.resize((self.image_size, self.image_size), Image.Resampling.LANCZOS) + alpha = alpha.resize((self.image_size, self.image_size), Image.Resampling.LANCZOS) + image = torch.tensor(np.array(image)).permute(2, 0, 1).float() / 255.0 + alpha = torch.tensor(np.array(alpha)).float() / 255.0 + + return { + 'image': image, + 'alpha': alpha, + 'extrinsics': extrinsics, + 'intrinsics': intrinsics, + } + + def _get_feat(self, root, instance): + DATA_RESOLUTION = 64 + feats_path = os.path.join(root, 'features', self.model, f'{instance}.npz') + feats = np.load(feats_path, allow_pickle=True) + coords = torch.tensor(feats['indices']).int() + feats = torch.tensor(feats['patchtokens']).float() + + if self.resolution != DATA_RESOLUTION: + factor = DATA_RESOLUTION // self.resolution + coords = coords // factor + coords, idx = coords.unique(return_inverse=True, dim=0) + feats = torch.scatter_reduce( + torch.zeros(coords.shape[0], feats.shape[1], device=feats.device), + dim=0, + index=idx.unsqueeze(-1).expand(-1, feats.shape[1]), + src=feats, + reduce='mean' + ) + + return { + 'coords': coords, + 'feats': feats, + } + + @torch.no_grad() + def visualize_sample(self, sample: dict): + return sample['image'] + + @staticmethod + def collate_fn(batch): + pack = {} + coords = [] + for i, b in enumerate(batch): + coords.append(torch.cat([torch.full((b['coords'].shape[0], 1), i, dtype=torch.int32), b['coords']], dim=-1)) + coords = torch.cat(coords) + feats = torch.cat([b['feats'] for b in batch]) + pack['feats'] = SparseTensor( + coords=coords, + feats=feats, + ) + + pack['image'] = torch.stack([b['image'] for b in batch]) + pack['alpha'] = torch.stack([b['alpha'] for b in batch]) + pack['extrinsics'] = torch.stack([b['extrinsics'] for b in batch]) + pack['intrinsics'] = torch.stack([b['intrinsics'] for b in batch]) + + return pack + + def get_instance(self, root, instance): + image = self._get_image(root, instance) + feat = self._get_feat(root, instance) + return { + **image, + **feat, + } diff --git a/trellis/datasets/sparse_structure.py b/trellis/datasets/sparse_structure.py new file mode 100644 index 0000000..863fd73 --- /dev/null +++ b/trellis/datasets/sparse_structure.py @@ -0,0 +1,107 @@ +import os +import json +from typing import Union +import numpy as np +import pandas as pd +import torch +from torch.utils.data import Dataset +import utils3d +from .components import StandardDatasetBase +from ..representations.octree import DfsOctree as Octree +from ..renderers import OctreeRenderer + + +class SparseStructure(StandardDatasetBase): + """ + Sparse structure dataset + + Args: + roots (str): path to the dataset + resolution (int): resolution of the voxel grid + min_aesthetic_score (float): minimum aesthetic score of the instances to be included in the dataset + """ + + def __init__(self, + roots, + resolution: int = 64, + min_aesthetic_score: float = 5.0, + ): + self.resolution = resolution + self.min_aesthetic_score = min_aesthetic_score + self.value_range = (0, 1) + + super().__init__(roots) + + def filter_metadata(self, metadata): + stats = {} + metadata = metadata[metadata[f'voxelized']] + stats['Voxelized'] = len(metadata) + metadata = metadata[metadata['aesthetic_score'] >= self.min_aesthetic_score] + stats[f'Aesthetic score >= {self.min_aesthetic_score}'] = len(metadata) + return metadata, stats + + def get_instance(self, root, instance): + position = utils3d.io.read_ply(os.path.join(root, 'voxels', f'{instance}.ply'))[0] + coords = ((torch.tensor(position) + 0.5) * self.resolution).int().contiguous() + ss = torch.zeros(1, self.resolution, self.resolution, self.resolution, dtype=torch.long) + ss[:, coords[:, 0], coords[:, 1], coords[:, 2]] = 1 + return {'ss': ss} + + @torch.no_grad() + def visualize_sample(self, ss: Union[torch.Tensor, dict]): + ss = ss if isinstance(ss, torch.Tensor) else ss['ss'] + + renderer = OctreeRenderer() + renderer.rendering_options.resolution = 512 + renderer.rendering_options.near = 0.8 + renderer.rendering_options.far = 1.6 + renderer.rendering_options.bg_color = (0, 0, 0) + renderer.rendering_options.ssaa = 4 + renderer.pipe.primitive = 'voxel' + + # Build camera + yaws = [0, np.pi / 2, np.pi, 3 * np.pi / 2] + yaws_offset = np.random.uniform(-np.pi / 4, np.pi / 4) + yaws = [y + yaws_offset for y in yaws] + pitch = [np.random.uniform(-np.pi / 4, np.pi / 4) for _ in range(4)] + + exts = [] + ints = [] + for yaw, pitch in zip(yaws, pitch): + orig = torch.tensor([ + np.sin(yaw) * np.cos(pitch), + np.cos(yaw) * np.cos(pitch), + np.sin(pitch), + ]).float().cuda() * 2 + fov = torch.deg2rad(torch.tensor(30)).cuda() + extrinsics = utils3d.torch.extrinsics_look_at(orig, torch.tensor([0, 0, 0]).float().cuda(), torch.tensor([0, 0, 1]).float().cuda()) + intrinsics = utils3d.torch.intrinsics_from_fov_xy(fov, fov) + exts.append(extrinsics) + ints.append(intrinsics) + + images = [] + + # Build each representation + ss = ss.cuda() + for i in range(ss.shape[0]): + representation = Octree( + depth=10, + aabb=[-0.5, -0.5, -0.5, 1, 1, 1], + device='cuda', + primitive='voxel', + sh_degree=0, + primitive_config={'solid': True}, + ) + coords = torch.nonzero(ss[i, 0], as_tuple=False) + representation.position = coords.float() / self.resolution + representation.depth = torch.full((representation.position.shape[0], 1), int(np.log2(self.resolution)), dtype=torch.uint8, device='cuda') + + image = torch.zeros(3, 1024, 1024).cuda() + tile = [2, 2] + for j, (ext, intr) in enumerate(zip(exts, ints)): + res = renderer.render(representation, ext, intr, colors_overwrite=representation.position) + image[:, 512 * (j // tile[1]):512 * (j // tile[1] + 1), 512 * (j % tile[1]):512 * (j % tile[1] + 1)] = res['color'] + images.append(image) + + return torch.stack(images) + \ No newline at end of file diff --git a/trellis/datasets/sparse_structure_latent.py b/trellis/datasets/sparse_structure_latent.py new file mode 100644 index 0000000..2acc861 --- /dev/null +++ b/trellis/datasets/sparse_structure_latent.py @@ -0,0 +1,189 @@ +import os +import json +from typing import * +import numpy as np +import torch +import utils3d +from ..representations.octree import DfsOctree as Octree +from ..renderers import OctreeRenderer +from .components import StandardDatasetBase, TextConditionedMixin, ImageConditionedMixin +from .. import models +from ..utils.dist_utils import read_file_dist + + +class SparseStructureLatentVisMixin: + def __init__( + self, + *args, + pretrained_ss_dec: str = 'JeffreyXiang/TRELLIS-image-large/ckpts/ss_dec_conv3d_16l8_fp16', + ss_dec_path: Optional[str] = None, + ss_dec_ckpt: Optional[str] = None, + **kwargs + ): + super().__init__(*args, **kwargs) + self.ss_dec = None + self.pretrained_ss_dec = pretrained_ss_dec + self.ss_dec_path = ss_dec_path + self.ss_dec_ckpt = ss_dec_ckpt + + def _loading_ss_dec(self): + if self.ss_dec is not None: + return + if self.ss_dec_path is not None: + cfg = json.load(open(os.path.join(self.ss_dec_path, 'config.json'), 'r')) + decoder = getattr(models, cfg['models']['decoder']['name'])(**cfg['models']['decoder']['args']) + ckpt_path = os.path.join(self.ss_dec_path, 'ckpts', f'decoder_{self.ss_dec_ckpt}.pt') + decoder.load_state_dict(torch.load(read_file_dist(ckpt_path), map_location='cpu', weights_only=True)) + else: + decoder = models.from_pretrained(self.pretrained_ss_dec) + self.ss_dec = decoder.cuda().eval() + + def _delete_ss_dec(self): + del self.ss_dec + self.ss_dec = None + + @torch.no_grad() + def decode_latent(self, z, batch_size=4): + self._loading_ss_dec() + ss = [] + if self.normalization is not None: + z = z * self.std.to(z.device) + self.mean.to(z.device) + for i in range(0, z.shape[0], batch_size): + ss.append(self.ss_dec(z[i:i+batch_size])) + ss = torch.cat(ss, dim=0) + self._delete_ss_dec() + return ss + + @torch.no_grad() + def visualize_sample(self, x_0: Union[torch.Tensor, dict]): + x_0 = x_0 if isinstance(x_0, torch.Tensor) else x_0['x_0'] + x_0 = self.decode_latent(x_0.cuda()) + + renderer = OctreeRenderer() + renderer.rendering_options.resolution = 512 + renderer.rendering_options.near = 0.8 + renderer.rendering_options.far = 1.6 + renderer.rendering_options.bg_color = (0, 0, 0) + renderer.rendering_options.ssaa = 4 + renderer.pipe.primitive = 'voxel' + + # Build camera + yaws = [0, np.pi / 2, np.pi, 3 * np.pi / 2] + yaws_offset = np.random.uniform(-np.pi / 4, np.pi / 4) + yaws = [y + yaws_offset for y in yaws] + pitch = [np.random.uniform(-np.pi / 4, np.pi / 4) for _ in range(4)] + + exts = [] + ints = [] + for yaw, pitch in zip(yaws, pitch): + orig = torch.tensor([ + np.sin(yaw) * np.cos(pitch), + np.cos(yaw) * np.cos(pitch), + np.sin(pitch), + ]).float().cuda() * 2 + fov = torch.deg2rad(torch.tensor(30)).cuda() + extrinsics = utils3d.torch.extrinsics_look_at(orig, torch.tensor([0, 0, 0]).float().cuda(), torch.tensor([0, 0, 1]).float().cuda()) + intrinsics = utils3d.torch.intrinsics_from_fov_xy(fov, fov) + exts.append(extrinsics) + ints.append(intrinsics) + + images = [] + + # Build each representation + x_0 = x_0.cuda() + for i in range(x_0.shape[0]): + representation = Octree( + depth=10, + aabb=[-0.5, -0.5, -0.5, 1, 1, 1], + device='cuda', + primitive='voxel', + sh_degree=0, + primitive_config={'solid': True}, + ) + coords = torch.nonzero(x_0[i, 0] > 0, as_tuple=False) + resolution = x_0.shape[-1] + representation.position = coords.float() / resolution + representation.depth = torch.full((representation.position.shape[0], 1), int(np.log2(resolution)), dtype=torch.uint8, device='cuda') + + image = torch.zeros(3, 1024, 1024).cuda() + tile = [2, 2] + for j, (ext, intr) in enumerate(zip(exts, ints)): + res = renderer.render(representation, ext, intr, colors_overwrite=representation.position) + image[:, 512 * (j // tile[1]):512 * (j // tile[1] + 1), 512 * (j % tile[1]):512 * (j % tile[1] + 1)] = res['color'] + images.append(image) + + return torch.stack(images) + + +class SparseStructureLatent(SparseStructureLatentVisMixin, StandardDatasetBase): + """ + Sparse structure latent dataset + + Args: + roots (str): path to the dataset + latent_model (str): name of the latent model + min_aesthetic_score (float): minimum aesthetic score + normalization (dict): normalization stats + pretrained_ss_dec (str): name of the pretrained sparse structure decoder + ss_dec_path (str): path to the sparse structure decoder, if given, will override the pretrained_ss_dec + ss_dec_ckpt (str): name of the sparse structure decoder checkpoint + """ + def __init__(self, + roots: str, + *, + latent_model: str, + min_aesthetic_score: float = 5.0, + normalization: Optional[dict] = None, + pretrained_ss_dec: str = 'JeffreyXiang/TRELLIS-image-large/ckpts/ss_dec_conv3d_16l8_fp16', + ss_dec_path: Optional[str] = None, + ss_dec_ckpt: Optional[str] = None, + ): + self.latent_model = latent_model + self.min_aesthetic_score = min_aesthetic_score + self.normalization = normalization + self.value_range = (0, 1) + + super().__init__( + roots, + pretrained_ss_dec=pretrained_ss_dec, + ss_dec_path=ss_dec_path, + ss_dec_ckpt=ss_dec_ckpt, + ) + + if self.normalization is not None: + self.mean = torch.tensor(self.normalization['mean']).reshape(-1, 1, 1, 1) + self.std = torch.tensor(self.normalization['std']).reshape(-1, 1, 1, 1) + + def filter_metadata(self, metadata): + stats = {} + metadata = metadata[metadata[f'ss_latent_{self.latent_model}']] + stats['With sparse structure latents'] = len(metadata) + metadata = metadata[metadata['aesthetic_score'] >= self.min_aesthetic_score] + stats[f'Aesthetic score >= {self.min_aesthetic_score}'] = len(metadata) + return metadata, stats + + def get_instance(self, root, instance): + latent = np.load(os.path.join(root, 'ss_latents', self.latent_model, f'{instance}.npz')) + z = torch.tensor(latent['mean']).float() + if self.normalization is not None: + z = (z - self.mean) / self.std + + pack = { + 'x_0': z, + } + return pack + + +class TextConditionedSparseStructureLatent(TextConditionedMixin, SparseStructureLatent): + """ + Text-conditioned sparse structure dataset + """ + pass + + +class ImageConditionedSparseStructureLatent(ImageConditionedMixin, SparseStructureLatent): + """ + Image-conditioned sparse structure dataset + """ + pass + \ No newline at end of file diff --git a/trellis/datasets/structured_latent.py b/trellis/datasets/structured_latent.py new file mode 100644 index 0000000..179aa6f --- /dev/null +++ b/trellis/datasets/structured_latent.py @@ -0,0 +1,218 @@ +import json +import os +from typing import * +import numpy as np +import torch +import utils3d.torch +from .components import StandardDatasetBase, TextConditionedMixin, ImageConditionedMixin +from ..modules.sparse.basic import SparseTensor +from .. import models +from ..utils.render_utils import get_renderer +from ..utils.dist_utils import read_file_dist +from ..utils.data_utils import load_balanced_group_indices + + +class SLatVisMixin: + def __init__( + self, + *args, + pretrained_slat_dec: str = 'JeffreyXiang/TRELLIS-image-large/ckpts/slat_dec_gs_swin8_B_64l8gs32_fp16', + slat_dec_path: Optional[str] = None, + slat_dec_ckpt: Optional[str] = None, + **kwargs + ): + super().__init__(*args, **kwargs) + self.slat_dec = None + self.pretrained_slat_dec = pretrained_slat_dec + self.slat_dec_path = slat_dec_path + self.slat_dec_ckpt = slat_dec_ckpt + + def _loading_slat_dec(self): + if self.slat_dec is not None: + return + if self.slat_dec_path is not None: + cfg = json.load(open(os.path.join(self.slat_dec_path, 'config.json'), 'r')) + decoder = getattr(models, cfg['models']['decoder']['name'])(**cfg['models']['decoder']['args']) + ckpt_path = os.path.join(self.slat_dec_path, 'ckpts', f'decoder_{self.slat_dec_ckpt}.pt') + decoder.load_state_dict(torch.load(read_file_dist(ckpt_path), map_location='cpu', weights_only=True)) + else: + decoder = models.from_pretrained(self.pretrained_slat_dec) + self.slat_dec = decoder.cuda().eval() + + def _delete_slat_dec(self): + del self.slat_dec + self.slat_dec = None + + @torch.no_grad() + def decode_latent(self, z, batch_size=4): + self._loading_slat_dec() + reps = [] + if self.normalization is not None: + z = z * self.std.to(z.device) + self.mean.to(z.device) + for i in range(0, z.shape[0], batch_size): + reps.append(self.slat_dec(z[i:i+batch_size])) + reps = sum(reps, []) + self._delete_slat_dec() + return reps + + @torch.no_grad() + def visualize_sample(self, x_0: Union[SparseTensor, dict]): + x_0 = x_0 if isinstance(x_0, SparseTensor) else x_0['x_0'] + reps = self.decode_latent(x_0.cuda()) + + # Build camera + yaws = [0, np.pi / 2, np.pi, 3 * np.pi / 2] + yaws_offset = np.random.uniform(-np.pi / 4, np.pi / 4) + yaws = [y + yaws_offset for y in yaws] + pitch = [np.random.uniform(-np.pi / 4, np.pi / 4) for _ in range(4)] + + exts = [] + ints = [] + for yaw, pitch in zip(yaws, pitch): + orig = torch.tensor([ + np.sin(yaw) * np.cos(pitch), + np.cos(yaw) * np.cos(pitch), + np.sin(pitch), + ]).float().cuda() * 2 + fov = torch.deg2rad(torch.tensor(40)).cuda() + extrinsics = utils3d.torch.extrinsics_look_at(orig, torch.tensor([0, 0, 0]).float().cuda(), torch.tensor([0, 0, 1]).float().cuda()) + intrinsics = utils3d.torch.intrinsics_from_fov_xy(fov, fov) + exts.append(extrinsics) + ints.append(intrinsics) + + renderer = get_renderer(reps[0]) + images = [] + for representation in reps: + image = torch.zeros(3, 1024, 1024).cuda() + tile = [2, 2] + for j, (ext, intr) in enumerate(zip(exts, ints)): + res = renderer.render(representation, ext, intr) + image[:, 512 * (j // tile[1]):512 * (j // tile[1] + 1), 512 * (j % tile[1]):512 * (j % tile[1] + 1)] = res['color'] + images.append(image) + images = torch.stack(images) + + return images + + +class SLat(SLatVisMixin, StandardDatasetBase): + """ + structured latent dataset + + Args: + roots (str): path to the dataset + latent_model (str): name of the latent model + min_aesthetic_score (float): minimum aesthetic score + max_num_voxels (int): maximum number of voxels + normalization (dict): normalization stats + pretrained_slat_dec (str): name of the pretrained slat decoder + slat_dec_path (str): path to the slat decoder, if given, will override the pretrained_slat_dec + slat_dec_ckpt (str): name of the slat decoder checkpoint + """ + def __init__(self, + roots: str, + *, + latent_model: str, + min_aesthetic_score: float = 5.0, + max_num_voxels: int = 32768, + normalization: Optional[dict] = None, + pretrained_slat_dec: str = 'JeffreyXiang/TRELLIS-image-large/ckpts/slat_dec_gs_swin8_B_64l8gs32_fp16', + slat_dec_path: Optional[str] = None, + slat_dec_ckpt: Optional[str] = None, + ): + self.normalization = normalization + self.latent_model = latent_model + self.min_aesthetic_score = min_aesthetic_score + self.max_num_voxels = max_num_voxels + self.value_range = (0, 1) + + super().__init__( + roots, + pretrained_slat_dec=pretrained_slat_dec, + slat_dec_path=slat_dec_path, + slat_dec_ckpt=slat_dec_ckpt, + ) + + self.loads = [self.metadata.loc[sha256, 'num_voxels'] for _, sha256 in self.instances] + + if self.normalization is not None: + self.mean = torch.tensor(self.normalization['mean']).reshape(1, -1) + self.std = torch.tensor(self.normalization['std']).reshape(1, -1) + + def filter_metadata(self, metadata): + stats = {} + metadata = metadata[metadata[f'latent_{self.latent_model}']] + stats['With latent'] = len(metadata) + metadata = metadata[metadata['aesthetic_score'] >= self.min_aesthetic_score] + stats[f'Aesthetic score >= {self.min_aesthetic_score}'] = len(metadata) + metadata = metadata[metadata['num_voxels'] <= self.max_num_voxels] + stats[f'Num voxels <= {self.max_num_voxels}'] = len(metadata) + return metadata, stats + + def get_instance(self, root, instance): + data = np.load(os.path.join(root, 'latents', self.latent_model, f'{instance}.npz')) + coords = torch.tensor(data['coords']).int() + feats = torch.tensor(data['feats']).float() + if self.normalization is not None: + feats = (feats - self.mean) / self.std + return { + 'coords': coords, + 'feats': feats, + } + + @staticmethod + def collate_fn(batch, split_size=None): + if split_size is None: + group_idx = [list(range(len(batch)))] + else: + group_idx = load_balanced_group_indices([b['coords'].shape[0] for b in batch], split_size) + packs = [] + for group in group_idx: + sub_batch = [batch[i] for i in group] + pack = {} + coords = [] + feats = [] + layout = [] + start = 0 + for i, b in enumerate(sub_batch): + coords.append(torch.cat([torch.full((b['coords'].shape[0], 1), i, dtype=torch.int32), b['coords']], dim=-1)) + feats.append(b['feats']) + layout.append(slice(start, start + b['coords'].shape[0])) + start += b['coords'].shape[0] + coords = torch.cat(coords) + feats = torch.cat(feats) + pack['x_0'] = SparseTensor( + coords=coords, + feats=feats, + ) + pack['x_0']._shape = torch.Size([len(group), *sub_batch[0]['feats'].shape[1:]]) + pack['x_0'].register_spatial_cache('layout', layout) + + # collate other data + keys = [k for k in sub_batch[0].keys() if k not in ['coords', 'feats']] + for k in keys: + if isinstance(sub_batch[0][k], torch.Tensor): + pack[k] = torch.stack([b[k] for b in sub_batch]) + elif isinstance(sub_batch[0][k], list): + pack[k] = sum([b[k] for b in sub_batch], []) + else: + pack[k] = [b[k] for b in sub_batch] + + packs.append(pack) + + if split_size is None: + return packs[0] + return packs + + +class TextConditionedSLat(TextConditionedMixin, SLat): + """ + Text conditioned structured latent dataset + """ + pass + + +class ImageConditionedSLat(ImageConditionedMixin, SLat): + """ + Image conditioned structured latent dataset + """ + pass diff --git a/trellis/datasets/structured_latent2render.py b/trellis/datasets/structured_latent2render.py new file mode 100644 index 0000000..466737a --- /dev/null +++ b/trellis/datasets/structured_latent2render.py @@ -0,0 +1,160 @@ +import os +from PIL import Image +import json +import numpy as np +import torch +import utils3d.torch +from ..modules.sparse.basic import SparseTensor +from .components import StandardDatasetBase + + +class SLat2Render(StandardDatasetBase): + """ + Dataset for Structured Latent and rendered images. + + Args: + roots (str): paths to the dataset + image_size (int): size of the image + latent_model (str): latent model name + min_aesthetic_score (float): minimum aesthetic score + max_num_voxels (int): maximum number of voxels + """ + def __init__( + self, + roots: str, + image_size: int, + latent_model: str, + min_aesthetic_score: float = 5.0, + max_num_voxels: int = 32768, + ): + self.image_size = image_size + self.latent_model = latent_model + self.min_aesthetic_score = min_aesthetic_score + self.max_num_voxels = max_num_voxels + self.value_range = (0, 1) + + super().__init__(roots) + + def filter_metadata(self, metadata): + stats = {} + metadata = metadata[metadata[f'latent_{self.latent_model}']] + stats['With latent'] = len(metadata) + metadata = metadata[metadata['aesthetic_score'] >= self.min_aesthetic_score] + stats[f'Aesthetic score >= {self.min_aesthetic_score}'] = len(metadata) + metadata = metadata[metadata['num_voxels'] <= self.max_num_voxels] + stats[f'Num voxels <= {self.max_num_voxels}'] = len(metadata) + return metadata, stats + + def _get_image(self, root, instance): + with open(os.path.join(root, 'renders', instance, 'transforms.json')) as f: + metadata = json.load(f) + n_views = len(metadata['frames']) + view = np.random.randint(n_views) + metadata = metadata['frames'][view] + fov = metadata['camera_angle_x'] + intrinsics = utils3d.torch.intrinsics_from_fov_xy(torch.tensor(fov), torch.tensor(fov)) + c2w = torch.tensor(metadata['transform_matrix']) + c2w[:3, 1:3] *= -1 + extrinsics = torch.inverse(c2w) + + image_path = os.path.join(root, 'renders', instance, metadata['file_path']) + image = Image.open(image_path) + alpha = image.getchannel(3) + image = image.convert('RGB') + image = image.resize((self.image_size, self.image_size), Image.Resampling.LANCZOS) + alpha = alpha.resize((self.image_size, self.image_size), Image.Resampling.LANCZOS) + image = torch.tensor(np.array(image)).permute(2, 0, 1).float() / 255.0 + alpha = torch.tensor(np.array(alpha)).float() / 255.0 + + return { + 'image': image, + 'alpha': alpha, + 'extrinsics': extrinsics, + 'intrinsics': intrinsics, + } + + def _get_latent(self, root, instance): + data = np.load(os.path.join(root, 'latents', self.latent_model, f'{instance}.npz')) + coords = torch.tensor(data['coords']).int() + feats = torch.tensor(data['feats']).float() + return { + 'coords': coords, + 'feats': feats, + } + + @torch.no_grad() + def visualize_sample(self, sample: dict): + return sample['image'] + + @staticmethod + def collate_fn(batch): + pack = {} + coords = [] + for i, b in enumerate(batch): + coords.append(torch.cat([torch.full((b['coords'].shape[0], 1), i, dtype=torch.int32), b['coords']], dim=-1)) + coords = torch.cat(coords) + feats = torch.cat([b['feats'] for b in batch]) + pack['latents'] = SparseTensor( + coords=coords, + feats=feats, + ) + + # collate other data + keys = [k for k in batch[0].keys() if k not in ['coords', 'feats']] + for k in keys: + if isinstance(batch[0][k], torch.Tensor): + pack[k] = torch.stack([b[k] for b in batch]) + elif isinstance(batch[0][k], list): + pack[k] = sum([b[k] for b in batch], []) + else: + pack[k] = [b[k] for b in batch] + + return pack + + def get_instance(self, root, instance): + image = self._get_image(root, instance) + latent = self._get_latent(root, instance) + return { + **image, + **latent, + } + + +class Slat2RenderGeo(SLat2Render): + def __init__( + self, + roots: str, + image_size: int, + latent_model: str, + min_aesthetic_score: float = 5.0, + max_num_voxels: int = 32768, + ): + super().__init__( + roots, + image_size, + latent_model, + min_aesthetic_score, + max_num_voxels, + ) + + def _get_geo(self, root, instance): + verts, face = utils3d.io.read_ply(os.path.join(root, 'renders', instance, 'mesh.ply')) + mesh = { + "vertices" : torch.from_numpy(verts), + "faces" : torch.from_numpy(face), + } + return { + "mesh" : mesh, + } + + def get_instance(self, root, instance): + image = self._get_image(root, instance) + latent = self._get_latent(root, instance) + geo = self._get_geo(root, instance) + return { + **image, + **latent, + **geo, + } + + \ No newline at end of file diff --git a/trellis/models/__init__.py b/trellis/models/__init__.py index d90e9f9..ae9d17c 100644 --- a/trellis/models/__init__.py +++ b/trellis/models/__init__.py @@ -3,12 +3,20 @@ import importlib __attributes = { 'SparseStructureEncoder': 'sparse_structure_vae', 'SparseStructureDecoder': 'sparse_structure_vae', + 'SparseStructureFlowModel': 'sparse_structure_flow', + 'SLatEncoder': 'structured_latent_vae', 'SLatGaussianDecoder': 'structured_latent_vae', 'SLatRadianceFieldDecoder': 'structured_latent_vae', 'SLatMeshDecoder': 'structured_latent_vae', + 'ElasticSLatEncoder': 'structured_latent_vae', + 'ElasticSLatGaussianDecoder': 'structured_latent_vae', + 'ElasticSLatRadianceFieldDecoder': 'structured_latent_vae', + 'ElasticSLatMeshDecoder': 'structured_latent_vae', + 'SLatFlowModel': 'structured_latent_flow', + 'ElasticSLatFlowModel': 'structured_latent_flow', } __submodules = [] @@ -64,7 +72,25 @@ def from_pretrained(path: str, **kwargs): # For Pylance if __name__ == '__main__': - from .sparse_structure_vae import SparseStructureEncoder, SparseStructureDecoder + from .sparse_structure_vae import ( + SparseStructureEncoder, + SparseStructureDecoder, + ) + from .sparse_structure_flow import SparseStructureFlowModel - from .structured_latent_vae import SLatEncoder, SLatGaussianDecoder, SLatRadianceFieldDecoder, SLatMeshDecoder - from .structured_latent_flow import SLatFlowModel + + from .structured_latent_vae import ( + SLatEncoder, + SLatGaussianDecoder, + SLatRadianceFieldDecoder, + SLatMeshDecoder, + ElasticSLatEncoder, + ElasticSLatGaussianDecoder, + ElasticSLatRadianceFieldDecoder, + ElasticSLatMeshDecoder, + ) + + from .structured_latent_flow import ( + SLatFlowModel, + ElasticSLatFlowModel, + ) diff --git a/trellis/models/sparse_elastic_mixin.py b/trellis/models/sparse_elastic_mixin.py new file mode 100644 index 0000000..66d204c --- /dev/null +++ b/trellis/models/sparse_elastic_mixin.py @@ -0,0 +1,24 @@ +from contextlib import contextmanager +from typing import * +import math +from ..modules import sparse as sp +from ..utils.elastic_utils import ElasticModuleMixin + + +class SparseTransformerElasticMixin(ElasticModuleMixin): + def _get_input_size(self, x: sp.SparseTensor, *args, **kwargs): + return x.feats.shape[0] + + @contextmanager + def with_mem_ratio(self, mem_ratio=1.0): + if mem_ratio == 1.0: + yield 1.0 + return + num_blocks = len(self.blocks) + num_checkpoint_blocks = min(math.ceil((1 - mem_ratio) * num_blocks) + 1, num_blocks) + exact_mem_ratio = 1 - (num_checkpoint_blocks - 1) / num_blocks + for i in range(num_blocks): + self.blocks[i].use_checkpoint = i < num_checkpoint_blocks + yield exact_mem_ratio + for i in range(num_blocks): + self.blocks[i].use_checkpoint = False diff --git a/trellis/models/structured_latent_flow.py b/trellis/models/structured_latent_flow.py index f1463d7..4d6f61b 100644 --- a/trellis/models/structured_latent_flow.py +++ b/trellis/models/structured_latent_flow.py @@ -9,6 +9,7 @@ from ..modules.norm import LayerNorm32 from ..modules import sparse as sp from ..modules.sparse.transformer import ModulatedSparseTransformerCrossBlock from .sparse_structure_flow import TimestepEmbedder +from .sparse_elastic_mixin import SparseTransformerElasticMixin class SparseResBlock3d(nn.Module): @@ -109,8 +110,9 @@ class SLatFlowModel(nn.Module): self.qk_rms_norm_cross = qk_rms_norm_cross self.dtype = torch.float16 if use_fp16 else torch.float32 - assert int(np.log2(patch_size)) == np.log2(patch_size), "Patch size must be a power of 2" - assert np.log2(patch_size) == len(io_block_channels), "Number of IO ResBlocks must match the number of stages" + if self.io_block_channels is not None: + assert int(np.log2(patch_size)) == np.log2(patch_size), "Patch size must be a power of 2" + assert np.log2(patch_size) == len(io_block_channels), "Number of IO ResBlocks must match the number of stages" self.t_embedder = TimestepEmbedder(model_channels) if share_mod: @@ -122,25 +124,27 @@ class SLatFlowModel(nn.Module): if pe_mode == "ape": self.pos_embedder = AbsolutePositionEmbedder(model_channels) - self.input_layer = sp.SparseLinear(in_channels, io_block_channels[0]) + self.input_layer = sp.SparseLinear(in_channels, model_channels if io_block_channels is None else io_block_channels[0]) + self.input_blocks = nn.ModuleList([]) - for chs, next_chs in zip(io_block_channels, io_block_channels[1:] + [model_channels]): - self.input_blocks.extend([ - SparseResBlock3d( - chs, - model_channels, - out_channels=chs, + if io_block_channels is not None: + for chs, next_chs in zip(io_block_channels, io_block_channels[1:] + [model_channels]): + self.input_blocks.extend([ + SparseResBlock3d( + chs, + model_channels, + out_channels=chs, + ) + for _ in range(num_io_res_blocks-1) + ]) + self.input_blocks.append( + SparseResBlock3d( + chs, + model_channels, + out_channels=next_chs, + downsample=True, + ) ) - for _ in range(num_io_res_blocks-1) - ]) - self.input_blocks.append( - SparseResBlock3d( - chs, - model_channels, - out_channels=next_chs, - downsample=True, - ) - ) self.blocks = nn.ModuleList([ ModulatedSparseTransformerCrossBlock( @@ -159,24 +163,26 @@ class SLatFlowModel(nn.Module): ]) self.out_blocks = nn.ModuleList([]) - for chs, prev_chs in zip(reversed(io_block_channels), [model_channels] + list(reversed(io_block_channels[1:]))): - self.out_blocks.append( - SparseResBlock3d( - prev_chs * 2 if self.use_skip_connection else prev_chs, - model_channels, - out_channels=chs, - upsample=True, + if io_block_channels is not None: + for chs, prev_chs in zip(reversed(io_block_channels), [model_channels] + list(reversed(io_block_channels[1:]))): + self.out_blocks.append( + SparseResBlock3d( + prev_chs * 2 if self.use_skip_connection else prev_chs, + model_channels, + out_channels=chs, + upsample=True, + ) ) - ) - self.out_blocks.extend([ - SparseResBlock3d( - chs * 2 if self.use_skip_connection else chs, - model_channels, - out_channels=chs, - ) - for _ in range(num_io_res_blocks-1) - ]) - self.out_layer = sp.SparseLinear(io_block_channels[0], out_channels) + self.out_blocks.extend([ + SparseResBlock3d( + chs * 2 if self.use_skip_connection else chs, + model_channels, + out_channels=chs, + ) + for _ in range(num_io_res_blocks-1) + ]) + + self.out_layer = sp.SparseLinear(model_channels if io_block_channels is None else io_block_channels[0], out_channels) self.initialize_weights() if use_fp16: @@ -260,3 +266,11 @@ class SLatFlowModel(nn.Module): h = h.replace(F.layer_norm(h.feats, h.feats.shape[-1:])) h = self.out_layer(h.type(x.dtype)) return h + + +class ElasticSLatFlowModel(SparseTransformerElasticMixin, SLatFlowModel): + """ + SLat Flow Model with elastic memory management. + Used for training with low VRAM. + """ + pass diff --git a/trellis/models/structured_latent_vae/__init__.py b/trellis/models/structured_latent_vae/__init__.py index 75603bc..4e2ac35 100644 --- a/trellis/models/structured_latent_vae/__init__.py +++ b/trellis/models/structured_latent_vae/__init__.py @@ -1,4 +1,4 @@ -from .encoder import SLatEncoder -from .decoder_gs import SLatGaussianDecoder -from .decoder_rf import SLatRadianceFieldDecoder -from .decoder_mesh import SLatMeshDecoder +from .encoder import SLatEncoder, ElasticSLatEncoder +from .decoder_gs import SLatGaussianDecoder, ElasticSLatGaussianDecoder +from .decoder_rf import SLatRadianceFieldDecoder, ElasticSLatRadianceFieldDecoder +from .decoder_mesh import SLatMeshDecoder, ElasticSLatMeshDecoder diff --git a/trellis/models/structured_latent_vae/decoder_gs.py b/trellis/models/structured_latent_vae/decoder_gs.py index b893cfc..47304f3 100644 --- a/trellis/models/structured_latent_vae/decoder_gs.py +++ b/trellis/models/structured_latent_vae/decoder_gs.py @@ -6,6 +6,7 @@ from ...modules import sparse as sp from ...utils.random_utils import hammersley_sequence from .base import SparseTransformerBase from ...representations import Gaussian +from ..sparse_elastic_mixin import SparseTransformerElasticMixin class SLatGaussianDecoder(SparseTransformerBase): @@ -120,3 +121,11 @@ class SLatGaussianDecoder(SparseTransformerBase): h = h.replace(F.layer_norm(h.feats, h.feats.shape[-1:])) h = self.out_layer(h) return self.to_representation(h) + + +class ElasticSLatGaussianDecoder(SparseTransformerElasticMixin, SLatGaussianDecoder): + """ + Slat VAE Gaussian decoder with elastic memory management. + Used for training with low VRAM. + """ + pass diff --git a/trellis/models/structured_latent_vae/decoder_mesh.py b/trellis/models/structured_latent_vae/decoder_mesh.py index 75c1b1e..f9f5659 100644 --- a/trellis/models/structured_latent_vae/decoder_mesh.py +++ b/trellis/models/structured_latent_vae/decoder_mesh.py @@ -8,6 +8,7 @@ from ...modules import sparse as sp from .base import SparseTransformerBase from ...representations import MeshExtractResult from ...representations.mesh import SparseFeatures2Mesh +from ..sparse_elastic_mixin import SparseTransformerElasticMixin class SparseSubdivideBlock3d(nn.Module): @@ -165,3 +166,11 @@ class SLatMeshDecoder(SparseTransformerBase): h = h.type(x.dtype) h = self.out_layer(h) return self.to_representation(h) + + +class ElasticSLatMeshDecoder(SparseTransformerElasticMixin, SLatMeshDecoder): + """ + Slat VAE Mesh decoder with elastic memory management. + Used for training with low VRAM. + """ + pass diff --git a/trellis/models/structured_latent_vae/decoder_rf.py b/trellis/models/structured_latent_vae/decoder_rf.py index 968bb30..bb18094 100644 --- a/trellis/models/structured_latent_vae/decoder_rf.py +++ b/trellis/models/structured_latent_vae/decoder_rf.py @@ -6,6 +6,7 @@ import numpy as np from ...modules import sparse as sp from .base import SparseTransformerBase from ...representations import Strivec +from ..sparse_elastic_mixin import SparseTransformerElasticMixin class SLatRadianceFieldDecoder(SparseTransformerBase): @@ -102,3 +103,11 @@ class SLatRadianceFieldDecoder(SparseTransformerBase): h = h.replace(F.layer_norm(h.feats, h.feats.shape[-1:])) h = self.out_layer(h) return self.to_representation(h) + + +class ElasticSLatRadianceFieldDecoder(SparseTransformerElasticMixin, SLatRadianceFieldDecoder): + """ + Slat VAE Radiance Field Decoder with elastic memory management. + Used for training with low VRAM. + """ + pass diff --git a/trellis/models/structured_latent_vae/encoder.py b/trellis/models/structured_latent_vae/encoder.py index 8370921..77f6fb1 100644 --- a/trellis/models/structured_latent_vae/encoder.py +++ b/trellis/models/structured_latent_vae/encoder.py @@ -4,6 +4,7 @@ import torch.nn as nn import torch.nn.functional as F from ...modules import sparse as sp from .base import SparseTransformerBase +from ..sparse_elastic_mixin import SparseTransformerElasticMixin class SLatEncoder(SparseTransformerBase): @@ -70,3 +71,10 @@ class SLatEncoder(SparseTransformerBase): return z, mean, logvar else: return z + + +class ElasticSLatEncoder(SparseTransformerElasticMixin, SLatEncoder): + """ + SLat VAE encoder with elastic memory management. + Used for training with low VRAM. + """ diff --git a/trellis/pipelines/__init__.py b/trellis/pipelines/__init__.py index f9e8548..be258c6 100644 --- a/trellis/pipelines/__init__.py +++ b/trellis/pipelines/__init__.py @@ -1,6 +1,6 @@ from . import samplers from .trellis_image_to_3d import TrellisImageTo3DPipeline - +from .trellis_text_to_3d import TrellisTextTo3DPipeline def from_pretrained(path: str): """ diff --git a/trellis/pipelines/base.py b/trellis/pipelines/base.py index 3a9e0df..9d214e4 100644 --- a/trellis/pipelines/base.py +++ b/trellis/pipelines/base.py @@ -36,10 +36,12 @@ class Pipeline: with open(config_file, 'r') as f: args = json.load(f)['args'] - _models = { - k: models.from_pretrained(f"{path}/{v}") - for k, v in args['models'].items() - } + _models = {} + for k, v in args['models'].items(): + try: + _models[k] = models.from_pretrained(f"{path}/{v}") + except: + _models[k] = models.from_pretrained(v) new_pipeline = Pipeline(_models) new_pipeline._pretrained_args = args diff --git a/trellis/pipelines/samplers/flow_euler.py b/trellis/pipelines/samplers/flow_euler.py index d79124c..cd463f2 100644 --- a/trellis/pipelines/samplers/flow_euler.py +++ b/trellis/pipelines/samplers/flow_euler.py @@ -37,6 +37,8 @@ class FlowEulerSampler(Sampler): def _inference_model(self, model, x_t, t, cond=None, **kwargs): t = torch.tensor([1000 * t] * x_t.shape[0], device=x_t.device, dtype=torch.float32) + if cond is not None and cond.shape[0] == 1 and x_t.shape[0] > 1: + cond = cond.repeat(x_t.shape[0], *([1] * (len(cond.shape) - 1))) return model(x_t, t, cond, **kwargs) def _get_model_prediction(self, model, x_t, t, cond=None, **kwargs): diff --git a/trellis/pipelines/trellis_text_to_3d.py b/trellis/pipelines/trellis_text_to_3d.py new file mode 100644 index 0000000..bc18ae0 --- /dev/null +++ b/trellis/pipelines/trellis_text_to_3d.py @@ -0,0 +1,302 @@ +from typing import * +import torch +import torch.nn as nn +import numpy as np +from transformers import CLIPTextModel, AutoTokenizer,CLIPTextConfig +from contextlib import nullcontext +from safetensors.torch import load_file + +import open3d as o3d +from .base import Pipeline +from . import samplers +from ..modules import sparse as sp + + +class TrellisTextTo3DPipeline(Pipeline): + """ + Pipeline for inferring Trellis text-to-3D models. + + Args: + models (dict[str, nn.Module]): The models to use in the pipeline. + sparse_structure_sampler (samplers.Sampler): The sampler for the sparse structure. + slat_sampler (samplers.Sampler): The sampler for the structured latent. + slat_normalization (dict): The normalization parameters for the structured latent. + text_cond_model (str): The name of the text conditioning model. + """ + def __init__( + self, + models: dict[str, nn.Module] = None, + sparse_structure_sampler: samplers.Sampler = None, + slat_sampler: samplers.Sampler = None, + slat_normalization: dict = None, + text_cond_model: str = None, + clip: str = None, + clip_moudel: str = "openai/clip-vit-large-patch14", + ): + if models is None: + return + super().__init__(models) + self.sparse_structure_sampler = sparse_structure_sampler + self.slat_sampler = slat_sampler + self.sparse_structure_sampler_params = {} + self.slat_sampler_params = {} + self.slat_normalization = slat_normalization + self._init_text_cond_model(text_cond_model) + self.clip=clip + self.clip_moudel=clip_moudel + + @staticmethod + def from_pretrained(path: str) -> "TrellisTextTo3DPipeline": + """ + Load a pretrained model. + + Args: + path (str): The path to the model. Can be either local path or a Hugging Face repository. + """ + pipeline = super(TrellisTextTo3DPipeline, TrellisTextTo3DPipeline).from_pretrained(path) + new_pipeline = TrellisTextTo3DPipeline() + new_pipeline.__dict__ = pipeline.__dict__ + args = pipeline._pretrained_args + + new_pipeline.sparse_structure_sampler = getattr(samplers, args['sparse_structure_sampler']['name'])(**args['sparse_structure_sampler']['args']) + new_pipeline.sparse_structure_sampler_params = args['sparse_structure_sampler']['params'] + + new_pipeline.slat_sampler = getattr(samplers, args['slat_sampler']['name'])(**args['slat_sampler']['args']) + new_pipeline.slat_sampler_params = args['slat_sampler']['params'] + + new_pipeline.slat_normalization = args['slat_normalization'] + + new_pipeline._init_text_cond_model(args['text_cond_model']) + + return new_pipeline + + def _init_text_cond_model(self, name: str): + """ + Initialize the text conditioning model. + """ + # load model + #model = CLIPTextModel.from_pretrained(name) + is_accelerate_available=False + try: + from accelerate import init_empty_weights + from accelerate.utils import set_module_tensor_to_device + is_accelerate_available = True + except: + pass + ctx = init_empty_weights if is_accelerate_available else nullcontext + with ctx(): + text_encoder_config=CLIPTextConfig.from_pretrained(self.clip_moudel, local_files_only=True) + model = CLIPTextModel(text_encoder_config) + tokenizer = AutoTokenizer.from_pretrained(self.clip_moudel) + + clip_dict=load_file(self.clip) + model.load_state_dict(clip_dict,strict=False) + del clip_dict + torch.cuda.empty_cache() + model.eval() + self.clip_model = model.cuda() + self.text_cond_model = { + 'model': self.clip_model, + 'tokenizer': tokenizer, + } + self.text_cond_model['null_cond'] = self.encode_text(['']) + + @torch.no_grad() + def encode_text(self, text: List[str]) -> torch.Tensor: + """ + Encode the text. + """ + assert isinstance(text, list) and all(isinstance(t, str) for t in text), "text must be a list of strings" + encoding = self.text_cond_model['tokenizer'](text, max_length=77, padding='max_length', truncation=True, return_tensors='pt') + tokens = encoding['input_ids'].cuda() + embeddings = self.text_cond_model['model'](input_ids=tokens).last_hidden_state + + return embeddings + + def get_cond(self, prompt: List[str]) -> dict: + """ + Get the conditioning information for the model. + + Args: + prompt (List[str]): The text prompt. + + Returns: + dict: The conditioning information + """ + cond = self.encode_text(prompt) + neg_cond = self.text_cond_model['null_cond'] + self.clip_model.to('cpu')# unload clip + return { + 'cond': cond, + 'neg_cond': neg_cond, + } + + def sample_sparse_structure( + self, + cond: dict, + num_samples: int = 1, + sampler_params: dict = {}, + ) -> torch.Tensor: + """ + Sample sparse structures with the given conditioning. + + Args: + cond (dict): The conditioning information. + num_samples (int): The number of samples to generate. + sampler_params (dict): Additional parameters for the sampler. + """ + # Sample occupancy latent + flow_model = self.models['sparse_structure_flow_model'] + reso = flow_model.resolution + noise = torch.randn(num_samples, flow_model.in_channels, reso, reso, reso).to(self.device) + sampler_params = {**self.sparse_structure_sampler_params, **sampler_params} + z_s = self.sparse_structure_sampler.sample( + flow_model, + noise, + **cond, + **sampler_params, + verbose=True + ).samples + + # Decode occupancy latent + decoder = self.models['sparse_structure_decoder'] + coords = torch.argwhere(decoder(z_s)>0)[:, [0, 2, 3, 4]].int() + + return coords + + def decode_slat( + self, + slat: sp.SparseTensor, + formats: List[str] = ['mesh', 'gaussian', 'radiance_field'], + ) -> dict: + """ + Decode the structured latent. + + Args: + slat (sp.SparseTensor): The structured latent. + formats (List[str]): The formats to decode the structured latent to. + + Returns: + dict: The decoded structured latent. + """ + ret = {} + if 'mesh' in formats: + ret['mesh'] = self.models['slat_decoder_mesh'](slat) + if 'gaussian' in formats: + ret['gaussian'] = self.models['slat_decoder_gs'](slat) + if 'radiance_field' in formats: + ret['radiance_field'] = self.models['slat_decoder_rf'](slat) + return ret + + def sample_slat( + self, + cond: dict, + coords: torch.Tensor, + sampler_params: dict = {}, + ) -> sp.SparseTensor: + """ + Sample structured latent with the given conditioning. + + Args: + cond (dict): The conditioning information. + coords (torch.Tensor): The coordinates of the sparse structure. + sampler_params (dict): Additional parameters for the sampler. + """ + # Sample structured latent + flow_model = self.models['slat_flow_model'] + noise = sp.SparseTensor( + feats=torch.randn(coords.shape[0], flow_model.in_channels).to(self.device), + coords=coords, + ) + sampler_params = {**self.slat_sampler_params, **sampler_params} + slat = self.slat_sampler.sample( + flow_model, + noise, + **cond, + **sampler_params, + verbose=True + ).samples + + std = torch.tensor(self.slat_normalization['std'])[None].to(slat.device) + mean = torch.tensor(self.slat_normalization['mean'])[None].to(slat.device) + slat = slat * std + mean + + return slat + + @torch.no_grad() + def run( + self, + prompt: str, + num_samples: int = 1, + seed: int = 42, + sparse_structure_sampler_params: dict = {}, + slat_sampler_params: dict = {}, + formats: List[str] = ['mesh', 'gaussian', 'radiance_field'], + ) -> dict: + """ + Run the pipeline. + + Args: + prompt (str): The text prompt. + num_samples (int): The number of samples to generate. + seed (int): The random seed. + sparse_structure_sampler_params (dict): Additional parameters for the sparse structure sampler. + slat_sampler_params (dict): Additional parameters for the structured latent sampler. + formats (List[str]): The formats to decode the structured latent to. + """ + cond = self.get_cond([prompt]) + torch.manual_seed(seed) + coords = self.sample_sparse_structure(cond, num_samples, sparse_structure_sampler_params) + slat = self.sample_slat(cond, coords, slat_sampler_params) + return self.decode_slat(slat, formats) + + def voxelize(self, mesh: o3d.geometry.TriangleMesh) -> torch.Tensor: + """ + Voxelize a mesh. + + Args: + mesh (o3d.geometry.TriangleMesh): The mesh to voxelize. + sha256 (str): The SHA256 hash of the mesh. + output_dir (str): The output directory. + """ + vertices = np.asarray(mesh.vertices) + aabb = np.stack([vertices.min(0), vertices.max(0)]) + center = (aabb[0] + aabb[1]) / 2 + scale = (aabb[1] - aabb[0]).max() + vertices = (vertices - center) / scale + vertices = np.clip(vertices, -0.5 + 1e-6, 0.5 - 1e-6) + mesh.vertices = o3d.utility.Vector3dVector(vertices) + voxel_grid = o3d.geometry.VoxelGrid.create_from_triangle_mesh_within_bounds(mesh, voxel_size=1/64, min_bound=(-0.5, -0.5, -0.5), max_bound=(0.5, 0.5, 0.5)) + vertices = np.array([voxel.grid_index for voxel in voxel_grid.get_voxels()]) + return torch.tensor(vertices).int().cuda() + + @torch.no_grad() + def run_variant( + self, + mesh: o3d.geometry.TriangleMesh, + prompt: str, + num_samples: int = 1, + seed: int = 42, + slat_sampler_params: dict = {}, + formats: List[str] = ['mesh', 'gaussian', 'radiance_field'], + ) -> dict: + """ + Run the pipeline for making variants of an asset. + + Args: + mesh (o3d.geometry.TriangleMesh): The base mesh. + prompt (str): The text prompt. + num_samples (int): The number of samples to generate. + seed (int): The random seed + slat_sampler_params (dict): Additional parameters for the structured latent sampler. + formats (List[str]): The formats to decode the structured latent to. + """ + cond = self.get_cond([prompt]) + coords = self.voxelize(mesh) + coords = torch.cat([ + torch.arange(num_samples).repeat_interleave(coords.shape[0], 0)[:, None].int().cuda(), + coords.repeat(num_samples, 1) + ], 1) + torch.manual_seed(seed) + slat = self.sample_slat(cond, coords, slat_sampler_params) + return self.decode_slat(slat, formats) diff --git a/trellis/representations/octree/octree_dfs.py b/trellis/representations/octree/octree_dfs.py index 9d1f789..c2bd4dc 100644 --- a/trellis/representations/octree/octree_dfs.py +++ b/trellis/representations/octree/octree_dfs.py @@ -3,21 +3,6 @@ import torch.nn as nn import torch.nn.functional as F -DEFAULT_TRIVEC_CONFIG = { - 'dim': 8, - 'rank': 8, -} - -DEFAULT_VOXEL_CONFIG = { - 'solid': False, -} - -DEFAULT_DECOPOLY_CONFIG = { - 'degree': 8, - 'rank': 16, -} - - class DfsOctree: """ Sparse Voxel Octree (SVO) implementation for PyTorch. @@ -145,8 +130,8 @@ class DfsOctree: @property def get_density(self): - if self.primitive == 'voxel' and self.voxel_config['solid']: - return torch.full((self.position.shape[0], 1), 1000, dtype=torch.float32, device=self.device) + if self.primitive == 'voxel' and self.primitive_config.get('solid', False): + return torch.full((self.position.shape[0], 1), torch.finfo(torch.float32).max, dtype=torch.float32, device=self.device) return self.density_activation(self.density) @property @@ -172,7 +157,7 @@ class DfsOctree: return torch.cat([self.features_dc, self.features_ac], dim=-2) def state_dict(self): - ret = {'structure': self.structure, 'position': self.position, 'depth': self.depth, 'sh_degree': self.sh_degree, 'active_sh_degree': self.active_sh_degree, 'trivec_config': self.trivec_config, 'voxel_config': self.voxel_config, 'primitive': self.primitive} + ret = {'structure': self.structure, 'position': self.position, 'depth': self.depth, 'sh_degree': self.sh_degree, 'active_sh_degree': self.active_sh_degree, 'primitive_config': self.primitive_config, 'primitive': self.primitive} if hasattr(self, 'density_shift'): ret['density_shift'] = self.density_shift for data in set(self.data + self.param_names): diff --git a/trellis/trainers/__init__.py b/trellis/trainers/__init__.py new file mode 100644 index 0000000..29b54f9 --- /dev/null +++ b/trellis/trainers/__init__.py @@ -0,0 +1,63 @@ +import importlib + +__attributes = { + 'BasicTrainer': 'basic', + + 'SparseStructureVaeTrainer': 'vae.sparse_structure_vae', + + 'SLatVaeGaussianTrainer': 'vae.structured_latent_vae_gaussian', + 'SLatVaeRadianceFieldDecoderTrainer': 'vae.structured_latent_vae_rf_dec', + 'SLatVaeMeshDecoderTrainer': 'vae.structured_latent_vae_mesh_dec', + + 'FlowMatchingTrainer': 'flow_matching.flow_matching', + 'FlowMatchingCFGTrainer': 'flow_matching.flow_matching', + 'TextConditionedFlowMatchingCFGTrainer': 'flow_matching.flow_matching', + 'ImageConditionedFlowMatchingCFGTrainer': 'flow_matching.flow_matching', + + 'SparseFlowMatchingTrainer': 'flow_matching.sparse_flow_matching', + 'SparseFlowMatchingCFGTrainer': 'flow_matching.sparse_flow_matching', + 'TextConditionedSparseFlowMatchingCFGTrainer': 'flow_matching.sparse_flow_matching', + 'ImageConditionedSparseFlowMatchingCFGTrainer': 'flow_matching.sparse_flow_matching', +} + +__submodules = [] + +__all__ = list(__attributes.keys()) + __submodules + +def __getattr__(name): + if name not in globals(): + if name in __attributes: + module_name = __attributes[name] + module = importlib.import_module(f".{module_name}", __name__) + globals()[name] = getattr(module, name) + elif name in __submodules: + module = importlib.import_module(f".{name}", __name__) + globals()[name] = module + else: + raise AttributeError(f"module {__name__} has no attribute {name}") + return globals()[name] + + +# For Pylance +if __name__ == '__main__': + from .basic import BasicTrainer + + from .vae.sparse_structure_vae import SparseStructureVaeTrainer + + from .vae.structured_latent_vae_gaussian import SLatVaeGaussianTrainer + from .vae.structured_latent_vae_rf_dec import SLatVaeRadianceFieldDecoderTrainer + from .vae.structured_latent_vae_mesh_dec import SLatVaeMeshDecoderTrainer + + from .flow_matching.flow_matching import ( + FlowMatchingTrainer, + FlowMatchingCFGTrainer, + TextConditionedFlowMatchingCFGTrainer, + ImageConditionedFlowMatchingCFGTrainer, + ) + + from .flow_matching.sparse_flow_matching import ( + SparseFlowMatchingTrainer, + SparseFlowMatchingCFGTrainer, + TextConditionedSparseFlowMatchingCFGTrainer, + ImageConditionedSparseFlowMatchingCFGTrainer, + ) diff --git a/trellis/trainers/base.py b/trellis/trainers/base.py new file mode 100644 index 0000000..15463a0 --- /dev/null +++ b/trellis/trainers/base.py @@ -0,0 +1,451 @@ +from abc import abstractmethod +import os +import time +import json + +import torch +import torch.distributed as dist +from torch.utils.data import DataLoader +import numpy as np + +from torchvision import utils +from torch.utils.tensorboard import SummaryWriter + +from .utils import * +from ..utils.general_utils import * +from ..utils.data_utils import recursive_to_device, cycle, ResumableSampler + + +class Trainer: + """ + Base class for training. + """ + def __init__(self, + models, + dataset, + *, + output_dir, + load_dir, + step, + max_steps, + batch_size=None, + batch_size_per_gpu=None, + batch_split=None, + optimizer={}, + lr_scheduler=None, + elastic=None, + grad_clip=None, + ema_rate=0.9999, + fp16_mode='inflat_all', + fp16_scale_growth=1e-3, + finetune_ckpt=None, + log_param_stats=False, + prefetch_data=True, + i_print=1000, + i_log=500, + i_sample=10000, + i_save=10000, + i_ddpcheck=10000, + **kwargs + ): + assert batch_size is not None or batch_size_per_gpu is not None, 'Either batch_size or batch_size_per_gpu must be specified.' + + self.models = models + self.dataset = dataset + self.batch_split = batch_split if batch_split is not None else 1 + self.max_steps = max_steps + self.optimizer_config = optimizer + self.lr_scheduler_config = lr_scheduler + self.elastic_controller_config = elastic + self.grad_clip = grad_clip + self.ema_rate = [ema_rate] if isinstance(ema_rate, float) else ema_rate + self.fp16_mode = fp16_mode + self.fp16_scale_growth = fp16_scale_growth + self.log_param_stats = log_param_stats + self.prefetch_data = prefetch_data + if self.prefetch_data: + self._data_prefetched = None + + self.output_dir = output_dir + self.i_print = i_print + self.i_log = i_log + self.i_sample = i_sample + self.i_save = i_save + self.i_ddpcheck = i_ddpcheck + + if dist.is_initialized(): + # Multi-GPU params + self.world_size = dist.get_world_size() + self.rank = dist.get_rank() + self.local_rank = dist.get_rank() % torch.cuda.device_count() + self.is_master = self.rank == 0 + else: + # Single-GPU params + self.world_size = 1 + self.rank = 0 + self.local_rank = 0 + self.is_master = True + + self.batch_size = batch_size if batch_size_per_gpu is None else batch_size_per_gpu * self.world_size + self.batch_size_per_gpu = batch_size_per_gpu if batch_size_per_gpu is not None else batch_size // self.world_size + assert self.batch_size % self.world_size == 0, 'Batch size must be divisible by the number of GPUs.' + assert self.batch_size_per_gpu % self.batch_split == 0, 'Batch size per GPU must be divisible by batch split.' + + self.init_models_and_more(**kwargs) + self.prepare_dataloader(**kwargs) + + # Load checkpoint + self.step = 0 + if load_dir is not None and step is not None: + self.load(load_dir, step) + elif finetune_ckpt is not None: + self.finetune_from(finetune_ckpt) + + if self.is_master: + os.makedirs(os.path.join(self.output_dir, 'ckpts'), exist_ok=True) + os.makedirs(os.path.join(self.output_dir, 'samples'), exist_ok=True) + self.writer = SummaryWriter(os.path.join(self.output_dir, 'tb_logs')) + + if self.world_size > 1: + self.check_ddp() + + if self.is_master: + print('\n\nTrainer initialized.') + print(self) + + @property + def device(self): + for _, model in self.models.items(): + if hasattr(model, 'device'): + return model.device + return next(list(self.models.values())[0].parameters()).device + + @abstractmethod + def init_models_and_more(self, **kwargs): + """ + Initialize models and more. + """ + pass + + def prepare_dataloader(self, **kwargs): + """ + Prepare dataloader. + """ + self.data_sampler = ResumableSampler( + self.dataset, + shuffle=True, + ) + self.dataloader = DataLoader( + self.dataset, + batch_size=self.batch_size_per_gpu, + num_workers=int(np.ceil(os.cpu_count() / torch.cuda.device_count())), + pin_memory=True, + drop_last=True, + persistent_workers=True, + collate_fn=self.dataset.collate_fn if hasattr(self.dataset, 'collate_fn') else None, + sampler=self.data_sampler, + ) + self.data_iterator = cycle(self.dataloader) + + @abstractmethod + def load(self, load_dir, step=0): + """ + Load a checkpoint. + Should be called by all processes. + """ + pass + + @abstractmethod + def save(self): + """ + Save a checkpoint. + Should be called only by the rank 0 process. + """ + pass + + @abstractmethod + def finetune_from(self, finetune_ckpt): + """ + Finetune from a checkpoint. + Should be called by all processes. + """ + pass + + @abstractmethod + def run_snapshot(self, num_samples, batch_size=4, verbose=False, **kwargs): + """ + Run a snapshot of the model. + """ + pass + + @torch.no_grad() + def visualize_sample(self, sample): + """ + Convert a sample to an image. + """ + if hasattr(self.dataset, 'visualize_sample'): + return self.dataset.visualize_sample(sample) + else: + return sample + + @torch.no_grad() + def snapshot_dataset(self, num_samples=100): + """ + Sample images from the dataset. + """ + dataloader = torch.utils.data.DataLoader( + self.dataset, + batch_size=num_samples, + num_workers=0, + shuffle=True, + collate_fn=self.dataset.collate_fn if hasattr(self.dataset, 'collate_fn') else None, + ) + data = next(iter(dataloader)) + data = recursive_to_device(data, self.device) + vis = self.visualize_sample(data) + if isinstance(vis, dict): + save_cfg = [(f'dataset_{k}', v) for k, v in vis.items()] + else: + save_cfg = [('dataset', vis)] + for name, image in save_cfg: + utils.save_image( + image, + os.path.join(self.output_dir, 'samples', f'{name}.jpg'), + nrow=int(np.sqrt(num_samples)), + normalize=True, + value_range=self.dataset.value_range, + ) + + @torch.no_grad() + def snapshot(self, suffix=None, num_samples=64, batch_size=4, verbose=False): + """ + Sample images from the model. + NOTE: This function should be called by all processes. + """ + if self.is_master: + print(f'\nSampling {num_samples} images...', end='') + + if suffix is None: + suffix = f'step{self.step:07d}' + + # Assign tasks + num_samples_per_process = int(np.ceil(num_samples / self.world_size)) + samples = self.run_snapshot(num_samples_per_process, batch_size=batch_size, verbose=verbose) + + # Preprocess images + for key in list(samples.keys()): + if samples[key]['type'] == 'sample': + vis = self.visualize_sample(samples[key]['value']) + if isinstance(vis, dict): + for k, v in vis.items(): + samples[f'{key}_{k}'] = {'value': v, 'type': 'image'} + del samples[key] + else: + samples[key] = {'value': vis, 'type': 'image'} + + # Gather results + if self.world_size > 1: + for key in samples.keys(): + samples[key]['value'] = samples[key]['value'].contiguous() + if self.is_master: + all_images = [torch.empty_like(samples[key]['value']) for _ in range(self.world_size)] + else: + all_images = [] + dist.gather(samples[key]['value'], all_images, dst=0) + if self.is_master: + samples[key]['value'] = torch.cat(all_images, dim=0)[:num_samples] + + # Save images + if self.is_master: + os.makedirs(os.path.join(self.output_dir, 'samples', suffix), exist_ok=True) + for key in samples.keys(): + if samples[key]['type'] == 'image': + utils.save_image( + samples[key]['value'], + os.path.join(self.output_dir, 'samples', suffix, f'{key}_{suffix}.jpg'), + nrow=int(np.sqrt(num_samples)), + normalize=True, + value_range=self.dataset.value_range, + ) + elif samples[key]['type'] == 'number': + min = samples[key]['value'].min() + max = samples[key]['value'].max() + images = (samples[key]['value'] - min) / (max - min) + images = utils.make_grid( + images, + nrow=int(np.sqrt(num_samples)), + normalize=False, + ) + save_image_with_notes( + images, + os.path.join(self.output_dir, 'samples', suffix, f'{key}_{suffix}.jpg'), + notes=f'{key} min: {min}, max: {max}', + ) + + if self.is_master: + print(' Done.') + + @abstractmethod + def update_ema(self): + """ + Update exponential moving average. + Should only be called by the rank 0 process. + """ + pass + + @abstractmethod + def check_ddp(self): + """ + Check if DDP is working properly. + Should be called by all process. + """ + pass + + @abstractmethod + def training_losses(**mb_data): + """ + Compute training losses. + """ + pass + + def load_data(self): + """ + Load data. + """ + if self.prefetch_data: + if self._data_prefetched is None: + self._data_prefetched = recursive_to_device(next(self.data_iterator), self.device, non_blocking=True) + data = self._data_prefetched + self._data_prefetched = recursive_to_device(next(self.data_iterator), self.device, non_blocking=True) + else: + data = recursive_to_device(next(self.data_iterator), self.device, non_blocking=True) + + # if the data is a dict, we need to split it into multiple dicts with batch_size_per_gpu + if isinstance(data, dict): + if self.batch_split == 1: + data_list = [data] + else: + batch_size = list(data.values())[0].shape[0] + data_list = [ + {k: v[i * batch_size // self.batch_split:(i + 1) * batch_size // self.batch_split] for k, v in data.items()} + for i in range(self.batch_split) + ] + elif isinstance(data, list): + data_list = data + else: + raise ValueError('Data must be a dict or a list of dicts.') + + return data_list + + @abstractmethod + def run_step(self, data_list): + """ + Run a training step. + """ + pass + + def run(self): + """ + Run training. + """ + if self.is_master: + print('\nStarting training...') + self.snapshot_dataset() + if self.step == 0: + self.snapshot(suffix='init') + else: # resume + self.snapshot(suffix=f'resume_step{self.step:07d}') + + log = [] + time_last_print = 0.0 + time_elapsed = 0.0 + while self.step < self.max_steps: + time_start = time.time() + + data_list = self.load_data() + step_log = self.run_step(data_list) + + time_end = time.time() + time_elapsed += time_end - time_start + + self.step += 1 + + # Print progress + if self.is_master and self.step % self.i_print == 0: + speed = self.i_print / (time_elapsed - time_last_print) * 3600 + columns = [ + f'Step: {self.step}/{self.max_steps} ({self.step / self.max_steps * 100:.2f}%)', + f'Elapsed: {time_elapsed / 3600:.2f} h', + f'Speed: {speed:.2f} steps/h', + f'ETA: {(self.max_steps - self.step) / speed:.2f} h', + ] + print(' | '.join([c.ljust(25) for c in columns]), flush=True) + time_last_print = time_elapsed + + # Check ddp + if self.world_size > 1 and self.i_ddpcheck is not None and self.step % self.i_ddpcheck == 0: + self.check_ddp() + + # Sample images + if self.step % self.i_sample == 0: + self.snapshot() + + if self.is_master: + log.append((self.step, {})) + + # Log time + log[-1][1]['time'] = { + 'step': time_end - time_start, + 'elapsed': time_elapsed, + } + + # Log losses + if step_log is not None: + log[-1][1].update(step_log) + + # Log scale + if self.fp16_mode == 'amp': + log[-1][1]['scale'] = self.scaler.get_scale() + elif self.fp16_mode == 'inflat_all': + log[-1][1]['log_scale'] = self.log_scale + + # Save log + if self.step % self.i_log == 0: + ## save to log file + log_str = '\n'.join([ + f'{step}: {json.dumps(log)}' for step, log in log + ]) + with open(os.path.join(self.output_dir, 'log.txt'), 'a') as log_file: + log_file.write(log_str + '\n') + + # show with mlflow + log_show = [l for _, l in log if not dict_any(l, lambda x: np.isnan(x))] + log_show = dict_reduce(log_show, lambda x: np.mean(x)) + log_show = dict_flatten(log_show, sep='/') + for key, value in log_show.items(): + self.writer.add_scalar(key, value, self.step) + log = [] + + # Save checkpoint + if self.step % self.i_save == 0: + self.save() + + if self.is_master: + self.snapshot(suffix='final') + self.writer.close() + print('Training finished.') + + def profile(self, wait=2, warmup=3, active=5): + """ + Profile the training loop. + """ + with torch.profiler.profile( + schedule=torch.profiler.schedule(wait=wait, warmup=warmup, active=active, repeat=1), + on_trace_ready=torch.profiler.tensorboard_trace_handler(os.path.join(self.output_dir, 'profile')), + profile_memory=True, + with_stack=True, + ) as prof: + for _ in range(wait + warmup + active): + self.run_step() + prof.step() + \ No newline at end of file diff --git a/trellis/trainers/basic.py b/trellis/trainers/basic.py new file mode 100644 index 0000000..f5cf304 --- /dev/null +++ b/trellis/trainers/basic.py @@ -0,0 +1,438 @@ +import os +import copy +from functools import partial +from contextlib import nullcontext + +import torch +import torch.distributed as dist +from torch.nn.parallel import DistributedDataParallel as DDP +import numpy as np + +from .utils import * +from .base import Trainer +from ..utils.general_utils import * +from ..utils.dist_utils import * +from ..utils import grad_clip_utils, elastic_utils + + +class BasicTrainer(Trainer): + """ + Trainer for basic training loop. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + """ + + def __str__(self): + lines = [] + lines.append(self.__class__.__name__) + lines.append(f' - Models:') + for name, model in self.models.items(): + lines.append(f' - {name}: {model.__class__.__name__}') + lines.append(f' - Dataset: {indent(str(self.dataset), 2)}') + lines.append(f' - Dataloader:') + lines.append(f' - Sampler: {self.dataloader.sampler.__class__.__name__}') + lines.append(f' - Num workers: {self.dataloader.num_workers}') + lines.append(f' - Number of steps: {self.max_steps}') + lines.append(f' - Number of GPUs: {self.world_size}') + lines.append(f' - Batch size: {self.batch_size}') + lines.append(f' - Batch size per GPU: {self.batch_size_per_gpu}') + lines.append(f' - Batch split: {self.batch_split}') + lines.append(f' - Optimizer: {self.optimizer.__class__.__name__}') + lines.append(f' - Learning rate: {self.optimizer.param_groups[0]["lr"]}') + if self.lr_scheduler_config is not None: + lines.append(f' - LR scheduler: {self.lr_scheduler.__class__.__name__}') + if self.elastic_controller_config is not None: + lines.append(f' - Elastic memory: {indent(str(self.elastic_controller), 2)}') + if self.grad_clip is not None: + lines.append(f' - Gradient clip: {indent(str(self.grad_clip), 2)}') + lines.append(f' - EMA rate: {self.ema_rate}') + lines.append(f' - FP16 mode: {self.fp16_mode}') + return '\n'.join(lines) + + def init_models_and_more(self, **kwargs): + """ + Initialize models and more. + """ + if self.world_size > 1: + # Prepare distributed data parallel + self.training_models = { + name: DDP( + model, + device_ids=[self.local_rank], + output_device=self.local_rank, + bucket_cap_mb=128, + find_unused_parameters=False + ) + for name, model in self.models.items() + } + else: + self.training_models = self.models + + # Build master params + self.model_params = sum( + [[p for p in model.parameters() if p.requires_grad] for model in self.models.values()] + , []) + if self.fp16_mode == 'amp': + self.master_params = self.model_params + self.scaler = torch.GradScaler() if self.fp16_mode == 'amp' else None + elif self.fp16_mode == 'inflat_all': + self.master_params = make_master_params(self.model_params) + self.fp16_scale_growth = self.fp16_scale_growth + self.log_scale = 20.0 + elif self.fp16_mode is None: + self.master_params = self.model_params + else: + raise NotImplementedError(f'FP16 mode {self.fp16_mode} is not implemented.') + + # Build EMA params + if self.is_master: + self.ema_params = [copy.deepcopy(self.master_params) for _ in self.ema_rate] + + # Initialize optimizer + if hasattr(torch.optim, self.optimizer_config['name']): + self.optimizer = getattr(torch.optim, self.optimizer_config['name'])(self.master_params, **self.optimizer_config['args']) + else: + self.optimizer = globals()[self.optimizer_config['name']](self.master_params, **self.optimizer_config['args']) + + # Initalize learning rate scheduler + if self.lr_scheduler_config is not None: + if hasattr(torch.optim.lr_scheduler, self.lr_scheduler_config['name']): + self.lr_scheduler = getattr(torch.optim.lr_scheduler, self.lr_scheduler_config['name'])(self.optimizer, **self.lr_scheduler_config['args']) + else: + self.lr_scheduler = globals()[self.lr_scheduler_config['name']](self.optimizer, **self.lr_scheduler_config['args']) + + # Initialize elastic memory controller + if self.elastic_controller_config is not None: + assert any([isinstance(model, (elastic_utils.ElasticModule, elastic_utils.ElasticModuleMixin)) for model in self.models.values()]), \ + 'No elastic module found in models, please inherit from ElasticModule or ElasticModuleMixin' + self.elastic_controller = getattr(elastic_utils, self.elastic_controller_config['name'])(**self.elastic_controller_config['args']) + for model in self.models.values(): + if isinstance(model, (elastic_utils.ElasticModule, elastic_utils.ElasticModuleMixin)): + model.register_memory_controller(self.elastic_controller) + + # Initialize gradient clipper + if self.grad_clip is not None: + if isinstance(self.grad_clip, (float, int)): + self.grad_clip = float(self.grad_clip) + else: + self.grad_clip = getattr(grad_clip_utils, self.grad_clip['name'])(**self.grad_clip['args']) + + def _master_params_to_state_dicts(self, master_params): + """ + Convert master params to dict of state_dicts. + """ + if self.fp16_mode == 'inflat_all': + master_params = unflatten_master_params(self.model_params, master_params) + state_dicts = {name: model.state_dict() for name, model in self.models.items()} + master_params_names = sum( + [[(name, n) for n, p in model.named_parameters() if p.requires_grad] for name, model in self.models.items()] + , []) + for i, (model_name, param_name) in enumerate(master_params_names): + state_dicts[model_name][param_name] = master_params[i] + return state_dicts + + def _state_dicts_to_master_params(self, master_params, state_dicts): + """ + Convert a state_dict to master params. + """ + master_params_names = sum( + [[(name, n) for n, p in model.named_parameters() if p.requires_grad] for name, model in self.models.items()] + , []) + params = [state_dicts[name][param_name] for name, param_name in master_params_names] + if self.fp16_mode == 'inflat_all': + model_params_to_master_params(params, master_params) + else: + for i, param in enumerate(params): + master_params[i].data.copy_(param.data) + + def load(self, load_dir, step=0): + """ + Load a checkpoint. + Should be called by all processes. + """ + if self.is_master: + print(f'\nLoading checkpoint from step {step}...', end='') + + model_ckpts = {} + for name, model in self.models.items(): + model_ckpt = torch.load(read_file_dist(os.path.join(load_dir, 'ckpts', f'{name}_step{step:07d}.pt')), map_location=self.device, weights_only=True) + model_ckpts[name] = model_ckpt + model.load_state_dict(model_ckpt) + if self.fp16_mode == 'inflat_all': + model.convert_to_fp16() + self._state_dicts_to_master_params(self.master_params, model_ckpts) + del model_ckpts + + if self.is_master: + for i, ema_rate in enumerate(self.ema_rate): + ema_ckpts = {} + for name, model in self.models.items(): + ema_ckpt = torch.load(os.path.join(load_dir, 'ckpts', f'{name}_ema{ema_rate}_step{step:07d}.pt'), map_location=self.device, weights_only=True) + ema_ckpts[name] = ema_ckpt + self._state_dicts_to_master_params(self.ema_params[i], ema_ckpts) + del ema_ckpts + + misc_ckpt = torch.load(read_file_dist(os.path.join(load_dir, 'ckpts', f'misc_step{step:07d}.pt')), map_location=torch.device('cpu'), weights_only=False) + self.optimizer.load_state_dict(misc_ckpt['optimizer']) + self.step = misc_ckpt['step'] + self.data_sampler.load_state_dict(misc_ckpt['data_sampler']) + if self.fp16_mode == 'amp': + self.scaler.load_state_dict(misc_ckpt['scaler']) + elif self.fp16_mode == 'inflat_all': + self.log_scale = misc_ckpt['log_scale'] + if self.lr_scheduler_config is not None: + self.lr_scheduler.load_state_dict(misc_ckpt['lr_scheduler']) + if self.elastic_controller_config is not None: + self.elastic_controller.load_state_dict(misc_ckpt['elastic_controller']) + if self.grad_clip is not None and not isinstance(self.grad_clip, float): + self.grad_clip.load_state_dict(misc_ckpt['grad_clip']) + del misc_ckpt + + if self.world_size > 1: + dist.barrier() + if self.is_master: + print(' Done.') + + if self.world_size > 1: + self.check_ddp() + + def save(self): + """ + Save a checkpoint. + Should be called only by the rank 0 process. + """ + assert self.is_master, 'save() should be called only by the rank 0 process.' + print(f'\nSaving checkpoint at step {self.step}...', end='') + + model_ckpts = self._master_params_to_state_dicts(self.master_params) + for name, model_ckpt in model_ckpts.items(): + torch.save(model_ckpt, os.path.join(self.output_dir, 'ckpts', f'{name}_step{self.step:07d}.pt')) + + for i, ema_rate in enumerate(self.ema_rate): + ema_ckpts = self._master_params_to_state_dicts(self.ema_params[i]) + for name, ema_ckpt in ema_ckpts.items(): + torch.save(ema_ckpt, os.path.join(self.output_dir, 'ckpts', f'{name}_ema{ema_rate}_step{self.step:07d}.pt')) + + misc_ckpt = { + 'optimizer': self.optimizer.state_dict(), + 'step': self.step, + 'data_sampler': self.data_sampler.state_dict(), + } + if self.fp16_mode == 'amp': + misc_ckpt['scaler'] = self.scaler.state_dict() + elif self.fp16_mode == 'inflat_all': + misc_ckpt['log_scale'] = self.log_scale + if self.lr_scheduler_config is not None: + misc_ckpt['lr_scheduler'] = self.lr_scheduler.state_dict() + if self.elastic_controller_config is not None: + misc_ckpt['elastic_controller'] = self.elastic_controller.state_dict() + if self.grad_clip is not None and not isinstance(self.grad_clip, float): + misc_ckpt['grad_clip'] = self.grad_clip.state_dict() + torch.save(misc_ckpt, os.path.join(self.output_dir, 'ckpts', f'misc_step{self.step:07d}.pt')) + print(' Done.') + + def finetune_from(self, finetune_ckpt): + """ + Finetune from a checkpoint. + Should be called by all processes. + """ + if self.is_master: + print('\nFinetuning from:') + for name, path in finetune_ckpt.items(): + print(f' - {name}: {path}') + + model_ckpts = {} + for name, model in self.models.items(): + model_state_dict = model.state_dict() + if name in finetune_ckpt: + model_ckpt = torch.load(read_file_dist(finetune_ckpt[name]), map_location=self.device, weights_only=True) + for k, v in model_ckpt.items(): + if model_ckpt[k].shape != model_state_dict[k].shape: + if self.is_master: + print(f'Warning: {k} shape mismatch, {model_ckpt[k].shape} vs {model_state_dict[k].shape}, skipped.') + model_ckpt[k] = model_state_dict[k] + model_ckpts[name] = model_ckpt + model.load_state_dict(model_ckpt) + if self.fp16_mode == 'inflat_all': + model.convert_to_fp16() + else: + if self.is_master: + print(f'Warning: {name} not found in finetune_ckpt, skipped.') + model_ckpts[name] = model_state_dict + self._state_dicts_to_master_params(self.master_params, model_ckpts) + del model_ckpts + + if self.world_size > 1: + dist.barrier() + if self.is_master: + print('Done.') + + if self.world_size > 1: + self.check_ddp() + + def update_ema(self): + """ + Update exponential moving average. + Should only be called by the rank 0 process. + """ + assert self.is_master, 'update_ema() should be called only by the rank 0 process.' + for i, ema_rate in enumerate(self.ema_rate): + for master_param, ema_param in zip(self.master_params, self.ema_params[i]): + ema_param.detach().mul_(ema_rate).add_(master_param, alpha=1.0 - ema_rate) + + def check_ddp(self): + """ + Check if DDP is working properly. + Should be called by all process. + """ + if self.is_master: + print('\nPerforming DDP check...') + + if self.is_master: + print('Checking if parameters are consistent across processes...') + dist.barrier() + try: + for p in self.master_params: + # split to avoid OOM + for i in range(0, p.numel(), 10000000): + sub_size = min(10000000, p.numel() - i) + sub_p = p.detach().view(-1)[i:i+sub_size] + # gather from all processes + sub_p_gather = [torch.empty_like(sub_p) for _ in range(self.world_size)] + dist.all_gather(sub_p_gather, sub_p) + # check if equal + assert all([torch.equal(sub_p, sub_p_gather[i]) for i in range(self.world_size)]), 'parameters are not consistent across processes' + except AssertionError as e: + if self.is_master: + print(f'\n\033[91mError: {e}\033[0m') + print('DDP check failed.') + raise e + + dist.barrier() + if self.is_master: + print('Done.') + + def run_step(self, data_list): + """ + Run a training step. + """ + step_log = {'loss': {}, 'status': {}} + amp_context = partial(torch.autocast, device_type='cuda') if self.fp16_mode == 'amp' else nullcontext + elastic_controller_context = self.elastic_controller.record if self.elastic_controller_config is not None else nullcontext + + # Train + losses = [] + statuses = [] + elastic_controller_logs = [] + zero_grad(self.model_params) + for i, mb_data in enumerate(data_list): + ## sync at the end of each batch split + sync_contexts = [self.training_models[name].no_sync for name in self.training_models] if i != len(data_list) - 1 and self.world_size > 1 else [nullcontext] + with nested_contexts(*sync_contexts), elastic_controller_context(): + with amp_context(): + loss, status = self.training_losses(**mb_data) + l = loss['loss'] / len(data_list) + ## backward + if self.fp16_mode == 'amp': + self.scaler.scale(l).backward() + elif self.fp16_mode == 'inflat_all': + scaled_l = l * (2 ** self.log_scale) + scaled_l.backward() + else: + l.backward() + ## log + losses.append(dict_foreach(loss, lambda x: x.item() if isinstance(x, torch.Tensor) else x)) + statuses.append(dict_foreach(status, lambda x: x.item() if isinstance(x, torch.Tensor) else x)) + if self.elastic_controller_config is not None: + elastic_controller_logs.append(self.elastic_controller.log()) + ## gradient clip + if self.grad_clip is not None: + if self.fp16_mode == 'amp': + self.scaler.unscale_(self.optimizer) + elif self.fp16_mode == 'inflat_all': + model_grads_to_master_grads(self.model_params, self.master_params) + self.master_params[0].grad.mul_(1.0 / (2 ** self.log_scale)) + if isinstance(self.grad_clip, float): + grad_norm = torch.nn.utils.clip_grad_norm_(self.master_params, self.grad_clip) + else: + grad_norm = self.grad_clip(self.master_params) + if torch.isfinite(grad_norm): + statuses[-1]['grad_norm'] = grad_norm.item() + ## step + if self.fp16_mode == 'amp': + prev_scale = self.scaler.get_scale() + self.scaler.step(self.optimizer) + self.scaler.update() + elif self.fp16_mode == 'inflat_all': + prev_scale = 2 ** self.log_scale + if not any(not p.grad.isfinite().all() for p in self.model_params): + if self.grad_clip is None: + model_grads_to_master_grads(self.model_params, self.master_params) + self.master_params[0].grad.mul_(1.0 / (2 ** self.log_scale)) + self.optimizer.step() + master_params_to_model_params(self.model_params, self.master_params) + self.log_scale += self.fp16_scale_growth + else: + self.log_scale -= 1 + else: + prev_scale = 1.0 + if not any(not p.grad.isfinite().all() for p in self.model_params): + self.optimizer.step() + else: + print('\n\033[93mWarning: NaN detected in gradients. Skipping update.\033[0m') + ## adjust learning rate + if self.lr_scheduler_config is not None: + statuses[-1]['lr'] = self.lr_scheduler.get_last_lr()[0] + self.lr_scheduler.step() + + # Logs + step_log['loss'] = dict_reduce(losses, lambda x: np.mean(x)) + step_log['status'] = dict_reduce(statuses, lambda x: np.mean(x), special_func={'min': lambda x: np.min(x), 'max': lambda x: np.max(x)}) + if self.elastic_controller_config is not None: + step_log['elastic'] = dict_reduce(elastic_controller_logs, lambda x: np.mean(x)) + if self.grad_clip is not None: + step_log['grad_clip'] = self.grad_clip if isinstance(self.grad_clip, float) else self.grad_clip.log() + + # Check grad and norm of each param + if self.log_param_stats: + param_norms = {} + param_grads = {} + for name, param in self.backbone.named_parameters(): + if param.requires_grad: + param_norms[name] = param.norm().item() + if param.grad is not None and torch.isfinite(param.grad).all(): + param_grads[name] = param.grad.norm().item() / prev_scale + step_log['param_norms'] = param_norms + step_log['param_grads'] = param_grads + + # Update exponential moving average + if self.is_master: + self.update_ema() + + return step_log diff --git a/trellis/trainers/flow_matching/flow_matching.py b/trellis/trainers/flow_matching/flow_matching.py new file mode 100644 index 0000000..1df8efa --- /dev/null +++ b/trellis/trainers/flow_matching/flow_matching.py @@ -0,0 +1,353 @@ +from typing import * +import copy +import torch +import torch.nn.functional as F +from torch.utils.data import DataLoader +import numpy as np +from easydict import EasyDict as edict + +from ..basic import BasicTrainer +from ...pipelines import samplers +from ...utils.general_utils import dict_reduce +from .mixins.classifier_free_guidance import ClassifierFreeGuidanceMixin +from .mixins.text_conditioned import TextConditionedMixin +from .mixins.image_conditioned import ImageConditionedMixin + + +class FlowMatchingTrainer(BasicTrainer): + """ + Trainer for diffusion model with flow matching objective. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + + t_schedule (dict): Time schedule for flow matching. + sigma_min (float): Minimum noise level. + """ + def __init__( + self, + *args, + t_schedule: dict = { + 'name': 'logitNormal', + 'args': { + 'mean': 0.0, + 'std': 1.0, + } + }, + sigma_min: float = 1e-5, + **kwargs + ): + super().__init__(*args, **kwargs) + self.t_schedule = t_schedule + self.sigma_min = sigma_min + + def diffuse(self, x_0: torch.Tensor, t: torch.Tensor, noise: Optional[torch.Tensor] = None) -> torch.Tensor: + """ + Diffuse the data for a given number of diffusion steps. + In other words, sample from q(x_t | x_0). + + Args: + x_0: The [N x C x ...] tensor of noiseless inputs. + t: The [N] tensor of diffusion steps [0-1]. + noise: If specified, use this noise instead of generating new noise. + + Returns: + x_t, the noisy version of x_0 under timestep t. + """ + if noise is None: + noise = torch.randn_like(x_0) + assert noise.shape == x_0.shape, "noise must have same shape as x_0" + + t = t.view(-1, *[1 for _ in range(len(x_0.shape) - 1)]) + x_t = (1 - t) * x_0 + (self.sigma_min + (1 - self.sigma_min) * t) * noise + + return x_t + + def reverse_diffuse(self, x_t: torch.Tensor, t: torch.Tensor, noise: torch.Tensor) -> torch.Tensor: + """ + Get original image from noisy version under timestep t. + """ + assert noise.shape == x_t.shape, "noise must have same shape as x_t" + t = t.view(-1, *[1 for _ in range(len(x_t.shape) - 1)]) + x_0 = (x_t - (self.sigma_min + (1 - self.sigma_min) * t) * noise) / (1 - t) + return x_0 + + def get_v(self, x_0: torch.Tensor, noise: torch.Tensor, t: torch.Tensor) -> torch.Tensor: + """ + Compute the velocity of the diffusion process at time t. + """ + return (1 - self.sigma_min) * noise - x_0 + + def get_cond(self, cond, **kwargs): + """ + Get the conditioning data. + """ + return cond + + def get_inference_cond(self, cond, **kwargs): + """ + Get the conditioning data for inference. + """ + return {'cond': cond, **kwargs} + + def get_sampler(self, **kwargs) -> samplers.FlowEulerSampler: + """ + Get the sampler for the diffusion process. + """ + return samplers.FlowEulerSampler(self.sigma_min) + + def vis_cond(self, **kwargs): + """ + Visualize the conditioning data. + """ + return {} + + def sample_t(self, batch_size: int) -> torch.Tensor: + """ + Sample timesteps. + """ + if self.t_schedule['name'] == 'uniform': + t = torch.rand(batch_size) + elif self.t_schedule['name'] == 'logitNormal': + mean = self.t_schedule['args']['mean'] + std = self.t_schedule['args']['std'] + t = torch.sigmoid(torch.randn(batch_size) * std + mean) + else: + raise ValueError(f"Unknown t_schedule: {self.t_schedule['name']}") + return t + + def training_losses( + self, + x_0: torch.Tensor, + cond=None, + **kwargs + ) -> Tuple[Dict, Dict]: + """ + Compute training losses for a single timestep. + + Args: + x_0: The [N x C x ...] tensor of noiseless inputs. + cond: The [N x ...] tensor of additional conditions. + kwargs: Additional arguments to pass to the backbone. + + Returns: + a dict with the key "loss" containing a tensor of shape [N]. + may also contain other keys for different terms. + """ + noise = torch.randn_like(x_0) + t = self.sample_t(x_0.shape[0]).to(x_0.device).float() + x_t = self.diffuse(x_0, t, noise=noise) + cond = self.get_cond(cond, **kwargs) + + pred = self.training_models['denoiser'](x_t, t * 1000, cond, **kwargs) + assert pred.shape == noise.shape == x_0.shape + target = self.get_v(x_0, noise, t) + terms = edict() + terms["mse"] = F.mse_loss(pred, target) + terms["loss"] = terms["mse"] + + # log loss with time bins + mse_per_instance = np.array([ + F.mse_loss(pred[i], target[i]).item() + for i in range(x_0.shape[0]) + ]) + time_bin = np.digitize(t.cpu().numpy(), np.linspace(0, 1, 11)) - 1 + for i in range(10): + if (time_bin == i).sum() != 0: + terms[f"bin_{i}"] = {"mse": mse_per_instance[time_bin == i].mean()} + + return terms, {} + + @torch.no_grad() + def run_snapshot( + self, + num_samples: int, + batch_size: int, + verbose: bool = False, + ) -> Dict: + dataloader = DataLoader( + copy.deepcopy(self.dataset), + batch_size=batch_size, + shuffle=True, + num_workers=0, + collate_fn=self.dataset.collate_fn if hasattr(self.dataset, 'collate_fn') else None, + ) + + # inference + sampler = self.get_sampler() + sample_gt = [] + sample = [] + cond_vis = [] + for i in range(0, num_samples, batch_size): + batch = min(batch_size, num_samples - i) + data = next(iter(dataloader)) + data = {k: v[:batch].cuda() if isinstance(v, torch.Tensor) else v[:batch] for k, v in data.items()} + noise = torch.randn_like(data['x_0']) + sample_gt.append(data['x_0']) + cond_vis.append(self.vis_cond(**data)) + del data['x_0'] + args = self.get_inference_cond(**data) + res = sampler.sample( + self.models['denoiser'], + noise=noise, + **args, + steps=50, cfg_strength=3.0, verbose=verbose, + ) + sample.append(res.samples) + + sample_gt = torch.cat(sample_gt, dim=0) + sample = torch.cat(sample, dim=0) + sample_dict = { + 'sample_gt': {'value': sample_gt, 'type': 'sample'}, + 'sample': {'value': sample, 'type': 'sample'}, + } + sample_dict.update(dict_reduce(cond_vis, None, { + 'value': lambda x: torch.cat(x, dim=0), + 'type': lambda x: x[0], + })) + + return sample_dict + + +class FlowMatchingCFGTrainer(ClassifierFreeGuidanceMixin, FlowMatchingTrainer): + """ + Trainer for diffusion model with flow matching objective and classifier-free guidance. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + + t_schedule (dict): Time schedule for flow matching. + sigma_min (float): Minimum noise level. + p_uncond (float): Probability of dropping conditions. + """ + pass + + +class TextConditionedFlowMatchingCFGTrainer(TextConditionedMixin, FlowMatchingCFGTrainer): + """ + Trainer for text-conditioned diffusion model with flow matching objective and classifier-free guidance. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + + t_schedule (dict): Time schedule for flow matching. + sigma_min (float): Minimum noise level. + p_uncond (float): Probability of dropping conditions. + text_cond_model(str): Text conditioning model. + """ + pass + + +class ImageConditionedFlowMatchingCFGTrainer(ImageConditionedMixin, FlowMatchingCFGTrainer): + """ + Trainer for image-conditioned diffusion model with flow matching objective and classifier-free guidance. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + + t_schedule (dict): Time schedule for flow matching. + sigma_min (float): Minimum noise level. + p_uncond (float): Probability of dropping conditions. + image_cond_model (str): Image conditioning model. + """ + pass diff --git a/trellis/trainers/flow_matching/mixins/classifier_free_guidance.py b/trellis/trainers/flow_matching/mixins/classifier_free_guidance.py new file mode 100644 index 0000000..548e007 --- /dev/null +++ b/trellis/trainers/flow_matching/mixins/classifier_free_guidance.py @@ -0,0 +1,59 @@ +import torch +import numpy as np +from ....utils.general_utils import dict_foreach +from ....pipelines import samplers + + +class ClassifierFreeGuidanceMixin: + def __init__(self, *args, p_uncond: float = 0.1, **kwargs): + super().__init__(*args, **kwargs) + self.p_uncond = p_uncond + + def get_cond(self, cond, neg_cond=None, **kwargs): + """ + Get the conditioning data. + """ + assert neg_cond is not None, "neg_cond must be provided for classifier-free guidance" + + if self.p_uncond > 0: + # randomly drop the class label + def get_batch_size(cond): + if isinstance(cond, torch.Tensor): + return cond.shape[0] + elif isinstance(cond, list): + return len(cond) + else: + raise ValueError(f"Unsupported type of cond: {type(cond)}") + + ref_cond = cond if not isinstance(cond, dict) else cond[list(cond.keys())[0]] + B = get_batch_size(ref_cond) + + def select(cond, neg_cond, mask): + if isinstance(cond, torch.Tensor): + mask = torch.tensor(mask, device=cond.device).reshape(-1, *[1] * (cond.ndim - 1)) + return torch.where(mask, neg_cond, cond) + elif isinstance(cond, list): + return [nc if m else c for c, nc, m in zip(cond, neg_cond, mask)] + else: + raise ValueError(f"Unsupported type of cond: {type(cond)}") + + mask = list(np.random.rand(B) < self.p_uncond) + if not isinstance(cond, dict): + cond = select(cond, neg_cond, mask) + else: + cond = dict_foreach([cond, neg_cond], lambda x: select(x[0], x[1], mask)) + + return cond + + def get_inference_cond(self, cond, neg_cond=None, **kwargs): + """ + Get the conditioning data for inference. + """ + assert neg_cond is not None, "neg_cond must be provided for classifier-free guidance" + return {'cond': cond, 'neg_cond': neg_cond, **kwargs} + + def get_sampler(self, **kwargs) -> samplers.FlowEulerCfgSampler: + """ + Get the sampler for the diffusion process. + """ + return samplers.FlowEulerCfgSampler(self.sigma_min) diff --git a/trellis/trainers/flow_matching/mixins/image_conditioned.py b/trellis/trainers/flow_matching/mixins/image_conditioned.py new file mode 100644 index 0000000..be18d64 --- /dev/null +++ b/trellis/trainers/flow_matching/mixins/image_conditioned.py @@ -0,0 +1,93 @@ +from typing import * +import torch +import torch.nn.functional as F +from torchvision import transforms +import numpy as np +from PIL import Image + +from ....utils import dist_utils + + +class ImageConditionedMixin: + """ + Mixin for image-conditioned models. + + Args: + image_cond_model: The image conditioning model. + """ + def __init__(self, *args, image_cond_model: str = 'dinov2_vitl14_reg', **kwargs): + super().__init__(*args, **kwargs) + self.image_cond_model_name = image_cond_model + self.image_cond_model = None # the model is init lazily + + @staticmethod + def prepare_for_training(image_cond_model: str, **kwargs): + """ + Prepare for training. + """ + if hasattr(super(ImageConditionedMixin, ImageConditionedMixin), 'prepare_for_training'): + super(ImageConditionedMixin, ImageConditionedMixin).prepare_for_training(**kwargs) + # download the model + torch.hub.load('facebookresearch/dinov2', image_cond_model, pretrained=True) + + def _init_image_cond_model(self): + """ + Initialize the image conditioning model. + """ + with dist_utils.local_master_first(): + dinov2_model = torch.hub.load('facebookresearch/dinov2', self.image_cond_model_name, pretrained=True) + dinov2_model.eval().cuda() + transform = transforms.Compose([ + transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + ]) + self.image_cond_model = { + 'model': dinov2_model, + 'transform': transform, + } + + @torch.no_grad() + def encode_image(self, image: Union[torch.Tensor, List[Image.Image]]) -> torch.Tensor: + """ + Encode the image. + """ + if isinstance(image, torch.Tensor): + assert image.ndim == 4, "Image tensor should be batched (B, C, H, W)" + elif isinstance(image, list): + assert all(isinstance(i, Image.Image) for i in image), "Image list should be list of PIL images" + image = [i.resize((518, 518), Image.LANCZOS) for i in image] + image = [np.array(i.convert('RGB')).astype(np.float32) / 255 for i in image] + image = [torch.from_numpy(i).permute(2, 0, 1).float() for i in image] + image = torch.stack(image).cuda() + else: + raise ValueError(f"Unsupported type of image: {type(image)}") + + if self.image_cond_model is None: + self._init_image_cond_model() + image = self.image_cond_model['transform'](image).cuda() + features = self.image_cond_model['model'](image, is_training=True)['x_prenorm'] + patchtokens = F.layer_norm(features, features.shape[-1:]) + return patchtokens + + def get_cond(self, cond, **kwargs): + """ + Get the conditioning data. + """ + cond = self.encode_image(cond) + kwargs['neg_cond'] = torch.zeros_like(cond) + cond = super().get_cond(cond, **kwargs) + return cond + + def get_inference_cond(self, cond, **kwargs): + """ + Get the conditioning data for inference. + """ + cond = self.encode_image(cond) + kwargs['neg_cond'] = torch.zeros_like(cond) + cond = super().get_inference_cond(cond, **kwargs) + return cond + + def vis_cond(self, cond, **kwargs): + """ + Visualize the conditioning data. + """ + return {'image': {'value': cond, 'type': 'image'}} diff --git a/trellis/trainers/flow_matching/mixins/text_conditioned.py b/trellis/trainers/flow_matching/mixins/text_conditioned.py new file mode 100644 index 0000000..85f1dcf --- /dev/null +++ b/trellis/trainers/flow_matching/mixins/text_conditioned.py @@ -0,0 +1,68 @@ +from typing import * +import os +os.environ['TOKENIZERS_PARALLELISM'] = 'true' +import torch +from transformers import AutoTokenizer, CLIPTextModel + +from ....utils import dist_utils + + +class TextConditionedMixin: + """ + Mixin for text-conditioned models. + + Args: + text_cond_model: The text conditioning model. + """ + def __init__(self, *args, text_cond_model: str = 'openai/clip-vit-large-patch14', **kwargs): + super().__init__(*args, **kwargs) + self.text_cond_model_name = text_cond_model + self.text_cond_model = None # the model is init lazily + + def _init_text_cond_model(self): + """ + Initialize the text conditioning model. + """ + # load model + with dist_utils.local_master_first(): + model = CLIPTextModel.from_pretrained(self.text_cond_model_name) + tokenizer = AutoTokenizer.from_pretrained(self.text_cond_model_name) + model.eval() + model = model.cuda() + self.text_cond_model = { + 'model': model, + 'tokenizer': tokenizer, + } + self.text_cond_model['null_cond'] = self.encode_text(['']) + + @torch.no_grad() + def encode_text(self, text: List[str]) -> torch.Tensor: + """ + Encode the text. + """ + assert isinstance(text, list) and isinstance(text[0], str), "TextConditionedMixin only supports list of strings as cond" + if self.text_cond_model is None: + self._init_text_cond_model() + encoding = self.text_cond_model['tokenizer'](text, max_length=77, padding='max_length', truncation=True, return_tensors='pt') + tokens = encoding['input_ids'].cuda() + embeddings = self.text_cond_model['model'](input_ids=tokens).last_hidden_state + + return embeddings + + def get_cond(self, cond, **kwargs): + """ + Get the conditioning data. + """ + cond = self.encode_text(cond) + kwargs['neg_cond'] = self.text_cond_model['null_cond'].repeat(cond.shape[0], 1, 1) + cond = super().get_cond(cond, **kwargs) + return cond + + def get_inference_cond(self, cond, **kwargs): + """ + Get the conditioning data for inference. + """ + cond = self.encode_text(cond) + kwargs['neg_cond'] = self.text_cond_model['null_cond'].repeat(cond.shape[0], 1, 1) + cond = super().get_inference_cond(cond, **kwargs) + return cond diff --git a/trellis/trainers/flow_matching/sparse_flow_matching.py b/trellis/trainers/flow_matching/sparse_flow_matching.py new file mode 100644 index 0000000..761d677 --- /dev/null +++ b/trellis/trainers/flow_matching/sparse_flow_matching.py @@ -0,0 +1,286 @@ +from typing import * +import os +import copy +import functools +import torch +import torch.nn.functional as F +from torch.utils.data import DataLoader +import numpy as np +from easydict import EasyDict as edict + +from ...modules import sparse as sp +from ...utils.general_utils import dict_reduce +from ...utils.data_utils import cycle, BalancedResumableSampler +from .flow_matching import FlowMatchingTrainer +from .mixins.classifier_free_guidance import ClassifierFreeGuidanceMixin +from .mixins.text_conditioned import TextConditionedMixin +from .mixins.image_conditioned import ImageConditionedMixin + + +class SparseFlowMatchingTrainer(FlowMatchingTrainer): + """ + Trainer for sparse diffusion model with flow matching objective. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + + t_schedule (dict): Time schedule for flow matching. + sigma_min (float): Minimum noise level. + """ + + def prepare_dataloader(self, **kwargs): + """ + Prepare dataloader. + """ + self.data_sampler = BalancedResumableSampler( + self.dataset, + shuffle=True, + batch_size=self.batch_size_per_gpu, + ) + self.dataloader = DataLoader( + self.dataset, + batch_size=self.batch_size_per_gpu, + num_workers=int(np.ceil(os.cpu_count() / torch.cuda.device_count())), + pin_memory=True, + drop_last=True, + persistent_workers=True, + collate_fn=functools.partial(self.dataset.collate_fn, split_size=self.batch_split), + sampler=self.data_sampler, + ) + self.data_iterator = cycle(self.dataloader) + + def training_losses( + self, + x_0: sp.SparseTensor, + cond=None, + **kwargs + ) -> Tuple[Dict, Dict]: + """ + Compute training losses for a single timestep. + + Args: + x_0: The [N x ... x C] sparse tensor of the inputs. + cond: The [N x ...] tensor of additional conditions. + kwargs: Additional arguments to pass to the backbone. + + Returns: + a dict with the key "loss" containing a tensor of shape [N]. + may also contain other keys for different terms. + """ + noise = x_0.replace(torch.randn_like(x_0.feats)) + t = self.sample_t(x_0.shape[0]).to(x_0.device).float() + x_t = self.diffuse(x_0, t, noise=noise) + cond = self.get_cond(cond, **kwargs) + + pred = self.training_models['denoiser'](x_t, t * 1000, cond, **kwargs) + assert pred.shape == noise.shape == x_0.shape + target = self.get_v(x_0, noise, t) + terms = edict() + terms["mse"] = F.mse_loss(pred.feats, target.feats) + terms["loss"] = terms["mse"] + + # log loss with time bins + mse_per_instance = np.array([ + F.mse_loss(pred.feats[x_0.layout[i]], target.feats[x_0.layout[i]]).item() + for i in range(x_0.shape[0]) + ]) + time_bin = np.digitize(t.cpu().numpy(), np.linspace(0, 1, 11)) - 1 + for i in range(10): + if (time_bin == i).sum() != 0: + terms[f"bin_{i}"] = {"mse": mse_per_instance[time_bin == i].mean()} + + return terms, {} + + @torch.no_grad() + def run_snapshot( + self, + num_samples: int, + batch_size: int, + verbose: bool = False, + ) -> Dict: + dataloader = DataLoader( + copy.deepcopy(self.dataset), + batch_size=batch_size, + shuffle=True, + num_workers=0, + collate_fn=self.dataset.collate_fn if hasattr(self.dataset, 'collate_fn') else None, + ) + + # inference + sampler = self.get_sampler() + sample_gt = [] + sample = [] + cond_vis = [] + for i in range(0, num_samples, batch_size): + batch = min(batch_size, num_samples - i) + data = next(iter(dataloader)) + data = {k: v[:batch].cuda() if not isinstance(v, list) else v[:batch] for k, v in data.items()} + noise = data['x_0'].replace(torch.randn_like(data['x_0'].feats)) + sample_gt.append(data['x_0']) + cond_vis.append(self.vis_cond(**data)) + del data['x_0'] + args = self.get_inference_cond(**data) + res = sampler.sample( + self.models['denoiser'], + noise=noise, + **args, + steps=50, cfg_strength=3.0, verbose=verbose, + ) + sample.append(res.samples) + + sample_gt = sp.sparse_cat(sample_gt) + sample = sp.sparse_cat(sample) + sample_dict = { + 'sample_gt': {'value': sample_gt, 'type': 'sample'}, + 'sample': {'value': sample, 'type': 'sample'}, + } + sample_dict.update(dict_reduce(cond_vis, None, { + 'value': lambda x: torch.cat(x, dim=0), + 'type': lambda x: x[0], + })) + + return sample_dict + + +class SparseFlowMatchingCFGTrainer(ClassifierFreeGuidanceMixin, SparseFlowMatchingTrainer): + """ + Trainer for sparse diffusion model with flow matching objective and classifier-free guidance. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + + t_schedule (dict): Time schedule for flow matching. + sigma_min (float): Minimum noise level. + p_uncond (float): Probability of dropping conditions. + """ + pass + + +class TextConditionedSparseFlowMatchingCFGTrainer(TextConditionedMixin, SparseFlowMatchingCFGTrainer): + """ + Trainer for sparse text-conditioned diffusion model with flow matching objective and classifier-free guidance. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + + t_schedule (dict): Time schedule for flow matching. + sigma_min (float): Minimum noise level. + p_uncond (float): Probability of dropping conditions. + text_cond_model(str): Text conditioning model. + """ + pass + + +class ImageConditionedSparseFlowMatchingCFGTrainer(ImageConditionedMixin, SparseFlowMatchingCFGTrainer): + """ + Trainer for sparse image-conditioned diffusion model with flow matching objective and classifier-free guidance. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + + t_schedule (dict): Time schedule for flow matching. + sigma_min (float): Minimum noise level. + p_uncond (float): Probability of dropping conditions. + image_cond_model (str): Image conditioning model. + """ + pass diff --git a/trellis/trainers/utils.py b/trellis/trainers/utils.py new file mode 100644 index 0000000..e88a795 --- /dev/null +++ b/trellis/trainers/utils.py @@ -0,0 +1,77 @@ +import torch.nn as nn + + +# FP16 utils +from torch._utils import _flatten_dense_tensors, _unflatten_dense_tensors + +def make_master_params(model_params): + """ + Copy model parameters into a inflated tensor of full-precision parameters. + """ + master_params = _flatten_dense_tensors( + [param.detach().float() for param in model_params] + ) + master_params = nn.Parameter(master_params) + master_params.requires_grad = True + return [master_params] + + +def unflatten_master_params(model_params, master_params): + """ + Unflatten the master parameters to look like model_params. + """ + return _unflatten_dense_tensors(master_params[0].detach(), model_params) + + +def model_params_to_master_params(model_params, master_params): + """ + Copy the model parameter data into the master parameters. + """ + master_params[0].detach().copy_( + _flatten_dense_tensors([param.detach().float() for param in model_params]) + ) + + +def master_params_to_model_params(model_params, master_params): + """ + Copy the master parameter data back into the model parameters. + """ + for param, master_param in zip( + model_params, _unflatten_dense_tensors(master_params[0].detach(), model_params) + ): + param.detach().copy_(master_param) + + +def model_grads_to_master_grads(model_params, master_params): + """ + Copy the gradients from the model parameters into the master parameters + from make_master_params(). + """ + master_params[0].grad = _flatten_dense_tensors( + [param.grad.data.detach().float() for param in model_params] + ) + + +def zero_grad(model_params): + for param in model_params: + if param.grad is not None: + if param.grad.grad_fn is not None: + param.grad.detach_() + else: + param.grad.requires_grad_(False) + param.grad.zero_() + + +# LR Schedulers +from torch.optim.lr_scheduler import LambdaLR + +class LinearWarmupLRScheduler(LambdaLR): + def __init__(self, optimizer, warmup_steps, last_epoch=-1): + self.warmup_steps = warmup_steps + super(LinearWarmupLRScheduler, self).__init__(optimizer, self.lr_lambda, last_epoch=last_epoch) + + def lr_lambda(self, current_step): + if current_step < self.warmup_steps: + return float(current_step + 1) / self.warmup_steps + return 1.0 + \ No newline at end of file diff --git a/trellis/trainers/vae/sparse_structure_vae.py b/trellis/trainers/vae/sparse_structure_vae.py new file mode 100644 index 0000000..5c0c418 --- /dev/null +++ b/trellis/trainers/vae/sparse_structure_vae.py @@ -0,0 +1,130 @@ +from typing import * +import copy +import torch +import torch.nn.functional as F +from torch.utils.data import DataLoader +from easydict import EasyDict as edict + +from ..basic import BasicTrainer + + +class SparseStructureVaeTrainer(BasicTrainer): + """ + Trainer for Sparse Structure VAE. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + + loss_type (str): Loss type. 'bce' for binary cross entropy, 'l1' for L1 loss, 'dice' for Dice loss. + lambda_kl (float): KL divergence loss weight. + """ + + def __init__( + self, + *args, + loss_type='bce', + lambda_kl=1e-6, + **kwargs + ): + super().__init__(*args, **kwargs) + self.loss_type = loss_type + self.lambda_kl = lambda_kl + + def training_losses( + self, + ss: torch.Tensor, + **kwargs + ) -> Tuple[Dict, Dict]: + """ + Compute training losses. + + Args: + ss: The [N x 1 x H x W x D] tensor of binary sparse structure. + + Returns: + a dict with the key "loss" containing a scalar tensor. + may also contain other keys for different terms. + """ + z, mean, logvar = self.training_models['encoder'](ss.float(), sample_posterior=True, return_raw=True) + logits = self.training_models['decoder'](z) + + terms = edict(loss = 0.0) + if self.loss_type == 'bce': + terms["bce"] = F.binary_cross_entropy_with_logits(logits, ss.float(), reduction='mean') + terms["loss"] = terms["loss"] + terms["bce"] + elif self.loss_type == 'l1': + terms["l1"] = F.l1_loss(F.sigmoid(logits), ss.float(), reduction='mean') + terms["loss"] = terms["loss"] + terms["l1"] + elif self.loss_type == 'dice': + logits = F.sigmoid(logits) + terms["dice"] = 1 - (2 * (logits * ss.float()).sum() + 1) / (logits.sum() + ss.float().sum() + 1) + terms["loss"] = terms["loss"] + terms["dice"] + else: + raise ValueError(f'Invalid loss type {self.loss_type}') + terms["kl"] = 0.5 * torch.mean(mean.pow(2) + logvar.exp() - logvar - 1) + terms["loss"] = terms["loss"] + self.lambda_kl * terms["kl"] + + return terms, {} + + @torch.no_grad() + def snapshot(self, suffix=None, num_samples=64, batch_size=1, verbose=False): + super().snapshot(suffix=suffix, num_samples=num_samples, batch_size=batch_size, verbose=verbose) + + @torch.no_grad() + def run_snapshot( + self, + num_samples: int, + batch_size: int, + verbose: bool = False, + ) -> Dict: + dataloader = DataLoader( + copy.deepcopy(self.dataset), + batch_size=batch_size, + shuffle=True, + num_workers=0, + collate_fn=self.dataset.collate_fn if hasattr(self.dataset, 'collate_fn') else None, + ) + + # inference + gts = [] + recons = [] + for i in range(0, num_samples, batch_size): + batch = min(batch_size, num_samples - i) + data = next(iter(dataloader)) + args = {k: v[:batch].cuda() if isinstance(v, torch.Tensor) else v[:batch] for k, v in data.items()} + z = self.models['encoder'](args['ss'].float(), sample_posterior=False) + logits = self.models['decoder'](z) + recon = (logits > 0).long() + gts.append(args['ss']) + recons.append(recon) + + sample_dict = { + 'gt': {'value': torch.cat(gts, dim=0), 'type': 'sample'}, + 'recon': {'value': torch.cat(recons, dim=0), 'type': 'sample'}, + } + return sample_dict diff --git a/trellis/trainers/vae/structured_latent_vae_gaussian.py b/trellis/trainers/vae/structured_latent_vae_gaussian.py new file mode 100644 index 0000000..29ff365 --- /dev/null +++ b/trellis/trainers/vae/structured_latent_vae_gaussian.py @@ -0,0 +1,275 @@ +from typing import * +import copy +import torch +from torch.utils.data import DataLoader +import numpy as np +from easydict import EasyDict as edict +import utils3d.torch + +from ..basic import BasicTrainer +from ...representations import Gaussian +from ...renderers import GaussianRenderer +from ...modules.sparse import SparseTensor +from ...utils.loss_utils import l1_loss, l2_loss, ssim, lpips + + +class SLatVaeGaussianTrainer(BasicTrainer): + """ + Trainer for structured latent VAE. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + + loss_type (str): Loss type. Can be 'l1', 'l2' + lambda_ssim (float): SSIM loss weight. + lambda_lpips (float): LPIPS loss weight. + lambda_kl (float): KL loss weight. + regularizations (dict): Regularization config. + """ + + def __init__( + self, + *args, + loss_type: str = 'l1', + lambda_ssim: float = 0.2, + lambda_lpips: float = 0.2, + lambda_kl: float = 1e-6, + regularizations: Dict = {}, + **kwargs + ): + super().__init__(*args, **kwargs) + self.loss_type = loss_type + self.lambda_ssim = lambda_ssim + self.lambda_lpips = lambda_lpips + self.lambda_kl = lambda_kl + self.regularizations = regularizations + + self._init_renderer() + + def _init_renderer(self): + rendering_options = {"near" : 0.8, + "far" : 1.6, + "bg_color" : 'random'} + self.renderer = GaussianRenderer(rendering_options) + self.renderer.pipe.kernel_size = self.models['decoder'].rep_config['2d_filter_kernel_size'] + + def _render_batch(self, reps: List[Gaussian], extrinsics: torch.Tensor, intrinsics: torch.Tensor) -> torch.Tensor: + """ + Render a batch of representations. + + Args: + reps: The dictionary of lists of representations. + extrinsics: The [N x 4 x 4] tensor of extrinsics. + intrinsics: The [N x 3 x 3] tensor of intrinsics. + """ + ret = None + for i, representation in enumerate(reps): + render_pack = self.renderer.render(representation, extrinsics[i], intrinsics[i]) + if ret is None: + ret = {k: [] for k in list(render_pack.keys()) + ['bg_color']} + for k, v in render_pack.items(): + ret[k].append(v) + ret['bg_color'].append(self.renderer.bg_color) + for k, v in ret.items(): + ret[k] = torch.stack(v, dim=0) + return ret + + @torch.no_grad() + def _get_status(self, z: SparseTensor, reps: List[Gaussian]) -> Dict: + xyz = torch.cat([g.get_xyz for g in reps], dim=0) + xyz_base = (z.coords[:, 1:].float() + 0.5) / self.models['decoder'].resolution - 0.5 + offset = xyz - xyz_base.unsqueeze(1).expand(-1, self.models['decoder'].rep_config['num_gaussians'], -1).reshape(-1, 3) + status = { + 'xyz': xyz, + 'offset': offset, + 'scale': torch.cat([g.get_scaling for g in reps], dim=0), + 'opacity': torch.cat([g.get_opacity for g in reps], dim=0), + } + + for k in list(status.keys()): + status[k] = { + 'mean': status[k].mean().item(), + 'max': status[k].max().item(), + 'min': status[k].min().item(), + } + + return status + + def _get_regularization_loss(self, reps: List[Gaussian]) -> Tuple[torch.Tensor, Dict]: + loss = 0.0 + terms = {} + if 'lambda_vol' in self.regularizations: + scales = torch.cat([g.get_scaling for g in reps], dim=0) # [N x 3] + volume = torch.prod(scales, dim=1) # [N] + terms[f'reg_vol'] = volume.mean() + loss = loss + self.regularizations['lambda_vol'] * terms[f'reg_vol'] + if 'lambda_opacity' in self.regularizations: + opacity = torch.cat([g.get_opacity for g in reps], dim=0) + terms[f'reg_opacity'] = (opacity - 1).pow(2).mean() + loss = loss + self.regularizations['lambda_opacity'] * terms[f'reg_opacity'] + return loss, terms + + def training_losses( + self, + feats: SparseTensor, + image: torch.Tensor, + alpha: torch.Tensor, + extrinsics: torch.Tensor, + intrinsics: torch.Tensor, + return_aux: bool = False, + **kwargs + ) -> Tuple[Dict, Dict]: + """ + Compute training losses. + + Args: + feats: The [N x * x C] sparse tensor of features. + image: The [N x 3 x H x W] tensor of images. + alpha: The [N x H x W] tensor of alpha channels. + extrinsics: The [N x 4 x 4] tensor of extrinsics. + intrinsics: The [N x 3 x 3] tensor of intrinsics. + return_aux: Whether to return auxiliary information. + + Returns: + a dict with the key "loss" containing a scalar tensor. + may also contain other keys for different terms. + """ + z, mean, logvar = self.training_models['encoder'](feats, sample_posterior=True, return_raw=True) + reps = self.training_models['decoder'](z) + self.renderer.rendering_options.resolution = image.shape[-1] + render_results = self._render_batch(reps, extrinsics, intrinsics) + + terms = edict(loss = 0.0, rec = 0.0) + + rec_image = render_results['color'] + gt_image = image * alpha[:, None] + (1 - alpha[:, None]) * render_results['bg_color'][..., None, None] + + if self.loss_type == 'l1': + terms["l1"] = l1_loss(rec_image, gt_image) + terms["rec"] = terms["rec"] + terms["l1"] + elif self.loss_type == 'l2': + terms["l2"] = l2_loss(rec_image, gt_image) + terms["rec"] = terms["rec"] + terms["l2"] + else: + raise ValueError(f"Invalid loss type: {self.loss_type}") + if self.lambda_ssim > 0: + terms["ssim"] = 1 - ssim(rec_image, gt_image) + terms["rec"] = terms["rec"] + self.lambda_ssim * terms["ssim"] + if self.lambda_lpips > 0: + terms["lpips"] = lpips(rec_image, gt_image) + terms["rec"] = terms["rec"] + self.lambda_lpips * terms["lpips"] + terms["loss"] = terms["loss"] + terms["rec"] + + terms["kl"] = 0.5 * torch.mean(mean.pow(2) + logvar.exp() - logvar - 1) + terms["loss"] = terms["loss"] + self.lambda_kl * terms["kl"] + + reg_loss, reg_terms = self._get_regularization_loss(reps) + terms.update(reg_terms) + terms["loss"] = terms["loss"] + reg_loss + + status = self._get_status(z, reps) + + if return_aux: + return terms, status, {'rec_image': rec_image, 'gt_image': gt_image} + return terms, status + + @torch.no_grad() + def run_snapshot( + self, + num_samples: int, + batch_size: int, + verbose: bool = False, + ) -> Dict: + dataloader = DataLoader( + copy.deepcopy(self.dataset), + batch_size=batch_size, + shuffle=True, + num_workers=0, + collate_fn=self.dataset.collate_fn if hasattr(self.dataset, 'collate_fn') else None, + ) + + # inference + ret_dict = {} + gt_images = [] + exts = [] + ints = [] + reps = [] + for i in range(0, num_samples, batch_size): + batch = min(batch_size, num_samples - i) + data = next(iter(dataloader)) + args = {k: v[:batch].cuda() for k, v in data.items()} + gt_images.append(args['image'] * args['alpha'][:, None]) + exts.append(args['extrinsics']) + ints.append(args['intrinsics']) + z = self.models['encoder'](args['feats'], sample_posterior=True, return_raw=False) + reps.extend(self.models['decoder'](z)) + gt_images = torch.cat(gt_images, dim=0) + ret_dict.update({f'gt_image': {'value': gt_images, 'type': 'image'}}) + + # render single view + exts = torch.cat(exts, dim=0) + ints = torch.cat(ints, dim=0) + self.renderer.rendering_options.bg_color = (0, 0, 0) + self.renderer.rendering_options.resolution = gt_images.shape[-1] + render_results = self._render_batch(reps, exts, ints) + ret_dict.update({f'rec_image': {'value': render_results['color'], 'type': 'image'}}) + + # render multiview + self.renderer.rendering_options.resolution = 512 + ## Build camera + yaws = [0, np.pi / 2, np.pi, 3 * np.pi / 2] + yaws_offset = np.random.uniform(-np.pi / 4, np.pi / 4) + yaws = [y + yaws_offset for y in yaws] + pitch = [np.random.uniform(-np.pi / 4, np.pi / 4) for _ in range(4)] + + ## render each view + miltiview_images = [] + for yaw, pitch in zip(yaws, pitch): + orig = torch.tensor([ + np.sin(yaw) * np.cos(pitch), + np.cos(yaw) * np.cos(pitch), + np.sin(pitch), + ]).float().cuda() * 2 + fov = torch.deg2rad(torch.tensor(30)).cuda() + extrinsics = utils3d.torch.extrinsics_look_at(orig, torch.tensor([0, 0, 0]).float().cuda(), torch.tensor([0, 0, 1]).float().cuda()) + intrinsics = utils3d.torch.intrinsics_from_fov_xy(fov, fov) + extrinsics = extrinsics.unsqueeze(0).expand(num_samples, -1, -1) + intrinsics = intrinsics.unsqueeze(0).expand(num_samples, -1, -1) + render_results = self._render_batch(reps, extrinsics, intrinsics) + miltiview_images.append(render_results['color']) + + ## Concatenate views + miltiview_images = torch.cat([ + torch.cat(miltiview_images[:2], dim=-2), + torch.cat(miltiview_images[2:], dim=-2), + ], dim=-1) + ret_dict.update({f'miltiview_image': {'value': miltiview_images, 'type': 'image'}}) + + self.renderer.rendering_options.bg_color = 'random' + + return ret_dict diff --git a/trellis/trainers/vae/structured_latent_vae_mesh_dec.py b/trellis/trainers/vae/structured_latent_vae_mesh_dec.py new file mode 100644 index 0000000..e4b33c7 --- /dev/null +++ b/trellis/trainers/vae/structured_latent_vae_mesh_dec.py @@ -0,0 +1,382 @@ +from typing import * +import copy +import torch +from torch.utils.data import DataLoader +import numpy as np +from easydict import EasyDict as edict +import utils3d.torch + +from ..basic import BasicTrainer +from ...representations import MeshExtractResult +from ...renderers import MeshRenderer +from ...modules.sparse import SparseTensor +from ...utils.loss_utils import l1_loss, smooth_l1_loss, ssim, lpips +from ...utils.data_utils import recursive_to_device + + +class SLatVaeMeshDecoderTrainer(BasicTrainer): + """ + Trainer for structured latent VAE Mesh Decoder. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + + loss_type (str): Loss type. Can be 'l1', 'l2' + lambda_ssim (float): SSIM loss weight. + lambda_lpips (float): LPIPS loss weight. + """ + + def __init__( + self, + *args, + depth_loss_type: str = 'l1', + lambda_depth: int = 1, + lambda_ssim: float = 0.2, + lambda_lpips: float = 0.2, + lambda_tsdf: float = 0.01, + lambda_color: float = 0.1, + **kwargs + ): + super().__init__(*args, **kwargs) + self.depth_loss_type = depth_loss_type + self.lambda_depth = lambda_depth + self.lambda_ssim = lambda_ssim + self.lambda_lpips = lambda_lpips + self.lambda_tsdf = lambda_tsdf + self.lambda_color = lambda_color + self.use_color = self.lambda_color > 0 + + self._init_renderer() + + def _init_renderer(self): + rendering_options = {"near" : 1, + "far" : 3} + self.renderer = MeshRenderer(rendering_options, device=self.device) + + def _render_batch(self, reps: List[MeshExtractResult], extrinsics: torch.Tensor, intrinsics: torch.Tensor, + return_types=['mask', 'normal', 'depth']) -> Dict[str, torch.Tensor]: + """ + Render a batch of representations. + + Args: + reps: The dictionary of lists of representations. + extrinsics: The [N x 4 x 4] tensor of extrinsics. + intrinsics: The [N x 3 x 3] tensor of intrinsics. + return_types: vary in ['mask', 'normal', 'depth', 'normal_map', 'color'] + + Returns: + a dict with + reg_loss : [N] tensor of regularization losses + mask : [N x 1 x H x W] tensor of rendered masks + normal : [N x 3 x H x W] tensor of rendered normals + depth : [N x 1 x H x W] tensor of rendered depths + """ + ret = {k : [] for k in return_types} + for i, rep in enumerate(reps): + out_dict = self.renderer.render(rep, extrinsics[i], intrinsics[i], return_types=return_types) + for k in out_dict: + ret[k].append(out_dict[k][None] if k in ['mask', 'depth'] else out_dict[k]) + for k in ret: + ret[k] = torch.stack(ret[k]) + return ret + + @staticmethod + def _tsdf_reg_loss(rep: MeshExtractResult, depth_map: torch.Tensor, extrinsics: torch.Tensor, intrinsics: torch.Tensor) -> torch.Tensor: + # Calculate tsdf + with torch.no_grad(): + # Project points to camera and calculate pseudo-sdf as difference between gt depth and projected depth + projected_pts, pts_depth = utils3d.torch.project_cv(extrinsics=extrinsics, intrinsics=intrinsics, points=rep.tsdf_v) + projected_pts = (projected_pts - 0.5) * 2.0 + depth_map_res = depth_map.shape[1] + gt_depth = torch.nn.functional.grid_sample(depth_map.reshape(1, 1, depth_map_res, depth_map_res), + projected_pts.reshape(1, 1, -1, 2), mode='bilinear', padding_mode='border', align_corners=True) + pseudo_sdf = gt_depth.flatten() - pts_depth.flatten() + # Truncate pseudo-sdf + delta = 1 / rep.res * 3.0 + trunc_mask = pseudo_sdf > -delta + + # Loss + gt_tsdf = pseudo_sdf[trunc_mask] + tsdf = rep.tsdf_s.flatten()[trunc_mask] + gt_tsdf = torch.clamp(gt_tsdf, -delta, delta) + return torch.mean((tsdf - gt_tsdf) ** 2) + + def _calc_tsdf_loss(self, reps : list[MeshExtractResult], depth_maps, extrinsics, intrinsics) -> torch.Tensor: + tsdf_loss = 0.0 + for i, rep in enumerate(reps): + tsdf_loss += self._tsdf_reg_loss(rep, depth_maps[i], extrinsics[i], intrinsics[i]) + return tsdf_loss / len(reps) + + @torch.no_grad() + def _flip_normal(self, normal: torch.Tensor, extrinsics: torch.Tensor, intrinsics: torch.Tensor) -> torch.Tensor: + """ + Flip normal to align with camera. + """ + normal = normal * 2.0 - 1.0 + R = torch.zeros_like(extrinsics) + R[:, :3, :3] = extrinsics[:, :3, :3] + R[:, 3, 3] = 1.0 + view_dir = utils3d.torch.unproject_cv( + utils3d.torch.image_uv(*normal.shape[-2:], device=self.device).reshape(1, -1, 2), + torch.ones(*normal.shape[-2:], device=self.device).reshape(1, -1), + R, intrinsics + ).reshape(-1, *normal.shape[-2:], 3).permute(0, 3, 1, 2) + unflip = (normal * view_dir).sum(1, keepdim=True) < 0 + normal *= unflip * 2.0 - 1.0 + return (normal + 1.0) / 2.0 + + def _perceptual_loss(self, gt: torch.Tensor, pred: torch.Tensor, name: str) -> Dict[str, torch.Tensor]: + """ + Combination of L1, SSIM, and LPIPS loss. + """ + if gt.shape[1] != 3: + assert gt.shape[-1] == 3 + gt = gt.permute(0, 3, 1, 2) + if pred.shape[1] != 3: + assert pred.shape[-1] == 3 + pred = pred.permute(0, 3, 1, 2) + terms = { + f"{name}_loss" : l1_loss(gt, pred), + f"{name}_loss_ssim" : 1 - ssim(gt, pred), + f"{name}_loss_lpips" : lpips(gt, pred) + } + terms[f"{name}_loss_perceptual"] = terms[f"{name}_loss"] + terms[f"{name}_loss_ssim"] * self.lambda_ssim + terms[f"{name}_loss_lpips"] * self.lambda_lpips + return terms + + def geometry_losses( + self, + reps: List[MeshExtractResult], + mesh: List[Dict], + normal_map: torch.Tensor, + extrinsics: torch.Tensor, + intrinsics: torch.Tensor, + ): + with torch.no_grad(): + gt_meshes = [] + for i in range(len(reps)): + gt_mesh = MeshExtractResult(mesh[i]['vertices'].to(self.device), mesh[i]['faces'].to(self.device)) + gt_meshes.append(gt_mesh) + target = self._render_batch(gt_meshes, extrinsics, intrinsics, return_types=['mask', 'depth', 'normal']) + target['normal'] = self._flip_normal(target['normal'], extrinsics, intrinsics) + + terms = edict(geo_loss = 0.0) + if self.lambda_tsdf > 0: + tsdf_loss = self._calc_tsdf_loss(reps, target['depth'], extrinsics, intrinsics) + terms['tsdf_loss'] = tsdf_loss + terms['geo_loss'] += tsdf_loss * self.lambda_tsdf + + return_types = ['mask', 'depth', 'normal', 'normal_map'] if self.use_color else ['mask', 'depth', 'normal'] + buffer = self._render_batch(reps, extrinsics, intrinsics, return_types=return_types) + + success_mask = torch.tensor([rep.success for rep in reps], device=self.device) + if success_mask.sum() != 0: + for k, v in buffer.items(): + buffer[k] = v[success_mask] + for k, v in target.items(): + target[k] = v[success_mask] + + terms['mask_loss'] = l1_loss(buffer['mask'], target['mask']) + if self.depth_loss_type == 'l1': + terms['depth_loss'] = l1_loss(buffer['depth'] * target['mask'], target['depth'] * target['mask']) + elif self.depth_loss_type == 'smooth_l1': + terms['depth_loss'] = smooth_l1_loss(buffer['depth'] * target['mask'], target['depth'] * target['mask'], beta=1.0 / (2 * reps[0].res)) + else: + raise ValueError(f"Unsupported depth loss type: {self.depth_loss_type}") + terms.update(self._perceptual_loss(buffer['normal'] * target['mask'], target['normal'] * target['mask'], 'normal')) + terms['geo_loss'] = terms['geo_loss'] + terms['mask_loss'] + terms['depth_loss'] * self.lambda_depth + terms['normal_loss_perceptual'] + if self.use_color and normal_map is not None: + terms.update(self._perceptual_loss(normal_map[success_mask], buffer['normal_map'], 'normal_map')) + terms['geo_loss'] = terms['geo_loss'] + terms['normal_map_loss_perceptual'] * self.lambda_color + + return terms + + def color_losses(self, reps, image, alpha, extrinsics, intrinsics): + terms = edict(color_loss = torch.tensor(0.0, device=self.device)) + buffer = self._render_batch(reps, extrinsics, intrinsics, return_types=['color']) + success_mask = torch.tensor([rep.success for rep in reps], device=self.device) + if success_mask.sum() != 0: + terms.update(self._perceptual_loss(image * alpha[:, None][success_mask], buffer['color'][success_mask], 'color')) + terms['color_loss'] = terms['color_loss'] + terms['color_loss_perceptual'] * self.lambda_color + return terms + + def training_losses( + self, + latents: SparseTensor, + image: torch.Tensor, + alpha: torch.Tensor, + mesh: List[Dict], + extrinsics: torch.Tensor, + intrinsics: torch.Tensor, + normal_map: torch.Tensor = None, + ) -> Tuple[Dict, Dict]: + """ + Compute training losses. + + Args: + latents: The [N x * x C] sparse latents + image: The [N x 3 x H x W] tensor of images. + alpha: The [N x H x W] tensor of alpha channels. + mesh: The list of dictionaries of meshes. + extrinsics: The [N x 4 x 4] tensor of extrinsics. + intrinsics: The [N x 3 x 3] tensor of intrinsics. + + Returns: + a dict with the key "loss" containing a scalar tensor. + may also contain other keys for different terms. + """ + reps = self.training_models['decoder'](latents) + self.renderer.rendering_options.resolution = image.shape[-1] + + terms = edict(loss = 0.0, rec = 0.0) + + terms['reg_loss'] = sum([rep.reg_loss for rep in reps]) / len(reps) + terms['loss'] = terms['loss'] + terms['reg_loss'] + + geo_terms = self.geometry_losses(reps, mesh, normal_map, extrinsics, intrinsics) + terms.update(geo_terms) + terms['loss'] = terms['loss'] + terms['geo_loss'] + + if self.use_color: + color_terms = self.color_losses(reps, image, alpha, extrinsics, intrinsics) + terms.update(color_terms) + terms['loss'] = terms['loss'] + terms['color_loss'] + + return terms, {} + + @torch.no_grad() + def run_snapshot( + self, + num_samples: int, + batch_size: int, + verbose: bool = False, + ) -> Dict: + dataloader = DataLoader( + copy.deepcopy(self.dataset), + batch_size=batch_size, + shuffle=True, + num_workers=0, + collate_fn=self.dataset.collate_fn if hasattr(self.dataset, 'collate_fn') else None, + ) + + # inference + ret_dict = {} + gt_images = [] + gt_normal_maps = [] + gt_meshes = [] + exts = [] + ints = [] + reps = [] + for i in range(0, num_samples, batch_size): + batch = min(batch_size, num_samples - i) + data = next(iter(dataloader)) + args = recursive_to_device(data, 'cuda') + gt_images.append(args['image'] * args['alpha'][:, None]) + if self.use_color and 'normal_map' in data: + gt_normal_maps.append(args['normal_map']) + gt_meshes.extend(args['mesh']) + exts.append(args['extrinsics']) + ints.append(args['intrinsics']) + reps.extend(self.models['decoder'](args['latents'])) + gt_images = torch.cat(gt_images, dim=0) + ret_dict.update({f'gt_image': {'value': gt_images, 'type': 'image'}}) + if self.use_color and gt_normal_maps: + gt_normal_maps = torch.cat(gt_normal_maps, dim=0) + ret_dict.update({f'gt_normal_map': {'value': gt_normal_maps, 'type': 'image'}}) + + # render single view + exts = torch.cat(exts, dim=0) + ints = torch.cat(ints, dim=0) + self.renderer.rendering_options.bg_color = (0, 0, 0) + self.renderer.rendering_options.resolution = gt_images.shape[-1] + gt_render_results = self._render_batch([ + MeshExtractResult(vertices=mesh['vertices'].to(self.device), faces=mesh['faces'].to(self.device)) + for mesh in gt_meshes + ], exts, ints, return_types=['normal']) + ret_dict.update({f'gt_normal': {'value': self._flip_normal(gt_render_results['normal'], exts, ints), 'type': 'image'}}) + return_types = ['normal'] + if self.use_color: + return_types.append('color') + if 'normal_map' in data: + return_types.append('normal_map') + render_results = self._render_batch(reps, exts, ints, return_types=return_types) + ret_dict.update({f'rec_normal': {'value': render_results['normal'], 'type': 'image'}}) + if 'color' in return_types: + ret_dict.update({f'rec_image': {'value': render_results['color'], 'type': 'image'}}) + if 'normal_map' in return_types: + ret_dict.update({f'rec_normal_map': {'value': render_results['normal_map'], 'type': 'image'}}) + + # render multiview + self.renderer.rendering_options.resolution = 512 + ## Build camera + yaws = [0, np.pi / 2, np.pi, 3 * np.pi / 2] + yaws_offset = np.random.uniform(-np.pi / 4, np.pi / 4) + yaws = [y + yaws_offset for y in yaws] + pitch = [np.random.uniform(-np.pi / 4, np.pi / 4) for _ in range(4)] + + ## render each view + multiview_normals = [] + multiview_normal_maps = [] + miltiview_images = [] + for yaw, pitch in zip(yaws, pitch): + orig = torch.tensor([ + np.sin(yaw) * np.cos(pitch), + np.cos(yaw) * np.cos(pitch), + np.sin(pitch), + ]).float().cuda() * 2 + fov = torch.deg2rad(torch.tensor(30)).cuda() + extrinsics = utils3d.torch.extrinsics_look_at(orig, torch.tensor([0, 0, 0]).float().cuda(), torch.tensor([0, 0, 1]).float().cuda()) + intrinsics = utils3d.torch.intrinsics_from_fov_xy(fov, fov) + extrinsics = extrinsics.unsqueeze(0).expand(num_samples, -1, -1) + intrinsics = intrinsics.unsqueeze(0).expand(num_samples, -1, -1) + render_results = self._render_batch(reps, extrinsics, intrinsics, return_types=return_types) + multiview_normals.append(render_results['normal']) + if 'color' in return_types: + miltiview_images.append(render_results['color']) + if 'normal_map' in return_types: + multiview_normal_maps.append(render_results['normal_map']) + + ## Concatenate views + multiview_normals = torch.cat([ + torch.cat(multiview_normals[:2], dim=-2), + torch.cat(multiview_normals[2:], dim=-2), + ], dim=-1) + ret_dict.update({f'multiview_normal': {'value': multiview_normals, 'type': 'image'}}) + if 'color' in return_types: + miltiview_images = torch.cat([ + torch.cat(miltiview_images[:2], dim=-2), + torch.cat(miltiview_images[2:], dim=-2), + ], dim=-1) + ret_dict.update({f'multiview_image': {'value': miltiview_images, 'type': 'image'}}) + if 'normal_map' in return_types: + multiview_normal_maps = torch.cat([ + torch.cat(multiview_normal_maps[:2], dim=-2), + torch.cat(multiview_normal_maps[2:], dim=-2), + ], dim=-1) + ret_dict.update({f'multiview_normal_map': {'value': multiview_normal_maps, 'type': 'image'}}) + + return ret_dict diff --git a/trellis/trainers/vae/structured_latent_vae_rf_dec.py b/trellis/trainers/vae/structured_latent_vae_rf_dec.py new file mode 100644 index 0000000..6021ea1 --- /dev/null +++ b/trellis/trainers/vae/structured_latent_vae_rf_dec.py @@ -0,0 +1,223 @@ +from typing import * +import copy +import torch +from torch.utils.data import DataLoader +import numpy as np +from easydict import EasyDict as edict +import utils3d.torch + +from ..basic import BasicTrainer +from ...representations import Strivec +from ...renderers import OctreeRenderer +from ...modules.sparse import SparseTensor +from ...utils.loss_utils import l1_loss, l2_loss, ssim, lpips + + +class SLatVaeRadianceFieldDecoderTrainer(BasicTrainer): + """ + Trainer for structured latent VAE Radiance Field Decoder. + + Args: + models (dict[str, nn.Module]): Models to train. + dataset (torch.utils.data.Dataset): Dataset. + output_dir (str): Output directory. + load_dir (str): Load directory. + step (int): Step to load. + batch_size (int): Batch size. + batch_size_per_gpu (int): Batch size per GPU. If specified, batch_size will be ignored. + batch_split (int): Split batch with gradient accumulation. + max_steps (int): Max steps. + optimizer (dict): Optimizer config. + lr_scheduler (dict): Learning rate scheduler config. + elastic (dict): Elastic memory management config. + grad_clip (float or dict): Gradient clip config. + ema_rate (float or list): Exponential moving average rates. + fp16_mode (str): FP16 mode. + - None: No FP16. + - 'inflat_all': Hold a inflated fp32 master param for all params. + - 'amp': Automatic mixed precision. + fp16_scale_growth (float): Scale growth for FP16 gradient backpropagation. + finetune_ckpt (dict): Finetune checkpoint. + log_param_stats (bool): Log parameter stats. + i_print (int): Print interval. + i_log (int): Log interval. + i_sample (int): Sample interval. + i_save (int): Save interval. + i_ddpcheck (int): DDP check interval. + + loss_type (str): Loss type. Can be 'l1', 'l2' + lambda_ssim (float): SSIM loss weight. + lambda_lpips (float): LPIPS loss weight. + """ + + def __init__( + self, + *args, + loss_type: str = 'l1', + lambda_ssim: float = 0.2, + lambda_lpips: float = 0.2, + **kwargs + ): + super().__init__(*args, **kwargs) + self.loss_type = loss_type + self.lambda_ssim = lambda_ssim + self.lambda_lpips = lambda_lpips + + self._init_renderer() + + def _init_renderer(self): + rendering_options = {"near" : 0.8, + "far" : 1.6, + "bg_color" : 'random'} + self.renderer = OctreeRenderer(rendering_options) + self.renderer.pipe.primitive = 'trivec' + + def _render_batch(self, reps: List[Strivec], extrinsics: torch.Tensor, intrinsics: torch.Tensor) -> torch.Tensor: + """ + Render a batch of representations. + + Args: + reps: The dictionary of lists of representations. + extrinsics: The [N x 4 x 4] tensor of extrinsics. + intrinsics: The [N x 3 x 3] tensor of intrinsics. + """ + ret = None + for i, representation in enumerate(reps): + render_pack = self.renderer.render(representation, extrinsics[i], intrinsics[i]) + if ret is None: + ret = {k: [] for k in list(render_pack.keys()) + ['bg_color']} + for k, v in render_pack.items(): + ret[k].append(v) + ret['bg_color'].append(self.renderer.bg_color) + for k, v in ret.items(): + ret[k] = torch.stack(v, dim=0) + return ret + + def training_losses( + self, + latents: SparseTensor, + image: torch.Tensor, + alpha: torch.Tensor, + extrinsics: torch.Tensor, + intrinsics: torch.Tensor, + return_aux: bool = False, + **kwargs + ) -> Tuple[Dict, Dict]: + """ + Compute training losses. + + Args: + latents: The [N x * x C] sparse latents + image: The [N x 3 x H x W] tensor of images. + alpha: The [N x H x W] tensor of alpha channels. + extrinsics: The [N x 4 x 4] tensor of extrinsics. + intrinsics: The [N x 3 x 3] tensor of intrinsics. + return_aux: Whether to return auxiliary information. + + Returns: + a dict with the key "loss" containing a scalar tensor. + may also contain other keys for different terms. + """ + reps = self.training_models['decoder'](latents) + self.renderer.rendering_options.resolution = image.shape[-1] + render_results = self._render_batch(reps, extrinsics, intrinsics) + + terms = edict(loss = 0.0, rec = 0.0) + + rec_image = render_results['color'] + gt_image = image * alpha[:, None] + (1 - alpha[:, None]) * render_results['bg_color'][..., None, None] + + if self.loss_type == 'l1': + terms["l1"] = l1_loss(rec_image, gt_image) + terms["rec"] = terms["rec"] + terms["l1"] + elif self.loss_type == 'l2': + terms["l2"] = l2_loss(rec_image, gt_image) + terms["rec"] = terms["rec"] + terms["l2"] + else: + raise ValueError(f"Invalid loss type: {self.loss_type}") + if self.lambda_ssim > 0: + terms["ssim"] = 1 - ssim(rec_image, gt_image) + terms["rec"] = terms["rec"] + self.lambda_ssim * terms["ssim"] + if self.lambda_lpips > 0: + terms["lpips"] = lpips(rec_image, gt_image) + terms["rec"] = terms["rec"] + self.lambda_lpips * terms["lpips"] + terms["loss"] = terms["loss"] + terms["rec"] + + if return_aux: + return terms, {}, {'rec_image': rec_image, 'gt_image': gt_image} + return terms, {} + + @torch.no_grad() + def run_snapshot( + self, + num_samples: int, + batch_size: int, + verbose: bool = False, + ) -> Dict: + dataloader = DataLoader( + copy.deepcopy(self.dataset), + batch_size=batch_size, + shuffle=True, + num_workers=0, + collate_fn=self.dataset.collate_fn if hasattr(self.dataset, 'collate_fn') else None, + ) + + # inference + ret_dict = {} + gt_images = [] + exts = [] + ints = [] + reps = [] + for i in range(0, num_samples, batch_size): + batch = min(batch_size, num_samples - i) + data = next(iter(dataloader)) + args = {k: v[:batch].cuda() for k, v in data.items()} + gt_images.append(args['image'] * args['alpha'][:, None]) + exts.append(args['extrinsics']) + ints.append(args['intrinsics']) + reps.extend(self.models['decoder'](args['latents'])) + gt_images = torch.cat(gt_images, dim=0) + ret_dict.update({f'gt_image': {'value': gt_images, 'type': 'image'}}) + + # render single view + exts = torch.cat(exts, dim=0) + ints = torch.cat(ints, dim=0) + self.renderer.rendering_options.bg_color = (0, 0, 0) + self.renderer.rendering_options.resolution = gt_images.shape[-1] + render_results = self._render_batch(reps, exts, ints) + ret_dict.update({f'rec_image': {'value': render_results['color'], 'type': 'image'}}) + + # render multiview + self.renderer.rendering_options.resolution = 512 + ## Build camera + yaws = [0, np.pi / 2, np.pi, 3 * np.pi / 2] + yaws_offset = np.random.uniform(-np.pi / 4, np.pi / 4) + yaws = [y + yaws_offset for y in yaws] + pitch = [np.random.uniform(-np.pi / 4, np.pi / 4) for _ in range(4)] + + ## render each view + miltiview_images = [] + for yaw, pitch in zip(yaws, pitch): + orig = torch.tensor([ + np.sin(yaw) * np.cos(pitch), + np.cos(yaw) * np.cos(pitch), + np.sin(pitch), + ]).float().cuda() * 2 + fov = torch.deg2rad(torch.tensor(30)).cuda() + extrinsics = utils3d.torch.extrinsics_look_at(orig, torch.tensor([0, 0, 0]).float().cuda(), torch.tensor([0, 0, 1]).float().cuda()) + intrinsics = utils3d.torch.intrinsics_from_fov_xy(fov, fov) + extrinsics = extrinsics.unsqueeze(0).expand(num_samples, -1, -1) + intrinsics = intrinsics.unsqueeze(0).expand(num_samples, -1, -1) + render_results = self._render_batch(reps, extrinsics, intrinsics) + miltiview_images.append(render_results['color']) + + ## Concatenate views + miltiview_images = torch.cat([ + torch.cat(miltiview_images[:2], dim=-2), + torch.cat(miltiview_images[2:], dim=-2), + ], dim=-1) + ret_dict.update({f'miltiview_image': {'value': miltiview_images, 'type': 'image'}}) + + self.renderer.rendering_options.bg_color = 'random' + + return ret_dict diff --git a/trellis/utils/data_utils.py b/trellis/utils/data_utils.py new file mode 100644 index 0000000..805b6cc --- /dev/null +++ b/trellis/utils/data_utils.py @@ -0,0 +1,226 @@ +from typing import * +import math +import torch +import numpy as np +from torch.utils.data import Sampler, Dataset, DataLoader, DistributedSampler +import torch.distributed as dist + + +def recursive_to_device( + data: Any, + device: torch.device, + non_blocking: bool = False, +) -> Any: + """ + Recursively move all tensors in a data structure to a device. + """ + if hasattr(data, "to"): + return data.to(device, non_blocking=non_blocking) + elif isinstance(data, (list, tuple)): + return type(data)(recursive_to_device(d, device, non_blocking) for d in data) + elif isinstance(data, dict): + return {k: recursive_to_device(v, device, non_blocking) for k, v in data.items()} + else: + return data + + +def load_balanced_group_indices( + load: List[int], + num_groups: int, + equal_size: bool = False, +) -> List[List[int]]: + """ + Split indices into groups with balanced load. + """ + if equal_size: + group_size = len(load) // num_groups + indices = np.argsort(load)[::-1] + groups = [[] for _ in range(num_groups)] + group_load = np.zeros(num_groups) + for idx in indices: + min_group_idx = np.argmin(group_load) + groups[min_group_idx].append(idx) + if equal_size and len(groups[min_group_idx]) == group_size: + group_load[min_group_idx] = float('inf') + else: + group_load[min_group_idx] += load[idx] + return groups + + +def cycle(data_loader: DataLoader) -> Iterator: + while True: + for data in data_loader: + if isinstance(data_loader.sampler, ResumableSampler): + data_loader.sampler.idx += data_loader.batch_size # type: ignore[attr-defined] + yield data + if isinstance(data_loader.sampler, DistributedSampler): + data_loader.sampler.epoch += 1 + if isinstance(data_loader.sampler, ResumableSampler): + data_loader.sampler.epoch += 1 + data_loader.sampler.idx = 0 + + +class ResumableSampler(Sampler): + """ + Distributed sampler that is resumable. + + Args: + dataset: Dataset used for sampling. + rank (int, optional): Rank of the current process within :attr:`num_replicas`. + By default, :attr:`rank` is retrieved from the current distributed + group. + shuffle (bool, optional): If ``True`` (default), sampler will shuffle the + indices. + seed (int, optional): random seed used to shuffle the sampler if + :attr:`shuffle=True`. This number should be identical across all + processes in the distributed group. Default: ``0``. + drop_last (bool, optional): if ``True``, then the sampler will drop the + tail of the data to make it evenly divisible across the number of + replicas. If ``False``, the sampler will add extra indices to make + the data evenly divisible across the replicas. Default: ``False``. + """ + + def __init__( + self, + dataset: Dataset, + shuffle: bool = True, + seed: int = 0, + drop_last: bool = False, + ) -> None: + self.dataset = dataset + self.epoch = 0 + self.idx = 0 + self.drop_last = drop_last + self.world_size = dist.get_world_size() if dist.is_initialized() else 1 + self.rank = dist.get_rank() if dist.is_initialized() else 0 + # If the dataset length is evenly divisible by # of replicas, then there + # is no need to drop any data, since the dataset will be split equally. + if self.drop_last and len(self.dataset) % self.world_size != 0: # type: ignore[arg-type] + # Split to nearest available length that is evenly divisible. + # This is to ensure each rank receives the same amount of data when + # using this Sampler. + self.num_samples = math.ceil( + (len(self.dataset) - self.world_size) / self.world_size # type: ignore[arg-type] + ) + else: + self.num_samples = math.ceil(len(self.dataset) / self.world_size) # type: ignore[arg-type] + self.total_size = self.num_samples * self.world_size + self.shuffle = shuffle + self.seed = seed + + def __iter__(self) -> Iterator: + if self.shuffle: + # deterministically shuffle based on epoch and seed + g = torch.Generator() + g.manual_seed(self.seed + self.epoch) + indices = torch.randperm(len(self.dataset), generator=g).tolist() # type: ignore[arg-type] + else: + indices = list(range(len(self.dataset))) # type: ignore[arg-type] + + if not self.drop_last: + # add extra samples to make it evenly divisible + padding_size = self.total_size - len(indices) + if padding_size <= len(indices): + indices += indices[:padding_size] + else: + indices += (indices * math.ceil(padding_size / len(indices)))[ + :padding_size + ] + else: + # remove tail of data to make it evenly divisible. + indices = indices[: self.total_size] + assert len(indices) == self.total_size + + # subsample + indices = indices[self.rank : self.total_size : self.world_size] + + # resume from previous state + indices = indices[self.idx:] + + return iter(indices) + + def __len__(self) -> int: + return self.num_samples + + def state_dict(self) -> dict[str, int]: + return { + 'epoch': self.epoch, + 'idx': self.idx, + } + + def load_state_dict(self, state_dict): + self.epoch = state_dict['epoch'] + self.idx = state_dict['idx'] + + +class BalancedResumableSampler(ResumableSampler): + """ + Distributed sampler that is resumable and balances the load among the processes. + + Args: + dataset: Dataset used for sampling. + rank (int, optional): Rank of the current process within :attr:`num_replicas`. + By default, :attr:`rank` is retrieved from the current distributed + group. + shuffle (bool, optional): If ``True`` (default), sampler will shuffle the + indices. + seed (int, optional): random seed used to shuffle the sampler if + :attr:`shuffle=True`. This number should be identical across all + processes in the distributed group. Default: ``0``. + drop_last (bool, optional): if ``True``, then the sampler will drop the + tail of the data to make it evenly divisible across the number of + replicas. If ``False``, the sampler will add extra indices to make + the data evenly divisible across the replicas. Default: ``False``. + """ + + def __init__( + self, + dataset: Dataset, + shuffle: bool = True, + seed: int = 0, + drop_last: bool = False, + batch_size: int = 1, + ) -> None: + assert hasattr(dataset, 'loads'), 'Dataset must have "loads" attribute to use BalancedResumableSampler' + super().__init__(dataset, shuffle, seed, drop_last) + self.batch_size = batch_size + self.loads = dataset.loads + + def __iter__(self) -> Iterator: + if self.shuffle: + # deterministically shuffle based on epoch and seed + g = torch.Generator() + g.manual_seed(self.seed + self.epoch) + indices = torch.randperm(len(self.dataset), generator=g).tolist() # type: ignore[arg-type] + else: + indices = list(range(len(self.dataset))) # type: ignore[arg-type] + + if not self.drop_last: + # add extra samples to make it evenly divisible + padding_size = self.total_size - len(indices) + if padding_size <= len(indices): + indices += indices[:padding_size] + else: + indices += (indices * math.ceil(padding_size / len(indices)))[ + :padding_size + ] + else: + # remove tail of data to make it evenly divisible. + indices = indices[: self.total_size] + assert len(indices) == self.total_size + + # balance load among processes + num_batches = len(indices) // (self.batch_size * self.world_size) + balanced_indices = [] + for i in range(num_batches): + start_idx = i * self.batch_size * self.world_size + end_idx = (i + 1) * self.batch_size * self.world_size + batch_indices = indices[start_idx:end_idx] + batch_loads = [self.loads[idx] for idx in batch_indices] + groups = load_balanced_group_indices(batch_loads, self.world_size, equal_size=True) + balanced_indices.extend([batch_indices[j] for j in groups[self.rank]]) + + # resume from previous state + indices = balanced_indices[self.idx:] + + return iter(indices) diff --git a/trellis/utils/dist_utils.py b/trellis/utils/dist_utils.py new file mode 100644 index 0000000..348799c --- /dev/null +++ b/trellis/utils/dist_utils.py @@ -0,0 +1,93 @@ +import os +import io +from contextlib import contextmanager +import torch +import torch.distributed as dist +from torch.nn.parallel import DistributedDataParallel as DDP + + +def setup_dist(rank, local_rank, world_size, master_addr, master_port): + os.environ['MASTER_ADDR'] = master_addr + os.environ['MASTER_PORT'] = master_port + os.environ['WORLD_SIZE'] = str(world_size) + os.environ['RANK'] = str(rank) + os.environ['LOCAL_RANK'] = str(local_rank) + torch.cuda.set_device(local_rank) + dist.init_process_group('nccl', rank=rank, world_size=world_size) + + +def read_file_dist(path): + """ + Read the binary file distributedly. + File is only read once by the rank 0 process and broadcasted to other processes. + + Returns: + data (io.BytesIO): The binary data read from the file. + """ + if dist.is_initialized() and dist.get_world_size() > 1: + # read file + size = torch.LongTensor(1).cuda() + if dist.get_rank() == 0: + with open(path, 'rb') as f: + data = f.read() + data = torch.ByteTensor( + torch.UntypedStorage.from_buffer(data, dtype=torch.uint8) + ).cuda() + size[0] = data.shape[0] + # broadcast size + dist.broadcast(size, src=0) + if dist.get_rank() != 0: + data = torch.ByteTensor(size[0].item()).cuda() + # broadcast data + dist.broadcast(data, src=0) + # convert to io.BytesIO + data = data.cpu().numpy().tobytes() + data = io.BytesIO(data) + return data + else: + with open(path, 'rb') as f: + data = f.read() + data = io.BytesIO(data) + return data + + +def unwrap_dist(model): + """ + Unwrap the model from distributed training. + """ + if isinstance(model, DDP): + return model.module + return model + + +@contextmanager +def master_first(): + """ + A context manager that ensures master process executes first. + """ + if not dist.is_initialized(): + yield + else: + if dist.get_rank() == 0: + yield + dist.barrier() + else: + dist.barrier() + yield + + +@contextmanager +def local_master_first(): + """ + A context manager that ensures local master process executes first. + """ + if not dist.is_initialized(): + yield + else: + if dist.get_rank() % torch.cuda.device_count() == 0: + yield + dist.barrier() + else: + dist.barrier() + yield + \ No newline at end of file diff --git a/trellis/utils/elastic_utils.py b/trellis/utils/elastic_utils.py new file mode 100644 index 0000000..cba3cf8 --- /dev/null +++ b/trellis/utils/elastic_utils.py @@ -0,0 +1,228 @@ +from abc import abstractmethod +from contextlib import contextmanager +from typing import Tuple +import torch +import torch.nn as nn +import numpy as np + + +class MemoryController: + """ + Base class for memory management during training. + """ + + _last_input_size = None + _last_mem_ratio = [] + + @contextmanager + def record(self): + pass + + def update_run_states(self, input_size=None, mem_ratio=None): + if self._last_input_size is None: + self._last_input_size = input_size + elif self._last_input_size!= input_size: + raise ValueError(f'Input size should not change for different ElasticModules.') + self._last_mem_ratio.append(mem_ratio) + + @abstractmethod + def get_mem_ratio(self, input_size): + pass + + @abstractmethod + def state_dict(self): + pass + + @abstractmethod + def log(self): + pass + + +class LinearMemoryController(MemoryController): + """ + A simple controller for memory management during training. + The memory usage is modeled as a linear function of: + - the number of input parameters + - the ratio of memory the model use compared to the maximum usage (with no checkpointing) + memory_usage = k * input_size * mem_ratio + b + The controller keeps track of the memory usage and gives the + expected memory ratio to keep the memory usage under a target + """ + def __init__( + self, + buffer_size=1000, + update_every=500, + target_ratio=0.8, + available_memory=None, + max_mem_ratio_start=0.1, + params=None, + device=None + ): + self.buffer_size = buffer_size + self.update_every = update_every + self.target_ratio = target_ratio + self.device = device or torch.cuda.current_device() + self.available_memory = available_memory or torch.cuda.get_device_properties(self.device).total_memory / 1024**3 + + self._memory = np.zeros(buffer_size, dtype=np.float32) + self._input_size = np.zeros(buffer_size, dtype=np.float32) + self._mem_ratio = np.zeros(buffer_size, dtype=np.float32) + self._buffer_ptr = 0 + self._buffer_length = 0 + self._params = tuple(params) if params is not None else (0.0, 0.0) + self._max_mem_ratio = max_mem_ratio_start + self.step = 0 + + def __repr__(self): + return f'LinearMemoryController(target_ratio={self.target_ratio}, available_memory={self.available_memory})' + + def _add_sample(self, memory, input_size, mem_ratio): + self._memory[self._buffer_ptr] = memory + self._input_size[self._buffer_ptr] = input_size + self._mem_ratio[self._buffer_ptr] = mem_ratio + self._buffer_ptr = (self._buffer_ptr + 1) % self.buffer_size + self._buffer_length = min(self._buffer_length + 1, self.buffer_size) + + @contextmanager + def record(self): + torch.cuda.reset_peak_memory_stats(self.device) + self._last_input_size = None + self._last_mem_ratio = [] + yield + self._last_memory = torch.cuda.max_memory_allocated(self.device) / 1024**3 + self._last_mem_ratio = sum(self._last_mem_ratio) / len(self._last_mem_ratio) + self._add_sample(self._last_memory, self._last_input_size, self._last_mem_ratio) + self.step += 1 + if self.step % self.update_every == 0: + self._max_mem_ratio = min(1.0, self._max_mem_ratio + 0.1) + self._fit_params() + + def _fit_params(self): + memory_usage = self._memory[:self._buffer_length] + input_size = self._input_size[:self._buffer_length] + mem_ratio = self._mem_ratio[:self._buffer_length] + + x = input_size * mem_ratio + y = memory_usage + k, b = np.polyfit(x, y, 1) + self._params = (k, b) + # self._visualize() + + def _visualize(self): + import matplotlib.pyplot as plt + memory_usage = self._memory[:self._buffer_length] + input_size = self._input_size[:self._buffer_length] + mem_ratio = self._mem_ratio[:self._buffer_length] + k, b = self._params + + plt.scatter(input_size * mem_ratio, memory_usage, c=mem_ratio, cmap='viridis') + x = np.array([0.0, 20000.0]) + plt.plot(x, k * x + b, c='r') + plt.savefig(f'linear_memory_controller_{self.step}.png') + plt.cla() + + def get_mem_ratio(self, input_size): + k, b = self._params + if k == 0: return np.random.rand() * self._max_mem_ratio + pred = (self.available_memory * self.target_ratio - b) / (k * input_size) + return min(self._max_mem_ratio, max(0.0, pred)) + + def state_dict(self): + return { + 'params': self._params, + } + + def load_state_dict(self, state_dict): + self._params = tuple(state_dict['params']) + + def log(self): + return { + 'params/k': self._params[0], + 'params/b': self._params[1], + 'memory': self._last_memory, + 'input_size': self._last_input_size, + 'mem_ratio': self._last_mem_ratio, + } + + +class ElasticModule(nn.Module): + """ + Module for training with elastic memory management. + """ + def __init__(self): + super().__init__() + self._memory_controller: MemoryController = None + + @abstractmethod + def _get_input_size(self, *args, **kwargs) -> int: + """ + Get the size of the input data. + + Returns: + int: The size of the input data. + """ + pass + + @abstractmethod + def _forward_with_mem_ratio(self, *args, mem_ratio=0.0, **kwargs) -> Tuple[float, Tuple]: + """ + Forward with a given memory ratio. + """ + pass + + def register_memory_controller(self, memory_controller: MemoryController): + self._memory_controller = memory_controller + + def forward(self, *args, **kwargs): + if self._memory_controller is None or not torch.is_grad_enabled() or not self.training: + _, ret = self._forward_with_mem_ratio(*args, **kwargs) + else: + input_size = self._get_input_size(*args, **kwargs) + mem_ratio = self._memory_controller.get_mem_ratio(input_size) + mem_ratio, ret = self._forward_with_mem_ratio(*args, mem_ratio=mem_ratio, **kwargs) + self._memory_controller.update_run_states(input_size, mem_ratio) + return ret + + +class ElasticModuleMixin: + """ + Mixin for training with elastic memory management. + """ + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + self._memory_controller: MemoryController = None + + @abstractmethod + def _get_input_size(self, *args, **kwargs) -> int: + """ + Get the size of the input data. + + Returns: + int: The size of the input data. + """ + pass + + @abstractmethod + @contextmanager + def with_mem_ratio(self, mem_ratio=1.0) -> float: + """ + Context manager for training with a reduced memory ratio compared to the full memory usage. + + Returns: + float: The exact memory ratio used during the forward pass. + """ + pass + + def register_memory_controller(self, memory_controller: MemoryController): + self._memory_controller = memory_controller + + def forward(self, *args, **kwargs): + if self._memory_controller is None or not torch.is_grad_enabled() or not self.training: + ret = super().forward(*args, **kwargs) + else: + input_size = self._get_input_size(*args, **kwargs) + mem_ratio = self._memory_controller.get_mem_ratio(input_size) + with self.with_mem_ratio(mem_ratio) as exact_mem_ratio: + ret = super().forward(*args, **kwargs) + self._memory_controller.update_run_states(input_size, exact_mem_ratio) + return ret diff --git a/trellis/utils/grad_clip_utils.py b/trellis/utils/grad_clip_utils.py new file mode 100644 index 0000000..990a435 --- /dev/null +++ b/trellis/utils/grad_clip_utils.py @@ -0,0 +1,81 @@ +from typing import * +import torch +import numpy as np +import torch.utils + + +class AdaptiveGradClipper: + """ + Adaptive gradient clipping for training. + """ + def __init__( + self, + max_norm=None, + clip_percentile=95.0, + buffer_size=1000, + ): + self.max_norm = max_norm + self.clip_percentile = clip_percentile + self.buffer_size = buffer_size + + self._grad_norm = np.zeros(buffer_size, dtype=np.float32) + self._max_norm = max_norm + self._buffer_ptr = 0 + self._buffer_length = 0 + + def __repr__(self): + return f'AdaptiveGradClipper(max_norm={self.max_norm}, clip_percentile={self.clip_percentile})' + + def state_dict(self): + return { + 'grad_norm': self._grad_norm, + 'max_norm': self._max_norm, + 'buffer_ptr': self._buffer_ptr, + 'buffer_length': self._buffer_length, + } + + def load_state_dict(self, state_dict): + self._grad_norm = state_dict['grad_norm'] + self._max_norm = state_dict['max_norm'] + self._buffer_ptr = state_dict['buffer_ptr'] + self._buffer_length = state_dict['buffer_length'] + + def log(self): + return { + 'max_norm': self._max_norm, + } + + def __call__(self, parameters, norm_type=2.0, error_if_nonfinite=False, foreach=None): + """Clip the gradient norm of an iterable of parameters. + + The norm is computed over all gradients together, as if they were + concatenated into a single vector. Gradients are modified in-place. + + Args: + parameters (Iterable[Tensor] or Tensor): an iterable of Tensors or a + single Tensor that will have gradients normalized + norm_type (float): type of the used p-norm. Can be ``'inf'`` for + infinity norm. + error_if_nonfinite (bool): if True, an error is thrown if the total + norm of the gradients from :attr:`parameters` is ``nan``, + ``inf``, or ``-inf``. Default: False (will switch to True in the future) + foreach (bool): use the faster foreach-based implementation. + If ``None``, use the foreach implementation for CUDA and CPU native tensors and silently + fall back to the slow implementation for other device types. + Default: ``None`` + + Returns: + Total norm of the parameter gradients (viewed as a single vector). + """ + max_norm = self._max_norm if self._max_norm is not None else float('inf') + grad_norm = torch.nn.utils.clip_grad_norm_(parameters, max_norm=max_norm, norm_type=norm_type, error_if_nonfinite=error_if_nonfinite, foreach=foreach) + + if torch.isfinite(grad_norm): + self._grad_norm[self._buffer_ptr] = grad_norm + self._buffer_ptr = (self._buffer_ptr + 1) % self.buffer_size + self._buffer_length = min(self._buffer_length + 1, self.buffer_size) + if self._buffer_length == self.buffer_size: + self._max_norm = np.percentile(self._grad_norm, self.clip_percentile) + self._max_norm = min(self._max_norm, self.max_norm) if self.max_norm is not None else self._max_norm + + return grad_norm \ No newline at end of file diff --git a/trellis/utils/loss_utils.py b/trellis/utils/loss_utils.py new file mode 100644 index 0000000..52049f6 --- /dev/null +++ b/trellis/utils/loss_utils.py @@ -0,0 +1,92 @@ +import torch +import torch.nn.functional as F +from torch.autograd import Variable +from math import exp +from lpips import LPIPS + + +def smooth_l1_loss(pred, target, beta=1.0): + diff = torch.abs(pred - target) + loss = torch.where(diff < beta, 0.5 * diff ** 2 / beta, diff - 0.5 * beta) + return loss.mean() + + +def l1_loss(network_output, gt): + return torch.abs((network_output - gt)).mean() + + +def l2_loss(network_output, gt): + return ((network_output - gt) ** 2).mean() + + +def gaussian(window_size, sigma): + gauss = torch.Tensor([exp(-(x - window_size // 2) ** 2 / float(2 * sigma ** 2)) for x in range(window_size)]) + return gauss / gauss.sum() + + +def create_window(window_size, channel): + _1D_window = gaussian(window_size, 1.5).unsqueeze(1) + _2D_window = _1D_window.mm(_1D_window.t()).float().unsqueeze(0).unsqueeze(0) + window = Variable(_2D_window.expand(channel, 1, window_size, window_size).contiguous()) + return window + + +def psnr(img1, img2, max_val=1.0): + mse = F.mse_loss(img1, img2) + return 20 * torch.log10(max_val / torch.sqrt(mse)) + + +def ssim(img1, img2, window_size=11, size_average=True): + channel = img1.size(-3) + window = create_window(window_size, channel) + + if img1.is_cuda: + window = window.cuda(img1.get_device()) + window = window.type_as(img1) + + return _ssim(img1, img2, window, window_size, channel, size_average) + +def _ssim(img1, img2, window, window_size, channel, size_average=True): + mu1 = F.conv2d(img1, window, padding=window_size // 2, groups=channel) + mu2 = F.conv2d(img2, window, padding=window_size // 2, groups=channel) + + mu1_sq = mu1.pow(2) + mu2_sq = mu2.pow(2) + mu1_mu2 = mu1 * mu2 + + sigma1_sq = F.conv2d(img1 * img1, window, padding=window_size // 2, groups=channel) - mu1_sq + sigma2_sq = F.conv2d(img2 * img2, window, padding=window_size // 2, groups=channel) - mu2_sq + sigma12 = F.conv2d(img1 * img2, window, padding=window_size // 2, groups=channel) - mu1_mu2 + + C1 = 0.01 ** 2 + C2 = 0.03 ** 2 + + ssim_map = ((2 * mu1_mu2 + C1) * (2 * sigma12 + C2)) / ((mu1_sq + mu2_sq + C1) * (sigma1_sq + sigma2_sq + C2)) + + if size_average: + return ssim_map.mean() + else: + return ssim_map.mean(1).mean(1).mean(1) + + +loss_fn_vgg = None +def lpips(img1, img2, value_range=(0, 1)): + global loss_fn_vgg + if loss_fn_vgg is None: + loss_fn_vgg = LPIPS(net='vgg').cuda().eval() + # normalize to [-1, 1] + img1 = (img1 - value_range[0]) / (value_range[1] - value_range[0]) * 2 - 1 + img2 = (img2 - value_range[0]) / (value_range[1] - value_range[0]) * 2 - 1 + return loss_fn_vgg(img1, img2).mean() + + +def normal_angle(pred, gt): + pred = pred * 2.0 - 1.0 + gt = gt * 2.0 - 1.0 + norms = pred.norm(dim=-1) * gt.norm(dim=-1) + cos_sim = (pred * gt).sum(-1) / (norms + 1e-9) + cos_sim = torch.clamp(cos_sim, -1.0, 1.0) + ang = torch.rad2deg(torch.acos(cos_sim[norms > 1e-9])).mean() + if ang.isnan(): + return -1 + return ang diff --git a/trellis/utils/render_utils.py b/trellis/utils/render_utils.py index 88ea262..c13d902 100644 --- a/trellis/utils/render_utils.py +++ b/trellis/utils/render_utils.py @@ -4,10 +4,7 @@ from tqdm import tqdm import utils3d from PIL import Image -from ..renderers import OctreeRenderer, MeshRenderer,GaussianRenderer -from ..renderers.gaussian_render import GaussianRenderer -# from ..renderers.mesh_renderer import MeshRenderer -# from ..renderers.octree_renderer import OctreeRenderer +from ..renderers import OctreeRenderer, GaussianRenderer, MeshRenderer from ..representations import Octree, Gaussian, MeshExtractResult from ..modules import sparse as sp from .random_utils import sphere_hammersley_sequence @@ -43,36 +40,44 @@ def yaw_pitch_r_fov_to_extrinsics_intrinsics(yaws, pitchs, rs, fovs): return extrinsics, intrinsics -def render_frames(sample, extrinsics, intrinsics, options={}, colors_overwrite=None, verbose=True, **kwargs): +def get_renderer(sample, **kwargs): if isinstance(sample, Octree): renderer = OctreeRenderer() - renderer.rendering_options.resolution = options.get('resolution', 512) - renderer.rendering_options.near = options.get('near', 0.8) - renderer.rendering_options.far = options.get('far', 1.6) - renderer.rendering_options.bg_color = options.get('bg_color', (0, 0, 0)) - renderer.rendering_options.ssaa = options.get('ssaa', 4) + renderer.rendering_options.resolution = kwargs.get('resolution', 512) + renderer.rendering_options.near = kwargs.get('near', 0.8) + renderer.rendering_options.far = kwargs.get('far', 1.6) + renderer.rendering_options.bg_color = kwargs.get('bg_color', (0, 0, 0)) + renderer.rendering_options.ssaa = kwargs.get('ssaa', 4) renderer.pipe.primitive = sample.primitive elif isinstance(sample, Gaussian): renderer = GaussianRenderer() - renderer.rendering_options.resolution = options.get('resolution', 512) - renderer.rendering_options.near = options.get('near', 0.8) - renderer.rendering_options.far = options.get('far', 1.6) - renderer.rendering_options.bg_color = options.get('bg_color', (0, 0, 0)) - renderer.rendering_options.ssaa = options.get('ssaa', 1) + renderer.rendering_options.resolution = kwargs.get('resolution', 512) + renderer.rendering_options.near = kwargs.get('near', 0.8) + renderer.rendering_options.far = kwargs.get('far', 1.6) + renderer.rendering_options.bg_color = kwargs.get('bg_color', (0, 0, 0)) + renderer.rendering_options.ssaa = kwargs.get('ssaa', 1) renderer.pipe.kernel_size = kwargs.get('kernel_size', 0.1) renderer.pipe.use_mip_gaussian = True elif isinstance(sample, MeshExtractResult): renderer = MeshRenderer() - renderer.rendering_options.resolution = options.get('resolution', 512) - renderer.rendering_options.near = options.get('near', 1) - renderer.rendering_options.far = options.get('far', 100) - renderer.rendering_options.ssaa = options.get('ssaa', 4) + renderer.rendering_options.resolution = kwargs.get('resolution', 512) + renderer.rendering_options.near = kwargs.get('near', 1) + renderer.rendering_options.far = kwargs.get('far', 100) + renderer.rendering_options.ssaa = kwargs.get('ssaa', 4) else: raise ValueError(f'Unsupported sample type: {type(sample)}') - + return renderer + + +def render_frames(sample, extrinsics, intrinsics, options={}, colors_overwrite=None, verbose=True, **kwargs): + renderer = get_renderer(sample, **options) rets = {} for j, (extr, intr) in tqdm(enumerate(zip(extrinsics, intrinsics)), desc='Rendering', disable=not verbose): - if not isinstance(sample, MeshExtractResult): + if isinstance(sample, MeshExtractResult): + res = renderer.render(sample, extr, intr) + if 'normal' not in rets: rets['normal'] = [] + rets['normal'].append(np.clip(res['normal'].detach().cpu().numpy().transpose(1, 2, 0) * 255, 0, 255).astype(np.uint8)) + else: res = renderer.render(sample, extr, intr, colors_overwrite=colors_overwrite) if 'color' not in rets: rets['color'] = [] if 'depth' not in rets: rets['depth'] = [] @@ -83,10 +88,6 @@ def render_frames(sample, extrinsics, intrinsics, options={}, colors_overwrite=N rets['depth'].append(res['depth'].detach().cpu().numpy()) else: rets['depth'].append(None) - else: - res = renderer.render(sample, extr, intr) - if 'normal' not in rets: rets['normal'] = [] - rets['normal'].append(np.clip(res['normal'].detach().cpu().numpy().transpose(1, 2, 0) * 255, 0, 255).astype(np.uint8)) return rets @@ -96,18 +97,17 @@ def render_video(sample, resolution=512, bg_color=(0, 0, 0), num_frames=300, r=2 yaws = yaws.tolist() pitch = pitch.tolist() extrinsics, intrinsics = yaw_pitch_r_fov_to_extrinsics_intrinsics(yaws, pitch, r, fov) - return render_frames(sample, extrinsics, intrinsics, {'resolution': resolution, 'bg_color': bg_color}, **kwargs) -def render_multiview(sample, resolution=512, nviews=30,**kwargs): + +def render_multiview(sample, resolution=512, nviews=30): r = 2 fov = 40 - bg_color=(0, 0, 0) cams = [sphere_hammersley_sequence(i, nviews) for i in range(nviews)] yaws = [cam[0] for cam in cams] pitchs = [cam[1] for cam in cams] - extrinsics, intrinsics = yaw_pitch_r_fov_to_extrinsics_intrinsics(yaws, pitchs, r, fov) #计算相机内外参 - res = render_frames(sample, extrinsics, intrinsics, {'resolution': resolution, 'bg_color': bg_color}, **kwargs) + extrinsics, intrinsics = yaw_pitch_r_fov_to_extrinsics_intrinsics(yaws, pitchs, r, fov) + res = render_frames(sample, extrinsics, intrinsics, {'resolution': resolution, 'bg_color': (0, 0, 0)}) return res['color'], extrinsics, intrinsics diff --git a/utils.py b/utils.py index d6dbb49..35bf446 100644 --- a/utils.py +++ b/utils.py @@ -11,7 +11,39 @@ import trimesh from comfy.utils import common_upscale,ProgressBar import folder_paths +current_path = os.path.dirname(os.path.abspath(__file__)) +def convert_clip2diffuser(clip): + + from transformers import ( + CLIPTextModel, + CLIPTextConfig, + ) + from contextlib import nullcontext + + try: + from accelerate import init_empty_weights + from accelerate.utils import set_module_tensor_to_device + is_accelerate_available = True + except: + pass + + import comfy.model_management as mm + + offload_device=mm.unet_offload_device() + + text_encoder_config=CLIPTextConfig.from_pretrained(os.path.join(current_path, 'text_encoder'), local_files_only=True) + ctx = init_empty_weights if is_accelerate_available else nullcontext + with ctx(): + text_encoder = CLIPTextModel(text_encoder_config) + text_encoder_sd = clip.get_sd() + + + from diffusers.pipelines.stable_diffusion.convert_from_ckpt import convert_open_clip_checkpoint,convert_ldm_clip_checkpoint + text_encoder = convert_ldm_clip_checkpoint(text_encoder_sd, text_encoder=text_encoder) + + + return text_encoder,text_encoder_2 #https://github.com/Abecid/realtime-3d-stylization-drawing/blob/97a687f148cec04e107f7fec8986c8b5615af1ec/gradio_app.py#L33 def glb2obj_(glb_path, obj_path): print('Converting glb to obj')