diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..e05564b
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,6 @@
+__pycache__/
+checkpoints/
+*.py[cod]
+*$py.class
+*.egg-info
+.pytest_cache
\ No newline at end of file
diff --git a/LICENSE b/LICENSE
index b09cd78..261eeb9 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,4 +1,4 @@
-Apache License
+ Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..34516cf
--- /dev/null
+++ b/README.md
@@ -0,0 +1,16 @@
+# ComfyUI wrapper nodes to use the Diffusers implementation of BrushNet
+
+
+
+# Installing
+Either use the Manager and it's install from git -feature, or clone this repo to custom_nodes and run:
+
+`pip install -r requirements.txt`
+
+or if you use portable (run this in ComfyUI_windows_portable -folder):
+
+`python_embeded\python.exe -m pip install -r ComfyUI\custom_nodes\ComfyUI-BrushNetWrapper\requirements.txt`
+
+Models are automatically downloaded from here: https://huggingface.co/Kijai/BrushNet-fp16/tree/main
+
+to `ComfyUI/models/brushnet`
diff --git a/__init__.py b/__init__.py
new file mode 100644
index 0000000..2e96bd6
--- /dev/null
+++ b/__init__.py
@@ -0,0 +1,3 @@
+from .nodes import NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS
+
+__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS"]
\ No newline at end of file
diff --git a/brushnet/.gitignore b/brushnet/.gitignore
new file mode 100644
index 0000000..e05564b
--- /dev/null
+++ b/brushnet/.gitignore
@@ -0,0 +1,6 @@
+__pycache__/
+checkpoints/
+*.py[cod]
+*$py.class
+*.egg-info
+.pytest_cache
\ No newline at end of file
diff --git a/brushnet/brushnet.py b/brushnet/brushnet.py
new file mode 100644
index 0000000..208492c
--- /dev/null
+++ b/brushnet/brushnet.py
@@ -0,0 +1,1404 @@
+from dataclasses import dataclass
+from typing import Any, Dict, List, Optional, Tuple, Union
+
+import torch
+from torch import nn
+from torch.nn import functional as F
+
+from diffusers.configuration_utils import ConfigMixin, register_to_config
+from diffusers.utils import BaseOutput, logging
+from diffusers.models.attention_processor import (
+ ADDED_KV_ATTENTION_PROCESSORS,
+ CROSS_ATTENTION_PROCESSORS,
+ AttentionProcessor,
+ AttnAddedKVProcessor,
+ AttnProcessor,
+)
+from diffusers.models.embeddings import TextImageProjection, TextImageTimeEmbedding, TextTimeEmbedding, TimestepEmbedding, Timesteps
+from diffusers.models.modeling_utils import ModelMixin
+from .unet_2d_blocks import (
+ CrossAttnDownBlock2D,
+ DownBlock2D,
+ UNetMidBlock2D,
+ UNetMidBlock2DCrossAttn,
+ get_down_block,
+ get_mid_block,
+ get_up_block,
+ MidBlock2D
+)
+from diffusers.models.resnet import ResnetBlock2D
+from diffusers.models.unets.unet_2d_condition import UNet2DConditionModel
+
+from diffusers.models.transformers.dual_transformer_2d import DualTransformer2DModel
+from diffusers.models.transformers.transformer_2d import Transformer2DModel
+
+
+logger = logging.get_logger(__name__) # pylint: disable=invalid-name
+class CrossAttnUpBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ prev_output_channel: int,
+ temb_channels: int,
+ resolution_idx: Optional[int] = None,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ transformer_layers_per_block: Union[int, Tuple[int]] = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ num_attention_heads: int = 1,
+ cross_attention_dim: int = 1280,
+ output_scale_factor: float = 1.0,
+ add_upsample: bool = True,
+ dual_cross_attention: bool = False,
+ use_linear_projection: bool = False,
+ only_cross_attention: bool = False,
+ upcast_attention: bool = False,
+ attention_type: str = "default",
+ ):
+ super().__init__()
+ resnets = []
+ attentions = []
+
+ self.has_cross_attention = True
+ self.num_attention_heads = num_attention_heads
+
+ if isinstance(transformer_layers_per_block, int):
+ transformer_layers_per_block = [transformer_layers_per_block] * num_layers
+
+ for i in range(num_layers):
+ res_skip_channels = in_channels if (i == num_layers - 1) else out_channels
+ resnet_in_channels = prev_output_channel if i == 0 else out_channels
+
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=resnet_in_channels + res_skip_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+ if not dual_cross_attention:
+ attentions.append(
+ Transformer2DModel(
+ num_attention_heads,
+ out_channels // num_attention_heads,
+ in_channels=out_channels,
+ num_layers=transformer_layers_per_block[i],
+ cross_attention_dim=cross_attention_dim,
+ norm_num_groups=resnet_groups,
+ use_linear_projection=use_linear_projection,
+ only_cross_attention=only_cross_attention,
+ upcast_attention=upcast_attention,
+ attention_type=attention_type,
+ )
+ )
+ else:
+ attentions.append(
+ DualTransformer2DModel(
+ num_attention_heads,
+ out_channels // num_attention_heads,
+ in_channels=out_channels,
+ num_layers=1,
+ cross_attention_dim=cross_attention_dim,
+ norm_num_groups=resnet_groups,
+ )
+ )
+ self.attentions = nn.ModuleList(attentions)
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_upsample:
+ self.upsamplers = nn.ModuleList([Upsample2D(out_channels, use_conv=True, out_channels=out_channels)])
+ else:
+ self.upsamplers = None
+
+ self.gradient_checkpointing = False
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ res_hidden_states_tuple: Tuple[torch.FloatTensor, ...],
+ temb: Optional[torch.FloatTensor] = None,
+ encoder_hidden_states: Optional[torch.FloatTensor] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ upsample_size: Optional[int] = None,
+ attention_mask: Optional[torch.FloatTensor] = None,
+ encoder_attention_mask: Optional[torch.FloatTensor] = None,
+ return_res_samples: Optional[bool]=False,
+ up_block_add_samples: Optional[torch.FloatTensor] = None,
+ ) -> torch.FloatTensor:
+ lora_scale = cross_attention_kwargs.get("scale", 1.0) if cross_attention_kwargs is not None else 1.0
+ is_freeu_enabled = (
+ getattr(self, "s1", None)
+ and getattr(self, "s2", None)
+ and getattr(self, "b1", None)
+ and getattr(self, "b2", None)
+ )
+ if return_res_samples:
+ output_states=()
+
+ for resnet, attn in zip(self.resnets, self.attentions):
+ # pop res hidden states
+ res_hidden_states = res_hidden_states_tuple[-1]
+ res_hidden_states_tuple = res_hidden_states_tuple[:-1]
+
+ # FreeU: Only operate on the first two stages
+ if is_freeu_enabled:
+ hidden_states, res_hidden_states = apply_freeu(
+ self.resolution_idx,
+ hidden_states,
+ res_hidden_states,
+ s1=self.s1,
+ s2=self.s2,
+ b1=self.b1,
+ b2=self.b2,
+ )
+
+ hidden_states = torch.cat([hidden_states, res_hidden_states], dim=1)
+
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module, return_dict=None):
+ def custom_forward(*inputs):
+ if return_dict is not None:
+ return module(*inputs, return_dict=return_dict)
+ else:
+ return module(*inputs)
+
+ return custom_forward
+
+ ckpt_kwargs: Dict[str, Any] = {"use_reentrant": False}
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet),
+ hidden_states,
+ temb,
+ **ckpt_kwargs,
+ )
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ cross_attention_kwargs=cross_attention_kwargs,
+ attention_mask=attention_mask,
+ encoder_attention_mask=encoder_attention_mask,
+ return_dict=False,
+ )[0]
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=lora_scale)
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ cross_attention_kwargs=cross_attention_kwargs,
+ attention_mask=attention_mask,
+ encoder_attention_mask=encoder_attention_mask,
+ return_dict=False,
+ )[0]
+ if return_res_samples:
+ output_states = output_states + (hidden_states,)
+ if up_block_add_samples is not None:
+ hidden_states = hidden_states + up_block_add_samples.pop(0)
+
+ if self.upsamplers is not None:
+ for upsampler in self.upsamplers:
+ hidden_states = upsampler(hidden_states, upsample_size, scale=lora_scale)
+ if return_res_samples:
+ output_states = output_states + (hidden_states,)
+ if up_block_add_samples is not None:
+ hidden_states = hidden_states + up_block_add_samples.pop(0)
+
+ if return_res_samples:
+ return hidden_states, output_states
+ else:
+ return hidden_states
+
+class UpBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ prev_output_channel: int,
+ out_channels: int,
+ temb_channels: int,
+ resolution_idx: Optional[int] = None,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ output_scale_factor: float = 1.0,
+ add_upsample: bool = True,
+ ):
+ super().__init__()
+ resnets = []
+
+ for i in range(num_layers):
+ res_skip_channels = in_channels if (i == num_layers - 1) else out_channels
+ resnet_in_channels = prev_output_channel if i == 0 else out_channels
+
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=resnet_in_channels + res_skip_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_upsample:
+ self.upsamplers = nn.ModuleList([Upsample2D(out_channels, use_conv=True, out_channels=out_channels)])
+ else:
+ self.upsamplers = None
+
+ self.gradient_checkpointing = False
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ res_hidden_states_tuple: Tuple[torch.FloatTensor, ...],
+ temb: Optional[torch.FloatTensor] = None,
+ upsample_size: Optional[int] = None,
+ scale: float = 1.0,
+ return_res_samples: Optional[bool]=False,
+ up_block_add_samples: Optional[torch.FloatTensor] = None,
+ ) -> torch.FloatTensor:
+ is_freeu_enabled = (
+ getattr(self, "s1", None)
+ and getattr(self, "s2", None)
+ and getattr(self, "b1", None)
+ and getattr(self, "b2", None)
+ )
+ if return_res_samples:
+ output_states = ()
+
+ for resnet in self.resnets:
+ # pop res hidden states
+ res_hidden_states = res_hidden_states_tuple[-1]
+ res_hidden_states_tuple = res_hidden_states_tuple[:-1]
+
+ # FreeU: Only operate on the first two stages
+ # if is_freeu_enabled:
+ # hidden_states, res_hidden_states = apply_freeu(
+ # self.resolution_idx,
+ # hidden_states,
+ # res_hidden_states,
+ # s1=self.s1,
+ # s2=self.s2,
+ # b1=self.b1,
+ # b2=self.b2,
+ # )
+
+ hidden_states = torch.cat([hidden_states, res_hidden_states], dim=1)
+
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module):
+ def custom_forward(*inputs):
+ return module(*inputs)
+
+ return custom_forward
+
+ if is_torch_version(">=", "1.11.0"):
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb, use_reentrant=False
+ )
+ else:
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=scale)
+
+ if return_res_samples:
+ output_states = output_states + (hidden_states,)
+ if up_block_add_samples is not None:
+ hidden_states = hidden_states + up_block_add_samples.pop(0) # todo: add before or after
+
+ if self.upsamplers is not None:
+ for upsampler in self.upsamplers:
+ hidden_states = upsampler(hidden_states, upsample_size, scale=scale)
+
+ if return_res_samples:
+ output_states = output_states + (hidden_states,)
+ if up_block_add_samples is not None:
+ hidden_states = hidden_states + up_block_add_samples.pop(0) # todo: add before or after
+
+
+ if return_res_samples:
+ return hidden_states, output_states
+ else:
+ return hidden_states
+
+class MidBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ output_scale_factor: float = 1.0,
+ use_linear_projection: bool = False,
+ ):
+ super().__init__()
+
+ self.has_cross_attention = False
+ resnet_groups = resnet_groups if resnet_groups is not None else min(in_channels // 4, 32)
+
+ # there is always at least one resnet
+ resnets = [
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=in_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ ]
+
+ for i in range(num_layers):
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=in_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+
+ self.gradient_checkpointing = False
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ temb: Optional[torch.FloatTensor] = None,
+ ) -> torch.FloatTensor:
+ lora_scale = 1.0
+ hidden_states = self.resnets[0](hidden_states, temb, scale=lora_scale)
+ for resnet in self.resnets[1:]:
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module, return_dict=None):
+ def custom_forward(*inputs):
+ if return_dict is not None:
+ return module(*inputs, return_dict=return_dict)
+ else:
+ return module(*inputs)
+
+ return custom_forward
+
+ ckpt_kwargs: Dict[str, Any] = {"use_reentrant": False}
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet),
+ hidden_states,
+ temb,
+ **ckpt_kwargs,
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=lora_scale)
+
+ return hidden_states
+
+def get_mid_block(
+ mid_block_type: str,
+ temb_channels: int,
+ in_channels: int,
+ resnet_eps: float,
+ resnet_act_fn: str,
+ resnet_groups: int,
+ output_scale_factor: float = 1.0,
+ transformer_layers_per_block: int = 1,
+ num_attention_heads: Optional[int] = None,
+ cross_attention_dim: Optional[int] = None,
+ dual_cross_attention: bool = False,
+ use_linear_projection: bool = False,
+ mid_block_only_cross_attention: bool = False,
+ upcast_attention: bool = False,
+ resnet_time_scale_shift: str = "default",
+ attention_type: str = "default",
+ resnet_skip_time_act: bool = False,
+ cross_attention_norm: Optional[str] = None,
+ attention_head_dim: Optional[int] = 1,
+ dropout: float = 0.0,
+):
+ if mid_block_type == "UNetMidBlock2DCrossAttn":
+ return UNetMidBlock2DCrossAttn(
+ transformer_layers_per_block=transformer_layers_per_block,
+ in_channels=in_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ cross_attention_dim=cross_attention_dim,
+ num_attention_heads=num_attention_heads,
+ resnet_groups=resnet_groups,
+ dual_cross_attention=dual_cross_attention,
+ use_linear_projection=use_linear_projection,
+ upcast_attention=upcast_attention,
+ attention_type=attention_type,
+ )
+
+ elif mid_block_type == "UNetMidBlock2D":
+ return UNetMidBlock2D(
+ in_channels=in_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ num_layers=0,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ resnet_groups=resnet_groups,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ add_attention=False,
+ )
+ elif mid_block_type == "MidBlock2D":
+ return MidBlock2D(
+ in_channels=in_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ resnet_groups=resnet_groups,
+ use_linear_projection=use_linear_projection,
+ )
+ elif mid_block_type is None:
+ return None
+ else:
+ raise ValueError(f"unknown mid_block_type : {mid_block_type}")
+
+@dataclass
+class BrushNetOutput(BaseOutput):
+ """
+ The output of [`BrushNetModel`].
+
+ Args:
+ up_block_res_samples (`tuple[torch.Tensor]`):
+ A tuple of upsample activations at different resolutions for each upsampling block. Each tensor should
+ be of shape `(batch_size, channel * resolution, height //resolution, width // resolution)`. Output can be
+ used to condition the original UNet's upsampling activations.
+ down_block_res_samples (`tuple[torch.Tensor]`):
+ A tuple of downsample activations at different resolutions for each downsampling block. Each tensor should
+ be of shape `(batch_size, channel * resolution, height //resolution, width // resolution)`. Output can be
+ used to condition the original UNet's downsampling activations.
+ mid_down_block_re_sample (`torch.Tensor`):
+ The activation of the midde block (the lowest sample resolution). Each tensor should be of shape
+ `(batch_size, channel * lowest_resolution, height // lowest_resolution, width // lowest_resolution)`.
+ Output can be used to condition the original UNet's middle block activation.
+ """
+
+ up_block_res_samples: Tuple[torch.Tensor]
+ down_block_res_samples: Tuple[torch.Tensor]
+ mid_block_res_sample: torch.Tensor
+
+
+class BrushNetModel(ModelMixin, ConfigMixin):
+ """
+ A BrushNet model.
+
+ Args:
+ in_channels (`int`, defaults to 4):
+ The number of channels in the input sample.
+ flip_sin_to_cos (`bool`, defaults to `True`):
+ Whether to flip the sin to cos in the time embedding.
+ freq_shift (`int`, defaults to 0):
+ The frequency shift to apply to the time embedding.
+ down_block_types (`tuple[str]`, defaults to `("CrossAttnDownBlock2D", "CrossAttnDownBlock2D", "CrossAttnDownBlock2D", "DownBlock2D")`):
+ The tuple of downsample blocks to use.
+ mid_block_type (`str`, *optional*, defaults to `"UNetMidBlock2DCrossAttn"`):
+ Block type for middle of UNet, it can be one of `UNetMidBlock2DCrossAttn`, `UNetMidBlock2D`, or
+ `UNetMidBlock2DSimpleCrossAttn`. If `None`, the mid block layer is skipped.
+ up_block_types (`Tuple[str]`, *optional*, defaults to `("UpBlock2D", "CrossAttnUpBlock2D", "CrossAttnUpBlock2D", "CrossAttnUpBlock2D")`):
+ The tuple of upsample blocks to use.
+ only_cross_attention (`Union[bool, Tuple[bool]]`, defaults to `False`):
+ block_out_channels (`tuple[int]`, defaults to `(320, 640, 1280, 1280)`):
+ The tuple of output channels for each block.
+ layers_per_block (`int`, defaults to 2):
+ The number of layers per block.
+ downsample_padding (`int`, defaults to 1):
+ The padding to use for the downsampling convolution.
+ mid_block_scale_factor (`float`, defaults to 1):
+ The scale factor to use for the mid block.
+ act_fn (`str`, defaults to "silu"):
+ The activation function to use.
+ norm_num_groups (`int`, *optional*, defaults to 32):
+ The number of groups to use for the normalization. If None, normalization and activation layers is skipped
+ in post-processing.
+ norm_eps (`float`, defaults to 1e-5):
+ The epsilon to use for the normalization.
+ cross_attention_dim (`int`, defaults to 1280):
+ The dimension of the cross attention features.
+ transformer_layers_per_block (`int` or `Tuple[int]`, *optional*, defaults to 1):
+ The number of transformer blocks of type [`~models.attention.BasicTransformerBlock`]. Only relevant for
+ [`~models.unet_2d_blocks.CrossAttnDownBlock2D`], [`~models.unet_2d_blocks.CrossAttnUpBlock2D`],
+ [`~models.unet_2d_blocks.UNetMidBlock2DCrossAttn`].
+ encoder_hid_dim (`int`, *optional*, defaults to None):
+ If `encoder_hid_dim_type` is defined, `encoder_hidden_states` will be projected from `encoder_hid_dim`
+ dimension to `cross_attention_dim`.
+ encoder_hid_dim_type (`str`, *optional*, defaults to `None`):
+ If given, the `encoder_hidden_states` and potentially other embeddings are down-projected to text
+ embeddings of dimension `cross_attention` according to `encoder_hid_dim_type`.
+ attention_head_dim (`Union[int, Tuple[int]]`, defaults to 8):
+ The dimension of the attention heads.
+ use_linear_projection (`bool`, defaults to `False`):
+ class_embed_type (`str`, *optional*, defaults to `None`):
+ The type of class embedding to use which is ultimately summed with the time embeddings. Choose from None,
+ `"timestep"`, `"identity"`, `"projection"`, or `"simple_projection"`.
+ addition_embed_type (`str`, *optional*, defaults to `None`):
+ Configures an optional embedding which will be summed with the time embeddings. Choose from `None` or
+ "text". "text" will use the `TextTimeEmbedding` layer.
+ num_class_embeds (`int`, *optional*, defaults to 0):
+ Input dimension of the learnable embedding matrix to be projected to `time_embed_dim`, when performing
+ class conditioning with `class_embed_type` equal to `None`.
+ upcast_attention (`bool`, defaults to `False`):
+ resnet_time_scale_shift (`str`, defaults to `"default"`):
+ Time scale shift config for ResNet blocks (see `ResnetBlock2D`). Choose from `default` or `scale_shift`.
+ projection_class_embeddings_input_dim (`int`, *optional*, defaults to `None`):
+ The dimension of the `class_labels` input when `class_embed_type="projection"`. Required when
+ `class_embed_type="projection"`.
+ brushnet_conditioning_channel_order (`str`, defaults to `"rgb"`):
+ The channel order of conditional image. Will convert to `rgb` if it's `bgr`.
+ conditioning_embedding_out_channels (`tuple[int]`, *optional*, defaults to `(16, 32, 96, 256)`):
+ The tuple of output channel for each block in the `conditioning_embedding` layer.
+ global_pool_conditions (`bool`, defaults to `False`):
+ TODO(Patrick) - unused parameter.
+ addition_embed_type_num_heads (`int`, defaults to 64):
+ The number of heads to use for the `TextTimeEmbedding` layer.
+ """
+
+ _supports_gradient_checkpointing = True
+
+ @register_to_config
+ def __init__(
+ self,
+ in_channels: int = 4,
+ conditioning_channels: int = 5,
+ flip_sin_to_cos: bool = True,
+ freq_shift: int = 0,
+ down_block_types: Tuple[str, ...] = (
+ "DownBlock2D",
+ "DownBlock2D",
+ "DownBlock2D",
+ "DownBlock2D",
+ ),
+ mid_block_type: Optional[str] = "UNetMidBlock2D",
+ up_block_types: Tuple[str, ...] = (
+ "UpBlock2D",
+ "UpBlock2D",
+ "UpBlock2D",
+ "UpBlock2D",
+ ),
+ only_cross_attention: Union[bool, Tuple[bool]] = False,
+ block_out_channels: Tuple[int, ...] = (320, 640, 1280, 1280),
+ layers_per_block: int = 2,
+ downsample_padding: int = 1,
+ mid_block_scale_factor: float = 1,
+ act_fn: str = "silu",
+ norm_num_groups: Optional[int] = 32,
+ norm_eps: float = 1e-5,
+ cross_attention_dim: int = 1280,
+ transformer_layers_per_block: Union[int, Tuple[int, ...]] = 1,
+ encoder_hid_dim: Optional[int] = None,
+ encoder_hid_dim_type: Optional[str] = None,
+ attention_head_dim: Union[int, Tuple[int, ...]] = 8,
+ num_attention_heads: Optional[Union[int, Tuple[int, ...]]] = None,
+ use_linear_projection: bool = False,
+ class_embed_type: Optional[str] = None,
+ addition_embed_type: Optional[str] = None,
+ addition_time_embed_dim: Optional[int] = None,
+ num_class_embeds: Optional[int] = None,
+ upcast_attention: bool = False,
+ resnet_time_scale_shift: str = "default",
+ projection_class_embeddings_input_dim: Optional[int] = None,
+ brushnet_conditioning_channel_order: str = "rgb",
+ conditioning_embedding_out_channels: Optional[Tuple[int, ...]] = (16, 32, 96, 256),
+ global_pool_conditions: bool = False,
+ addition_embed_type_num_heads: int = 64,
+ ):
+ super().__init__()
+
+ # If `num_attention_heads` is not defined (which is the case for most models)
+ # it will default to `attention_head_dim`. This looks weird upon first reading it and it is.
+ # The reason for this behavior is to correct for incorrectly named variables that were introduced
+ # when this library was created. The incorrect naming was only discovered much later in https://github.com/huggingface/diffusers/issues/2011#issuecomment-1547958131
+ # Changing `attention_head_dim` to `num_attention_heads` for 40,000+ configurations is too backwards breaking
+ # which is why we correct for the naming here.
+ num_attention_heads = num_attention_heads or attention_head_dim
+
+ # Check inputs
+ if len(down_block_types) != len(up_block_types):
+ raise ValueError(
+ f"Must provide the same number of `down_block_types` as `up_block_types`. `down_block_types`: {down_block_types}. `up_block_types`: {up_block_types}."
+ )
+
+ if len(block_out_channels) != len(down_block_types):
+ raise ValueError(
+ f"Must provide the same number of `block_out_channels` as `down_block_types`. `block_out_channels`: {block_out_channels}. `down_block_types`: {down_block_types}."
+ )
+
+ if not isinstance(only_cross_attention, bool) and len(only_cross_attention) != len(down_block_types):
+ raise ValueError(
+ f"Must provide the same number of `only_cross_attention` as `down_block_types`. `only_cross_attention`: {only_cross_attention}. `down_block_types`: {down_block_types}."
+ )
+
+ if not isinstance(num_attention_heads, int) and len(num_attention_heads) != len(down_block_types):
+ raise ValueError(
+ f"Must provide the same number of `num_attention_heads` as `down_block_types`. `num_attention_heads`: {num_attention_heads}. `down_block_types`: {down_block_types}."
+ )
+
+ if isinstance(transformer_layers_per_block, int):
+ transformer_layers_per_block = [transformer_layers_per_block] * len(down_block_types)
+
+ # input
+ conv_in_kernel = 3
+ conv_in_padding = (conv_in_kernel - 1) // 2
+ self.conv_in_condition = nn.Conv2d(
+ in_channels+conditioning_channels, block_out_channels[0], kernel_size=conv_in_kernel, padding=conv_in_padding
+ )
+
+ # time
+ time_embed_dim = block_out_channels[0] * 4
+ self.time_proj = Timesteps(block_out_channels[0], flip_sin_to_cos, freq_shift)
+ timestep_input_dim = block_out_channels[0]
+ self.time_embedding = TimestepEmbedding(
+ timestep_input_dim,
+ time_embed_dim,
+ act_fn=act_fn,
+ )
+
+ if encoder_hid_dim_type is None and encoder_hid_dim is not None:
+ encoder_hid_dim_type = "text_proj"
+ self.register_to_config(encoder_hid_dim_type=encoder_hid_dim_type)
+ logger.info("encoder_hid_dim_type defaults to 'text_proj' as `encoder_hid_dim` is defined.")
+
+ if encoder_hid_dim is None and encoder_hid_dim_type is not None:
+ raise ValueError(
+ f"`encoder_hid_dim` has to be defined when `encoder_hid_dim_type` is set to {encoder_hid_dim_type}."
+ )
+
+ if encoder_hid_dim_type == "text_proj":
+ self.encoder_hid_proj = nn.Linear(encoder_hid_dim, cross_attention_dim)
+ elif encoder_hid_dim_type == "text_image_proj":
+ # image_embed_dim DOESN'T have to be `cross_attention_dim`. To not clutter the __init__ too much
+ # they are set to `cross_attention_dim` here as this is exactly the required dimension for the currently only use
+ # case when `addition_embed_type == "text_image_proj"` (Kadinsky 2.1)`
+ self.encoder_hid_proj = TextImageProjection(
+ text_embed_dim=encoder_hid_dim,
+ image_embed_dim=cross_attention_dim,
+ cross_attention_dim=cross_attention_dim,
+ )
+
+ elif encoder_hid_dim_type is not None:
+ raise ValueError(
+ f"encoder_hid_dim_type: {encoder_hid_dim_type} must be None, 'text_proj' or 'text_image_proj'."
+ )
+ else:
+ self.encoder_hid_proj = None
+
+ # class embedding
+ if class_embed_type is None and num_class_embeds is not None:
+ self.class_embedding = nn.Embedding(num_class_embeds, time_embed_dim)
+ elif class_embed_type == "timestep":
+ self.class_embedding = TimestepEmbedding(timestep_input_dim, time_embed_dim)
+ elif class_embed_type == "identity":
+ self.class_embedding = nn.Identity(time_embed_dim, time_embed_dim)
+ elif class_embed_type == "projection":
+ if projection_class_embeddings_input_dim is None:
+ raise ValueError(
+ "`class_embed_type`: 'projection' requires `projection_class_embeddings_input_dim` be set"
+ )
+ # The projection `class_embed_type` is the same as the timestep `class_embed_type` except
+ # 1. the `class_labels` inputs are not first converted to sinusoidal embeddings
+ # 2. it projects from an arbitrary input dimension.
+ #
+ # Note that `TimestepEmbedding` is quite general, being mainly linear layers and activations.
+ # When used for embedding actual timesteps, the timesteps are first converted to sinusoidal embeddings.
+ # As a result, `TimestepEmbedding` can be passed arbitrary vectors.
+ self.class_embedding = TimestepEmbedding(projection_class_embeddings_input_dim, time_embed_dim)
+ else:
+ self.class_embedding = None
+
+ if addition_embed_type == "text":
+ if encoder_hid_dim is not None:
+ text_time_embedding_from_dim = encoder_hid_dim
+ else:
+ text_time_embedding_from_dim = cross_attention_dim
+
+ self.add_embedding = TextTimeEmbedding(
+ text_time_embedding_from_dim, time_embed_dim, num_heads=addition_embed_type_num_heads
+ )
+ elif addition_embed_type == "text_image":
+ # text_embed_dim and image_embed_dim DON'T have to be `cross_attention_dim`. To not clutter the __init__ too much
+ # they are set to `cross_attention_dim` here as this is exactly the required dimension for the currently only use
+ # case when `addition_embed_type == "text_image"` (Kadinsky 2.1)`
+ self.add_embedding = TextImageTimeEmbedding(
+ text_embed_dim=cross_attention_dim, image_embed_dim=cross_attention_dim, time_embed_dim=time_embed_dim
+ )
+ elif addition_embed_type == "text_time":
+ self.add_time_proj = Timesteps(addition_time_embed_dim, flip_sin_to_cos, freq_shift)
+ self.add_embedding = TimestepEmbedding(projection_class_embeddings_input_dim, time_embed_dim)
+
+ elif addition_embed_type is not None:
+ raise ValueError(f"addition_embed_type: {addition_embed_type} must be None, 'text' or 'text_image'.")
+
+ self.down_blocks = nn.ModuleList([])
+ self.brushnet_down_blocks = nn.ModuleList([])
+
+ if isinstance(only_cross_attention, bool):
+ only_cross_attention = [only_cross_attention] * len(down_block_types)
+
+ if isinstance(attention_head_dim, int):
+ attention_head_dim = (attention_head_dim,) * len(down_block_types)
+
+ if isinstance(num_attention_heads, int):
+ num_attention_heads = (num_attention_heads,) * len(down_block_types)
+
+ # down
+ output_channel = block_out_channels[0]
+
+ brushnet_block = nn.Conv2d(output_channel, output_channel, kernel_size=1)
+ brushnet_block = zero_module(brushnet_block)
+ self.brushnet_down_blocks.append(brushnet_block)
+
+ for i, down_block_type in enumerate(down_block_types):
+ input_channel = output_channel
+ output_channel = block_out_channels[i]
+ is_final_block = i == len(block_out_channels) - 1
+
+ down_block = get_down_block(
+ down_block_type,
+ num_layers=layers_per_block,
+ transformer_layers_per_block=transformer_layers_per_block[i],
+ in_channels=input_channel,
+ out_channels=output_channel,
+ temb_channels=time_embed_dim,
+ add_downsample=not is_final_block,
+ resnet_eps=norm_eps,
+ resnet_act_fn=act_fn,
+ resnet_groups=norm_num_groups,
+ cross_attention_dim=cross_attention_dim,
+ num_attention_heads=num_attention_heads[i],
+ attention_head_dim=attention_head_dim[i] if attention_head_dim[i] is not None else output_channel,
+ downsample_padding=downsample_padding,
+ use_linear_projection=use_linear_projection,
+ only_cross_attention=only_cross_attention[i],
+ upcast_attention=upcast_attention,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ )
+ self.down_blocks.append(down_block)
+
+ for _ in range(layers_per_block):
+ brushnet_block = nn.Conv2d(output_channel, output_channel, kernel_size=1)
+ brushnet_block = zero_module(brushnet_block)
+ self.brushnet_down_blocks.append(brushnet_block)
+
+ if not is_final_block:
+ brushnet_block = nn.Conv2d(output_channel, output_channel, kernel_size=1)
+ brushnet_block = zero_module(brushnet_block)
+ self.brushnet_down_blocks.append(brushnet_block)
+
+ # mid
+ mid_block_channel = block_out_channels[-1]
+
+ brushnet_block = nn.Conv2d(mid_block_channel, mid_block_channel, kernel_size=1)
+ brushnet_block = zero_module(brushnet_block)
+ self.brushnet_mid_block = brushnet_block
+
+ self.mid_block = get_mid_block(
+ mid_block_type,
+ transformer_layers_per_block=transformer_layers_per_block[-1],
+ in_channels=mid_block_channel,
+ temb_channels=time_embed_dim,
+ resnet_eps=norm_eps,
+ resnet_act_fn=act_fn,
+ output_scale_factor=mid_block_scale_factor,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ cross_attention_dim=cross_attention_dim,
+ num_attention_heads=num_attention_heads[-1],
+ resnet_groups=norm_num_groups,
+ use_linear_projection=use_linear_projection,
+ upcast_attention=upcast_attention,
+ )
+
+ # count how many layers upsample the images
+ self.num_upsamplers = 0
+
+ # up
+ reversed_block_out_channels = list(reversed(block_out_channels))
+ reversed_num_attention_heads = list(reversed(num_attention_heads))
+ reversed_transformer_layers_per_block = (list(reversed(transformer_layers_per_block)))
+ only_cross_attention = list(reversed(only_cross_attention))
+
+ output_channel = reversed_block_out_channels[0]
+
+ self.up_blocks = nn.ModuleList([])
+ self.brushnet_up_blocks = nn.ModuleList([])
+
+ for i, up_block_type in enumerate(up_block_types):
+ is_final_block = i == len(block_out_channels) - 1
+
+ prev_output_channel = output_channel
+ output_channel = reversed_block_out_channels[i]
+ input_channel = reversed_block_out_channels[min(i + 1, len(block_out_channels) - 1)]
+
+ # add upsample block for all BUT final layer
+ if not is_final_block:
+ add_upsample = True
+ self.num_upsamplers += 1
+ else:
+ add_upsample = False
+
+ up_block = get_up_block(
+ up_block_type,
+ num_layers=layers_per_block+1,
+ transformer_layers_per_block=reversed_transformer_layers_per_block[i],
+ in_channels=input_channel,
+ out_channels=output_channel,
+ prev_output_channel=prev_output_channel,
+ temb_channels=time_embed_dim,
+ add_upsample=add_upsample,
+ resnet_eps=norm_eps,
+ resnet_act_fn=act_fn,
+ resolution_idx=i,
+ resnet_groups=norm_num_groups,
+ cross_attention_dim=cross_attention_dim,
+ num_attention_heads=reversed_num_attention_heads[i],
+ use_linear_projection=use_linear_projection,
+ only_cross_attention=only_cross_attention[i],
+ upcast_attention=upcast_attention,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ attention_head_dim=attention_head_dim[i] if attention_head_dim[i] is not None else output_channel,
+ )
+ self.up_blocks.append(up_block)
+ prev_output_channel = output_channel
+
+ for _ in range(layers_per_block+1):
+ brushnet_block = nn.Conv2d(output_channel, output_channel, kernel_size=1)
+ brushnet_block = zero_module(brushnet_block)
+ self.brushnet_up_blocks.append(brushnet_block)
+
+ if not is_final_block:
+ brushnet_block = nn.Conv2d(output_channel, output_channel, kernel_size=1)
+ brushnet_block = zero_module(brushnet_block)
+ self.brushnet_up_blocks.append(brushnet_block)
+
+
+ @classmethod
+ def from_unet(
+ cls,
+ unet: UNet2DConditionModel,
+ brushnet_conditioning_channel_order: str = "rgb",
+ conditioning_embedding_out_channels: Optional[Tuple[int, ...]] = (16, 32, 96, 256),
+ load_weights_from_unet: bool = True,
+ conditioning_channels: int = 5,
+ ):
+ r"""
+ Instantiate a [`BrushNetModel`] from [`UNet2DConditionModel`].
+
+ Parameters:
+ unet (`UNet2DConditionModel`):
+ The UNet model weights to copy to the [`BrushNetModel`]. All configuration options are also copied
+ where applicable.
+ """
+ transformer_layers_per_block = (
+ unet.config.transformer_layers_per_block if "transformer_layers_per_block" in unet.config else 1
+ )
+ encoder_hid_dim = unet.config.encoder_hid_dim if "encoder_hid_dim" in unet.config else None
+ encoder_hid_dim_type = unet.config.encoder_hid_dim_type if "encoder_hid_dim_type" in unet.config else None
+ addition_embed_type = unet.config.addition_embed_type if "addition_embed_type" in unet.config else None
+ addition_time_embed_dim = (
+ unet.config.addition_time_embed_dim if "addition_time_embed_dim" in unet.config else None
+ )
+
+ brushnet = cls(
+ in_channels=unet.config.in_channels,
+ conditioning_channels=conditioning_channels,
+ flip_sin_to_cos=unet.config.flip_sin_to_cos,
+ freq_shift=unet.config.freq_shift,
+ down_block_types=['DownBlock2D','DownBlock2D','DownBlock2D','DownBlock2D'],
+ mid_block_type='MidBlock2D',
+ up_block_types=['UpBlock2D','UpBlock2D','UpBlock2D','UpBlock2D'],
+ only_cross_attention=unet.config.only_cross_attention,
+ block_out_channels=unet.config.block_out_channels,
+ layers_per_block=unet.config.layers_per_block,
+ downsample_padding=unet.config.downsample_padding,
+ mid_block_scale_factor=unet.config.mid_block_scale_factor,
+ act_fn=unet.config.act_fn,
+ norm_num_groups=unet.config.norm_num_groups,
+ norm_eps=unet.config.norm_eps,
+ cross_attention_dim=unet.config.cross_attention_dim,
+ transformer_layers_per_block=transformer_layers_per_block,
+ encoder_hid_dim=encoder_hid_dim,
+ encoder_hid_dim_type=encoder_hid_dim_type,
+ attention_head_dim=unet.config.attention_head_dim,
+ num_attention_heads=unet.config.num_attention_heads,
+ use_linear_projection=unet.config.use_linear_projection,
+ class_embed_type=unet.config.class_embed_type,
+ addition_embed_type=addition_embed_type,
+ addition_time_embed_dim=addition_time_embed_dim,
+ num_class_embeds=unet.config.num_class_embeds,
+ upcast_attention=unet.config.upcast_attention,
+ resnet_time_scale_shift=unet.config.resnet_time_scale_shift,
+ projection_class_embeddings_input_dim=unet.config.projection_class_embeddings_input_dim,
+ brushnet_conditioning_channel_order=brushnet_conditioning_channel_order,
+ conditioning_embedding_out_channels=conditioning_embedding_out_channels,
+ )
+
+ if load_weights_from_unet:
+ conv_in_condition_weight=torch.zeros_like(brushnet.conv_in_condition.weight)
+ conv_in_condition_weight[:,:4,...]=unet.conv_in.weight
+ conv_in_condition_weight[:,4:8,...]=unet.conv_in.weight
+ brushnet.conv_in_condition.weight=torch.nn.Parameter(conv_in_condition_weight)
+ brushnet.conv_in_condition.bias=unet.conv_in.bias
+
+ brushnet.time_proj.load_state_dict(unet.time_proj.state_dict())
+ brushnet.time_embedding.load_state_dict(unet.time_embedding.state_dict())
+
+ if brushnet.class_embedding:
+ brushnet.class_embedding.load_state_dict(unet.class_embedding.state_dict())
+
+ brushnet.down_blocks.load_state_dict(unet.down_blocks.state_dict(),strict=False)
+ brushnet.mid_block.load_state_dict(unet.mid_block.state_dict(),strict=False)
+ brushnet.up_blocks.load_state_dict(unet.up_blocks.state_dict(),strict=False)
+
+ return brushnet
+
+ @property
+ # Copied from diffusers.models.unets.unet_2d_condition.UNet2DConditionModel.attn_processors
+ def attn_processors(self) -> Dict[str, AttentionProcessor]:
+ r"""
+ Returns:
+ `dict` of attention processors: A dictionary containing all attention processors used in the model with
+ indexed by its weight name.
+ """
+ # set recursively
+ processors = {}
+
+ def fn_recursive_add_processors(name: str, module: torch.nn.Module, processors: Dict[str, AttentionProcessor]):
+ if hasattr(module, "get_processor"):
+ processors[f"{name}.processor"] = module.get_processor(return_deprecated_lora=True)
+
+ for sub_name, child in module.named_children():
+ fn_recursive_add_processors(f"{name}.{sub_name}", child, processors)
+
+ return processors
+
+ for name, module in self.named_children():
+ fn_recursive_add_processors(name, module, processors)
+
+ return processors
+
+ # Copied from diffusers.models.unets.unet_2d_condition.UNet2DConditionModel.set_attn_processor
+ def set_attn_processor(self, processor: Union[AttentionProcessor, Dict[str, AttentionProcessor]]):
+ r"""
+ Sets the attention processor to use to compute attention.
+
+ Parameters:
+ processor (`dict` of `AttentionProcessor` or only `AttentionProcessor`):
+ The instantiated processor class or a dictionary of processor classes that will be set as the processor
+ for **all** `Attention` layers.
+
+ If `processor` is a dict, the key needs to define the path to the corresponding cross attention
+ processor. This is strongly recommended when setting trainable attention processors.
+
+ """
+ count = len(self.attn_processors.keys())
+
+ if isinstance(processor, dict) and len(processor) != count:
+ raise ValueError(
+ f"A dict of processors was passed, but the number of processors {len(processor)} does not match the"
+ f" number of attention layers: {count}. Please make sure to pass {count} processor classes."
+ )
+
+ def fn_recursive_attn_processor(name: str, module: torch.nn.Module, processor):
+ if hasattr(module, "set_processor"):
+ if not isinstance(processor, dict):
+ module.set_processor(processor)
+ else:
+ module.set_processor(processor.pop(f"{name}.processor"))
+
+ for sub_name, child in module.named_children():
+ fn_recursive_attn_processor(f"{name}.{sub_name}", child, processor)
+
+ for name, module in self.named_children():
+ fn_recursive_attn_processor(name, module, processor)
+
+ # Copied from diffusers.models.unets.unet_2d_condition.UNet2DConditionModel.set_default_attn_processor
+ def set_default_attn_processor(self):
+ """
+ Disables custom attention processors and sets the default attention implementation.
+ """
+ if all(proc.__class__ in ADDED_KV_ATTENTION_PROCESSORS for proc in self.attn_processors.values()):
+ processor = AttnAddedKVProcessor()
+ elif all(proc.__class__ in CROSS_ATTENTION_PROCESSORS for proc in self.attn_processors.values()):
+ processor = AttnProcessor()
+ else:
+ raise ValueError(
+ f"Cannot call `set_default_attn_processor` when attention processors are of type {next(iter(self.attn_processors.values()))}"
+ )
+
+ self.set_attn_processor(processor)
+
+ # Copied from diffusers.models.unets.unet_2d_condition.UNet2DConditionModel.set_attention_slice
+ def set_attention_slice(self, slice_size: Union[str, int, List[int]]) -> None:
+ r"""
+ Enable sliced attention computation.
+
+ When this option is enabled, the attention module splits the input tensor in slices to compute attention in
+ several steps. This is useful for saving some memory in exchange for a small decrease in speed.
+
+ Args:
+ slice_size (`str` or `int` or `list(int)`, *optional*, defaults to `"auto"`):
+ When `"auto"`, input to the attention heads is halved, so attention is computed in two steps. If
+ `"max"`, maximum amount of memory is saved by running only one slice at a time. If a number is
+ provided, uses as many slices as `attention_head_dim // slice_size`. In this case, `attention_head_dim`
+ must be a multiple of `slice_size`.
+ """
+ sliceable_head_dims = []
+
+ def fn_recursive_retrieve_sliceable_dims(module: torch.nn.Module):
+ if hasattr(module, "set_attention_slice"):
+ sliceable_head_dims.append(module.sliceable_head_dim)
+
+ for child in module.children():
+ fn_recursive_retrieve_sliceable_dims(child)
+
+ # retrieve number of attention layers
+ for module in self.children():
+ fn_recursive_retrieve_sliceable_dims(module)
+
+ num_sliceable_layers = len(sliceable_head_dims)
+
+ if slice_size == "auto":
+ # half the attention head size is usually a good trade-off between
+ # speed and memory
+ slice_size = [dim // 2 for dim in sliceable_head_dims]
+ elif slice_size == "max":
+ # make smallest slice possible
+ slice_size = num_sliceable_layers * [1]
+
+ slice_size = num_sliceable_layers * [slice_size] if not isinstance(slice_size, list) else slice_size
+
+ if len(slice_size) != len(sliceable_head_dims):
+ raise ValueError(
+ f"You have provided {len(slice_size)}, but {self.config} has {len(sliceable_head_dims)} different"
+ f" attention layers. Make sure to match `len(slice_size)` to be {len(sliceable_head_dims)}."
+ )
+
+ for i in range(len(slice_size)):
+ size = slice_size[i]
+ dim = sliceable_head_dims[i]
+ if size is not None and size > dim:
+ raise ValueError(f"size {size} has to be smaller or equal to {dim}.")
+
+ # Recursively walk through all the children.
+ # Any children which exposes the set_attention_slice method
+ # gets the message
+ def fn_recursive_set_attention_slice(module: torch.nn.Module, slice_size: List[int]):
+ if hasattr(module, "set_attention_slice"):
+ module.set_attention_slice(slice_size.pop())
+
+ for child in module.children():
+ fn_recursive_set_attention_slice(child, slice_size)
+
+ reversed_slice_size = list(reversed(slice_size))
+ for module in self.children():
+ fn_recursive_set_attention_slice(module, reversed_slice_size)
+
+ def _set_gradient_checkpointing(self, module, value: bool = False) -> None:
+ if isinstance(module, (CrossAttnDownBlock2D, DownBlock2D)):
+ module.gradient_checkpointing = value
+
+ def forward(
+ self,
+ sample: torch.FloatTensor,
+ timestep: Union[torch.Tensor, float, int],
+ encoder_hidden_states: torch.Tensor,
+ brushnet_cond: torch.FloatTensor,
+ conditioning_scale: float = 1.0,
+ class_labels: Optional[torch.Tensor] = None,
+ timestep_cond: Optional[torch.Tensor] = None,
+ attention_mask: Optional[torch.Tensor] = None,
+ added_cond_kwargs: Optional[Dict[str, torch.Tensor]] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ guess_mode: bool = False,
+ return_dict: bool = True,
+ ) -> Union[BrushNetOutput, Tuple[Tuple[torch.FloatTensor, ...], torch.FloatTensor]]:
+ """
+ The [`BrushNetModel`] forward method.
+
+ Args:
+ sample (`torch.FloatTensor`):
+ The noisy input tensor.
+ timestep (`Union[torch.Tensor, float, int]`):
+ The number of timesteps to denoise an input.
+ encoder_hidden_states (`torch.Tensor`):
+ The encoder hidden states.
+ brushnet_cond (`torch.FloatTensor`):
+ The conditional input tensor of shape `(batch_size, sequence_length, hidden_size)`.
+ conditioning_scale (`float`, defaults to `1.0`):
+ The scale factor for BrushNet outputs.
+ class_labels (`torch.Tensor`, *optional*, defaults to `None`):
+ Optional class labels for conditioning. Their embeddings will be summed with the timestep embeddings.
+ timestep_cond (`torch.Tensor`, *optional*, defaults to `None`):
+ Additional conditional embeddings for timestep. If provided, the embeddings will be summed with the
+ timestep_embedding passed through the `self.time_embedding` layer to obtain the final timestep
+ embeddings.
+ attention_mask (`torch.Tensor`, *optional*, defaults to `None`):
+ An attention mask of shape `(batch, key_tokens)` is applied to `encoder_hidden_states`. If `1` the mask
+ is kept, otherwise if `0` it is discarded. Mask will be converted into a bias, which adds large
+ negative values to the attention scores corresponding to "discard" tokens.
+ added_cond_kwargs (`dict`):
+ Additional conditions for the Stable Diffusion XL UNet.
+ cross_attention_kwargs (`dict[str]`, *optional*, defaults to `None`):
+ A kwargs dictionary that if specified is passed along to the `AttnProcessor`.
+ guess_mode (`bool`, defaults to `False`):
+ In this mode, the BrushNet encoder tries its best to recognize the input content of the input even if
+ you remove all prompts. A `guidance_scale` between 3.0 and 5.0 is recommended.
+ return_dict (`bool`, defaults to `True`):
+ Whether or not to return a [`~models.brushnet.BrushNetOutput`] instead of a plain tuple.
+
+ Returns:
+ [`~models.brushnet.BrushNetOutput`] **or** `tuple`:
+ If `return_dict` is `True`, a [`~models.brushnet.BrushNetOutput`] is returned, otherwise a tuple is
+ returned where the first element is the sample tensor.
+ """
+ # check channel order
+ channel_order = self.config.brushnet_conditioning_channel_order
+
+ if channel_order == "rgb":
+ # in rgb order by default
+ ...
+ elif channel_order == "bgr":
+ brushnet_cond = torch.flip(brushnet_cond, dims=[1])
+ else:
+ raise ValueError(f"unknown `brushnet_conditioning_channel_order`: {channel_order}")
+
+ # prepare attention_mask
+ if attention_mask is not None:
+ attention_mask = (1 - attention_mask.to(sample.dtype)) * -10000.0
+ attention_mask = attention_mask.unsqueeze(1)
+
+ # 1. time
+ timesteps = timestep
+ if not torch.is_tensor(timesteps):
+ # TODO: this requires sync between CPU and GPU. So try to pass timesteps as tensors if you can
+ # This would be a good case for the `match` statement (Python 3.10+)
+ is_mps = sample.device.type == "mps"
+ if isinstance(timestep, float):
+ dtype = torch.float32 if is_mps else torch.float64
+ else:
+ dtype = torch.int32 if is_mps else torch.int64
+ timesteps = torch.tensor([timesteps], dtype=dtype, device=sample.device)
+ elif len(timesteps.shape) == 0:
+ timesteps = timesteps[None].to(sample.device)
+
+ # broadcast to batch dimension in a way that's compatible with ONNX/Core ML
+ timesteps = timesteps.expand(sample.shape[0])
+
+ t_emb = self.time_proj(timesteps)
+
+ # timesteps does not contain any weights and will always return f32 tensors
+ # but time_embedding might actually be running in fp16. so we need to cast here.
+ # there might be better ways to encapsulate this.
+ t_emb = t_emb.to(dtype=sample.dtype)
+
+ emb = self.time_embedding(t_emb, timestep_cond)
+ aug_emb = None
+
+ if self.class_embedding is not None:
+ if class_labels is None:
+ raise ValueError("class_labels should be provided when num_class_embeds > 0")
+
+ if self.config.class_embed_type == "timestep":
+ class_labels = self.time_proj(class_labels)
+
+ class_emb = self.class_embedding(class_labels).to(dtype=self.dtype)
+ emb = emb + class_emb
+
+ if self.config.addition_embed_type is not None:
+ if self.config.addition_embed_type == "text":
+ aug_emb = self.add_embedding(encoder_hidden_states)
+
+ elif self.config.addition_embed_type == "text_time":
+ if "text_embeds" not in added_cond_kwargs:
+ raise ValueError(
+ f"{self.__class__} has the config param `addition_embed_type` set to 'text_time' which requires the keyword argument `text_embeds` to be passed in `added_cond_kwargs`"
+ )
+ text_embeds = added_cond_kwargs.get("text_embeds")
+ if "time_ids" not in added_cond_kwargs:
+ raise ValueError(
+ f"{self.__class__} has the config param `addition_embed_type` set to 'text_time' which requires the keyword argument `time_ids` to be passed in `added_cond_kwargs`"
+ )
+ time_ids = added_cond_kwargs.get("time_ids")
+ time_embeds = self.add_time_proj(time_ids.flatten())
+ time_embeds = time_embeds.reshape((text_embeds.shape[0], -1))
+
+ add_embeds = torch.concat([text_embeds, time_embeds], dim=-1)
+ add_embeds = add_embeds.to(emb.dtype)
+ aug_emb = self.add_embedding(add_embeds)
+
+ emb = emb + aug_emb if aug_emb is not None else emb
+
+ # 2. pre-process
+ brushnet_cond=torch.concat([sample,brushnet_cond],1)
+ sample = self.conv_in_condition(brushnet_cond)
+
+
+ # 3. down
+ down_block_res_samples = (sample,)
+ for downsample_block in self.down_blocks:
+ if hasattr(downsample_block, "has_cross_attention") and downsample_block.has_cross_attention:
+ sample, res_samples = downsample_block(
+ hidden_states=sample,
+ temb=emb,
+ encoder_hidden_states=encoder_hidden_states,
+ attention_mask=attention_mask,
+ cross_attention_kwargs=cross_attention_kwargs,
+ )
+ else:
+ sample, res_samples = downsample_block(hidden_states=sample, temb=emb)
+
+ down_block_res_samples += res_samples
+
+ # 4. PaintingNet down blocks
+ brushnet_down_block_res_samples = ()
+ for down_block_res_sample, brushnet_down_block in zip(down_block_res_samples, self.brushnet_down_blocks):
+ down_block_res_sample = brushnet_down_block(down_block_res_sample)
+ brushnet_down_block_res_samples = brushnet_down_block_res_samples + (down_block_res_sample,)
+
+
+ # 5. mid
+ if self.mid_block is not None:
+ if hasattr(self.mid_block, "has_cross_attention") and self.mid_block.has_cross_attention:
+ sample = self.mid_block(
+ sample,
+ emb,
+ encoder_hidden_states=encoder_hidden_states,
+ attention_mask=attention_mask,
+ cross_attention_kwargs=cross_attention_kwargs,
+ )
+ else:
+ sample = self.mid_block(sample, emb)
+
+ # 6. BrushNet mid blocks
+ brushnet_mid_block_res_sample = self.brushnet_mid_block(sample)
+
+
+ # 7. up
+ up_block_res_samples = ()
+ for i, upsample_block in enumerate(self.up_blocks):
+ is_final_block = i == len(self.up_blocks) - 1
+
+ res_samples = down_block_res_samples[-len(upsample_block.resnets) :]
+ down_block_res_samples = down_block_res_samples[: -len(upsample_block.resnets)]
+
+ # if we have not reached the final block and need to forward the
+ # upsample size, we do it here
+ if not is_final_block:
+ upsample_size = down_block_res_samples[-1].shape[2:]
+
+ if hasattr(upsample_block, "has_cross_attention") and upsample_block.has_cross_attention:
+ sample, up_res_samples = upsample_block(
+ hidden_states=sample,
+ temb=emb,
+ res_hidden_states_tuple=res_samples,
+ encoder_hidden_states=encoder_hidden_states,
+ cross_attention_kwargs=cross_attention_kwargs,
+ upsample_size=upsample_size,
+ attention_mask=attention_mask,
+ return_res_samples=True
+ )
+ else:
+ sample, up_res_samples = upsample_block(
+ hidden_states=sample,
+ temb=emb,
+ res_hidden_states_tuple=res_samples,
+ upsample_size=upsample_size,
+ return_res_samples=True
+ )
+
+ up_block_res_samples += up_res_samples
+
+ # 8. BrushNet up blocks
+ brushnet_up_block_res_samples = ()
+ for up_block_res_sample, brushnet_up_block in zip(up_block_res_samples, self.brushnet_up_blocks):
+ up_block_res_sample = brushnet_up_block(up_block_res_sample)
+ brushnet_up_block_res_samples = brushnet_up_block_res_samples + (up_block_res_sample,)
+
+ # 6. scaling
+ if guess_mode and not self.config.global_pool_conditions:
+ scales = torch.logspace(-1, 0, len(brushnet_down_block_res_samples) + 1 + len(brushnet_up_block_res_samples), device=sample.device) # 0.1 to 1.0
+ scales = scales * conditioning_scale
+
+ brushnet_down_block_res_samples = [sample * scale for sample, scale in zip(brushnet_down_block_res_samples, scales[:len(brushnet_down_block_res_samples)])]
+ brushnet_mid_block_res_sample = brushnet_mid_block_res_sample * scales[len(brushnet_down_block_res_samples)]
+ brushnet_up_block_res_samples = [sample * scale for sample, scale in zip(brushnet_up_block_res_samples, scales[len(brushnet_down_block_res_samples)+1:])]
+ else:
+ brushnet_down_block_res_samples = [sample * conditioning_scale for sample in brushnet_down_block_res_samples]
+ brushnet_mid_block_res_sample = brushnet_mid_block_res_sample * conditioning_scale
+ brushnet_up_block_res_samples = [sample * conditioning_scale for sample in brushnet_up_block_res_samples]
+
+
+ if self.config.global_pool_conditions:
+ brushnet_down_block_res_samples = [
+ torch.mean(sample, dim=(2, 3), keepdim=True) for sample in brushnet_down_block_res_samples
+ ]
+ brushnet_mid_block_res_sample = torch.mean(brushnet_mid_block_res_sample, dim=(2, 3), keepdim=True)
+ brushnet_up_block_res_samples = [
+ torch.mean(sample, dim=(2, 3), keepdim=True) for sample in brushnet_up_block_res_samples
+ ]
+
+ if not return_dict:
+ return (brushnet_down_block_res_samples, brushnet_mid_block_res_sample, brushnet_up_block_res_samples)
+
+ return BrushNetOutput(
+ down_block_res_samples=brushnet_down_block_res_samples,
+ mid_block_res_sample=brushnet_mid_block_res_sample,
+ up_block_res_samples=brushnet_up_block_res_samples
+ )
+
+
+def zero_module(module):
+ for p in module.parameters():
+ nn.init.zeros_(p)
+ return module
diff --git a/brushnet/pipeline_brushnet.py b/brushnet/pipeline_brushnet.py
new file mode 100644
index 0000000..41520d2
--- /dev/null
+++ b/brushnet/pipeline_brushnet.py
@@ -0,0 +1,1281 @@
+import inspect
+from typing import Any, Callable, Dict, List, Optional, Tuple, Union
+
+import numpy as np
+import PIL.Image
+import torch
+import torch.nn.functional as F
+from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer, CLIPVisionModelWithProjection
+
+from .brushnet import BrushNetModel
+from diffusers.image_processor import PipelineImageInput, VaeImageProcessor
+from diffusers.loaders import FromSingleFileMixin, IPAdapterMixin, LoraLoaderMixin, TextualInversionLoaderMixin
+from diffusers.models import AutoencoderKL, ImageProjection
+from .unet_2d_condition import UNet2DConditionModel
+from diffusers.models.lora import adjust_lora_scale_text_encoder
+from diffusers.schedulers import KarrasDiffusionSchedulers
+from diffusers.utils import (
+ USE_PEFT_BACKEND,
+ deprecate,
+ logging,
+ replace_example_docstring,
+ scale_lora_layers,
+ unscale_lora_layers,
+)
+from diffusers.utils.torch_utils import is_compiled_module, is_torch_version, randn_tensor
+from diffusers.pipelines.pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from diffusers.pipelines.stable_diffusion.pipeline_output import StableDiffusionPipelineOutput
+from diffusers.pipelines.stable_diffusion.safety_checker import StableDiffusionSafetyChecker
+
+
+logger = logging.get_logger(__name__) # pylint: disable=invalid-name
+
+
+EXAMPLE_DOC_STRING = """
+ Examples:
+ ```py
+ from diffusers import StableDiffusionBrushNetPipeline, BrushNetModel, UniPCMultistepScheduler
+ from diffusers.utils import load_image
+ import torch
+ import cv2
+ import numpy as np
+ from PIL import Image
+
+ base_model_path = "runwayml/stable-diffusion-v1-5"
+ brushnet_path = "ckpt_path"
+
+ brushnet = BrushNetModel.from_pretrained(brushnet_path, torch_dtype=torch.float16)
+ pipe = StableDiffusionBrushNetPipeline.from_pretrained(
+ base_model_path, brushnet=brushnet, torch_dtype=torch.float16, low_cpu_mem_usage=False
+ )
+
+ # speed up diffusion process with faster scheduler and memory optimization
+ pipe.scheduler = UniPCMultistepScheduler.from_config(pipe.scheduler.config)
+ # remove following line if xformers is not installed or when using Torch 2.0.
+ # pipe.enable_xformers_memory_efficient_attention()
+ # memory optimization.
+ pipe.enable_model_cpu_offload()
+
+ image_path="examples/brushnet/src/test_image.jpg"
+ mask_path="examples/brushnet/src/test_mask.jpg"
+ caption="A cake on the table."
+
+ init_image = cv2.imread(image_path)
+ mask_image = 1.*(cv2.imread(mask_path).sum(-1)>255)[:,:,np.newaxis]
+ init_image = init_image * (1-mask_image)
+
+ init_image = Image.fromarray(init_image.astype(np.uint8)).convert("RGB")
+ mask_image = Image.fromarray(mask_image.astype(np.uint8).repeat(3,-1)*255).convert("RGB")
+
+ generator = torch.Generator("cuda").manual_seed(1234)
+
+ image = pipe(
+ caption,
+ init_image,
+ mask_image,
+ num_inference_steps=50,
+ generator=generator,
+ paintingnet_conditioning_scale=1.0
+ ).images[0]
+ image.save("output.png")
+ ```
+"""
+
+
+# Copied from diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.retrieve_timesteps
+def retrieve_timesteps(
+ scheduler,
+ num_inference_steps: Optional[int] = None,
+ device: Optional[Union[str, torch.device]] = None,
+ timesteps: Optional[List[int]] = None,
+ **kwargs,
+):
+ """
+ Calls the scheduler's `set_timesteps` method and retrieves timesteps from the scheduler after the call. Handles
+ custom timesteps. Any kwargs will be supplied to `scheduler.set_timesteps`.
+
+ Args:
+ scheduler (`SchedulerMixin`):
+ The scheduler to get timesteps from.
+ num_inference_steps (`int`):
+ The number of diffusion steps used when generating samples with a pre-trained model. If used,
+ `timesteps` must be `None`.
+ device (`str` or `torch.device`, *optional*):
+ The device to which the timesteps should be moved to. If `None`, the timesteps are not moved.
+ timesteps (`List[int]`, *optional*):
+ Custom timesteps used to support arbitrary spacing between timesteps. If `None`, then the default
+ timestep spacing strategy of the scheduler is used. If `timesteps` is passed, `num_inference_steps`
+ must be `None`.
+
+ Returns:
+ `Tuple[torch.Tensor, int]`: A tuple where the first element is the timestep schedule from the scheduler and the
+ second element is the number of inference steps.
+ """
+ if timesteps is not None:
+ accepts_timesteps = "timesteps" in set(inspect.signature(scheduler.set_timesteps).parameters.keys())
+ if not accepts_timesteps:
+ raise ValueError(
+ f"The current scheduler class {scheduler.__class__}'s `set_timesteps` does not support custom"
+ f" timestep schedules. Please check whether you are using the correct scheduler."
+ )
+ scheduler.set_timesteps(timesteps=timesteps, device=device, **kwargs)
+ timesteps = scheduler.timesteps
+ num_inference_steps = len(timesteps)
+ else:
+ scheduler.set_timesteps(num_inference_steps, device=device, **kwargs)
+ timesteps = scheduler.timesteps
+ return timesteps, num_inference_steps
+
+
+class StableDiffusionBrushNetPipeline(
+ DiffusionPipeline,
+ StableDiffusionMixin,
+ TextualInversionLoaderMixin,
+ LoraLoaderMixin,
+ IPAdapterMixin,
+ FromSingleFileMixin,
+):
+ r"""
+ Pipeline for text-to-image generation using Stable Diffusion with BrushNet guidance.
+
+ This model inherits from [`DiffusionPipeline`]. Check the superclass documentation for the generic methods
+ implemented for all pipelines (downloading, saving, running on a particular device, etc.).
+
+ The pipeline also inherits the following loading methods:
+ - [`~loaders.TextualInversionLoaderMixin.load_textual_inversion`] for loading textual inversion embeddings
+ - [`~loaders.LoraLoaderMixin.load_lora_weights`] for loading LoRA weights
+ - [`~loaders.LoraLoaderMixin.save_lora_weights`] for saving LoRA weights
+ - [`~loaders.FromSingleFileMixin.from_single_file`] for loading `.ckpt` files
+ - [`~loaders.IPAdapterMixin.load_ip_adapter`] for loading IP Adapters
+
+ Args:
+ vae ([`AutoencoderKL`]):
+ Variational Auto-Encoder (VAE) model to encode and decode images to and from latent representations.
+ text_encoder ([`~transformers.CLIPTextModel`]):
+ Frozen text-encoder ([clip-vit-large-patch14](https://huggingface.co/openai/clip-vit-large-patch14)).
+ tokenizer ([`~transformers.CLIPTokenizer`]):
+ A `CLIPTokenizer` to tokenize text.
+ unet ([`UNet2DConditionModel`]):
+ A `UNet2DConditionModel` to denoise the encoded image latents.
+ brushnet ([`BrushNetModel`]`):
+ Provides additional conditioning to the `unet` during the denoising process.
+ scheduler ([`SchedulerMixin`]):
+ A scheduler to be used in combination with `unet` to denoise the encoded image latents. Can be one of
+ [`DDIMScheduler`], [`LMSDiscreteScheduler`], or [`PNDMScheduler`].
+ safety_checker ([`StableDiffusionSafetyChecker`]):
+ Classification module that estimates whether generated images could be considered offensive or harmful.
+ Please refer to the [model card](https://huggingface.co/runwayml/stable-diffusion-v1-5) for more details
+ about a model's potential harms.
+ feature_extractor ([`~transformers.CLIPImageProcessor`]):
+ A `CLIPImageProcessor` to extract features from generated images; used as inputs to the `safety_checker`.
+ """
+
+ model_cpu_offload_seq = "text_encoder->image_encoder->unet->vae"
+ _optional_components = ["safety_checker", "feature_extractor", "image_encoder"]
+ _exclude_from_cpu_offload = ["safety_checker"]
+ _callback_tensor_inputs = ["latents", "prompt_embeds", "negative_prompt_embeds"]
+
+ def __init__(
+ self,
+ vae: AutoencoderKL,
+ text_encoder: CLIPTextModel,
+ tokenizer: CLIPTokenizer,
+ unet: UNet2DConditionModel,
+ brushnet: BrushNetModel,
+ scheduler: KarrasDiffusionSchedulers,
+ safety_checker: StableDiffusionSafetyChecker,
+ feature_extractor: CLIPImageProcessor,
+ image_encoder: CLIPVisionModelWithProjection = None,
+ requires_safety_checker: bool = True,
+ ):
+ super().__init__()
+
+ if safety_checker is None and requires_safety_checker:
+ logger.warning(
+ f"You have disabled the safety checker for {self.__class__} by passing `safety_checker=None`. Ensure"
+ " that you abide to the conditions of the Stable Diffusion license and do not expose unfiltered"
+ " results in services or applications open to the public. Both the diffusers team and Hugging Face"
+ " strongly recommend to keep the safety filter enabled in all public facing circumstances, disabling"
+ " it only for use-cases that involve analyzing network behavior or auditing its results. For more"
+ " information, please have a look at https://github.com/huggingface/diffusers/pull/254 ."
+ )
+
+ if safety_checker is not None and feature_extractor is None:
+ raise ValueError(
+ "Make sure to define a feature extractor when loading {self.__class__} if you want to use the safety"
+ " checker. If you do not want to use the safety checker, you can pass `'safety_checker=None'` instead."
+ )
+
+ self.register_modules(
+ vae=vae,
+ text_encoder=text_encoder,
+ tokenizer=tokenizer,
+ unet=unet,
+ brushnet=brushnet,
+ scheduler=scheduler,
+ safety_checker=safety_checker,
+ feature_extractor=feature_extractor,
+ image_encoder=image_encoder,
+ )
+ self.vae_scale_factor = 2 ** (len(self.vae.config.block_out_channels) - 1)
+ self.image_processor = VaeImageProcessor(vae_scale_factor=self.vae_scale_factor, do_convert_rgb=True)
+ self.register_to_config(requires_safety_checker=requires_safety_checker)
+
+ # Copied from diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.StableDiffusionPipeline._encode_prompt
+ def _encode_prompt(
+ self,
+ prompt,
+ device,
+ num_images_per_prompt,
+ do_classifier_free_guidance,
+ negative_prompt=None,
+ prompt_embeds: Optional[torch.FloatTensor] = None,
+ negative_prompt_embeds: Optional[torch.FloatTensor] = None,
+ lora_scale: Optional[float] = None,
+ **kwargs,
+ ):
+ deprecation_message = "`_encode_prompt()` is deprecated and it will be removed in a future version. Use `encode_prompt()` instead. Also, be aware that the output format changed from a concatenated tensor to a tuple."
+ deprecate("_encode_prompt()", "1.0.0", deprecation_message, standard_warn=False)
+
+ prompt_embeds_tuple = self.encode_prompt(
+ prompt=prompt,
+ device=device,
+ num_images_per_prompt=num_images_per_prompt,
+ do_classifier_free_guidance=do_classifier_free_guidance,
+ negative_prompt=negative_prompt,
+ prompt_embeds=prompt_embeds,
+ negative_prompt_embeds=negative_prompt_embeds,
+ lora_scale=lora_scale,
+ **kwargs,
+ )
+
+ # concatenate for backwards comp
+ prompt_embeds = torch.cat([prompt_embeds_tuple[1], prompt_embeds_tuple[0]])
+
+ return prompt_embeds
+
+ # Copied from diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.StableDiffusionPipeline.encode_prompt
+ def encode_prompt(
+ self,
+ prompt,
+ device,
+ num_images_per_prompt,
+ do_classifier_free_guidance,
+ negative_prompt=None,
+ prompt_embeds: Optional[torch.FloatTensor] = None,
+ negative_prompt_embeds: Optional[torch.FloatTensor] = None,
+ lora_scale: Optional[float] = None,
+ clip_skip: Optional[int] = None,
+ ):
+ r"""
+ Encodes the prompt into text encoder hidden states.
+
+ Args:
+ prompt (`str` or `List[str]`, *optional*):
+ prompt to be encoded
+ device: (`torch.device`):
+ torch device
+ num_images_per_prompt (`int`):
+ number of images that should be generated per prompt
+ do_classifier_free_guidance (`bool`):
+ whether to use classifier free guidance or not
+ negative_prompt (`str` or `List[str]`, *optional*):
+ The prompt or prompts not to guide the image generation. If not defined, one has to pass
+ `negative_prompt_embeds` instead. Ignored when not using guidance (i.e., ignored if `guidance_scale` is
+ less than `1`).
+ prompt_embeds (`torch.FloatTensor`, *optional*):
+ Pre-generated text embeddings. Can be used to easily tweak text inputs, *e.g.* prompt weighting. If not
+ provided, text embeddings will be generated from `prompt` input argument.
+ negative_prompt_embeds (`torch.FloatTensor`, *optional*):
+ Pre-generated negative text embeddings. Can be used to easily tweak text inputs, *e.g.* prompt
+ weighting. If not provided, negative_prompt_embeds will be generated from `negative_prompt` input
+ argument.
+ lora_scale (`float`, *optional*):
+ A LoRA scale that will be applied to all LoRA layers of the text encoder if LoRA layers are loaded.
+ clip_skip (`int`, *optional*):
+ Number of layers to be skipped from CLIP while computing the prompt embeddings. A value of 1 means that
+ the output of the pre-final layer will be used for computing the prompt embeddings.
+ """
+ # set lora scale so that monkey patched LoRA
+ # function of text encoder can correctly access it
+ if lora_scale is not None and isinstance(self, LoraLoaderMixin):
+ self._lora_scale = lora_scale
+
+ # dynamically adjust the LoRA scale
+ if not USE_PEFT_BACKEND:
+ adjust_lora_scale_text_encoder(self.text_encoder, lora_scale)
+ else:
+ scale_lora_layers(self.text_encoder, lora_scale)
+
+ if prompt is not None and isinstance(prompt, str):
+ batch_size = 1
+ elif prompt is not None and isinstance(prompt, list):
+ batch_size = len(prompt)
+ else:
+ batch_size = prompt_embeds.shape[0]
+
+ if prompt_embeds is None:
+ # textual inversion: process multi-vector tokens if necessary
+ if isinstance(self, TextualInversionLoaderMixin):
+ prompt = self.maybe_convert_prompt(prompt, self.tokenizer)
+
+ text_inputs = self.tokenizer(
+ prompt,
+ padding="max_length",
+ max_length=self.tokenizer.model_max_length,
+ truncation=True,
+ return_tensors="pt",
+ )
+ text_input_ids = text_inputs.input_ids
+ untruncated_ids = self.tokenizer(prompt, padding="longest", return_tensors="pt").input_ids
+
+ if untruncated_ids.shape[-1] >= text_input_ids.shape[-1] and not torch.equal(
+ text_input_ids, untruncated_ids
+ ):
+ removed_text = self.tokenizer.batch_decode(
+ untruncated_ids[:, self.tokenizer.model_max_length - 1 : -1]
+ )
+ logger.warning(
+ "The following part of your input was truncated because CLIP can only handle sequences up to"
+ f" {self.tokenizer.model_max_length} tokens: {removed_text}"
+ )
+
+ if hasattr(self.text_encoder.config, "use_attention_mask") and self.text_encoder.config.use_attention_mask:
+ attention_mask = text_inputs.attention_mask.to(device)
+ else:
+ attention_mask = None
+
+ if clip_skip is None:
+ prompt_embeds = self.text_encoder(text_input_ids.to(device), attention_mask=attention_mask)
+ prompt_embeds = prompt_embeds[0]
+ else:
+ prompt_embeds = self.text_encoder(
+ text_input_ids.to(device), attention_mask=attention_mask, output_hidden_states=True
+ )
+ # Access the `hidden_states` first, that contains a tuple of
+ # all the hidden states from the encoder layers. Then index into
+ # the tuple to access the hidden states from the desired layer.
+ prompt_embeds = prompt_embeds[-1][-(clip_skip + 1)]
+ # We also need to apply the final LayerNorm here to not mess with the
+ # representations. The `last_hidden_states` that we typically use for
+ # obtaining the final prompt representations passes through the LayerNorm
+ # layer.
+ prompt_embeds = self.text_encoder.text_model.final_layer_norm(prompt_embeds)
+
+ if self.text_encoder is not None:
+ prompt_embeds_dtype = self.text_encoder.dtype
+ elif self.unet is not None:
+ prompt_embeds_dtype = self.unet.dtype
+ else:
+ prompt_embeds_dtype = prompt_embeds.dtype
+
+ prompt_embeds = prompt_embeds.to(dtype=prompt_embeds_dtype, device=device)
+
+ bs_embed, seq_len, _ = prompt_embeds.shape
+ # duplicate text embeddings for each generation per prompt, using mps friendly method
+ prompt_embeds = prompt_embeds.repeat(1, num_images_per_prompt, 1)
+ prompt_embeds = prompt_embeds.view(bs_embed * num_images_per_prompt, seq_len, -1)
+
+ # get unconditional embeddings for classifier free guidance
+ if do_classifier_free_guidance and negative_prompt_embeds is None:
+ uncond_tokens: List[str]
+ if negative_prompt is None:
+ uncond_tokens = [""] * batch_size
+ elif prompt is not None and type(prompt) is not type(negative_prompt):
+ raise TypeError(
+ f"`negative_prompt` should be the same type to `prompt`, but got {type(negative_prompt)} !="
+ f" {type(prompt)}."
+ )
+ elif isinstance(negative_prompt, str):
+ uncond_tokens = [negative_prompt]
+ elif batch_size != len(negative_prompt):
+ raise ValueError(
+ f"`negative_prompt`: {negative_prompt} has batch size {len(negative_prompt)}, but `prompt`:"
+ f" {prompt} has batch size {batch_size}. Please make sure that passed `negative_prompt` matches"
+ " the batch size of `prompt`."
+ )
+ else:
+ uncond_tokens = negative_prompt
+
+ # textual inversion: process multi-vector tokens if necessary
+ if isinstance(self, TextualInversionLoaderMixin):
+ uncond_tokens = self.maybe_convert_prompt(uncond_tokens, self.tokenizer)
+
+ max_length = prompt_embeds.shape[1]
+ uncond_input = self.tokenizer(
+ uncond_tokens,
+ padding="max_length",
+ max_length=max_length,
+ truncation=True,
+ return_tensors="pt",
+ )
+
+ if hasattr(self.text_encoder.config, "use_attention_mask") and self.text_encoder.config.use_attention_mask:
+ attention_mask = uncond_input.attention_mask.to(device)
+ else:
+ attention_mask = None
+
+ negative_prompt_embeds = self.text_encoder(
+ uncond_input.input_ids.to(device),
+ attention_mask=attention_mask,
+ )
+ negative_prompt_embeds = negative_prompt_embeds[0]
+
+ if do_classifier_free_guidance:
+ # duplicate unconditional embeddings for each generation per prompt, using mps friendly method
+ seq_len = negative_prompt_embeds.shape[1]
+
+ negative_prompt_embeds = negative_prompt_embeds.to(dtype=prompt_embeds_dtype, device=device)
+
+ negative_prompt_embeds = negative_prompt_embeds.repeat(1, num_images_per_prompt, 1)
+ negative_prompt_embeds = negative_prompt_embeds.view(batch_size * num_images_per_prompt, seq_len, -1)
+
+ if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
+ # Retrieve the original scale by scaling back the LoRA layers
+ unscale_lora_layers(self.text_encoder, lora_scale)
+
+ return prompt_embeds, negative_prompt_embeds
+
+ # Copied from diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.StableDiffusionPipeline.encode_image
+ def encode_image(self, image, device, num_images_per_prompt, output_hidden_states=None):
+ dtype = next(self.image_encoder.parameters()).dtype
+
+ if not isinstance(image, torch.Tensor):
+ image = self.feature_extractor(image, return_tensors="pt").pixel_values
+
+ image = image.to(device=device, dtype=dtype)
+ if output_hidden_states:
+ image_enc_hidden_states = self.image_encoder(image, output_hidden_states=True).hidden_states[-2]
+ image_enc_hidden_states = image_enc_hidden_states.repeat_interleave(num_images_per_prompt, dim=0)
+ uncond_image_enc_hidden_states = self.image_encoder(
+ torch.zeros_like(image), output_hidden_states=True
+ ).hidden_states[-2]
+ uncond_image_enc_hidden_states = uncond_image_enc_hidden_states.repeat_interleave(
+ num_images_per_prompt, dim=0
+ )
+ return image_enc_hidden_states, uncond_image_enc_hidden_states
+ else:
+ image_embeds = self.image_encoder(image).image_embeds
+ image_embeds = image_embeds.repeat_interleave(num_images_per_prompt, dim=0)
+ uncond_image_embeds = torch.zeros_like(image_embeds)
+
+ return image_embeds, uncond_image_embeds
+
+ # Copied from diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.StableDiffusionPipeline.prepare_ip_adapter_image_embeds
+ def prepare_ip_adapter_image_embeds(
+ self, ip_adapter_image, ip_adapter_image_embeds, device, num_images_per_prompt, do_classifier_free_guidance
+ ):
+ if ip_adapter_image_embeds is None:
+ if not isinstance(ip_adapter_image, list):
+ ip_adapter_image = [ip_adapter_image]
+
+ if len(ip_adapter_image) != len(self.unet.encoder_hid_proj.image_projection_layers):
+ raise ValueError(
+ f"`ip_adapter_image` must have same length as the number of IP Adapters. Got {len(ip_adapter_image)} images and {len(self.unet.encoder_hid_proj.image_projection_layers)} IP Adapters."
+ )
+
+ image_embeds = []
+ for single_ip_adapter_image, image_proj_layer in zip(
+ ip_adapter_image, self.unet.encoder_hid_proj.image_projection_layers
+ ):
+ output_hidden_state = not isinstance(image_proj_layer, ImageProjection)
+ single_image_embeds, single_negative_image_embeds = self.encode_image(
+ single_ip_adapter_image, device, 1, output_hidden_state
+ )
+ single_image_embeds = torch.stack([single_image_embeds] * num_images_per_prompt, dim=0)
+ single_negative_image_embeds = torch.stack(
+ [single_negative_image_embeds] * num_images_per_prompt, dim=0
+ )
+
+ if do_classifier_free_guidance:
+ single_image_embeds = torch.cat([single_negative_image_embeds, single_image_embeds])
+ single_image_embeds = single_image_embeds.to(device)
+
+ image_embeds.append(single_image_embeds)
+ else:
+ repeat_dims = [1]
+ image_embeds = []
+ for single_image_embeds in ip_adapter_image_embeds:
+ if do_classifier_free_guidance:
+ single_negative_image_embeds, single_image_embeds = single_image_embeds.chunk(2)
+ single_image_embeds = single_image_embeds.repeat(
+ num_images_per_prompt, *(repeat_dims * len(single_image_embeds.shape[1:]))
+ )
+ single_negative_image_embeds = single_negative_image_embeds.repeat(
+ num_images_per_prompt, *(repeat_dims * len(single_negative_image_embeds.shape[1:]))
+ )
+ single_image_embeds = torch.cat([single_negative_image_embeds, single_image_embeds])
+ else:
+ single_image_embeds = single_image_embeds.repeat(
+ num_images_per_prompt, *(repeat_dims * len(single_image_embeds.shape[1:]))
+ )
+ image_embeds.append(single_image_embeds)
+
+ return image_embeds
+
+ # Copied from diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.StableDiffusionPipeline.run_safety_checker
+ def run_safety_checker(self, image, device, dtype):
+ if self.safety_checker is None:
+ has_nsfw_concept = None
+ else:
+ if torch.is_tensor(image):
+ feature_extractor_input = self.image_processor.postprocess(image, output_type="pil")
+ else:
+ feature_extractor_input = self.image_processor.numpy_to_pil(image)
+ safety_checker_input = self.feature_extractor(feature_extractor_input, return_tensors="pt").to(device)
+ image, has_nsfw_concept = self.safety_checker(
+ images=image, clip_input=safety_checker_input.pixel_values.to(dtype)
+ )
+ return image, has_nsfw_concept
+
+ # Copied from diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.StableDiffusionPipeline.decode_latents
+ def decode_latents(self, latents):
+ deprecation_message = "The decode_latents method is deprecated and will be removed in 1.0.0. Please use VaeImageProcessor.postprocess(...) instead"
+ deprecate("decode_latents", "1.0.0", deprecation_message, standard_warn=False)
+
+ latents = 1 / self.vae.config.scaling_factor * latents
+ image = self.vae.decode(latents, return_dict=False)[0]
+ image = (image / 2 + 0.5).clamp(0, 1)
+ # we always cast to float32 as this does not cause significant overhead and is compatible with bfloat16
+ image = image.cpu().permute(0, 2, 3, 1).float().numpy()
+ return image
+
+ # Copied from diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.StableDiffusionPipeline.prepare_extra_step_kwargs
+ def prepare_extra_step_kwargs(self, generator, eta):
+ # prepare extra kwargs for the scheduler step, since not all schedulers have the same signature
+ # eta (η) is only used with the DDIMScheduler, it will be ignored for other schedulers.
+ # eta corresponds to η in DDIM paper: https://arxiv.org/abs/2010.02502
+ # and should be between [0, 1]
+
+ accepts_eta = "eta" in set(inspect.signature(self.scheduler.step).parameters.keys())
+ extra_step_kwargs = {}
+ if accepts_eta:
+ extra_step_kwargs["eta"] = eta
+
+ # check if the scheduler accepts generator
+ accepts_generator = "generator" in set(inspect.signature(self.scheduler.step).parameters.keys())
+ if accepts_generator:
+ extra_step_kwargs["generator"] = generator
+ return extra_step_kwargs
+
+ def check_inputs(
+ self,
+ prompt,
+ image,
+ mask,
+ callback_steps,
+ negative_prompt=None,
+ prompt_embeds=None,
+ negative_prompt_embeds=None,
+ ip_adapter_image=None,
+ ip_adapter_image_embeds=None,
+ brushnet_conditioning_scale=1.0,
+ control_guidance_start=0.0,
+ control_guidance_end=1.0,
+ callback_on_step_end_tensor_inputs=None,
+ ):
+ if callback_steps is not None and (not isinstance(callback_steps, int) or callback_steps <= 0):
+ raise ValueError(
+ f"`callback_steps` has to be a positive integer but is {callback_steps} of type"
+ f" {type(callback_steps)}."
+ )
+
+ if callback_on_step_end_tensor_inputs is not None and not all(
+ k in self._callback_tensor_inputs for k in callback_on_step_end_tensor_inputs
+ ):
+ raise ValueError(
+ f"`callback_on_step_end_tensor_inputs` has to be in {self._callback_tensor_inputs}, but found {[k for k in callback_on_step_end_tensor_inputs if k not in self._callback_tensor_inputs]}"
+ )
+
+ if prompt is not None and prompt_embeds is not None:
+ raise ValueError(
+ f"Cannot forward both `prompt`: {prompt} and `prompt_embeds`: {prompt_embeds}. Please make sure to"
+ " only forward one of the two."
+ )
+ elif prompt is None and prompt_embeds is None:
+ raise ValueError(
+ "Provide either `prompt` or `prompt_embeds`. Cannot leave both `prompt` and `prompt_embeds` undefined."
+ )
+ elif prompt is not None and (not isinstance(prompt, str) and not isinstance(prompt, list)):
+ raise ValueError(f"`prompt` has to be of type `str` or `list` but is {type(prompt)}")
+
+ if negative_prompt is not None and negative_prompt_embeds is not None:
+ raise ValueError(
+ f"Cannot forward both `negative_prompt`: {negative_prompt} and `negative_prompt_embeds`:"
+ f" {negative_prompt_embeds}. Please make sure to only forward one of the two."
+ )
+
+ if prompt_embeds is not None and negative_prompt_embeds is not None:
+ if prompt_embeds.shape != negative_prompt_embeds.shape:
+ raise ValueError(
+ "`prompt_embeds` and `negative_prompt_embeds` must have the same shape when passed directly, but"
+ f" got: `prompt_embeds` {prompt_embeds.shape} != `negative_prompt_embeds`"
+ f" {negative_prompt_embeds.shape}."
+ )
+
+ # Check `image`
+ is_compiled = hasattr(F, "scaled_dot_product_attention") and isinstance(
+ self.brushnet, torch._dynamo.eval_frame.OptimizedModule
+ )
+ if (
+ isinstance(self.brushnet, BrushNetModel)
+ or is_compiled
+ and isinstance(self.brushnet._orig_mod, BrushNetModel)
+ ):
+ self.check_image(image, mask, prompt, prompt_embeds)
+ else:
+ assert False
+
+ # Check `brushnet_conditioning_scale`
+ if (
+ isinstance(self.brushnet, BrushNetModel)
+ or is_compiled
+ and isinstance(self.brushnet._orig_mod, BrushNetModel)
+ ):
+ if not isinstance(brushnet_conditioning_scale, float):
+ raise TypeError("For single brushnet: `brushnet_conditioning_scale` must be type `float`.")
+ else:
+ assert False
+
+ if not isinstance(control_guidance_start, (tuple, list)):
+ control_guidance_start = [control_guidance_start]
+
+ if not isinstance(control_guidance_end, (tuple, list)):
+ control_guidance_end = [control_guidance_end]
+
+ if len(control_guidance_start) != len(control_guidance_end):
+ raise ValueError(
+ f"`control_guidance_start` has {len(control_guidance_start)} elements, but `control_guidance_end` has {len(control_guidance_end)} elements. Make sure to provide the same number of elements to each list."
+ )
+
+ for start, end in zip(control_guidance_start, control_guidance_end):
+ if start >= end:
+ raise ValueError(
+ f"control guidance start: {start} cannot be larger or equal to control guidance end: {end}."
+ )
+ if start < 0.0:
+ raise ValueError(f"control guidance start: {start} can't be smaller than 0.")
+ if end > 1.0:
+ raise ValueError(f"control guidance end: {end} can't be larger than 1.0.")
+
+ if ip_adapter_image is not None and ip_adapter_image_embeds is not None:
+ raise ValueError(
+ "Provide either `ip_adapter_image` or `ip_adapter_image_embeds`. Cannot leave both `ip_adapter_image` and `ip_adapter_image_embeds` defined."
+ )
+
+ if ip_adapter_image_embeds is not None:
+ if not isinstance(ip_adapter_image_embeds, list):
+ raise ValueError(
+ f"`ip_adapter_image_embeds` has to be of type `list` but is {type(ip_adapter_image_embeds)}"
+ )
+ elif ip_adapter_image_embeds[0].ndim not in [3, 4]:
+ raise ValueError(
+ f"`ip_adapter_image_embeds` has to be a list of 3D or 4D tensors but is {ip_adapter_image_embeds[0].ndim}D"
+ )
+
+ def check_image(self, image, mask, prompt, prompt_embeds):
+ image_is_pil = isinstance(image, PIL.Image.Image)
+ image_is_tensor = isinstance(image, torch.Tensor)
+ image_is_np = isinstance(image, np.ndarray)
+ image_is_pil_list = isinstance(image, list) and isinstance(image[0], PIL.Image.Image)
+ image_is_tensor_list = isinstance(image, list) and isinstance(image[0], torch.Tensor)
+ image_is_np_list = isinstance(image, list) and isinstance(image[0], np.ndarray)
+
+ if (
+ not image_is_pil
+ and not image_is_tensor
+ and not image_is_np
+ and not image_is_pil_list
+ and not image_is_tensor_list
+ and not image_is_np_list
+ ):
+ raise TypeError(
+ f"image must be passed and be one of PIL image, numpy array, torch tensor, list of PIL images, list of numpy arrays or list of torch tensors, but is {type(image)}"
+ )
+
+ mask_is_pil = isinstance(mask, PIL.Image.Image)
+ mask_is_tensor = isinstance(mask, torch.Tensor)
+ mask_is_np = isinstance(mask, np.ndarray)
+ mask_is_pil_list = isinstance(mask, list) and isinstance(mask[0], PIL.Image.Image)
+ mask_is_tensor_list = isinstance(mask, list) and isinstance(mask[0], torch.Tensor)
+ mask_is_np_list = isinstance(mask, list) and isinstance(mask[0], np.ndarray)
+
+ if (
+ not mask_is_pil
+ and not mask_is_tensor
+ and not mask_is_np
+ and not mask_is_pil_list
+ and not mask_is_tensor_list
+ and not mask_is_np_list
+ ):
+ raise TypeError(
+ f"mask must be passed and be one of PIL image, numpy array, torch tensor, list of PIL images, list of numpy arrays or list of torch tensors, but is {type(mask)}"
+ )
+
+ if image_is_pil:
+ image_batch_size = 1
+ else:
+ image_batch_size = len(image)
+
+ if prompt is not None and isinstance(prompt, str):
+ prompt_batch_size = 1
+ elif prompt is not None and isinstance(prompt, list):
+ prompt_batch_size = len(prompt)
+ elif prompt_embeds is not None:
+ prompt_batch_size = prompt_embeds.shape[0]
+
+ if image_batch_size != 1 and image_batch_size != prompt_batch_size:
+ raise ValueError(
+ f"If image batch size is not 1, image batch size must be same as prompt batch size. image batch size: {image_batch_size}, prompt batch size: {prompt_batch_size}"
+ )
+
+ def prepare_image(
+ self,
+ image,
+ width,
+ height,
+ batch_size,
+ num_images_per_prompt,
+ device,
+ dtype,
+ do_classifier_free_guidance=False,
+ guess_mode=False,
+ ):
+ image = self.image_processor.preprocess(image, height=height, width=width).to(dtype=torch.float32)
+ image_batch_size = image.shape[0]
+
+ if image_batch_size == 1:
+ repeat_by = batch_size
+ else:
+ # image batch size is the same as prompt batch size
+ repeat_by = num_images_per_prompt
+
+ image = image.repeat_interleave(repeat_by, dim=0)
+
+ image = image.to(device=device, dtype=dtype)
+
+ if do_classifier_free_guidance and not guess_mode:
+ image = torch.cat([image] * 2)
+
+ return image
+
+ # Copied from diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.StableDiffusionPipeline.prepare_latents
+ def prepare_latents(self, batch_size, num_channels_latents, height, width, dtype, device, generator, latents=None):
+ shape = (batch_size, num_channels_latents, height // self.vae_scale_factor, width // self.vae_scale_factor)
+ if isinstance(generator, list) and len(generator) != batch_size:
+ raise ValueError(
+ f"You have passed a list of generators of length {len(generator)}, but requested an effective batch"
+ f" size of {batch_size}. Make sure the batch size matches the length of the generators."
+ )
+
+ if latents is None:
+ noise = randn_tensor(shape, generator=generator, device=device, dtype=dtype)
+ else:
+ noise = latents.to(device)
+
+ # scale the initial noise by the standard deviation required by the scheduler
+ latents = noise * self.scheduler.init_noise_sigma
+ return latents, noise
+
+ # Copied from diffusers.pipelines.latent_consistency_models.pipeline_latent_consistency_text2img.LatentConsistencyModelPipeline.get_guidance_scale_embedding
+ def get_guidance_scale_embedding(self, w, embedding_dim=512, dtype=torch.float32):
+ """
+ See https://github.com/google-research/vdm/blob/dc27b98a554f65cdc654b800da5aa1846545d41b/model_vdm.py#L298
+
+ Args:
+ timesteps (`torch.Tensor`):
+ generate embedding vectors at these timesteps
+ embedding_dim (`int`, *optional*, defaults to 512):
+ dimension of the embeddings to generate
+ dtype:
+ data type of the generated embeddings
+
+ Returns:
+ `torch.FloatTensor`: Embedding vectors with shape `(len(timesteps), embedding_dim)`
+ """
+ assert len(w.shape) == 1
+ w = w * 1000.0
+
+ half_dim = embedding_dim // 2
+ emb = torch.log(torch.tensor(10000.0)) / (half_dim - 1)
+ emb = torch.exp(torch.arange(half_dim, dtype=dtype) * -emb)
+ emb = w.to(dtype)[:, None] * emb[None, :]
+ emb = torch.cat([torch.sin(emb), torch.cos(emb)], dim=1)
+ if embedding_dim % 2 == 1: # zero pad
+ emb = torch.nn.functional.pad(emb, (0, 1))
+ assert emb.shape == (w.shape[0], embedding_dim)
+ return emb
+
+ @property
+ def guidance_scale(self):
+ return self._guidance_scale
+
+ @property
+ def clip_skip(self):
+ return self._clip_skip
+
+ # here `guidance_scale` is defined analog to the guidance weight `w` of equation (2)
+ # of the Imagen paper: https://arxiv.org/pdf/2205.11487.pdf . `guidance_scale = 1`
+ # corresponds to doing no classifier free guidance.
+ @property
+ def do_classifier_free_guidance(self):
+ return self._guidance_scale > 1 and self.unet.config.time_cond_proj_dim is None
+
+ @property
+ def cross_attention_kwargs(self):
+ return self._cross_attention_kwargs
+
+ @property
+ def num_timesteps(self):
+ return self._num_timesteps
+
+ @torch.no_grad()
+ @replace_example_docstring(EXAMPLE_DOC_STRING)
+ def __call__(
+ self,
+ prompt: Union[str, List[str]] = None,
+ image: PipelineImageInput = None,
+ mask: PipelineImageInput = None,
+ height: Optional[int] = None,
+ width: Optional[int] = None,
+ num_inference_steps: int = 50,
+ timesteps: List[int] = None,
+ guidance_scale: float = 7.5,
+ negative_prompt: Optional[Union[str, List[str]]] = None,
+ num_images_per_prompt: Optional[int] = 1,
+ eta: float = 0.0,
+ generator: Optional[Union[torch.Generator, List[torch.Generator]]] = None,
+ latents: Optional[torch.FloatTensor] = None,
+ prompt_embeds: Optional[torch.FloatTensor] = None,
+ negative_prompt_embeds: Optional[torch.FloatTensor] = None,
+ ip_adapter_image: Optional[PipelineImageInput] = None,
+ ip_adapter_image_embeds: Optional[List[torch.FloatTensor]] = None,
+ output_type: Optional[str] = "pil",
+ return_dict: bool = True,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ brushnet_conditioning_scale: Union[float, List[float]] = 1.0,
+ guess_mode: bool = False,
+ control_guidance_start: Union[float, List[float]] = 0.0,
+ control_guidance_end: Union[float, List[float]] = 1.0,
+ clip_skip: Optional[int] = None,
+ callback_on_step_end: Optional[Callable[[int, int, Dict], None]] = None,
+ callback_on_step_end_tensor_inputs: List[str] = ["latents"],
+ **kwargs,
+ ):
+ r"""
+ The call function to the pipeline for generation.
+
+ Args:
+ prompt (`str` or `List[str]`, *optional*):
+ The prompt or prompts to guide image generation. If not defined, you need to pass `prompt_embeds`.
+ image (`torch.FloatTensor`, `PIL.Image.Image`, `np.ndarray`, `List[torch.FloatTensor]`, `List[PIL.Image.Image]`, `List[np.ndarray]`,:
+ `List[List[torch.FloatTensor]]`, `List[List[np.ndarray]]` or `List[List[PIL.Image.Image]]`):
+ The BrushNet input condition to provide guidance to the `unet` for generation. If the type is
+ specified as `torch.FloatTensor`, it is passed to BrushNet as is. `PIL.Image.Image` can also be
+ accepted as an image. The dimensions of the output image defaults to `image`'s dimensions. If height
+ and/or width are passed, `image` is resized accordingly. If multiple BrushNets are specified in
+ `init`, images must be passed as a list such that each element of the list can be correctly batched for
+ input to a single BrushNet. When `prompt` is a list, and if a list of images is passed for a single BrushNet,
+ each will be paired with each prompt in the `prompt` list. This also applies to multiple BrushNets,
+ where a list of image lists can be passed to batch for each prompt and each BrushNet.
+ mask (`torch.FloatTensor`, `PIL.Image.Image`, `np.ndarray`, `List[torch.FloatTensor]`, `List[PIL.Image.Image]`, `List[np.ndarray]`,:
+ `List[List[torch.FloatTensor]]`, `List[List[np.ndarray]]` or `List[List[PIL.Image.Image]]`):
+ The BrushNet input condition to provide guidance to the `unet` for generation. If the type is
+ specified as `torch.FloatTensor`, it is passed to BrushNet as is. `PIL.Image.Image` can also be
+ accepted as an image. The dimensions of the output image defaults to `image`'s dimensions. If height
+ and/or width are passed, `image` is resized accordingly. If multiple BrushNets are specified in
+ `init`, images must be passed as a list such that each element of the list can be correctly batched for
+ input to a single BrushNet. When `prompt` is a list, and if a list of images is passed for a single BrushNet,
+ each will be paired with each prompt in the `prompt` list. This also applies to multiple BrushNets,
+ where a list of image lists can be passed to batch for each prompt and each BrushNet.
+ height (`int`, *optional*, defaults to `self.unet.config.sample_size * self.vae_scale_factor`):
+ The height in pixels of the generated image.
+ width (`int`, *optional*, defaults to `self.unet.config.sample_size * self.vae_scale_factor`):
+ The width in pixels of the generated image.
+ num_inference_steps (`int`, *optional*, defaults to 50):
+ The number of denoising steps. More denoising steps usually lead to a higher quality image at the
+ expense of slower inference.
+ timesteps (`List[int]`, *optional*):
+ Custom timesteps to use for the denoising process with schedulers which support a `timesteps` argument
+ in their `set_timesteps` method. If not defined, the default behavior when `num_inference_steps` is
+ passed will be used. Must be in descending order.
+ guidance_scale (`float`, *optional*, defaults to 7.5):
+ A higher guidance scale value encourages the model to generate images closely linked to the text
+ `prompt` at the expense of lower image quality. Guidance scale is enabled when `guidance_scale > 1`.
+ negative_prompt (`str` or `List[str]`, *optional*):
+ The prompt or prompts to guide what to not include in image generation. If not defined, you need to
+ pass `negative_prompt_embeds` instead. Ignored when not using guidance (`guidance_scale < 1`).
+ num_images_per_prompt (`int`, *optional*, defaults to 1):
+ The number of images to generate per prompt.
+ eta (`float`, *optional*, defaults to 0.0):
+ Corresponds to parameter eta (η) from the [DDIM](https://arxiv.org/abs/2010.02502) paper. Only applies
+ to the [`~schedulers.DDIMScheduler`], and is ignored in other schedulers.
+ generator (`torch.Generator` or `List[torch.Generator]`, *optional*):
+ A [`torch.Generator`](https://pytorch.org/docs/stable/generated/torch.Generator.html) to make
+ generation deterministic.
+ latents (`torch.FloatTensor`, *optional*):
+ Pre-generated noisy latents sampled from a Gaussian distribution, to be used as inputs for image
+ generation. Can be used to tweak the same generation with different prompts. If not provided, a latents
+ tensor is generated by sampling using the supplied random `generator`.
+ prompt_embeds (`torch.FloatTensor`, *optional*):
+ Pre-generated text embeddings. Can be used to easily tweak text inputs (prompt weighting). If not
+ provided, text embeddings are generated from the `prompt` input argument.
+ negative_prompt_embeds (`torch.FloatTensor`, *optional*):
+ Pre-generated negative text embeddings. Can be used to easily tweak text inputs (prompt weighting). If
+ not provided, `negative_prompt_embeds` are generated from the `negative_prompt` input argument.
+ ip_adapter_image: (`PipelineImageInput`, *optional*): Optional image input to work with IP Adapters.
+ ip_adapter_image_embeds (`List[torch.FloatTensor]`, *optional*):
+ Pre-generated image embeddings for IP-Adapter. It should be a list of length same as number of IP-adapters.
+ Each element should be a tensor of shape `(batch_size, num_images, emb_dim)`. It should contain the negative image embedding
+ if `do_classifier_free_guidance` is set to `True`.
+ If not provided, embeddings are computed from the `ip_adapter_image` input argument.
+ output_type (`str`, *optional*, defaults to `"pil"`):
+ The output format of the generated image. Choose between `PIL.Image` or `np.array`.
+ return_dict (`bool`, *optional*, defaults to `True`):
+ Whether or not to return a [`~pipelines.stable_diffusion.StableDiffusionPipelineOutput`] instead of a
+ plain tuple.
+ callback (`Callable`, *optional*):
+ A function that calls every `callback_steps` steps during inference. The function is called with the
+ following arguments: `callback(step: int, timestep: int, latents: torch.FloatTensor)`.
+ callback_steps (`int`, *optional*, defaults to 1):
+ The frequency at which the `callback` function is called. If not specified, the callback is called at
+ every step.
+ cross_attention_kwargs (`dict`, *optional*):
+ A kwargs dictionary that if specified is passed along to the [`AttentionProcessor`] as defined in
+ [`self.processor`](https://github.com/huggingface/diffusers/blob/main/src/diffusers/models/attention_processor.py).
+ brushnet_conditioning_scale (`float` or `List[float]`, *optional*, defaults to 1.0):
+ The outputs of the BrushNet are multiplied by `brushnet_conditioning_scale` before they are added
+ to the residual in the original `unet`. If multiple BrushNets are specified in `init`, you can set
+ the corresponding scale as a list.
+ guess_mode (`bool`, *optional*, defaults to `False`):
+ The BrushNet encoder tries to recognize the content of the input image even if you remove all
+ prompts. A `guidance_scale` value between 3.0 and 5.0 is recommended.
+ control_guidance_start (`float` or `List[float]`, *optional*, defaults to 0.0):
+ The percentage of total steps at which the BrushNet starts applying.
+ control_guidance_end (`float` or `List[float]`, *optional*, defaults to 1.0):
+ The percentage of total steps at which the BrushNet stops applying.
+ clip_skip (`int`, *optional*):
+ Number of layers to be skipped from CLIP while computing the prompt embeddings. A value of 1 means that
+ the output of the pre-final layer will be used for computing the prompt embeddings.
+ callback_on_step_end (`Callable`, *optional*):
+ A function that calls at the end of each denoising steps during the inference. The function is called
+ with the following arguments: `callback_on_step_end(self: DiffusionPipeline, step: int, timestep: int,
+ callback_kwargs: Dict)`. `callback_kwargs` will include a list of all tensors as specified by
+ `callback_on_step_end_tensor_inputs`.
+ callback_on_step_end_tensor_inputs (`List`, *optional*):
+ The list of tensor inputs for the `callback_on_step_end` function. The tensors specified in the list
+ will be passed as `callback_kwargs` argument. You will only be able to include variables listed in the
+ `._callback_tensor_inputs` attribute of your pipeine class.
+
+ Examples:
+
+ Returns:
+ [`~pipelines.stable_diffusion.StableDiffusionPipelineOutput`] or `tuple`:
+ If `return_dict` is `True`, [`~pipelines.stable_diffusion.StableDiffusionPipelineOutput`] is returned,
+ otherwise a `tuple` is returned where the first element is a list with the generated images and the
+ second element is a list of `bool`s indicating whether the corresponding generated image contains
+ "not-safe-for-work" (nsfw) content.
+ """
+
+ callback = kwargs.pop("callback", None)
+ callback_steps = kwargs.pop("callback_steps", None)
+
+ if callback is not None:
+ deprecate(
+ "callback",
+ "1.0.0",
+ "Passing `callback` as an input argument to `__call__` is deprecated, consider using `callback_on_step_end`",
+ )
+ if callback_steps is not None:
+ deprecate(
+ "callback_steps",
+ "1.0.0",
+ "Passing `callback_steps` as an input argument to `__call__` is deprecated, consider using `callback_on_step_end`",
+ )
+
+ brushnet = self.brushnet._orig_mod if is_compiled_module(self.brushnet) else self.brushnet
+
+ # align format for control guidance
+ if not isinstance(control_guidance_start, list) and isinstance(control_guidance_end, list):
+ control_guidance_start = len(control_guidance_end) * [control_guidance_start]
+ elif not isinstance(control_guidance_end, list) and isinstance(control_guidance_start, list):
+ control_guidance_end = len(control_guidance_start) * [control_guidance_end]
+ elif not isinstance(control_guidance_start, list) and not isinstance(control_guidance_end, list):
+ control_guidance_start, control_guidance_end = (
+ [control_guidance_start],
+ [control_guidance_end],
+ )
+
+ # 1. Check inputs. Raise error if not correct
+ self.check_inputs(
+ prompt,
+ image,
+ mask,
+ callback_steps,
+ negative_prompt,
+ prompt_embeds,
+ negative_prompt_embeds,
+ ip_adapter_image,
+ ip_adapter_image_embeds,
+ brushnet_conditioning_scale,
+ control_guidance_start,
+ control_guidance_end,
+ callback_on_step_end_tensor_inputs,
+ )
+
+ self._guidance_scale = guidance_scale
+ self._clip_skip = clip_skip
+ self._cross_attention_kwargs = cross_attention_kwargs
+
+ # 2. Define call parameters
+ if prompt is not None and isinstance(prompt, str):
+ batch_size = 1
+ elif prompt is not None and isinstance(prompt, list):
+ batch_size = len(prompt)
+ else:
+ batch_size = prompt_embeds.shape[0]
+
+ device = self._execution_device
+
+ global_pool_conditions = (
+ brushnet.config.global_pool_conditions
+ if isinstance(brushnet, BrushNetModel)
+ else brushnet.nets[0].config.global_pool_conditions
+ )
+ guess_mode = guess_mode or global_pool_conditions
+
+ # 3. Encode input prompt
+ text_encoder_lora_scale = (
+ self.cross_attention_kwargs.get("scale", None) if self.cross_attention_kwargs is not None else None
+ )
+ prompt_embeds, negative_prompt_embeds = self.encode_prompt(
+ prompt,
+ device,
+ num_images_per_prompt,
+ self.do_classifier_free_guidance,
+ negative_prompt,
+ prompt_embeds=prompt_embeds,
+ negative_prompt_embeds=negative_prompt_embeds,
+ lora_scale=text_encoder_lora_scale,
+ clip_skip=self.clip_skip,
+ )
+ # For classifier free guidance, we need to do two forward passes.
+ # Here we concatenate the unconditional and text embeddings into a single batch
+ # to avoid doing two forward passes
+ if self.do_classifier_free_guidance:
+ prompt_embeds = torch.cat([negative_prompt_embeds, prompt_embeds])
+
+ if ip_adapter_image is not None or ip_adapter_image_embeds is not None:
+ image_embeds = self.prepare_ip_adapter_image_embeds(
+ ip_adapter_image,
+ ip_adapter_image_embeds,
+ device,
+ batch_size * num_images_per_prompt,
+ self.do_classifier_free_guidance,
+ )
+
+ # 4. Prepare image
+ if isinstance(brushnet, BrushNetModel):
+ image = self.prepare_image(
+ image=image,
+ width=width,
+ height=height,
+ batch_size=batch_size * num_images_per_prompt,
+ num_images_per_prompt=num_images_per_prompt,
+ device=device,
+ dtype=brushnet.dtype,
+ do_classifier_free_guidance=self.do_classifier_free_guidance,
+ guess_mode=guess_mode,
+ )
+ original_mask = self.prepare_image(
+ image=mask,
+ width=width,
+ height=height,
+ batch_size=batch_size * num_images_per_prompt,
+ num_images_per_prompt=num_images_per_prompt,
+ device=device,
+ dtype=brushnet.dtype,
+ do_classifier_free_guidance=self.do_classifier_free_guidance,
+ guess_mode=guess_mode,
+ )
+ original_mask=(original_mask.sum(1)[:,None,:,:] < 0).to(image.dtype)
+ height, width = image.shape[-2:]
+ else:
+ assert False
+
+ # 5. Prepare timesteps
+ timesteps, num_inference_steps = retrieve_timesteps(self.scheduler, num_inference_steps, device, timesteps)
+ self._num_timesteps = len(timesteps)
+
+ # 6. Prepare latent variables
+ num_channels_latents = self.unet.config.in_channels
+ latents, noise = self.prepare_latents(
+ batch_size * num_images_per_prompt,
+ num_channels_latents,
+ height,
+ width,
+ prompt_embeds.dtype,
+ device,
+ generator,
+ latents,
+ )
+
+ # 6.1 prepare condition latents
+ conditioning_latents=self.vae.encode(image).latent_dist.sample() * self.vae.config.scaling_factor
+ mask = torch.nn.functional.interpolate(
+ original_mask,
+ size=(
+ conditioning_latents.shape[-2],
+ conditioning_latents.shape[-1]
+ )
+ )
+ conditioning_latents = torch.concat([conditioning_latents,mask],1)
+
+
+ # 6.5 Optionally get Guidance Scale Embedding
+ timestep_cond = None
+ if self.unet.config.time_cond_proj_dim is not None:
+ guidance_scale_tensor = torch.tensor(self.guidance_scale - 1).repeat(batch_size * num_images_per_prompt)
+ timestep_cond = self.get_guidance_scale_embedding(
+ guidance_scale_tensor, embedding_dim=self.unet.config.time_cond_proj_dim
+ ).to(device=device, dtype=latents.dtype)
+
+ # 7. Prepare extra step kwargs. TODO: Logic should ideally just be moved out of the pipeline
+ extra_step_kwargs = self.prepare_extra_step_kwargs(generator, eta)
+
+ # 7.1 Add image embeds for IP-Adapter
+ added_cond_kwargs = (
+ {"image_embeds": image_embeds}
+ if ip_adapter_image is not None or ip_adapter_image_embeds is not None
+ else None
+ )
+
+ # 7.2 Create tensor stating which brushnets to keep
+ brushnet_keep = []
+ for i in range(len(timesteps)):
+ keeps = [
+ 1.0 - float(i / len(timesteps) < s or (i + 1) / len(timesteps) > e)
+ for s, e in zip(control_guidance_start, control_guidance_end)
+ ]
+ brushnet_keep.append(keeps[0] if isinstance(brushnet, BrushNetModel) else keeps)
+
+ # 8. Denoising loop
+ num_warmup_steps = len(timesteps) - num_inference_steps * self.scheduler.order
+ is_unet_compiled = is_compiled_module(self.unet)
+ is_brushnet_compiled = is_compiled_module(self.brushnet)
+ is_torch_higher_equal_2_1 = is_torch_version(">=", "2.1")
+ with self.progress_bar(total=num_inference_steps) as progress_bar:
+ for i, t in enumerate(timesteps):
+ # Relevant thread:
+ # https://dev-discuss.pytorch.org/t/cudagraphs-in-pytorch-2-0/1428
+ if (is_unet_compiled and is_brushnet_compiled) and is_torch_higher_equal_2_1:
+ torch._inductor.cudagraph_mark_step_begin()
+ # expand the latents if we are doing classifier free guidance
+ latent_model_input = torch.cat([latents] * 2) if self.do_classifier_free_guidance else latents
+ latent_model_input = self.scheduler.scale_model_input(latent_model_input, t)
+
+ # brushnet(s) inference
+ if guess_mode and self.do_classifier_free_guidance:
+ # Infer BrushNet only for the conditional batch.
+ control_model_input = latents
+ control_model_input = self.scheduler.scale_model_input(control_model_input, t)
+ brushnet_prompt_embeds = prompt_embeds.chunk(2)[1]
+ else:
+ control_model_input = latent_model_input
+ brushnet_prompt_embeds = prompt_embeds
+
+ if isinstance(brushnet_keep[i], list):
+ cond_scale = [c * s for c, s in zip(brushnet_conditioning_scale, brushnet_keep[i])]
+ else:
+ brushnet_cond_scale = brushnet_conditioning_scale
+ if isinstance(brushnet_cond_scale, list):
+ brushnet_cond_scale = brushnet_cond_scale[0]
+ cond_scale = brushnet_cond_scale * brushnet_keep[i]
+
+ down_block_res_samples, mid_block_res_sample, up_block_res_samples = self.brushnet(
+ control_model_input,
+ t,
+ encoder_hidden_states=brushnet_prompt_embeds,
+ brushnet_cond=conditioning_latents,
+ conditioning_scale=cond_scale,
+ guess_mode=guess_mode,
+ return_dict=False,
+ )
+
+ if guess_mode and self.do_classifier_free_guidance:
+ # Infered BrushNet only for the conditional batch.
+ # To apply the output of BrushNet to both the unconditional and conditional batches,
+ # add 0 to the unconditional batch to keep it unchanged.
+ down_block_res_samples = [torch.cat([torch.zeros_like(d), d]) for d in down_block_res_samples]
+ mid_block_res_sample = torch.cat([torch.zeros_like(mid_block_res_sample), mid_block_res_sample])
+ up_block_res_samples = [torch.cat([torch.zeros_like(d), d]) for d in up_block_res_samples]
+
+ # predict the noise residual
+ noise_pred = self.unet(
+ latent_model_input,
+ t,
+ encoder_hidden_states=prompt_embeds,
+ timestep_cond=timestep_cond,
+ cross_attention_kwargs=self.cross_attention_kwargs,
+ down_block_add_samples=down_block_res_samples,
+ mid_block_add_sample=mid_block_res_sample,
+ up_block_add_samples=up_block_res_samples,
+ added_cond_kwargs=added_cond_kwargs,
+ return_dict=False,
+ )[0]
+
+ # perform guidance
+ if self.do_classifier_free_guidance:
+ noise_pred_uncond, noise_pred_text = noise_pred.chunk(2)
+ noise_pred = noise_pred_uncond + self.guidance_scale * (noise_pred_text - noise_pred_uncond)
+
+ # compute the previous noisy sample x_t -> x_t-1
+ latents = self.scheduler.step(noise_pred, t, latents, **extra_step_kwargs, return_dict=False)[0]
+
+ if callback_on_step_end is not None:
+ callback_kwargs = {}
+ for k in callback_on_step_end_tensor_inputs:
+ callback_kwargs[k] = locals()[k]
+ callback_outputs = callback_on_step_end(self, i, t, callback_kwargs)
+
+ latents = callback_outputs.pop("latents", latents)
+ prompt_embeds = callback_outputs.pop("prompt_embeds", prompt_embeds)
+ negative_prompt_embeds = callback_outputs.pop("negative_prompt_embeds", negative_prompt_embeds)
+
+ # call the callback, if provided
+ if i == len(timesteps) - 1 or ((i + 1) > num_warmup_steps and (i + 1) % self.scheduler.order == 0):
+ progress_bar.update()
+ if callback is not None and i % callback_steps == 0:
+ step_idx = i // getattr(self.scheduler, "order", 1)
+ callback(step_idx, t, latents)
+
+ # If we do sequential model offloading, let's offload unet and brushnet
+ # manually for max memory savings
+ if hasattr(self, "final_offload_hook") and self.final_offload_hook is not None:
+ self.unet.to("cpu")
+ self.brushnet.to("cpu")
+ torch.cuda.empty_cache()
+
+ if not output_type == "latent":
+ image = self.vae.decode(latents / self.vae.config.scaling_factor, return_dict=False, generator=generator)[
+ 0
+ ]
+ image, has_nsfw_concept = self.run_safety_checker(image, device, prompt_embeds.dtype)
+ else:
+ image = latents
+ has_nsfw_concept = None
+
+ if has_nsfw_concept is None:
+ do_denormalize = [True] * image.shape[0]
+ else:
+ do_denormalize = [not has_nsfw for has_nsfw in has_nsfw_concept]
+
+ image = self.image_processor.postprocess(image, output_type=output_type, do_denormalize=do_denormalize)
+
+ # Offload all models
+ self.maybe_free_model_hooks()
+
+ if not return_dict:
+ return (image, has_nsfw_concept)
+
+ return StableDiffusionPipelineOutput(images=image, nsfw_content_detected=has_nsfw_concept)
diff --git a/brushnet/unet_2d_blocks.py b/brushnet/unet_2d_blocks.py
new file mode 100644
index 0000000..b01824e
--- /dev/null
+++ b/brushnet/unet_2d_blocks.py
@@ -0,0 +1,3812 @@
+# Copyright 2024 The HuggingFace Team. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+from typing import Any, Dict, Optional, Tuple, Union
+
+import numpy as np
+import torch
+import torch.nn.functional as F
+from torch import nn
+
+from diffusers.utils import is_torch_version, logging
+from diffusers.utils.torch_utils import apply_freeu
+from diffusers.models.activations import get_activation
+from diffusers.models.attention_processor import Attention, AttnAddedKVProcessor, AttnAddedKVProcessor2_0
+from diffusers.models.normalization import AdaGroupNorm
+from diffusers.models.resnet import (
+ Downsample2D,
+ FirDownsample2D,
+ FirUpsample2D,
+ KDownsample2D,
+ KUpsample2D,
+ ResnetBlock2D,
+ ResnetBlockCondNorm2D,
+ Upsample2D,
+)
+from diffusers.models.transformers.dual_transformer_2d import DualTransformer2DModel
+from diffusers.models.transformers.transformer_2d import Transformer2DModel
+
+
+logger = logging.get_logger(__name__) # pylint: disable=invalid-name
+
+
+def get_down_block(
+ down_block_type: str,
+ num_layers: int,
+ in_channels: int,
+ out_channels: int,
+ temb_channels: int,
+ add_downsample: bool,
+ resnet_eps: float,
+ resnet_act_fn: str,
+ transformer_layers_per_block: int = 1,
+ num_attention_heads: Optional[int] = None,
+ resnet_groups: Optional[int] = None,
+ cross_attention_dim: Optional[int] = None,
+ downsample_padding: Optional[int] = None,
+ dual_cross_attention: bool = False,
+ use_linear_projection: bool = False,
+ only_cross_attention: bool = False,
+ upcast_attention: bool = False,
+ resnet_time_scale_shift: str = "default",
+ attention_type: str = "default",
+ resnet_skip_time_act: bool = False,
+ resnet_out_scale_factor: float = 1.0,
+ cross_attention_norm: Optional[str] = None,
+ attention_head_dim: Optional[int] = None,
+ downsample_type: Optional[str] = None,
+ dropout: float = 0.0,
+):
+ # If attn head dim is not defined, we default it to the number of heads
+ if attention_head_dim is None:
+ logger.warn(
+ f"It is recommended to provide `attention_head_dim` when calling `get_down_block`. Defaulting `attention_head_dim` to {num_attention_heads}."
+ )
+ attention_head_dim = num_attention_heads
+
+ down_block_type = down_block_type[7:] if down_block_type.startswith("UNetRes") else down_block_type
+ if down_block_type == "DownBlock2D":
+ return DownBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ add_downsample=add_downsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ downsample_padding=downsample_padding,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ )
+ elif down_block_type == "ResnetDownsampleBlock2D":
+ return ResnetDownsampleBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ add_downsample=add_downsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ skip_time_act=resnet_skip_time_act,
+ output_scale_factor=resnet_out_scale_factor,
+ )
+ elif down_block_type == "AttnDownBlock2D":
+ if add_downsample is False:
+ downsample_type = None
+ else:
+ downsample_type = downsample_type or "conv" # default to 'conv'
+ return AttnDownBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ downsample_padding=downsample_padding,
+ attention_head_dim=attention_head_dim,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ downsample_type=downsample_type,
+ )
+ elif down_block_type == "CrossAttnDownBlock2D":
+ if cross_attention_dim is None:
+ raise ValueError("cross_attention_dim must be specified for CrossAttnDownBlock2D")
+ return CrossAttnDownBlock2D(
+ num_layers=num_layers,
+ transformer_layers_per_block=transformer_layers_per_block,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ add_downsample=add_downsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ downsample_padding=downsample_padding,
+ cross_attention_dim=cross_attention_dim,
+ num_attention_heads=num_attention_heads,
+ dual_cross_attention=dual_cross_attention,
+ use_linear_projection=use_linear_projection,
+ only_cross_attention=only_cross_attention,
+ upcast_attention=upcast_attention,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ attention_type=attention_type,
+ )
+ elif down_block_type == "SimpleCrossAttnDownBlock2D":
+ if cross_attention_dim is None:
+ raise ValueError("cross_attention_dim must be specified for SimpleCrossAttnDownBlock2D")
+ return SimpleCrossAttnDownBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ add_downsample=add_downsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ cross_attention_dim=cross_attention_dim,
+ attention_head_dim=attention_head_dim,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ skip_time_act=resnet_skip_time_act,
+ output_scale_factor=resnet_out_scale_factor,
+ only_cross_attention=only_cross_attention,
+ cross_attention_norm=cross_attention_norm,
+ )
+ elif down_block_type == "SkipDownBlock2D":
+ return SkipDownBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ add_downsample=add_downsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ downsample_padding=downsample_padding,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ )
+ elif down_block_type == "AttnSkipDownBlock2D":
+ return AttnSkipDownBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ add_downsample=add_downsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ attention_head_dim=attention_head_dim,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ )
+ elif down_block_type == "DownEncoderBlock2D":
+ return DownEncoderBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ dropout=dropout,
+ add_downsample=add_downsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ downsample_padding=downsample_padding,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ )
+ elif down_block_type == "AttnDownEncoderBlock2D":
+ return AttnDownEncoderBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ dropout=dropout,
+ add_downsample=add_downsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ downsample_padding=downsample_padding,
+ attention_head_dim=attention_head_dim,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ )
+ elif down_block_type == "KDownBlock2D":
+ return KDownBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ add_downsample=add_downsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ )
+ elif down_block_type == "KCrossAttnDownBlock2D":
+ return KCrossAttnDownBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ add_downsample=add_downsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ cross_attention_dim=cross_attention_dim,
+ attention_head_dim=attention_head_dim,
+ add_self_attention=True if not add_downsample else False,
+ )
+ raise ValueError(f"{down_block_type} does not exist.")
+
+
+def get_mid_block(
+ mid_block_type: str,
+ temb_channels: int,
+ in_channels: int,
+ resnet_eps: float,
+ resnet_act_fn: str,
+ resnet_groups: int,
+ output_scale_factor: float = 1.0,
+ transformer_layers_per_block: int = 1,
+ num_attention_heads: Optional[int] = None,
+ cross_attention_dim: Optional[int] = None,
+ dual_cross_attention: bool = False,
+ use_linear_projection: bool = False,
+ mid_block_only_cross_attention: bool = False,
+ upcast_attention: bool = False,
+ resnet_time_scale_shift: str = "default",
+ attention_type: str = "default",
+ resnet_skip_time_act: bool = False,
+ cross_attention_norm: Optional[str] = None,
+ attention_head_dim: Optional[int] = 1,
+ dropout: float = 0.0,
+):
+ if mid_block_type == "UNetMidBlock2DCrossAttn":
+ return UNetMidBlock2DCrossAttn(
+ transformer_layers_per_block=transformer_layers_per_block,
+ in_channels=in_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ cross_attention_dim=cross_attention_dim,
+ num_attention_heads=num_attention_heads,
+ resnet_groups=resnet_groups,
+ dual_cross_attention=dual_cross_attention,
+ use_linear_projection=use_linear_projection,
+ upcast_attention=upcast_attention,
+ attention_type=attention_type,
+ )
+ elif mid_block_type == "UNetMidBlock2DSimpleCrossAttn":
+ return UNetMidBlock2DSimpleCrossAttn(
+ in_channels=in_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ cross_attention_dim=cross_attention_dim,
+ attention_head_dim=attention_head_dim,
+ resnet_groups=resnet_groups,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ skip_time_act=resnet_skip_time_act,
+ only_cross_attention=mid_block_only_cross_attention,
+ cross_attention_norm=cross_attention_norm,
+ )
+ elif mid_block_type == "UNetMidBlock2D":
+ return UNetMidBlock2D(
+ in_channels=in_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ num_layers=0,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ resnet_groups=resnet_groups,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ add_attention=False,
+ )
+ elif mid_block_type == "MidBlock2D":
+ return MidBlock2D(
+ in_channels=in_channels,
+ temb_channels=temb_channels,
+ dropout=dropout,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ resnet_groups=resnet_groups,
+ use_linear_projection=use_linear_projection,
+ )
+ elif mid_block_type is None:
+ return None
+ else:
+ raise ValueError(f"unknown mid_block_type : {mid_block_type}")
+
+
+def get_up_block(
+ up_block_type: str,
+ num_layers: int,
+ in_channels: int,
+ out_channels: int,
+ prev_output_channel: int,
+ temb_channels: int,
+ add_upsample: bool,
+ resnet_eps: float,
+ resnet_act_fn: str,
+ resolution_idx: Optional[int] = None,
+ transformer_layers_per_block: int = 1,
+ num_attention_heads: Optional[int] = None,
+ resnet_groups: Optional[int] = None,
+ cross_attention_dim: Optional[int] = None,
+ dual_cross_attention: bool = False,
+ use_linear_projection: bool = False,
+ only_cross_attention: bool = False,
+ upcast_attention: bool = False,
+ resnet_time_scale_shift: str = "default",
+ attention_type: str = "default",
+ resnet_skip_time_act: bool = False,
+ resnet_out_scale_factor: float = 1.0,
+ cross_attention_norm: Optional[str] = None,
+ attention_head_dim: Optional[int] = None,
+ upsample_type: Optional[str] = None,
+ dropout: float = 0.0,
+) -> nn.Module:
+ # If attn head dim is not defined, we default it to the number of heads
+ if attention_head_dim is None:
+ logger.warn(
+ f"It is recommended to provide `attention_head_dim` when calling `get_up_block`. Defaulting `attention_head_dim` to {num_attention_heads}."
+ )
+ attention_head_dim = num_attention_heads
+
+ up_block_type = up_block_type[7:] if up_block_type.startswith("UNetRes") else up_block_type
+ if up_block_type == "UpBlock2D":
+ return UpBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ prev_output_channel=prev_output_channel,
+ temb_channels=temb_channels,
+ resolution_idx=resolution_idx,
+ dropout=dropout,
+ add_upsample=add_upsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ )
+ elif up_block_type == "ResnetUpsampleBlock2D":
+ return ResnetUpsampleBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ prev_output_channel=prev_output_channel,
+ temb_channels=temb_channels,
+ resolution_idx=resolution_idx,
+ dropout=dropout,
+ add_upsample=add_upsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ skip_time_act=resnet_skip_time_act,
+ output_scale_factor=resnet_out_scale_factor,
+ )
+ elif up_block_type == "CrossAttnUpBlock2D":
+ if cross_attention_dim is None:
+ raise ValueError("cross_attention_dim must be specified for CrossAttnUpBlock2D")
+ return CrossAttnUpBlock2D(
+ num_layers=num_layers,
+ transformer_layers_per_block=transformer_layers_per_block,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ prev_output_channel=prev_output_channel,
+ temb_channels=temb_channels,
+ resolution_idx=resolution_idx,
+ dropout=dropout,
+ add_upsample=add_upsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ cross_attention_dim=cross_attention_dim,
+ num_attention_heads=num_attention_heads,
+ dual_cross_attention=dual_cross_attention,
+ use_linear_projection=use_linear_projection,
+ only_cross_attention=only_cross_attention,
+ upcast_attention=upcast_attention,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ attention_type=attention_type,
+ )
+ elif up_block_type == "SimpleCrossAttnUpBlock2D":
+ if cross_attention_dim is None:
+ raise ValueError("cross_attention_dim must be specified for SimpleCrossAttnUpBlock2D")
+ return SimpleCrossAttnUpBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ prev_output_channel=prev_output_channel,
+ temb_channels=temb_channels,
+ resolution_idx=resolution_idx,
+ dropout=dropout,
+ add_upsample=add_upsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ cross_attention_dim=cross_attention_dim,
+ attention_head_dim=attention_head_dim,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ skip_time_act=resnet_skip_time_act,
+ output_scale_factor=resnet_out_scale_factor,
+ only_cross_attention=only_cross_attention,
+ cross_attention_norm=cross_attention_norm,
+ )
+ elif up_block_type == "AttnUpBlock2D":
+ if add_upsample is False:
+ upsample_type = None
+ else:
+ upsample_type = upsample_type or "conv" # default to 'conv'
+
+ return AttnUpBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ prev_output_channel=prev_output_channel,
+ temb_channels=temb_channels,
+ resolution_idx=resolution_idx,
+ dropout=dropout,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ attention_head_dim=attention_head_dim,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ upsample_type=upsample_type,
+ )
+ elif up_block_type == "SkipUpBlock2D":
+ return SkipUpBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ prev_output_channel=prev_output_channel,
+ temb_channels=temb_channels,
+ resolution_idx=resolution_idx,
+ dropout=dropout,
+ add_upsample=add_upsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ )
+ elif up_block_type == "AttnSkipUpBlock2D":
+ return AttnSkipUpBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ prev_output_channel=prev_output_channel,
+ temb_channels=temb_channels,
+ resolution_idx=resolution_idx,
+ dropout=dropout,
+ add_upsample=add_upsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ attention_head_dim=attention_head_dim,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ )
+ elif up_block_type == "UpDecoderBlock2D":
+ return UpDecoderBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ resolution_idx=resolution_idx,
+ dropout=dropout,
+ add_upsample=add_upsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ temb_channels=temb_channels,
+ )
+ elif up_block_type == "AttnUpDecoderBlock2D":
+ return AttnUpDecoderBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ resolution_idx=resolution_idx,
+ dropout=dropout,
+ add_upsample=add_upsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ resnet_groups=resnet_groups,
+ attention_head_dim=attention_head_dim,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ temb_channels=temb_channels,
+ )
+ elif up_block_type == "KUpBlock2D":
+ return KUpBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ resolution_idx=resolution_idx,
+ dropout=dropout,
+ add_upsample=add_upsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ )
+ elif up_block_type == "KCrossAttnUpBlock2D":
+ return KCrossAttnUpBlock2D(
+ num_layers=num_layers,
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ resolution_idx=resolution_idx,
+ dropout=dropout,
+ add_upsample=add_upsample,
+ resnet_eps=resnet_eps,
+ resnet_act_fn=resnet_act_fn,
+ cross_attention_dim=cross_attention_dim,
+ attention_head_dim=attention_head_dim,
+ )
+
+ raise ValueError(f"{up_block_type} does not exist.")
+
+
+class AutoencoderTinyBlock(nn.Module):
+ """
+ Tiny Autoencoder block used in [`AutoencoderTiny`]. It is a mini residual module consisting of plain conv + ReLU
+ blocks.
+
+ Args:
+ in_channels (`int`): The number of input channels.
+ out_channels (`int`): The number of output channels.
+ act_fn (`str`):
+ ` The activation function to use. Supported values are `"swish"`, `"mish"`, `"gelu"`, and `"relu"`.
+
+ Returns:
+ `torch.FloatTensor`: A tensor with the same shape as the input tensor, but with the number of channels equal to
+ `out_channels`.
+ """
+
+ def __init__(self, in_channels: int, out_channels: int, act_fn: str):
+ super().__init__()
+ act_fn = get_activation(act_fn)
+ self.conv = nn.Sequential(
+ nn.Conv2d(in_channels, out_channels, kernel_size=3, padding=1),
+ act_fn,
+ nn.Conv2d(out_channels, out_channels, kernel_size=3, padding=1),
+ act_fn,
+ nn.Conv2d(out_channels, out_channels, kernel_size=3, padding=1),
+ )
+ self.skip = (
+ nn.Conv2d(in_channels, out_channels, kernel_size=1, bias=False)
+ if in_channels != out_channels
+ else nn.Identity()
+ )
+ self.fuse = nn.ReLU()
+
+ def forward(self, x: torch.FloatTensor) -> torch.FloatTensor:
+ return self.fuse(self.conv(x) + self.skip(x))
+
+
+class UNetMidBlock2D(nn.Module):
+ """
+ A 2D UNet mid-block [`UNetMidBlock2D`] with multiple residual blocks and optional attention blocks.
+
+ Args:
+ in_channels (`int`): The number of input channels.
+ temb_channels (`int`): The number of temporal embedding channels.
+ dropout (`float`, *optional*, defaults to 0.0): The dropout rate.
+ num_layers (`int`, *optional*, defaults to 1): The number of residual blocks.
+ resnet_eps (`float`, *optional*, 1e-6 ): The epsilon value for the resnet blocks.
+ resnet_time_scale_shift (`str`, *optional*, defaults to `default`):
+ The type of normalization to apply to the time embeddings. This can help to improve the performance of the
+ model on tasks with long-range temporal dependencies.
+ resnet_act_fn (`str`, *optional*, defaults to `swish`): The activation function for the resnet blocks.
+ resnet_groups (`int`, *optional*, defaults to 32):
+ The number of groups to use in the group normalization layers of the resnet blocks.
+ attn_groups (`Optional[int]`, *optional*, defaults to None): The number of groups for the attention blocks.
+ resnet_pre_norm (`bool`, *optional*, defaults to `True`):
+ Whether to use pre-normalization for the resnet blocks.
+ add_attention (`bool`, *optional*, defaults to `True`): Whether to add attention blocks.
+ attention_head_dim (`int`, *optional*, defaults to 1):
+ Dimension of a single attention head. The number of attention heads is determined based on this value and
+ the number of input channels.
+ output_scale_factor (`float`, *optional*, defaults to 1.0): The output scale factor.
+
+ Returns:
+ `torch.FloatTensor`: The output of the last residual block, which is a tensor of shape `(batch_size,
+ in_channels, height, width)`.
+
+ """
+
+ def __init__(
+ self,
+ in_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default", # default, spatial
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ attn_groups: Optional[int] = None,
+ resnet_pre_norm: bool = True,
+ add_attention: bool = True,
+ attention_head_dim: int = 1,
+ output_scale_factor: float = 1.0,
+ ):
+ super().__init__()
+ resnet_groups = resnet_groups if resnet_groups is not None else min(in_channels // 4, 32)
+ self.add_attention = add_attention
+
+ if attn_groups is None:
+ attn_groups = resnet_groups if resnet_time_scale_shift == "default" else None
+
+ # there is always at least one resnet
+ if resnet_time_scale_shift == "spatial":
+ resnets = [
+ ResnetBlockCondNorm2D(
+ in_channels=in_channels,
+ out_channels=in_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm="spatial",
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ )
+ ]
+ else:
+ resnets = [
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=in_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ ]
+ attentions = []
+
+ if attention_head_dim is None:
+ logger.warn(
+ f"It is not recommend to pass `attention_head_dim=None`. Defaulting `attention_head_dim` to `in_channels`: {in_channels}."
+ )
+ attention_head_dim = in_channels
+
+ for _ in range(num_layers):
+ if self.add_attention:
+ attentions.append(
+ Attention(
+ in_channels,
+ heads=in_channels // attention_head_dim,
+ dim_head=attention_head_dim,
+ rescale_output_factor=output_scale_factor,
+ eps=resnet_eps,
+ norm_num_groups=attn_groups,
+ spatial_norm_dim=temb_channels if resnet_time_scale_shift == "spatial" else None,
+ residual_connection=True,
+ bias=True,
+ upcast_softmax=True,
+ _from_deprecated_attn_block=True,
+ )
+ )
+ else:
+ attentions.append(None)
+
+ if resnet_time_scale_shift == "spatial":
+ resnets.append(
+ ResnetBlockCondNorm2D(
+ in_channels=in_channels,
+ out_channels=in_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm="spatial",
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ )
+ )
+ else:
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=in_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ self.attentions = nn.ModuleList(attentions)
+ self.resnets = nn.ModuleList(resnets)
+
+ def forward(self, hidden_states: torch.FloatTensor, temb: Optional[torch.FloatTensor] = None) -> torch.FloatTensor:
+ hidden_states = self.resnets[0](hidden_states, temb)
+ for attn, resnet in zip(self.attentions, self.resnets[1:]):
+ if attn is not None:
+ hidden_states = attn(hidden_states, temb=temb)
+ hidden_states = resnet(hidden_states, temb)
+
+ return hidden_states
+
+
+class UNetMidBlock2DCrossAttn(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ transformer_layers_per_block: Union[int, Tuple[int]] = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ num_attention_heads: int = 1,
+ output_scale_factor: float = 1.0,
+ cross_attention_dim: int = 1280,
+ dual_cross_attention: bool = False,
+ use_linear_projection: bool = False,
+ upcast_attention: bool = False,
+ attention_type: str = "default",
+ ):
+ super().__init__()
+
+ self.has_cross_attention = True
+ self.num_attention_heads = num_attention_heads
+ resnet_groups = resnet_groups if resnet_groups is not None else min(in_channels // 4, 32)
+
+ # support for variable transformer layers per block
+ if isinstance(transformer_layers_per_block, int):
+ transformer_layers_per_block = [transformer_layers_per_block] * num_layers
+
+ # there is always at least one resnet
+ resnets = [
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=in_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ ]
+ attentions = []
+
+ for i in range(num_layers):
+ if not dual_cross_attention:
+ attentions.append(
+ Transformer2DModel(
+ num_attention_heads,
+ in_channels // num_attention_heads,
+ in_channels=in_channels,
+ num_layers=transformer_layers_per_block[i],
+ cross_attention_dim=cross_attention_dim,
+ norm_num_groups=resnet_groups,
+ use_linear_projection=use_linear_projection,
+ upcast_attention=upcast_attention,
+ attention_type=attention_type,
+ )
+ )
+ else:
+ attentions.append(
+ DualTransformer2DModel(
+ num_attention_heads,
+ in_channels // num_attention_heads,
+ in_channels=in_channels,
+ num_layers=1,
+ cross_attention_dim=cross_attention_dim,
+ norm_num_groups=resnet_groups,
+ )
+ )
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=in_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ self.attentions = nn.ModuleList(attentions)
+ self.resnets = nn.ModuleList(resnets)
+
+ self.gradient_checkpointing = False
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ temb: Optional[torch.FloatTensor] = None,
+ encoder_hidden_states: Optional[torch.FloatTensor] = None,
+ attention_mask: Optional[torch.FloatTensor] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ encoder_attention_mask: Optional[torch.FloatTensor] = None,
+ ) -> torch.FloatTensor:
+ lora_scale = cross_attention_kwargs.get("scale", 1.0) if cross_attention_kwargs is not None else 1.0
+ hidden_states = self.resnets[0](hidden_states, temb, scale=lora_scale)
+ for attn, resnet in zip(self.attentions, self.resnets[1:]):
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module, return_dict=None):
+ def custom_forward(*inputs):
+ if return_dict is not None:
+ return module(*inputs, return_dict=return_dict)
+ else:
+ return module(*inputs)
+
+ return custom_forward
+
+ ckpt_kwargs: Dict[str, Any] = {"use_reentrant": False} if is_torch_version(">=", "1.11.0") else {}
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ cross_attention_kwargs=cross_attention_kwargs,
+ attention_mask=attention_mask,
+ encoder_attention_mask=encoder_attention_mask,
+ return_dict=False,
+ )[0]
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet),
+ hidden_states,
+ temb,
+ **ckpt_kwargs,
+ )
+ else:
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ cross_attention_kwargs=cross_attention_kwargs,
+ attention_mask=attention_mask,
+ encoder_attention_mask=encoder_attention_mask,
+ return_dict=False,
+ )[0]
+ hidden_states = resnet(hidden_states, temb, scale=lora_scale)
+
+ return hidden_states
+
+
+class UNetMidBlock2DSimpleCrossAttn(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ attention_head_dim: int = 1,
+ output_scale_factor: float = 1.0,
+ cross_attention_dim: int = 1280,
+ skip_time_act: bool = False,
+ only_cross_attention: bool = False,
+ cross_attention_norm: Optional[str] = None,
+ ):
+ super().__init__()
+
+ self.has_cross_attention = True
+
+ self.attention_head_dim = attention_head_dim
+ resnet_groups = resnet_groups if resnet_groups is not None else min(in_channels // 4, 32)
+
+ self.num_heads = in_channels // self.attention_head_dim
+
+ # there is always at least one resnet
+ resnets = [
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=in_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ skip_time_act=skip_time_act,
+ )
+ ]
+ attentions = []
+
+ for _ in range(num_layers):
+ processor = (
+ AttnAddedKVProcessor2_0() if hasattr(F, "scaled_dot_product_attention") else AttnAddedKVProcessor()
+ )
+
+ attentions.append(
+ Attention(
+ query_dim=in_channels,
+ cross_attention_dim=in_channels,
+ heads=self.num_heads,
+ dim_head=self.attention_head_dim,
+ added_kv_proj_dim=cross_attention_dim,
+ norm_num_groups=resnet_groups,
+ bias=True,
+ upcast_softmax=True,
+ only_cross_attention=only_cross_attention,
+ cross_attention_norm=cross_attention_norm,
+ processor=processor,
+ )
+ )
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=in_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ skip_time_act=skip_time_act,
+ )
+ )
+
+ self.attentions = nn.ModuleList(attentions)
+ self.resnets = nn.ModuleList(resnets)
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ temb: Optional[torch.FloatTensor] = None,
+ encoder_hidden_states: Optional[torch.FloatTensor] = None,
+ attention_mask: Optional[torch.FloatTensor] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ encoder_attention_mask: Optional[torch.FloatTensor] = None,
+ ) -> torch.FloatTensor:
+ cross_attention_kwargs = cross_attention_kwargs if cross_attention_kwargs is not None else {}
+ lora_scale = cross_attention_kwargs.get("scale", 1.0)
+
+ if attention_mask is None:
+ # if encoder_hidden_states is defined: we are doing cross-attn, so we should use cross-attn mask.
+ mask = None if encoder_hidden_states is None else encoder_attention_mask
+ else:
+ # when attention_mask is defined: we don't even check for encoder_attention_mask.
+ # this is to maintain compatibility with UnCLIP, which uses 'attention_mask' param for cross-attn masks.
+ # TODO: UnCLIP should express cross-attn mask via encoder_attention_mask param instead of via attention_mask.
+ # then we can simplify this whole if/else block to:
+ # mask = attention_mask if encoder_hidden_states is None else encoder_attention_mask
+ mask = attention_mask
+
+ hidden_states = self.resnets[0](hidden_states, temb, scale=lora_scale)
+ for attn, resnet in zip(self.attentions, self.resnets[1:]):
+ # attn
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ attention_mask=mask,
+ **cross_attention_kwargs,
+ )
+
+ # resnet
+ hidden_states = resnet(hidden_states, temb, scale=lora_scale)
+
+ return hidden_states
+
+
+class MidBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ output_scale_factor: float = 1.0,
+ use_linear_projection: bool = False,
+ ):
+ super().__init__()
+
+ self.has_cross_attention = False
+ resnet_groups = resnet_groups if resnet_groups is not None else min(in_channels // 4, 32)
+
+ # there is always at least one resnet
+ resnets = [
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=in_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ ]
+
+ for i in range(num_layers):
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=in_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+
+ self.gradient_checkpointing = False
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ temb: Optional[torch.FloatTensor] = None,
+ ) -> torch.FloatTensor:
+ lora_scale = 1.0
+ hidden_states = self.resnets[0](hidden_states, temb, scale=lora_scale)
+ for resnet in self.resnets[1:]:
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module, return_dict=None):
+ def custom_forward(*inputs):
+ if return_dict is not None:
+ return module(*inputs, return_dict=return_dict)
+ else:
+ return module(*inputs)
+
+ return custom_forward
+
+ ckpt_kwargs: Dict[str, Any] = {"use_reentrant": False} if is_torch_version(">=", "1.11.0") else {}
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet),
+ hidden_states,
+ temb,
+ **ckpt_kwargs,
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=lora_scale)
+
+ return hidden_states
+
+
+class AttnDownBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ attention_head_dim: int = 1,
+ output_scale_factor: float = 1.0,
+ downsample_padding: int = 1,
+ downsample_type: str = "conv",
+ ):
+ super().__init__()
+ resnets = []
+ attentions = []
+ self.downsample_type = downsample_type
+
+ if attention_head_dim is None:
+ logger.warn(
+ f"It is not recommend to pass `attention_head_dim=None`. Defaulting `attention_head_dim` to `in_channels`: {out_channels}."
+ )
+ attention_head_dim = out_channels
+
+ for i in range(num_layers):
+ in_channels = in_channels if i == 0 else out_channels
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+ attentions.append(
+ Attention(
+ out_channels,
+ heads=out_channels // attention_head_dim,
+ dim_head=attention_head_dim,
+ rescale_output_factor=output_scale_factor,
+ eps=resnet_eps,
+ norm_num_groups=resnet_groups,
+ residual_connection=True,
+ bias=True,
+ upcast_softmax=True,
+ _from_deprecated_attn_block=True,
+ )
+ )
+
+ self.attentions = nn.ModuleList(attentions)
+ self.resnets = nn.ModuleList(resnets)
+
+ if downsample_type == "conv":
+ self.downsamplers = nn.ModuleList(
+ [
+ Downsample2D(
+ out_channels, use_conv=True, out_channels=out_channels, padding=downsample_padding, name="op"
+ )
+ ]
+ )
+ elif downsample_type == "resnet":
+ self.downsamplers = nn.ModuleList(
+ [
+ ResnetBlock2D(
+ in_channels=out_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ down=True,
+ )
+ ]
+ )
+ else:
+ self.downsamplers = None
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ temb: Optional[torch.FloatTensor] = None,
+ upsample_size: Optional[int] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ ) -> Tuple[torch.FloatTensor, Tuple[torch.FloatTensor, ...]]:
+ cross_attention_kwargs = cross_attention_kwargs if cross_attention_kwargs is not None else {}
+
+ lora_scale = cross_attention_kwargs.get("scale", 1.0)
+
+ output_states = ()
+
+ for resnet, attn in zip(self.resnets, self.attentions):
+ cross_attention_kwargs.update({"scale": lora_scale})
+ hidden_states = resnet(hidden_states, temb, scale=lora_scale)
+ hidden_states = attn(hidden_states, **cross_attention_kwargs)
+ output_states = output_states + (hidden_states,)
+
+ if self.downsamplers is not None:
+ for downsampler in self.downsamplers:
+ if self.downsample_type == "resnet":
+ hidden_states = downsampler(hidden_states, temb=temb, scale=lora_scale)
+ else:
+ hidden_states = downsampler(hidden_states, scale=lora_scale)
+
+ output_states += (hidden_states,)
+
+ return hidden_states, output_states
+
+
+class CrossAttnDownBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ transformer_layers_per_block: Union[int, Tuple[int]] = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ num_attention_heads: int = 1,
+ cross_attention_dim: int = 1280,
+ output_scale_factor: float = 1.0,
+ downsample_padding: int = 1,
+ add_downsample: bool = True,
+ dual_cross_attention: bool = False,
+ use_linear_projection: bool = False,
+ only_cross_attention: bool = False,
+ upcast_attention: bool = False,
+ attention_type: str = "default",
+ ):
+ super().__init__()
+ resnets = []
+ attentions = []
+
+ self.has_cross_attention = True
+ self.num_attention_heads = num_attention_heads
+ if isinstance(transformer_layers_per_block, int):
+ transformer_layers_per_block = [transformer_layers_per_block] * num_layers
+
+ for i in range(num_layers):
+ in_channels = in_channels if i == 0 else out_channels
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+ if not dual_cross_attention:
+ attentions.append(
+ Transformer2DModel(
+ num_attention_heads,
+ out_channels // num_attention_heads,
+ in_channels=out_channels,
+ num_layers=transformer_layers_per_block[i],
+ cross_attention_dim=cross_attention_dim,
+ norm_num_groups=resnet_groups,
+ use_linear_projection=use_linear_projection,
+ only_cross_attention=only_cross_attention,
+ upcast_attention=upcast_attention,
+ attention_type=attention_type,
+ )
+ )
+ else:
+ attentions.append(
+ DualTransformer2DModel(
+ num_attention_heads,
+ out_channels // num_attention_heads,
+ in_channels=out_channels,
+ num_layers=1,
+ cross_attention_dim=cross_attention_dim,
+ norm_num_groups=resnet_groups,
+ )
+ )
+ self.attentions = nn.ModuleList(attentions)
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_downsample:
+ self.downsamplers = nn.ModuleList(
+ [
+ Downsample2D(
+ out_channels, use_conv=True, out_channels=out_channels, padding=downsample_padding, name="op"
+ )
+ ]
+ )
+ else:
+ self.downsamplers = None
+
+ self.gradient_checkpointing = False
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ temb: Optional[torch.FloatTensor] = None,
+ encoder_hidden_states: Optional[torch.FloatTensor] = None,
+ attention_mask: Optional[torch.FloatTensor] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ encoder_attention_mask: Optional[torch.FloatTensor] = None,
+ additional_residuals: Optional[torch.FloatTensor] = None,
+ down_block_add_samples: Optional[torch.FloatTensor] = None,
+ ) -> Tuple[torch.FloatTensor, Tuple[torch.FloatTensor, ...]]:
+ output_states = ()
+
+ lora_scale = cross_attention_kwargs.get("scale", 1.0) if cross_attention_kwargs is not None else 1.0
+
+ blocks = list(zip(self.resnets, self.attentions))
+
+ for i, (resnet, attn) in enumerate(blocks):
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module, return_dict=None):
+ def custom_forward(*inputs):
+ if return_dict is not None:
+ return module(*inputs, return_dict=return_dict)
+ else:
+ return module(*inputs)
+
+ return custom_forward
+
+ ckpt_kwargs: Dict[str, Any] = {"use_reentrant": False} if is_torch_version(">=", "1.11.0") else {}
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet),
+ hidden_states,
+ temb,
+ **ckpt_kwargs,
+ )
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ cross_attention_kwargs=cross_attention_kwargs,
+ attention_mask=attention_mask,
+ encoder_attention_mask=encoder_attention_mask,
+ return_dict=False,
+ )[0]
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=lora_scale)
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ cross_attention_kwargs=cross_attention_kwargs,
+ attention_mask=attention_mask,
+ encoder_attention_mask=encoder_attention_mask,
+ return_dict=False,
+ )[0]
+
+ # apply additional residuals to the output of the last pair of resnet and attention blocks
+ if i == len(blocks) - 1 and additional_residuals is not None:
+ hidden_states = hidden_states + additional_residuals
+
+ if down_block_add_samples is not None:
+ hidden_states = hidden_states + down_block_add_samples.pop(0)
+
+ output_states = output_states + (hidden_states,)
+
+ if self.downsamplers is not None:
+ for downsampler in self.downsamplers:
+ hidden_states = downsampler(hidden_states, scale=lora_scale)
+
+ if down_block_add_samples is not None:
+ hidden_states = hidden_states + down_block_add_samples.pop(0) # todo: add before or after
+
+ output_states = output_states + (hidden_states,)
+
+ return hidden_states, output_states
+
+
+class DownBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ output_scale_factor: float = 1.0,
+ add_downsample: bool = True,
+ downsample_padding: int = 1,
+ ):
+ super().__init__()
+ resnets = []
+
+ for i in range(num_layers):
+ in_channels = in_channels if i == 0 else out_channels
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_downsample:
+ self.downsamplers = nn.ModuleList(
+ [
+ Downsample2D(
+ out_channels, use_conv=True, out_channels=out_channels, padding=downsample_padding, name="op"
+ )
+ ]
+ )
+ else:
+ self.downsamplers = None
+
+ self.gradient_checkpointing = False
+
+ def forward(
+ self, hidden_states: torch.FloatTensor, temb: Optional[torch.FloatTensor] = None, scale: float = 1.0,
+ down_block_add_samples: Optional[torch.FloatTensor] = None,
+ ) -> Tuple[torch.FloatTensor, Tuple[torch.FloatTensor, ...]]:
+ output_states = ()
+
+ for resnet in self.resnets:
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module):
+ def custom_forward(*inputs):
+ return module(*inputs)
+
+ return custom_forward
+
+ if is_torch_version(">=", "1.11.0"):
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb, use_reentrant=False
+ )
+ else:
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=scale)
+
+ if down_block_add_samples is not None:
+ hidden_states = hidden_states + down_block_add_samples.pop(0)
+
+ output_states = output_states + (hidden_states,)
+
+ if self.downsamplers is not None:
+ for downsampler in self.downsamplers:
+ hidden_states = downsampler(hidden_states, scale=scale)
+
+ if down_block_add_samples is not None:
+ hidden_states = hidden_states + down_block_add_samples.pop(0) # todo: add before or after
+
+ output_states = output_states + (hidden_states,)
+
+ return hidden_states, output_states
+
+
+class DownEncoderBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ output_scale_factor: float = 1.0,
+ add_downsample: bool = True,
+ downsample_padding: int = 1,
+ ):
+ super().__init__()
+ resnets = []
+
+ for i in range(num_layers):
+ in_channels = in_channels if i == 0 else out_channels
+ if resnet_time_scale_shift == "spatial":
+ resnets.append(
+ ResnetBlockCondNorm2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=None,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm="spatial",
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ )
+ )
+ else:
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=None,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_downsample:
+ self.downsamplers = nn.ModuleList(
+ [
+ Downsample2D(
+ out_channels, use_conv=True, out_channels=out_channels, padding=downsample_padding, name="op"
+ )
+ ]
+ )
+ else:
+ self.downsamplers = None
+
+ def forward(self, hidden_states: torch.FloatTensor, scale: float = 1.0) -> torch.FloatTensor:
+ for resnet in self.resnets:
+ hidden_states = resnet(hidden_states, temb=None, scale=scale)
+
+ if self.downsamplers is not None:
+ for downsampler in self.downsamplers:
+ hidden_states = downsampler(hidden_states, scale)
+
+ return hidden_states
+
+
+class AttnDownEncoderBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ attention_head_dim: int = 1,
+ output_scale_factor: float = 1.0,
+ add_downsample: bool = True,
+ downsample_padding: int = 1,
+ ):
+ super().__init__()
+ resnets = []
+ attentions = []
+
+ if attention_head_dim is None:
+ logger.warn(
+ f"It is not recommend to pass `attention_head_dim=None`. Defaulting `attention_head_dim` to `in_channels`: {out_channels}."
+ )
+ attention_head_dim = out_channels
+
+ for i in range(num_layers):
+ in_channels = in_channels if i == 0 else out_channels
+ if resnet_time_scale_shift == "spatial":
+ resnets.append(
+ ResnetBlockCondNorm2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=None,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm="spatial",
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ )
+ )
+ else:
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=None,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+ attentions.append(
+ Attention(
+ out_channels,
+ heads=out_channels // attention_head_dim,
+ dim_head=attention_head_dim,
+ rescale_output_factor=output_scale_factor,
+ eps=resnet_eps,
+ norm_num_groups=resnet_groups,
+ residual_connection=True,
+ bias=True,
+ upcast_softmax=True,
+ _from_deprecated_attn_block=True,
+ )
+ )
+
+ self.attentions = nn.ModuleList(attentions)
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_downsample:
+ self.downsamplers = nn.ModuleList(
+ [
+ Downsample2D(
+ out_channels, use_conv=True, out_channels=out_channels, padding=downsample_padding, name="op"
+ )
+ ]
+ )
+ else:
+ self.downsamplers = None
+
+ def forward(self, hidden_states: torch.FloatTensor, scale: float = 1.0) -> torch.FloatTensor:
+ for resnet, attn in zip(self.resnets, self.attentions):
+ hidden_states = resnet(hidden_states, temb=None, scale=scale)
+ cross_attention_kwargs = {"scale": scale}
+ hidden_states = attn(hidden_states, **cross_attention_kwargs)
+
+ if self.downsamplers is not None:
+ for downsampler in self.downsamplers:
+ hidden_states = downsampler(hidden_states, scale)
+
+ return hidden_states
+
+
+class AttnSkipDownBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_pre_norm: bool = True,
+ attention_head_dim: int = 1,
+ output_scale_factor: float = np.sqrt(2.0),
+ add_downsample: bool = True,
+ ):
+ super().__init__()
+ self.attentions = nn.ModuleList([])
+ self.resnets = nn.ModuleList([])
+
+ if attention_head_dim is None:
+ logger.warn(
+ f"It is not recommend to pass `attention_head_dim=None`. Defaulting `attention_head_dim` to `in_channels`: {out_channels}."
+ )
+ attention_head_dim = out_channels
+
+ for i in range(num_layers):
+ in_channels = in_channels if i == 0 else out_channels
+ self.resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=min(in_channels // 4, 32),
+ groups_out=min(out_channels // 4, 32),
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+ self.attentions.append(
+ Attention(
+ out_channels,
+ heads=out_channels // attention_head_dim,
+ dim_head=attention_head_dim,
+ rescale_output_factor=output_scale_factor,
+ eps=resnet_eps,
+ norm_num_groups=32,
+ residual_connection=True,
+ bias=True,
+ upcast_softmax=True,
+ _from_deprecated_attn_block=True,
+ )
+ )
+
+ if add_downsample:
+ self.resnet_down = ResnetBlock2D(
+ in_channels=out_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=min(out_channels // 4, 32),
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ use_in_shortcut=True,
+ down=True,
+ kernel="fir",
+ )
+ self.downsamplers = nn.ModuleList([FirDownsample2D(out_channels, out_channels=out_channels)])
+ self.skip_conv = nn.Conv2d(3, out_channels, kernel_size=(1, 1), stride=(1, 1))
+ else:
+ self.resnet_down = None
+ self.downsamplers = None
+ self.skip_conv = None
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ temb: Optional[torch.FloatTensor] = None,
+ skip_sample: Optional[torch.FloatTensor] = None,
+ scale: float = 1.0,
+ ) -> Tuple[torch.FloatTensor, Tuple[torch.FloatTensor, ...], torch.FloatTensor]:
+ output_states = ()
+
+ for resnet, attn in zip(self.resnets, self.attentions):
+ hidden_states = resnet(hidden_states, temb, scale=scale)
+ cross_attention_kwargs = {"scale": scale}
+ hidden_states = attn(hidden_states, **cross_attention_kwargs)
+ output_states += (hidden_states,)
+
+ if self.downsamplers is not None:
+ hidden_states = self.resnet_down(hidden_states, temb, scale=scale)
+ for downsampler in self.downsamplers:
+ skip_sample = downsampler(skip_sample)
+
+ hidden_states = self.skip_conv(skip_sample) + hidden_states
+
+ output_states += (hidden_states,)
+
+ return hidden_states, output_states, skip_sample
+
+
+class SkipDownBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_pre_norm: bool = True,
+ output_scale_factor: float = np.sqrt(2.0),
+ add_downsample: bool = True,
+ downsample_padding: int = 1,
+ ):
+ super().__init__()
+ self.resnets = nn.ModuleList([])
+
+ for i in range(num_layers):
+ in_channels = in_channels if i == 0 else out_channels
+ self.resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=min(in_channels // 4, 32),
+ groups_out=min(out_channels // 4, 32),
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ if add_downsample:
+ self.resnet_down = ResnetBlock2D(
+ in_channels=out_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=min(out_channels // 4, 32),
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ use_in_shortcut=True,
+ down=True,
+ kernel="fir",
+ )
+ self.downsamplers = nn.ModuleList([FirDownsample2D(out_channels, out_channels=out_channels)])
+ self.skip_conv = nn.Conv2d(3, out_channels, kernel_size=(1, 1), stride=(1, 1))
+ else:
+ self.resnet_down = None
+ self.downsamplers = None
+ self.skip_conv = None
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ temb: Optional[torch.FloatTensor] = None,
+ skip_sample: Optional[torch.FloatTensor] = None,
+ scale: float = 1.0,
+ ) -> Tuple[torch.FloatTensor, Tuple[torch.FloatTensor, ...], torch.FloatTensor]:
+ output_states = ()
+
+ for resnet in self.resnets:
+ hidden_states = resnet(hidden_states, temb, scale)
+ output_states += (hidden_states,)
+
+ if self.downsamplers is not None:
+ hidden_states = self.resnet_down(hidden_states, temb, scale)
+ for downsampler in self.downsamplers:
+ skip_sample = downsampler(skip_sample)
+
+ hidden_states = self.skip_conv(skip_sample) + hidden_states
+
+ output_states += (hidden_states,)
+
+ return hidden_states, output_states, skip_sample
+
+
+class ResnetDownsampleBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ output_scale_factor: float = 1.0,
+ add_downsample: bool = True,
+ skip_time_act: bool = False,
+ ):
+ super().__init__()
+ resnets = []
+
+ for i in range(num_layers):
+ in_channels = in_channels if i == 0 else out_channels
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ skip_time_act=skip_time_act,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_downsample:
+ self.downsamplers = nn.ModuleList(
+ [
+ ResnetBlock2D(
+ in_channels=out_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ skip_time_act=skip_time_act,
+ down=True,
+ )
+ ]
+ )
+ else:
+ self.downsamplers = None
+
+ self.gradient_checkpointing = False
+
+ def forward(
+ self, hidden_states: torch.FloatTensor, temb: Optional[torch.FloatTensor] = None, scale: float = 1.0
+ ) -> Tuple[torch.FloatTensor, Tuple[torch.FloatTensor, ...]]:
+ output_states = ()
+
+ for resnet in self.resnets:
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module):
+ def custom_forward(*inputs):
+ return module(*inputs)
+
+ return custom_forward
+
+ if is_torch_version(">=", "1.11.0"):
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb, use_reentrant=False
+ )
+ else:
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale)
+
+ output_states = output_states + (hidden_states,)
+
+ if self.downsamplers is not None:
+ for downsampler in self.downsamplers:
+ hidden_states = downsampler(hidden_states, temb, scale)
+
+ output_states = output_states + (hidden_states,)
+
+ return hidden_states, output_states
+
+
+class SimpleCrossAttnDownBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ attention_head_dim: int = 1,
+ cross_attention_dim: int = 1280,
+ output_scale_factor: float = 1.0,
+ add_downsample: bool = True,
+ skip_time_act: bool = False,
+ only_cross_attention: bool = False,
+ cross_attention_norm: Optional[str] = None,
+ ):
+ super().__init__()
+
+ self.has_cross_attention = True
+
+ resnets = []
+ attentions = []
+
+ self.attention_head_dim = attention_head_dim
+ self.num_heads = out_channels // self.attention_head_dim
+
+ for i in range(num_layers):
+ in_channels = in_channels if i == 0 else out_channels
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ skip_time_act=skip_time_act,
+ )
+ )
+
+ processor = (
+ AttnAddedKVProcessor2_0() if hasattr(F, "scaled_dot_product_attention") else AttnAddedKVProcessor()
+ )
+
+ attentions.append(
+ Attention(
+ query_dim=out_channels,
+ cross_attention_dim=out_channels,
+ heads=self.num_heads,
+ dim_head=attention_head_dim,
+ added_kv_proj_dim=cross_attention_dim,
+ norm_num_groups=resnet_groups,
+ bias=True,
+ upcast_softmax=True,
+ only_cross_attention=only_cross_attention,
+ cross_attention_norm=cross_attention_norm,
+ processor=processor,
+ )
+ )
+ self.attentions = nn.ModuleList(attentions)
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_downsample:
+ self.downsamplers = nn.ModuleList(
+ [
+ ResnetBlock2D(
+ in_channels=out_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ skip_time_act=skip_time_act,
+ down=True,
+ )
+ ]
+ )
+ else:
+ self.downsamplers = None
+
+ self.gradient_checkpointing = False
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ temb: Optional[torch.FloatTensor] = None,
+ encoder_hidden_states: Optional[torch.FloatTensor] = None,
+ attention_mask: Optional[torch.FloatTensor] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ encoder_attention_mask: Optional[torch.FloatTensor] = None,
+ ) -> Tuple[torch.FloatTensor, Tuple[torch.FloatTensor, ...]]:
+ output_states = ()
+ cross_attention_kwargs = cross_attention_kwargs if cross_attention_kwargs is not None else {}
+
+ lora_scale = cross_attention_kwargs.get("scale", 1.0)
+
+ if attention_mask is None:
+ # if encoder_hidden_states is defined: we are doing cross-attn, so we should use cross-attn mask.
+ mask = None if encoder_hidden_states is None else encoder_attention_mask
+ else:
+ # when attention_mask is defined: we don't even check for encoder_attention_mask.
+ # this is to maintain compatibility with UnCLIP, which uses 'attention_mask' param for cross-attn masks.
+ # TODO: UnCLIP should express cross-attn mask via encoder_attention_mask param instead of via attention_mask.
+ # then we can simplify this whole if/else block to:
+ # mask = attention_mask if encoder_hidden_states is None else encoder_attention_mask
+ mask = attention_mask
+
+ for resnet, attn in zip(self.resnets, self.attentions):
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module, return_dict=None):
+ def custom_forward(*inputs):
+ if return_dict is not None:
+ return module(*inputs, return_dict=return_dict)
+ else:
+ return module(*inputs)
+
+ return custom_forward
+
+ hidden_states = torch.utils.checkpoint.checkpoint(create_custom_forward(resnet), hidden_states, temb)
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ attention_mask=mask,
+ **cross_attention_kwargs,
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=lora_scale)
+
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ attention_mask=mask,
+ **cross_attention_kwargs,
+ )
+
+ output_states = output_states + (hidden_states,)
+
+ if self.downsamplers is not None:
+ for downsampler in self.downsamplers:
+ hidden_states = downsampler(hidden_states, temb, scale=lora_scale)
+
+ output_states = output_states + (hidden_states,)
+
+ return hidden_states, output_states
+
+
+class KDownBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ temb_channels: int,
+ dropout: float = 0.0,
+ num_layers: int = 4,
+ resnet_eps: float = 1e-5,
+ resnet_act_fn: str = "gelu",
+ resnet_group_size: int = 32,
+ add_downsample: bool = False,
+ ):
+ super().__init__()
+ resnets = []
+
+ for i in range(num_layers):
+ in_channels = in_channels if i == 0 else out_channels
+ groups = in_channels // resnet_group_size
+ groups_out = out_channels // resnet_group_size
+
+ resnets.append(
+ ResnetBlockCondNorm2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ dropout=dropout,
+ temb_channels=temb_channels,
+ groups=groups,
+ groups_out=groups_out,
+ eps=resnet_eps,
+ non_linearity=resnet_act_fn,
+ time_embedding_norm="ada_group",
+ conv_shortcut_bias=False,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_downsample:
+ # YiYi's comments- might be able to use FirDownsample2D, look into details later
+ self.downsamplers = nn.ModuleList([KDownsample2D()])
+ else:
+ self.downsamplers = None
+
+ self.gradient_checkpointing = False
+
+ def forward(
+ self, hidden_states: torch.FloatTensor, temb: Optional[torch.FloatTensor] = None, scale: float = 1.0
+ ) -> Tuple[torch.FloatTensor, Tuple[torch.FloatTensor, ...]]:
+ output_states = ()
+
+ for resnet in self.resnets:
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module):
+ def custom_forward(*inputs):
+ return module(*inputs)
+
+ return custom_forward
+
+ if is_torch_version(">=", "1.11.0"):
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb, use_reentrant=False
+ )
+ else:
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale)
+
+ output_states += (hidden_states,)
+
+ if self.downsamplers is not None:
+ for downsampler in self.downsamplers:
+ hidden_states = downsampler(hidden_states)
+
+ return hidden_states, output_states
+
+
+class KCrossAttnDownBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ temb_channels: int,
+ cross_attention_dim: int,
+ dropout: float = 0.0,
+ num_layers: int = 4,
+ resnet_group_size: int = 32,
+ add_downsample: bool = True,
+ attention_head_dim: int = 64,
+ add_self_attention: bool = False,
+ resnet_eps: float = 1e-5,
+ resnet_act_fn: str = "gelu",
+ ):
+ super().__init__()
+ resnets = []
+ attentions = []
+
+ self.has_cross_attention = True
+
+ for i in range(num_layers):
+ in_channels = in_channels if i == 0 else out_channels
+ groups = in_channels // resnet_group_size
+ groups_out = out_channels // resnet_group_size
+
+ resnets.append(
+ ResnetBlockCondNorm2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ dropout=dropout,
+ temb_channels=temb_channels,
+ groups=groups,
+ groups_out=groups_out,
+ eps=resnet_eps,
+ non_linearity=resnet_act_fn,
+ time_embedding_norm="ada_group",
+ conv_shortcut_bias=False,
+ )
+ )
+ attentions.append(
+ KAttentionBlock(
+ out_channels,
+ out_channels // attention_head_dim,
+ attention_head_dim,
+ cross_attention_dim=cross_attention_dim,
+ temb_channels=temb_channels,
+ attention_bias=True,
+ add_self_attention=add_self_attention,
+ cross_attention_norm="layer_norm",
+ group_size=resnet_group_size,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+ self.attentions = nn.ModuleList(attentions)
+
+ if add_downsample:
+ self.downsamplers = nn.ModuleList([KDownsample2D()])
+ else:
+ self.downsamplers = None
+
+ self.gradient_checkpointing = False
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ temb: Optional[torch.FloatTensor] = None,
+ encoder_hidden_states: Optional[torch.FloatTensor] = None,
+ attention_mask: Optional[torch.FloatTensor] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ encoder_attention_mask: Optional[torch.FloatTensor] = None,
+ ) -> Tuple[torch.FloatTensor, Tuple[torch.FloatTensor, ...]]:
+ output_states = ()
+ lora_scale = cross_attention_kwargs.get("scale", 1.0) if cross_attention_kwargs is not None else 1.0
+
+ for resnet, attn in zip(self.resnets, self.attentions):
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module, return_dict=None):
+ def custom_forward(*inputs):
+ if return_dict is not None:
+ return module(*inputs, return_dict=return_dict)
+ else:
+ return module(*inputs)
+
+ return custom_forward
+
+ ckpt_kwargs: Dict[str, Any] = {"use_reentrant": False} if is_torch_version(">=", "1.11.0") else {}
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet),
+ hidden_states,
+ temb,
+ **ckpt_kwargs,
+ )
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ emb=temb,
+ attention_mask=attention_mask,
+ cross_attention_kwargs=cross_attention_kwargs,
+ encoder_attention_mask=encoder_attention_mask,
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=lora_scale)
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ emb=temb,
+ attention_mask=attention_mask,
+ cross_attention_kwargs=cross_attention_kwargs,
+ encoder_attention_mask=encoder_attention_mask,
+ )
+
+ if self.downsamplers is None:
+ output_states += (None,)
+ else:
+ output_states += (hidden_states,)
+
+ if self.downsamplers is not None:
+ for downsampler in self.downsamplers:
+ hidden_states = downsampler(hidden_states)
+
+ return hidden_states, output_states
+
+
+class AttnUpBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ prev_output_channel: int,
+ out_channels: int,
+ temb_channels: int,
+ resolution_idx: int = None,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ attention_head_dim: int = 1,
+ output_scale_factor: float = 1.0,
+ upsample_type: str = "conv",
+ ):
+ super().__init__()
+ resnets = []
+ attentions = []
+
+ self.upsample_type = upsample_type
+
+ if attention_head_dim is None:
+ logger.warn(
+ f"It is not recommend to pass `attention_head_dim=None`. Defaulting `attention_head_dim` to `in_channels`: {out_channels}."
+ )
+ attention_head_dim = out_channels
+
+ for i in range(num_layers):
+ res_skip_channels = in_channels if (i == num_layers - 1) else out_channels
+ resnet_in_channels = prev_output_channel if i == 0 else out_channels
+
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=resnet_in_channels + res_skip_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+ attentions.append(
+ Attention(
+ out_channels,
+ heads=out_channels // attention_head_dim,
+ dim_head=attention_head_dim,
+ rescale_output_factor=output_scale_factor,
+ eps=resnet_eps,
+ norm_num_groups=resnet_groups,
+ residual_connection=True,
+ bias=True,
+ upcast_softmax=True,
+ _from_deprecated_attn_block=True,
+ )
+ )
+
+ self.attentions = nn.ModuleList(attentions)
+ self.resnets = nn.ModuleList(resnets)
+
+ if upsample_type == "conv":
+ self.upsamplers = nn.ModuleList([Upsample2D(out_channels, use_conv=True, out_channels=out_channels)])
+ elif upsample_type == "resnet":
+ self.upsamplers = nn.ModuleList(
+ [
+ ResnetBlock2D(
+ in_channels=out_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ up=True,
+ )
+ ]
+ )
+ else:
+ self.upsamplers = None
+
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ res_hidden_states_tuple: Tuple[torch.FloatTensor, ...],
+ temb: Optional[torch.FloatTensor] = None,
+ upsample_size: Optional[int] = None,
+ scale: float = 1.0,
+ ) -> torch.FloatTensor:
+ for resnet, attn in zip(self.resnets, self.attentions):
+ # pop res hidden states
+ res_hidden_states = res_hidden_states_tuple[-1]
+ res_hidden_states_tuple = res_hidden_states_tuple[:-1]
+ hidden_states = torch.cat([hidden_states, res_hidden_states], dim=1)
+
+ hidden_states = resnet(hidden_states, temb, scale=scale)
+ cross_attention_kwargs = {"scale": scale}
+ hidden_states = attn(hidden_states, **cross_attention_kwargs)
+
+ if self.upsamplers is not None:
+ for upsampler in self.upsamplers:
+ if self.upsample_type == "resnet":
+ hidden_states = upsampler(hidden_states, temb=temb, scale=scale)
+ else:
+ hidden_states = upsampler(hidden_states, scale=scale)
+
+ return hidden_states
+
+
+class CrossAttnUpBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ prev_output_channel: int,
+ temb_channels: int,
+ resolution_idx: Optional[int] = None,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ transformer_layers_per_block: Union[int, Tuple[int]] = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ num_attention_heads: int = 1,
+ cross_attention_dim: int = 1280,
+ output_scale_factor: float = 1.0,
+ add_upsample: bool = True,
+ dual_cross_attention: bool = False,
+ use_linear_projection: bool = False,
+ only_cross_attention: bool = False,
+ upcast_attention: bool = False,
+ attention_type: str = "default",
+ ):
+ super().__init__()
+ resnets = []
+ attentions = []
+
+ self.has_cross_attention = True
+ self.num_attention_heads = num_attention_heads
+
+ if isinstance(transformer_layers_per_block, int):
+ transformer_layers_per_block = [transformer_layers_per_block] * num_layers
+
+ for i in range(num_layers):
+ res_skip_channels = in_channels if (i == num_layers - 1) else out_channels
+ resnet_in_channels = prev_output_channel if i == 0 else out_channels
+
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=resnet_in_channels + res_skip_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+ if not dual_cross_attention:
+ attentions.append(
+ Transformer2DModel(
+ num_attention_heads,
+ out_channels // num_attention_heads,
+ in_channels=out_channels,
+ num_layers=transformer_layers_per_block[i],
+ cross_attention_dim=cross_attention_dim,
+ norm_num_groups=resnet_groups,
+ use_linear_projection=use_linear_projection,
+ only_cross_attention=only_cross_attention,
+ upcast_attention=upcast_attention,
+ attention_type=attention_type,
+ )
+ )
+ else:
+ attentions.append(
+ DualTransformer2DModel(
+ num_attention_heads,
+ out_channels // num_attention_heads,
+ in_channels=out_channels,
+ num_layers=1,
+ cross_attention_dim=cross_attention_dim,
+ norm_num_groups=resnet_groups,
+ )
+ )
+ self.attentions = nn.ModuleList(attentions)
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_upsample:
+ self.upsamplers = nn.ModuleList([Upsample2D(out_channels, use_conv=True, out_channels=out_channels)])
+ else:
+ self.upsamplers = None
+
+ self.gradient_checkpointing = False
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ res_hidden_states_tuple: Tuple[torch.FloatTensor, ...],
+ temb: Optional[torch.FloatTensor] = None,
+ encoder_hidden_states: Optional[torch.FloatTensor] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ upsample_size: Optional[int] = None,
+ attention_mask: Optional[torch.FloatTensor] = None,
+ encoder_attention_mask: Optional[torch.FloatTensor] = None,
+ return_res_samples: Optional[bool]=False,
+ up_block_add_samples: Optional[torch.FloatTensor] = None,
+ ) -> torch.FloatTensor:
+ lora_scale = cross_attention_kwargs.get("scale", 1.0) if cross_attention_kwargs is not None else 1.0
+ is_freeu_enabled = (
+ getattr(self, "s1", None)
+ and getattr(self, "s2", None)
+ and getattr(self, "b1", None)
+ and getattr(self, "b2", None)
+ )
+ if return_res_samples:
+ output_states=()
+
+ for resnet, attn in zip(self.resnets, self.attentions):
+ # pop res hidden states
+ res_hidden_states = res_hidden_states_tuple[-1]
+ res_hidden_states_tuple = res_hidden_states_tuple[:-1]
+
+ # FreeU: Only operate on the first two stages
+ if is_freeu_enabled:
+ hidden_states, res_hidden_states = apply_freeu(
+ self.resolution_idx,
+ hidden_states,
+ res_hidden_states,
+ s1=self.s1,
+ s2=self.s2,
+ b1=self.b1,
+ b2=self.b2,
+ )
+
+ hidden_states = torch.cat([hidden_states, res_hidden_states], dim=1)
+
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module, return_dict=None):
+ def custom_forward(*inputs):
+ if return_dict is not None:
+ return module(*inputs, return_dict=return_dict)
+ else:
+ return module(*inputs)
+
+ return custom_forward
+
+ ckpt_kwargs: Dict[str, Any] = {"use_reentrant": False} if is_torch_version(">=", "1.11.0") else {}
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet),
+ hidden_states,
+ temb,
+ **ckpt_kwargs,
+ )
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ cross_attention_kwargs=cross_attention_kwargs,
+ attention_mask=attention_mask,
+ encoder_attention_mask=encoder_attention_mask,
+ return_dict=False,
+ )[0]
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=lora_scale)
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ cross_attention_kwargs=cross_attention_kwargs,
+ attention_mask=attention_mask,
+ encoder_attention_mask=encoder_attention_mask,
+ return_dict=False,
+ )[0]
+ if return_res_samples:
+ output_states = output_states + (hidden_states,)
+ if up_block_add_samples is not None:
+ hidden_states = hidden_states + up_block_add_samples.pop(0)
+
+ if self.upsamplers is not None:
+ for upsampler in self.upsamplers:
+ hidden_states = upsampler(hidden_states, upsample_size, scale=lora_scale)
+ if return_res_samples:
+ output_states = output_states + (hidden_states,)
+ if up_block_add_samples is not None:
+ hidden_states = hidden_states + up_block_add_samples.pop(0)
+
+ if return_res_samples:
+ return hidden_states, output_states
+ else:
+ return hidden_states
+
+class UpBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ prev_output_channel: int,
+ out_channels: int,
+ temb_channels: int,
+ resolution_idx: Optional[int] = None,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ output_scale_factor: float = 1.0,
+ add_upsample: bool = True,
+ ):
+ super().__init__()
+ resnets = []
+
+ for i in range(num_layers):
+ res_skip_channels = in_channels if (i == num_layers - 1) else out_channels
+ resnet_in_channels = prev_output_channel if i == 0 else out_channels
+
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=resnet_in_channels + res_skip_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_upsample:
+ self.upsamplers = nn.ModuleList([Upsample2D(out_channels, use_conv=True, out_channels=out_channels)])
+ else:
+ self.upsamplers = None
+
+ self.gradient_checkpointing = False
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ res_hidden_states_tuple: Tuple[torch.FloatTensor, ...],
+ temb: Optional[torch.FloatTensor] = None,
+ upsample_size: Optional[int] = None,
+ scale: float = 1.0,
+ return_res_samples: Optional[bool]=False,
+ up_block_add_samples: Optional[torch.FloatTensor] = None,
+ ) -> torch.FloatTensor:
+ is_freeu_enabled = (
+ getattr(self, "s1", None)
+ and getattr(self, "s2", None)
+ and getattr(self, "b1", None)
+ and getattr(self, "b2", None)
+ )
+ if return_res_samples:
+ output_states = ()
+
+ for resnet in self.resnets:
+ # pop res hidden states
+ res_hidden_states = res_hidden_states_tuple[-1]
+ res_hidden_states_tuple = res_hidden_states_tuple[:-1]
+
+ # FreeU: Only operate on the first two stages
+ if is_freeu_enabled:
+ hidden_states, res_hidden_states = apply_freeu(
+ self.resolution_idx,
+ hidden_states,
+ res_hidden_states,
+ s1=self.s1,
+ s2=self.s2,
+ b1=self.b1,
+ b2=self.b2,
+ )
+
+ hidden_states = torch.cat([hidden_states, res_hidden_states], dim=1)
+
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module):
+ def custom_forward(*inputs):
+ return module(*inputs)
+
+ return custom_forward
+
+ if is_torch_version(">=", "1.11.0"):
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb, use_reentrant=False
+ )
+ else:
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=scale)
+
+ if return_res_samples:
+ output_states = output_states + (hidden_states,)
+ if up_block_add_samples is not None:
+ hidden_states = hidden_states + up_block_add_samples.pop(0) # todo: add before or after
+
+ if self.upsamplers is not None:
+ for upsampler in self.upsamplers:
+ hidden_states = upsampler(hidden_states, upsample_size, scale=scale)
+
+ if return_res_samples:
+ output_states = output_states + (hidden_states,)
+ if up_block_add_samples is not None:
+ hidden_states = hidden_states + up_block_add_samples.pop(0) # todo: add before or after
+
+
+ if return_res_samples:
+ return hidden_states, output_states
+ else:
+ return hidden_states
+
+
+class UpDecoderBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ resolution_idx: Optional[int] = None,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default", # default, spatial
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ output_scale_factor: float = 1.0,
+ add_upsample: bool = True,
+ temb_channels: Optional[int] = None,
+ ):
+ super().__init__()
+ resnets = []
+
+ for i in range(num_layers):
+ input_channels = in_channels if i == 0 else out_channels
+
+ if resnet_time_scale_shift == "spatial":
+ resnets.append(
+ ResnetBlockCondNorm2D(
+ in_channels=input_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm="spatial",
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ )
+ )
+ else:
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=input_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_upsample:
+ self.upsamplers = nn.ModuleList([Upsample2D(out_channels, use_conv=True, out_channels=out_channels)])
+ else:
+ self.upsamplers = None
+
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self, hidden_states: torch.FloatTensor, temb: Optional[torch.FloatTensor] = None, scale: float = 1.0
+ ) -> torch.FloatTensor:
+ for resnet in self.resnets:
+ hidden_states = resnet(hidden_states, temb=temb, scale=scale)
+
+ if self.upsamplers is not None:
+ for upsampler in self.upsamplers:
+ hidden_states = upsampler(hidden_states)
+
+ return hidden_states
+
+
+class AttnUpDecoderBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ resolution_idx: Optional[int] = None,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ attention_head_dim: int = 1,
+ output_scale_factor: float = 1.0,
+ add_upsample: bool = True,
+ temb_channels: Optional[int] = None,
+ ):
+ super().__init__()
+ resnets = []
+ attentions = []
+
+ if attention_head_dim is None:
+ logger.warn(
+ f"It is not recommend to pass `attention_head_dim=None`. Defaulting `attention_head_dim` to `out_channels`: {out_channels}."
+ )
+ attention_head_dim = out_channels
+
+ for i in range(num_layers):
+ input_channels = in_channels if i == 0 else out_channels
+
+ if resnet_time_scale_shift == "spatial":
+ resnets.append(
+ ResnetBlockCondNorm2D(
+ in_channels=input_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm="spatial",
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ )
+ )
+ else:
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=input_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ attentions.append(
+ Attention(
+ out_channels,
+ heads=out_channels // attention_head_dim,
+ dim_head=attention_head_dim,
+ rescale_output_factor=output_scale_factor,
+ eps=resnet_eps,
+ norm_num_groups=resnet_groups if resnet_time_scale_shift != "spatial" else None,
+ spatial_norm_dim=temb_channels if resnet_time_scale_shift == "spatial" else None,
+ residual_connection=True,
+ bias=True,
+ upcast_softmax=True,
+ _from_deprecated_attn_block=True,
+ )
+ )
+
+ self.attentions = nn.ModuleList(attentions)
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_upsample:
+ self.upsamplers = nn.ModuleList([Upsample2D(out_channels, use_conv=True, out_channels=out_channels)])
+ else:
+ self.upsamplers = None
+
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self, hidden_states: torch.FloatTensor, temb: Optional[torch.FloatTensor] = None, scale: float = 1.0
+ ) -> torch.FloatTensor:
+ for resnet, attn in zip(self.resnets, self.attentions):
+ hidden_states = resnet(hidden_states, temb=temb, scale=scale)
+ cross_attention_kwargs = {"scale": scale}
+ hidden_states = attn(hidden_states, temb=temb, **cross_attention_kwargs)
+
+ if self.upsamplers is not None:
+ for upsampler in self.upsamplers:
+ hidden_states = upsampler(hidden_states, scale=scale)
+
+ return hidden_states
+
+
+class AttnSkipUpBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ prev_output_channel: int,
+ out_channels: int,
+ temb_channels: int,
+ resolution_idx: Optional[int] = None,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_pre_norm: bool = True,
+ attention_head_dim: int = 1,
+ output_scale_factor: float = np.sqrt(2.0),
+ add_upsample: bool = True,
+ ):
+ super().__init__()
+ self.attentions = nn.ModuleList([])
+ self.resnets = nn.ModuleList([])
+
+ for i in range(num_layers):
+ res_skip_channels = in_channels if (i == num_layers - 1) else out_channels
+ resnet_in_channels = prev_output_channel if i == 0 else out_channels
+
+ self.resnets.append(
+ ResnetBlock2D(
+ in_channels=resnet_in_channels + res_skip_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=min(resnet_in_channels + res_skip_channels // 4, 32),
+ groups_out=min(out_channels // 4, 32),
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ if attention_head_dim is None:
+ logger.warn(
+ f"It is not recommend to pass `attention_head_dim=None`. Defaulting `attention_head_dim` to `out_channels`: {out_channels}."
+ )
+ attention_head_dim = out_channels
+
+ self.attentions.append(
+ Attention(
+ out_channels,
+ heads=out_channels // attention_head_dim,
+ dim_head=attention_head_dim,
+ rescale_output_factor=output_scale_factor,
+ eps=resnet_eps,
+ norm_num_groups=32,
+ residual_connection=True,
+ bias=True,
+ upcast_softmax=True,
+ _from_deprecated_attn_block=True,
+ )
+ )
+
+ self.upsampler = FirUpsample2D(in_channels, out_channels=out_channels)
+ if add_upsample:
+ self.resnet_up = ResnetBlock2D(
+ in_channels=out_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=min(out_channels // 4, 32),
+ groups_out=min(out_channels // 4, 32),
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ use_in_shortcut=True,
+ up=True,
+ kernel="fir",
+ )
+ self.skip_conv = nn.Conv2d(out_channels, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
+ self.skip_norm = torch.nn.GroupNorm(
+ num_groups=min(out_channels // 4, 32), num_channels=out_channels, eps=resnet_eps, affine=True
+ )
+ self.act = nn.SiLU()
+ else:
+ self.resnet_up = None
+ self.skip_conv = None
+ self.skip_norm = None
+ self.act = None
+
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ res_hidden_states_tuple: Tuple[torch.FloatTensor, ...],
+ temb: Optional[torch.FloatTensor] = None,
+ skip_sample=None,
+ scale: float = 1.0,
+ ) -> Tuple[torch.FloatTensor, torch.FloatTensor]:
+ for resnet in self.resnets:
+ # pop res hidden states
+ res_hidden_states = res_hidden_states_tuple[-1]
+ res_hidden_states_tuple = res_hidden_states_tuple[:-1]
+ hidden_states = torch.cat([hidden_states, res_hidden_states], dim=1)
+
+ hidden_states = resnet(hidden_states, temb, scale=scale)
+
+ cross_attention_kwargs = {"scale": scale}
+ hidden_states = self.attentions[0](hidden_states, **cross_attention_kwargs)
+
+ if skip_sample is not None:
+ skip_sample = self.upsampler(skip_sample)
+ else:
+ skip_sample = 0
+
+ if self.resnet_up is not None:
+ skip_sample_states = self.skip_norm(hidden_states)
+ skip_sample_states = self.act(skip_sample_states)
+ skip_sample_states = self.skip_conv(skip_sample_states)
+
+ skip_sample = skip_sample + skip_sample_states
+
+ hidden_states = self.resnet_up(hidden_states, temb, scale=scale)
+
+ return hidden_states, skip_sample
+
+
+class SkipUpBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ prev_output_channel: int,
+ out_channels: int,
+ temb_channels: int,
+ resolution_idx: Optional[int] = None,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_pre_norm: bool = True,
+ output_scale_factor: float = np.sqrt(2.0),
+ add_upsample: bool = True,
+ upsample_padding: int = 1,
+ ):
+ super().__init__()
+ self.resnets = nn.ModuleList([])
+
+ for i in range(num_layers):
+ res_skip_channels = in_channels if (i == num_layers - 1) else out_channels
+ resnet_in_channels = prev_output_channel if i == 0 else out_channels
+
+ self.resnets.append(
+ ResnetBlock2D(
+ in_channels=resnet_in_channels + res_skip_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=min((resnet_in_channels + res_skip_channels) // 4, 32),
+ groups_out=min(out_channels // 4, 32),
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ )
+ )
+
+ self.upsampler = FirUpsample2D(in_channels, out_channels=out_channels)
+ if add_upsample:
+ self.resnet_up = ResnetBlock2D(
+ in_channels=out_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=min(out_channels // 4, 32),
+ groups_out=min(out_channels // 4, 32),
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ use_in_shortcut=True,
+ up=True,
+ kernel="fir",
+ )
+ self.skip_conv = nn.Conv2d(out_channels, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
+ self.skip_norm = torch.nn.GroupNorm(
+ num_groups=min(out_channels // 4, 32), num_channels=out_channels, eps=resnet_eps, affine=True
+ )
+ self.act = nn.SiLU()
+ else:
+ self.resnet_up = None
+ self.skip_conv = None
+ self.skip_norm = None
+ self.act = None
+
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ res_hidden_states_tuple: Tuple[torch.FloatTensor, ...],
+ temb: Optional[torch.FloatTensor] = None,
+ skip_sample=None,
+ scale: float = 1.0,
+ ) -> Tuple[torch.FloatTensor, torch.FloatTensor]:
+ for resnet in self.resnets:
+ # pop res hidden states
+ res_hidden_states = res_hidden_states_tuple[-1]
+ res_hidden_states_tuple = res_hidden_states_tuple[:-1]
+ hidden_states = torch.cat([hidden_states, res_hidden_states], dim=1)
+
+ hidden_states = resnet(hidden_states, temb, scale=scale)
+
+ if skip_sample is not None:
+ skip_sample = self.upsampler(skip_sample)
+ else:
+ skip_sample = 0
+
+ if self.resnet_up is not None:
+ skip_sample_states = self.skip_norm(hidden_states)
+ skip_sample_states = self.act(skip_sample_states)
+ skip_sample_states = self.skip_conv(skip_sample_states)
+
+ skip_sample = skip_sample + skip_sample_states
+
+ hidden_states = self.resnet_up(hidden_states, temb, scale=scale)
+
+ return hidden_states, skip_sample
+
+
+class ResnetUpsampleBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ prev_output_channel: int,
+ out_channels: int,
+ temb_channels: int,
+ resolution_idx: Optional[int] = None,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ output_scale_factor: float = 1.0,
+ add_upsample: bool = True,
+ skip_time_act: bool = False,
+ ):
+ super().__init__()
+ resnets = []
+
+ for i in range(num_layers):
+ res_skip_channels = in_channels if (i == num_layers - 1) else out_channels
+ resnet_in_channels = prev_output_channel if i == 0 else out_channels
+
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=resnet_in_channels + res_skip_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ skip_time_act=skip_time_act,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_upsample:
+ self.upsamplers = nn.ModuleList(
+ [
+ ResnetBlock2D(
+ in_channels=out_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ skip_time_act=skip_time_act,
+ up=True,
+ )
+ ]
+ )
+ else:
+ self.upsamplers = None
+
+ self.gradient_checkpointing = False
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ res_hidden_states_tuple: Tuple[torch.FloatTensor, ...],
+ temb: Optional[torch.FloatTensor] = None,
+ upsample_size: Optional[int] = None,
+ scale: float = 1.0,
+ ) -> torch.FloatTensor:
+ for resnet in self.resnets:
+ # pop res hidden states
+ res_hidden_states = res_hidden_states_tuple[-1]
+ res_hidden_states_tuple = res_hidden_states_tuple[:-1]
+ hidden_states = torch.cat([hidden_states, res_hidden_states], dim=1)
+
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module):
+ def custom_forward(*inputs):
+ return module(*inputs)
+
+ return custom_forward
+
+ if is_torch_version(">=", "1.11.0"):
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb, use_reentrant=False
+ )
+ else:
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=scale)
+
+ if self.upsamplers is not None:
+ for upsampler in self.upsamplers:
+ hidden_states = upsampler(hidden_states, temb, scale=scale)
+
+ return hidden_states
+
+
+class SimpleCrossAttnUpBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ prev_output_channel: int,
+ temb_channels: int,
+ resolution_idx: Optional[int] = None,
+ dropout: float = 0.0,
+ num_layers: int = 1,
+ resnet_eps: float = 1e-6,
+ resnet_time_scale_shift: str = "default",
+ resnet_act_fn: str = "swish",
+ resnet_groups: int = 32,
+ resnet_pre_norm: bool = True,
+ attention_head_dim: int = 1,
+ cross_attention_dim: int = 1280,
+ output_scale_factor: float = 1.0,
+ add_upsample: bool = True,
+ skip_time_act: bool = False,
+ only_cross_attention: bool = False,
+ cross_attention_norm: Optional[str] = None,
+ ):
+ super().__init__()
+ resnets = []
+ attentions = []
+
+ self.has_cross_attention = True
+ self.attention_head_dim = attention_head_dim
+
+ self.num_heads = out_channels // self.attention_head_dim
+
+ for i in range(num_layers):
+ res_skip_channels = in_channels if (i == num_layers - 1) else out_channels
+ resnet_in_channels = prev_output_channel if i == 0 else out_channels
+
+ resnets.append(
+ ResnetBlock2D(
+ in_channels=resnet_in_channels + res_skip_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ skip_time_act=skip_time_act,
+ )
+ )
+
+ processor = (
+ AttnAddedKVProcessor2_0() if hasattr(F, "scaled_dot_product_attention") else AttnAddedKVProcessor()
+ )
+
+ attentions.append(
+ Attention(
+ query_dim=out_channels,
+ cross_attention_dim=out_channels,
+ heads=self.num_heads,
+ dim_head=self.attention_head_dim,
+ added_kv_proj_dim=cross_attention_dim,
+ norm_num_groups=resnet_groups,
+ bias=True,
+ upcast_softmax=True,
+ only_cross_attention=only_cross_attention,
+ cross_attention_norm=cross_attention_norm,
+ processor=processor,
+ )
+ )
+ self.attentions = nn.ModuleList(attentions)
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_upsample:
+ self.upsamplers = nn.ModuleList(
+ [
+ ResnetBlock2D(
+ in_channels=out_channels,
+ out_channels=out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=resnet_groups,
+ dropout=dropout,
+ time_embedding_norm=resnet_time_scale_shift,
+ non_linearity=resnet_act_fn,
+ output_scale_factor=output_scale_factor,
+ pre_norm=resnet_pre_norm,
+ skip_time_act=skip_time_act,
+ up=True,
+ )
+ ]
+ )
+ else:
+ self.upsamplers = None
+
+ self.gradient_checkpointing = False
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ res_hidden_states_tuple: Tuple[torch.FloatTensor, ...],
+ temb: Optional[torch.FloatTensor] = None,
+ encoder_hidden_states: Optional[torch.FloatTensor] = None,
+ upsample_size: Optional[int] = None,
+ attention_mask: Optional[torch.FloatTensor] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ encoder_attention_mask: Optional[torch.FloatTensor] = None,
+ ) -> torch.FloatTensor:
+ cross_attention_kwargs = cross_attention_kwargs if cross_attention_kwargs is not None else {}
+
+ lora_scale = cross_attention_kwargs.get("scale", 1.0)
+ if attention_mask is None:
+ # if encoder_hidden_states is defined: we are doing cross-attn, so we should use cross-attn mask.
+ mask = None if encoder_hidden_states is None else encoder_attention_mask
+ else:
+ # when attention_mask is defined: we don't even check for encoder_attention_mask.
+ # this is to maintain compatibility with UnCLIP, which uses 'attention_mask' param for cross-attn masks.
+ # TODO: UnCLIP should express cross-attn mask via encoder_attention_mask param instead of via attention_mask.
+ # then we can simplify this whole if/else block to:
+ # mask = attention_mask if encoder_hidden_states is None else encoder_attention_mask
+ mask = attention_mask
+
+ for resnet, attn in zip(self.resnets, self.attentions):
+ # resnet
+ # pop res hidden states
+ res_hidden_states = res_hidden_states_tuple[-1]
+ res_hidden_states_tuple = res_hidden_states_tuple[:-1]
+ hidden_states = torch.cat([hidden_states, res_hidden_states], dim=1)
+
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module, return_dict=None):
+ def custom_forward(*inputs):
+ if return_dict is not None:
+ return module(*inputs, return_dict=return_dict)
+ else:
+ return module(*inputs)
+
+ return custom_forward
+
+ hidden_states = torch.utils.checkpoint.checkpoint(create_custom_forward(resnet), hidden_states, temb)
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ attention_mask=mask,
+ **cross_attention_kwargs,
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=lora_scale)
+
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ attention_mask=mask,
+ **cross_attention_kwargs,
+ )
+
+ if self.upsamplers is not None:
+ for upsampler in self.upsamplers:
+ hidden_states = upsampler(hidden_states, temb, scale=lora_scale)
+
+ return hidden_states
+
+
+class KUpBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ temb_channels: int,
+ resolution_idx: int,
+ dropout: float = 0.0,
+ num_layers: int = 5,
+ resnet_eps: float = 1e-5,
+ resnet_act_fn: str = "gelu",
+ resnet_group_size: Optional[int] = 32,
+ add_upsample: bool = True,
+ ):
+ super().__init__()
+ resnets = []
+ k_in_channels = 2 * out_channels
+ k_out_channels = in_channels
+ num_layers = num_layers - 1
+
+ for i in range(num_layers):
+ in_channels = k_in_channels if i == 0 else out_channels
+ groups = in_channels // resnet_group_size
+ groups_out = out_channels // resnet_group_size
+
+ resnets.append(
+ ResnetBlockCondNorm2D(
+ in_channels=in_channels,
+ out_channels=k_out_channels if (i == num_layers - 1) else out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=groups,
+ groups_out=groups_out,
+ dropout=dropout,
+ non_linearity=resnet_act_fn,
+ time_embedding_norm="ada_group",
+ conv_shortcut_bias=False,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+
+ if add_upsample:
+ self.upsamplers = nn.ModuleList([KUpsample2D()])
+ else:
+ self.upsamplers = None
+
+ self.gradient_checkpointing = False
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ res_hidden_states_tuple: Tuple[torch.FloatTensor, ...],
+ temb: Optional[torch.FloatTensor] = None,
+ upsample_size: Optional[int] = None,
+ scale: float = 1.0,
+ ) -> torch.FloatTensor:
+ res_hidden_states_tuple = res_hidden_states_tuple[-1]
+ if res_hidden_states_tuple is not None:
+ hidden_states = torch.cat([hidden_states, res_hidden_states_tuple], dim=1)
+
+ for resnet in self.resnets:
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module):
+ def custom_forward(*inputs):
+ return module(*inputs)
+
+ return custom_forward
+
+ if is_torch_version(">=", "1.11.0"):
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb, use_reentrant=False
+ )
+ else:
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet), hidden_states, temb
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=scale)
+
+ if self.upsamplers is not None:
+ for upsampler in self.upsamplers:
+ hidden_states = upsampler(hidden_states)
+
+ return hidden_states
+
+
+class KCrossAttnUpBlock2D(nn.Module):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ temb_channels: int,
+ resolution_idx: int,
+ dropout: float = 0.0,
+ num_layers: int = 4,
+ resnet_eps: float = 1e-5,
+ resnet_act_fn: str = "gelu",
+ resnet_group_size: int = 32,
+ attention_head_dim: int = 1, # attention dim_head
+ cross_attention_dim: int = 768,
+ add_upsample: bool = True,
+ upcast_attention: bool = False,
+ ):
+ super().__init__()
+ resnets = []
+ attentions = []
+
+ is_first_block = in_channels == out_channels == temb_channels
+ is_middle_block = in_channels != out_channels
+ add_self_attention = True if is_first_block else False
+
+ self.has_cross_attention = True
+ self.attention_head_dim = attention_head_dim
+
+ # in_channels, and out_channels for the block (k-unet)
+ k_in_channels = out_channels if is_first_block else 2 * out_channels
+ k_out_channels = in_channels
+
+ num_layers = num_layers - 1
+
+ for i in range(num_layers):
+ in_channels = k_in_channels if i == 0 else out_channels
+ groups = in_channels // resnet_group_size
+ groups_out = out_channels // resnet_group_size
+
+ if is_middle_block and (i == num_layers - 1):
+ conv_2d_out_channels = k_out_channels
+ else:
+ conv_2d_out_channels = None
+
+ resnets.append(
+ ResnetBlockCondNorm2D(
+ in_channels=in_channels,
+ out_channels=out_channels,
+ conv_2d_out_channels=conv_2d_out_channels,
+ temb_channels=temb_channels,
+ eps=resnet_eps,
+ groups=groups,
+ groups_out=groups_out,
+ dropout=dropout,
+ non_linearity=resnet_act_fn,
+ time_embedding_norm="ada_group",
+ conv_shortcut_bias=False,
+ )
+ )
+ attentions.append(
+ KAttentionBlock(
+ k_out_channels if (i == num_layers - 1) else out_channels,
+ k_out_channels // attention_head_dim
+ if (i == num_layers - 1)
+ else out_channels // attention_head_dim,
+ attention_head_dim,
+ cross_attention_dim=cross_attention_dim,
+ temb_channels=temb_channels,
+ attention_bias=True,
+ add_self_attention=add_self_attention,
+ cross_attention_norm="layer_norm",
+ upcast_attention=upcast_attention,
+ )
+ )
+
+ self.resnets = nn.ModuleList(resnets)
+ self.attentions = nn.ModuleList(attentions)
+
+ if add_upsample:
+ self.upsamplers = nn.ModuleList([KUpsample2D()])
+ else:
+ self.upsamplers = None
+
+ self.gradient_checkpointing = False
+ self.resolution_idx = resolution_idx
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ res_hidden_states_tuple: Tuple[torch.FloatTensor, ...],
+ temb: Optional[torch.FloatTensor] = None,
+ encoder_hidden_states: Optional[torch.FloatTensor] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ upsample_size: Optional[int] = None,
+ attention_mask: Optional[torch.FloatTensor] = None,
+ encoder_attention_mask: Optional[torch.FloatTensor] = None,
+ ) -> torch.FloatTensor:
+ res_hidden_states_tuple = res_hidden_states_tuple[-1]
+ if res_hidden_states_tuple is not None:
+ hidden_states = torch.cat([hidden_states, res_hidden_states_tuple], dim=1)
+
+ lora_scale = cross_attention_kwargs.get("scale", 1.0) if cross_attention_kwargs is not None else 1.0
+ for resnet, attn in zip(self.resnets, self.attentions):
+ if self.training and self.gradient_checkpointing:
+
+ def create_custom_forward(module, return_dict=None):
+ def custom_forward(*inputs):
+ if return_dict is not None:
+ return module(*inputs, return_dict=return_dict)
+ else:
+ return module(*inputs)
+
+ return custom_forward
+
+ ckpt_kwargs: Dict[str, Any] = {"use_reentrant": False} if is_torch_version(">=", "1.11.0") else {}
+ hidden_states = torch.utils.checkpoint.checkpoint(
+ create_custom_forward(resnet),
+ hidden_states,
+ temb,
+ **ckpt_kwargs,
+ )
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ emb=temb,
+ attention_mask=attention_mask,
+ cross_attention_kwargs=cross_attention_kwargs,
+ encoder_attention_mask=encoder_attention_mask,
+ )
+ else:
+ hidden_states = resnet(hidden_states, temb, scale=lora_scale)
+ hidden_states = attn(
+ hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ emb=temb,
+ attention_mask=attention_mask,
+ cross_attention_kwargs=cross_attention_kwargs,
+ encoder_attention_mask=encoder_attention_mask,
+ )
+
+ if self.upsamplers is not None:
+ for upsampler in self.upsamplers:
+ hidden_states = upsampler(hidden_states)
+
+ return hidden_states
+
+
+# can potentially later be renamed to `No-feed-forward` attention
+class KAttentionBlock(nn.Module):
+ r"""
+ A basic Transformer block.
+
+ Parameters:
+ dim (`int`): The number of channels in the input and output.
+ num_attention_heads (`int`): The number of heads to use for multi-head attention.
+ attention_head_dim (`int`): The number of channels in each head.
+ dropout (`float`, *optional*, defaults to 0.0): The dropout probability to use.
+ cross_attention_dim (`int`, *optional*): The size of the encoder_hidden_states vector for cross attention.
+ attention_bias (`bool`, *optional*, defaults to `False`):
+ Configure if the attention layers should contain a bias parameter.
+ upcast_attention (`bool`, *optional*, defaults to `False`):
+ Set to `True` to upcast the attention computation to `float32`.
+ temb_channels (`int`, *optional*, defaults to 768):
+ The number of channels in the token embedding.
+ add_self_attention (`bool`, *optional*, defaults to `False`):
+ Set to `True` to add self-attention to the block.
+ cross_attention_norm (`str`, *optional*, defaults to `None`):
+ The type of normalization to use for the cross attention. Can be `None`, `layer_norm`, or `group_norm`.
+ group_size (`int`, *optional*, defaults to 32):
+ The number of groups to separate the channels into for group normalization.
+ """
+
+ def __init__(
+ self,
+ dim: int,
+ num_attention_heads: int,
+ attention_head_dim: int,
+ dropout: float = 0.0,
+ cross_attention_dim: Optional[int] = None,
+ attention_bias: bool = False,
+ upcast_attention: bool = False,
+ temb_channels: int = 768, # for ada_group_norm
+ add_self_attention: bool = False,
+ cross_attention_norm: Optional[str] = None,
+ group_size: int = 32,
+ ):
+ super().__init__()
+ self.add_self_attention = add_self_attention
+
+ # 1. Self-Attn
+ if add_self_attention:
+ self.norm1 = AdaGroupNorm(temb_channels, dim, max(1, dim // group_size))
+ self.attn1 = Attention(
+ query_dim=dim,
+ heads=num_attention_heads,
+ dim_head=attention_head_dim,
+ dropout=dropout,
+ bias=attention_bias,
+ cross_attention_dim=None,
+ cross_attention_norm=None,
+ )
+
+ # 2. Cross-Attn
+ self.norm2 = AdaGroupNorm(temb_channels, dim, max(1, dim // group_size))
+ self.attn2 = Attention(
+ query_dim=dim,
+ cross_attention_dim=cross_attention_dim,
+ heads=num_attention_heads,
+ dim_head=attention_head_dim,
+ dropout=dropout,
+ bias=attention_bias,
+ upcast_attention=upcast_attention,
+ cross_attention_norm=cross_attention_norm,
+ )
+
+ def _to_3d(self, hidden_states: torch.FloatTensor, height: int, weight: int) -> torch.FloatTensor:
+ return hidden_states.permute(0, 2, 3, 1).reshape(hidden_states.shape[0], height * weight, -1)
+
+ def _to_4d(self, hidden_states: torch.FloatTensor, height: int, weight: int) -> torch.FloatTensor:
+ return hidden_states.permute(0, 2, 1).reshape(hidden_states.shape[0], -1, height, weight)
+
+ def forward(
+ self,
+ hidden_states: torch.FloatTensor,
+ encoder_hidden_states: Optional[torch.FloatTensor] = None,
+ # TODO: mark emb as non-optional (self.norm2 requires it).
+ # requires assessing impact of change to positional param interface.
+ emb: Optional[torch.FloatTensor] = None,
+ attention_mask: Optional[torch.FloatTensor] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ encoder_attention_mask: Optional[torch.FloatTensor] = None,
+ ) -> torch.FloatTensor:
+ cross_attention_kwargs = cross_attention_kwargs if cross_attention_kwargs is not None else {}
+
+ # 1. Self-Attention
+ if self.add_self_attention:
+ norm_hidden_states = self.norm1(hidden_states, emb)
+
+ height, weight = norm_hidden_states.shape[2:]
+ norm_hidden_states = self._to_3d(norm_hidden_states, height, weight)
+
+ attn_output = self.attn1(
+ norm_hidden_states,
+ encoder_hidden_states=None,
+ attention_mask=attention_mask,
+ **cross_attention_kwargs,
+ )
+ attn_output = self._to_4d(attn_output, height, weight)
+
+ hidden_states = attn_output + hidden_states
+
+ # 2. Cross-Attention/None
+ norm_hidden_states = self.norm2(hidden_states, emb)
+
+ height, weight = norm_hidden_states.shape[2:]
+ norm_hidden_states = self._to_3d(norm_hidden_states, height, weight)
+ attn_output = self.attn2(
+ norm_hidden_states,
+ encoder_hidden_states=encoder_hidden_states,
+ attention_mask=attention_mask if encoder_hidden_states is None else encoder_attention_mask,
+ **cross_attention_kwargs,
+ )
+ attn_output = self._to_4d(attn_output, height, weight)
+
+ hidden_states = attn_output + hidden_states
+
+ return hidden_states
diff --git a/brushnet/unet_2d_condition.py b/brushnet/unet_2d_condition.py
new file mode 100644
index 0000000..4c0eb0b
--- /dev/null
+++ b/brushnet/unet_2d_condition.py
@@ -0,0 +1,1348 @@
+# Copyright 2024 The HuggingFace Team. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+from dataclasses import dataclass
+from typing import Any, Dict, List, Optional, Tuple, Union
+
+import torch
+import torch.nn as nn
+import torch.utils.checkpoint
+
+from diffusers.configuration_utils import ConfigMixin, register_to_config
+from diffusers.loaders import PeftAdapterMixin, UNet2DConditionLoadersMixin
+from diffusers.utils import USE_PEFT_BACKEND, BaseOutput, deprecate, logging, scale_lora_layers, unscale_lora_layers
+from diffusers.models.activations import get_activation
+from diffusers.models.attention_processor import (
+ ADDED_KV_ATTENTION_PROCESSORS,
+ CROSS_ATTENTION_PROCESSORS,
+ Attention,
+ AttentionProcessor,
+ AttnAddedKVProcessor,
+ AttnProcessor,
+)
+from diffusers.models.embeddings import (
+ GaussianFourierProjection,
+ GLIGENTextBoundingboxProjection,
+ ImageHintTimeEmbedding,
+ ImageProjection,
+ ImageTimeEmbedding,
+ TextImageProjection,
+ TextImageTimeEmbedding,
+ TextTimeEmbedding,
+ TimestepEmbedding,
+ Timesteps,
+)
+from diffusers.models.modeling_utils import ModelMixin
+from .unet_2d_blocks import (
+ get_down_block,
+ get_mid_block,
+ get_up_block,
+)
+
+
+logger = logging.get_logger(__name__) # pylint: disable=invalid-name
+
+
+@dataclass
+class UNet2DConditionOutput(BaseOutput):
+ """
+ The output of [`UNet2DConditionModel`].
+
+ Args:
+ sample (`torch.FloatTensor` of shape `(batch_size, num_channels, height, width)`):
+ The hidden states output conditioned on `encoder_hidden_states` input. Output of last layer of model.
+ """
+
+ sample: torch.FloatTensor = None
+
+
+class UNet2DConditionModel(ModelMixin, ConfigMixin, UNet2DConditionLoadersMixin, PeftAdapterMixin):
+ r"""
+ A conditional 2D UNet model that takes a noisy sample, conditional state, and a timestep and returns a sample
+ shaped output.
+
+ This model inherits from [`ModelMixin`]. Check the superclass documentation for it's generic methods implemented
+ for all models (such as downloading or saving).
+
+ Parameters:
+ sample_size (`int` or `Tuple[int, int]`, *optional*, defaults to `None`):
+ Height and width of input/output sample.
+ in_channels (`int`, *optional*, defaults to 4): Number of channels in the input sample.
+ out_channels (`int`, *optional*, defaults to 4): Number of channels in the output.
+ center_input_sample (`bool`, *optional*, defaults to `False`): Whether to center the input sample.
+ flip_sin_to_cos (`bool`, *optional*, defaults to `False`):
+ Whether to flip the sin to cos in the time embedding.
+ freq_shift (`int`, *optional*, defaults to 0): The frequency shift to apply to the time embedding.
+ down_block_types (`Tuple[str]`, *optional*, defaults to `("CrossAttnDownBlock2D", "CrossAttnDownBlock2D", "CrossAttnDownBlock2D", "DownBlock2D")`):
+ The tuple of downsample blocks to use.
+ mid_block_type (`str`, *optional*, defaults to `"UNetMidBlock2DCrossAttn"`):
+ Block type for middle of UNet, it can be one of `UNetMidBlock2DCrossAttn`, `UNetMidBlock2D`, or
+ `UNetMidBlock2DSimpleCrossAttn`. If `None`, the mid block layer is skipped.
+ up_block_types (`Tuple[str]`, *optional*, defaults to `("UpBlock2D", "CrossAttnUpBlock2D", "CrossAttnUpBlock2D", "CrossAttnUpBlock2D")`):
+ The tuple of upsample blocks to use.
+ only_cross_attention(`bool` or `Tuple[bool]`, *optional*, default to `False`):
+ Whether to include self-attention in the basic transformer blocks, see
+ [`~models.attention.BasicTransformerBlock`].
+ block_out_channels (`Tuple[int]`, *optional*, defaults to `(320, 640, 1280, 1280)`):
+ The tuple of output channels for each block.
+ layers_per_block (`int`, *optional*, defaults to 2): The number of layers per block.
+ downsample_padding (`int`, *optional*, defaults to 1): The padding to use for the downsampling convolution.
+ mid_block_scale_factor (`float`, *optional*, defaults to 1.0): The scale factor to use for the mid block.
+ dropout (`float`, *optional*, defaults to 0.0): The dropout probability to use.
+ act_fn (`str`, *optional*, defaults to `"silu"`): The activation function to use.
+ norm_num_groups (`int`, *optional*, defaults to 32): The number of groups to use for the normalization.
+ If `None`, normalization and activation layers is skipped in post-processing.
+ norm_eps (`float`, *optional*, defaults to 1e-5): The epsilon to use for the normalization.
+ cross_attention_dim (`int` or `Tuple[int]`, *optional*, defaults to 1280):
+ The dimension of the cross attention features.
+ transformer_layers_per_block (`int`, `Tuple[int]`, or `Tuple[Tuple]` , *optional*, defaults to 1):
+ The number of transformer blocks of type [`~models.attention.BasicTransformerBlock`]. Only relevant for
+ [`~models.unet_2d_blocks.CrossAttnDownBlock2D`], [`~models.unet_2d_blocks.CrossAttnUpBlock2D`],
+ [`~models.unet_2d_blocks.UNetMidBlock2DCrossAttn`].
+ reverse_transformer_layers_per_block : (`Tuple[Tuple]`, *optional*, defaults to None):
+ The number of transformer blocks of type [`~models.attention.BasicTransformerBlock`], in the upsampling
+ blocks of the U-Net. Only relevant if `transformer_layers_per_block` is of type `Tuple[Tuple]` and for
+ [`~models.unet_2d_blocks.CrossAttnDownBlock2D`], [`~models.unet_2d_blocks.CrossAttnUpBlock2D`],
+ [`~models.unet_2d_blocks.UNetMidBlock2DCrossAttn`].
+ encoder_hid_dim (`int`, *optional*, defaults to None):
+ If `encoder_hid_dim_type` is defined, `encoder_hidden_states` will be projected from `encoder_hid_dim`
+ dimension to `cross_attention_dim`.
+ encoder_hid_dim_type (`str`, *optional*, defaults to `None`):
+ If given, the `encoder_hidden_states` and potentially other embeddings are down-projected to text
+ embeddings of dimension `cross_attention` according to `encoder_hid_dim_type`.
+ attention_head_dim (`int`, *optional*, defaults to 8): The dimension of the attention heads.
+ num_attention_heads (`int`, *optional*):
+ The number of attention heads. If not defined, defaults to `attention_head_dim`
+ resnet_time_scale_shift (`str`, *optional*, defaults to `"default"`): Time scale shift config
+ for ResNet blocks (see [`~models.resnet.ResnetBlock2D`]). Choose from `default` or `scale_shift`.
+ class_embed_type (`str`, *optional*, defaults to `None`):
+ The type of class embedding to use which is ultimately summed with the time embeddings. Choose from `None`,
+ `"timestep"`, `"identity"`, `"projection"`, or `"simple_projection"`.
+ addition_embed_type (`str`, *optional*, defaults to `None`):
+ Configures an optional embedding which will be summed with the time embeddings. Choose from `None` or
+ "text". "text" will use the `TextTimeEmbedding` layer.
+ addition_time_embed_dim: (`int`, *optional*, defaults to `None`):
+ Dimension for the timestep embeddings.
+ num_class_embeds (`int`, *optional*, defaults to `None`):
+ Input dimension of the learnable embedding matrix to be projected to `time_embed_dim`, when performing
+ class conditioning with `class_embed_type` equal to `None`.
+ time_embedding_type (`str`, *optional*, defaults to `positional`):
+ The type of position embedding to use for timesteps. Choose from `positional` or `fourier`.
+ time_embedding_dim (`int`, *optional*, defaults to `None`):
+ An optional override for the dimension of the projected time embedding.
+ time_embedding_act_fn (`str`, *optional*, defaults to `None`):
+ Optional activation function to use only once on the time embeddings before they are passed to the rest of
+ the UNet. Choose from `silu`, `mish`, `gelu`, and `swish`.
+ timestep_post_act (`str`, *optional*, defaults to `None`):
+ The second activation function to use in timestep embedding. Choose from `silu`, `mish` and `gelu`.
+ time_cond_proj_dim (`int`, *optional*, defaults to `None`):
+ The dimension of `cond_proj` layer in the timestep embedding.
+ conv_in_kernel (`int`, *optional*, default to `3`): The kernel size of `conv_in` layer. conv_out_kernel (`int`,
+ *optional*, default to `3`): The kernel size of `conv_out` layer. projection_class_embeddings_input_dim (`int`,
+ *optional*): The dimension of the `class_labels` input when
+ `class_embed_type="projection"`. Required when `class_embed_type="projection"`.
+ class_embeddings_concat (`bool`, *optional*, defaults to `False`): Whether to concatenate the time
+ embeddings with the class embeddings.
+ mid_block_only_cross_attention (`bool`, *optional*, defaults to `None`):
+ Whether to use cross attention with the mid block when using the `UNetMidBlock2DSimpleCrossAttn`. If
+ `only_cross_attention` is given as a single boolean and `mid_block_only_cross_attention` is `None`, the
+ `only_cross_attention` value is used as the value for `mid_block_only_cross_attention`. Default to `False`
+ otherwise.
+ """
+
+ _supports_gradient_checkpointing = True
+
+ @register_to_config
+ def __init__(
+ self,
+ sample_size: Optional[int] = None,
+ in_channels: int = 4,
+ out_channels: int = 4,
+ center_input_sample: bool = False,
+ flip_sin_to_cos: bool = True,
+ freq_shift: int = 0,
+ down_block_types: Tuple[str] = (
+ "CrossAttnDownBlock2D",
+ "CrossAttnDownBlock2D",
+ "CrossAttnDownBlock2D",
+ "DownBlock2D",
+ ),
+ mid_block_type: Optional[str] = "UNetMidBlock2DCrossAttn",
+ up_block_types: Tuple[str] = ("UpBlock2D", "CrossAttnUpBlock2D", "CrossAttnUpBlock2D", "CrossAttnUpBlock2D"),
+ only_cross_attention: Union[bool, Tuple[bool]] = False,
+ block_out_channels: Tuple[int] = (320, 640, 1280, 1280),
+ layers_per_block: Union[int, Tuple[int]] = 2,
+ downsample_padding: int = 1,
+ mid_block_scale_factor: float = 1,
+ dropout: float = 0.0,
+ act_fn: str = "silu",
+ norm_num_groups: Optional[int] = 32,
+ norm_eps: float = 1e-5,
+ cross_attention_dim: Union[int, Tuple[int]] = 1280,
+ transformer_layers_per_block: Union[int, Tuple[int], Tuple[Tuple]] = 1,
+ reverse_transformer_layers_per_block: Optional[Tuple[Tuple[int]]] = None,
+ encoder_hid_dim: Optional[int] = None,
+ encoder_hid_dim_type: Optional[str] = None,
+ attention_head_dim: Union[int, Tuple[int]] = 8,
+ num_attention_heads: Optional[Union[int, Tuple[int]]] = None,
+ dual_cross_attention: bool = False,
+ use_linear_projection: bool = False,
+ class_embed_type: Optional[str] = None,
+ addition_embed_type: Optional[str] = None,
+ addition_time_embed_dim: Optional[int] = None,
+ num_class_embeds: Optional[int] = None,
+ upcast_attention: bool = False,
+ resnet_time_scale_shift: str = "default",
+ resnet_skip_time_act: bool = False,
+ resnet_out_scale_factor: float = 1.0,
+ time_embedding_type: str = "positional",
+ time_embedding_dim: Optional[int] = None,
+ time_embedding_act_fn: Optional[str] = None,
+ timestep_post_act: Optional[str] = None,
+ time_cond_proj_dim: Optional[int] = None,
+ conv_in_kernel: int = 3,
+ conv_out_kernel: int = 3,
+ projection_class_embeddings_input_dim: Optional[int] = None,
+ attention_type: str = "default",
+ class_embeddings_concat: bool = False,
+ mid_block_only_cross_attention: Optional[bool] = None,
+ cross_attention_norm: Optional[str] = None,
+ addition_embed_type_num_heads: int = 64,
+ ):
+ super().__init__()
+
+ self.sample_size = sample_size
+
+ if num_attention_heads is not None:
+ raise ValueError(
+ "At the moment it is not possible to define the number of attention heads via `num_attention_heads` because of a naming issue as described in https://github.com/huggingface/diffusers/issues/2011#issuecomment-1547958131. Passing `num_attention_heads` will only be supported in diffusers v0.19."
+ )
+
+ # If `num_attention_heads` is not defined (which is the case for most models)
+ # it will default to `attention_head_dim`. This looks weird upon first reading it and it is.
+ # The reason for this behavior is to correct for incorrectly named variables that were introduced
+ # when this library was created. The incorrect naming was only discovered much later in https://github.com/huggingface/diffusers/issues/2011#issuecomment-1547958131
+ # Changing `attention_head_dim` to `num_attention_heads` for 40,000+ configurations is too backwards breaking
+ # which is why we correct for the naming here.
+ num_attention_heads = num_attention_heads or attention_head_dim
+
+ # Check inputs
+ self._check_config(
+ down_block_types=down_block_types,
+ up_block_types=up_block_types,
+ only_cross_attention=only_cross_attention,
+ block_out_channels=block_out_channels,
+ layers_per_block=layers_per_block,
+ cross_attention_dim=cross_attention_dim,
+ transformer_layers_per_block=transformer_layers_per_block,
+ reverse_transformer_layers_per_block=reverse_transformer_layers_per_block,
+ attention_head_dim=attention_head_dim,
+ num_attention_heads=num_attention_heads,
+ )
+
+ # input
+ conv_in_padding = (conv_in_kernel - 1) // 2
+ self.conv_in = nn.Conv2d(
+ in_channels, block_out_channels[0], kernel_size=conv_in_kernel, padding=conv_in_padding
+ )
+
+ # time
+ time_embed_dim, timestep_input_dim = self._set_time_proj(
+ time_embedding_type,
+ block_out_channels=block_out_channels,
+ flip_sin_to_cos=flip_sin_to_cos,
+ freq_shift=freq_shift,
+ time_embedding_dim=time_embedding_dim,
+ )
+
+ self.time_embedding = TimestepEmbedding(
+ timestep_input_dim,
+ time_embed_dim,
+ act_fn=act_fn,
+ post_act_fn=timestep_post_act,
+ cond_proj_dim=time_cond_proj_dim,
+ )
+
+ self._set_encoder_hid_proj(
+ encoder_hid_dim_type,
+ cross_attention_dim=cross_attention_dim,
+ encoder_hid_dim=encoder_hid_dim,
+ )
+
+ # class embedding
+ self._set_class_embedding(
+ class_embed_type,
+ act_fn=act_fn,
+ num_class_embeds=num_class_embeds,
+ projection_class_embeddings_input_dim=projection_class_embeddings_input_dim,
+ time_embed_dim=time_embed_dim,
+ timestep_input_dim=timestep_input_dim,
+ )
+
+ self._set_add_embedding(
+ addition_embed_type,
+ addition_embed_type_num_heads=addition_embed_type_num_heads,
+ addition_time_embed_dim=addition_time_embed_dim,
+ cross_attention_dim=cross_attention_dim,
+ encoder_hid_dim=encoder_hid_dim,
+ flip_sin_to_cos=flip_sin_to_cos,
+ freq_shift=freq_shift,
+ projection_class_embeddings_input_dim=projection_class_embeddings_input_dim,
+ time_embed_dim=time_embed_dim,
+ )
+
+ if time_embedding_act_fn is None:
+ self.time_embed_act = None
+ else:
+ self.time_embed_act = get_activation(time_embedding_act_fn)
+
+ self.down_blocks = nn.ModuleList([])
+ self.up_blocks = nn.ModuleList([])
+
+ if isinstance(only_cross_attention, bool):
+ if mid_block_only_cross_attention is None:
+ mid_block_only_cross_attention = only_cross_attention
+
+ only_cross_attention = [only_cross_attention] * len(down_block_types)
+
+ if mid_block_only_cross_attention is None:
+ mid_block_only_cross_attention = False
+
+ if isinstance(num_attention_heads, int):
+ num_attention_heads = (num_attention_heads,) * len(down_block_types)
+
+ if isinstance(attention_head_dim, int):
+ attention_head_dim = (attention_head_dim,) * len(down_block_types)
+
+ if isinstance(cross_attention_dim, int):
+ cross_attention_dim = (cross_attention_dim,) * len(down_block_types)
+
+ if isinstance(layers_per_block, int):
+ layers_per_block = [layers_per_block] * len(down_block_types)
+
+ if isinstance(transformer_layers_per_block, int):
+ transformer_layers_per_block = [transformer_layers_per_block] * len(down_block_types)
+
+ if class_embeddings_concat:
+ # The time embeddings are concatenated with the class embeddings. The dimension of the
+ # time embeddings passed to the down, middle, and up blocks is twice the dimension of the
+ # regular time embeddings
+ blocks_time_embed_dim = time_embed_dim * 2
+ else:
+ blocks_time_embed_dim = time_embed_dim
+
+ # down
+ output_channel = block_out_channels[0]
+ for i, down_block_type in enumerate(down_block_types):
+ input_channel = output_channel
+ output_channel = block_out_channels[i]
+ is_final_block = i == len(block_out_channels) - 1
+
+ down_block = get_down_block(
+ down_block_type,
+ num_layers=layers_per_block[i],
+ transformer_layers_per_block=transformer_layers_per_block[i],
+ in_channels=input_channel,
+ out_channels=output_channel,
+ temb_channels=blocks_time_embed_dim,
+ add_downsample=not is_final_block,
+ resnet_eps=norm_eps,
+ resnet_act_fn=act_fn,
+ resnet_groups=norm_num_groups,
+ cross_attention_dim=cross_attention_dim[i],
+ num_attention_heads=num_attention_heads[i],
+ downsample_padding=downsample_padding,
+ dual_cross_attention=dual_cross_attention,
+ use_linear_projection=use_linear_projection,
+ only_cross_attention=only_cross_attention[i],
+ upcast_attention=upcast_attention,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ attention_type=attention_type,
+ resnet_skip_time_act=resnet_skip_time_act,
+ resnet_out_scale_factor=resnet_out_scale_factor,
+ cross_attention_norm=cross_attention_norm,
+ attention_head_dim=attention_head_dim[i] if attention_head_dim[i] is not None else output_channel,
+ dropout=dropout,
+ )
+ self.down_blocks.append(down_block)
+
+ # mid
+ self.mid_block = get_mid_block(
+ mid_block_type,
+ temb_channels=blocks_time_embed_dim,
+ in_channels=block_out_channels[-1],
+ resnet_eps=norm_eps,
+ resnet_act_fn=act_fn,
+ resnet_groups=norm_num_groups,
+ output_scale_factor=mid_block_scale_factor,
+ transformer_layers_per_block=transformer_layers_per_block[-1],
+ num_attention_heads=num_attention_heads[-1],
+ cross_attention_dim=cross_attention_dim[-1],
+ dual_cross_attention=dual_cross_attention,
+ use_linear_projection=use_linear_projection,
+ mid_block_only_cross_attention=mid_block_only_cross_attention,
+ upcast_attention=upcast_attention,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ attention_type=attention_type,
+ resnet_skip_time_act=resnet_skip_time_act,
+ cross_attention_norm=cross_attention_norm,
+ attention_head_dim=attention_head_dim[-1],
+ dropout=dropout,
+ )
+
+ # count how many layers upsample the images
+ self.num_upsamplers = 0
+
+ # up
+ reversed_block_out_channels = list(reversed(block_out_channels))
+ reversed_num_attention_heads = list(reversed(num_attention_heads))
+ reversed_layers_per_block = list(reversed(layers_per_block))
+ reversed_cross_attention_dim = list(reversed(cross_attention_dim))
+ reversed_transformer_layers_per_block = (
+ list(reversed(transformer_layers_per_block))
+ if reverse_transformer_layers_per_block is None
+ else reverse_transformer_layers_per_block
+ )
+ only_cross_attention = list(reversed(only_cross_attention))
+
+ output_channel = reversed_block_out_channels[0]
+ for i, up_block_type in enumerate(up_block_types):
+ is_final_block = i == len(block_out_channels) - 1
+
+ prev_output_channel = output_channel
+ output_channel = reversed_block_out_channels[i]
+ input_channel = reversed_block_out_channels[min(i + 1, len(block_out_channels) - 1)]
+
+ # add upsample block for all BUT final layer
+ if not is_final_block:
+ add_upsample = True
+ self.num_upsamplers += 1
+ else:
+ add_upsample = False
+
+ up_block = get_up_block(
+ up_block_type,
+ num_layers=reversed_layers_per_block[i] + 1,
+ transformer_layers_per_block=reversed_transformer_layers_per_block[i],
+ in_channels=input_channel,
+ out_channels=output_channel,
+ prev_output_channel=prev_output_channel,
+ temb_channels=blocks_time_embed_dim,
+ add_upsample=add_upsample,
+ resnet_eps=norm_eps,
+ resnet_act_fn=act_fn,
+ resolution_idx=i,
+ resnet_groups=norm_num_groups,
+ cross_attention_dim=reversed_cross_attention_dim[i],
+ num_attention_heads=reversed_num_attention_heads[i],
+ dual_cross_attention=dual_cross_attention,
+ use_linear_projection=use_linear_projection,
+ only_cross_attention=only_cross_attention[i],
+ upcast_attention=upcast_attention,
+ resnet_time_scale_shift=resnet_time_scale_shift,
+ attention_type=attention_type,
+ resnet_skip_time_act=resnet_skip_time_act,
+ resnet_out_scale_factor=resnet_out_scale_factor,
+ cross_attention_norm=cross_attention_norm,
+ attention_head_dim=attention_head_dim[i] if attention_head_dim[i] is not None else output_channel,
+ dropout=dropout,
+ )
+ self.up_blocks.append(up_block)
+ prev_output_channel = output_channel
+
+ # out
+ if norm_num_groups is not None:
+ self.conv_norm_out = nn.GroupNorm(
+ num_channels=block_out_channels[0], num_groups=norm_num_groups, eps=norm_eps
+ )
+
+ self.conv_act = get_activation(act_fn)
+
+ else:
+ self.conv_norm_out = None
+ self.conv_act = None
+
+ conv_out_padding = (conv_out_kernel - 1) // 2
+ self.conv_out = nn.Conv2d(
+ block_out_channels[0], out_channels, kernel_size=conv_out_kernel, padding=conv_out_padding
+ )
+
+ self._set_pos_net_if_use_gligen(attention_type=attention_type, cross_attention_dim=cross_attention_dim)
+
+ def _check_config(
+ self,
+ down_block_types: Tuple[str],
+ up_block_types: Tuple[str],
+ only_cross_attention: Union[bool, Tuple[bool]],
+ block_out_channels: Tuple[int],
+ layers_per_block: Union[int, Tuple[int]],
+ cross_attention_dim: Union[int, Tuple[int]],
+ transformer_layers_per_block: Union[int, Tuple[int], Tuple[Tuple[int]]],
+ reverse_transformer_layers_per_block: bool,
+ attention_head_dim: int,
+ num_attention_heads: Optional[Union[int, Tuple[int]]],
+ ):
+ if len(down_block_types) != len(up_block_types):
+ raise ValueError(
+ f"Must provide the same number of `down_block_types` as `up_block_types`. `down_block_types`: {down_block_types}. `up_block_types`: {up_block_types}."
+ )
+
+ if len(block_out_channels) != len(down_block_types):
+ raise ValueError(
+ f"Must provide the same number of `block_out_channels` as `down_block_types`. `block_out_channels`: {block_out_channels}. `down_block_types`: {down_block_types}."
+ )
+
+ if not isinstance(only_cross_attention, bool) and len(only_cross_attention) != len(down_block_types):
+ raise ValueError(
+ f"Must provide the same number of `only_cross_attention` as `down_block_types`. `only_cross_attention`: {only_cross_attention}. `down_block_types`: {down_block_types}."
+ )
+
+ if not isinstance(num_attention_heads, int) and len(num_attention_heads) != len(down_block_types):
+ raise ValueError(
+ f"Must provide the same number of `num_attention_heads` as `down_block_types`. `num_attention_heads`: {num_attention_heads}. `down_block_types`: {down_block_types}."
+ )
+
+ if not isinstance(attention_head_dim, int) and len(attention_head_dim) != len(down_block_types):
+ raise ValueError(
+ f"Must provide the same number of `attention_head_dim` as `down_block_types`. `attention_head_dim`: {attention_head_dim}. `down_block_types`: {down_block_types}."
+ )
+
+ if isinstance(cross_attention_dim, list) and len(cross_attention_dim) != len(down_block_types):
+ raise ValueError(
+ f"Must provide the same number of `cross_attention_dim` as `down_block_types`. `cross_attention_dim`: {cross_attention_dim}. `down_block_types`: {down_block_types}."
+ )
+
+ if not isinstance(layers_per_block, int) and len(layers_per_block) != len(down_block_types):
+ raise ValueError(
+ f"Must provide the same number of `layers_per_block` as `down_block_types`. `layers_per_block`: {layers_per_block}. `down_block_types`: {down_block_types}."
+ )
+ if isinstance(transformer_layers_per_block, list) and reverse_transformer_layers_per_block is None:
+ for layer_number_per_block in transformer_layers_per_block:
+ if isinstance(layer_number_per_block, list):
+ raise ValueError("Must provide 'reverse_transformer_layers_per_block` if using asymmetrical UNet.")
+
+ def _set_time_proj(
+ self,
+ time_embedding_type: str,
+ block_out_channels: int,
+ flip_sin_to_cos: bool,
+ freq_shift: float,
+ time_embedding_dim: int,
+ ) -> Tuple[int, int]:
+ if time_embedding_type == "fourier":
+ time_embed_dim = time_embedding_dim or block_out_channels[0] * 2
+ if time_embed_dim % 2 != 0:
+ raise ValueError(f"`time_embed_dim` should be divisible by 2, but is {time_embed_dim}.")
+ self.time_proj = GaussianFourierProjection(
+ time_embed_dim // 2, set_W_to_weight=False, log=False, flip_sin_to_cos=flip_sin_to_cos
+ )
+ timestep_input_dim = time_embed_dim
+ elif time_embedding_type == "positional":
+ time_embed_dim = time_embedding_dim or block_out_channels[0] * 4
+
+ self.time_proj = Timesteps(block_out_channels[0], flip_sin_to_cos, freq_shift)
+ timestep_input_dim = block_out_channels[0]
+ else:
+ raise ValueError(
+ f"{time_embedding_type} does not exist. Please make sure to use one of `fourier` or `positional`."
+ )
+
+ return time_embed_dim, timestep_input_dim
+
+ def _set_encoder_hid_proj(
+ self,
+ encoder_hid_dim_type: Optional[str],
+ cross_attention_dim: Union[int, Tuple[int]],
+ encoder_hid_dim: Optional[int],
+ ):
+ if encoder_hid_dim_type is None and encoder_hid_dim is not None:
+ encoder_hid_dim_type = "text_proj"
+ self.register_to_config(encoder_hid_dim_type=encoder_hid_dim_type)
+ logger.info("encoder_hid_dim_type defaults to 'text_proj' as `encoder_hid_dim` is defined.")
+
+ if encoder_hid_dim is None and encoder_hid_dim_type is not None:
+ raise ValueError(
+ f"`encoder_hid_dim` has to be defined when `encoder_hid_dim_type` is set to {encoder_hid_dim_type}."
+ )
+
+ if encoder_hid_dim_type == "text_proj":
+ self.encoder_hid_proj = nn.Linear(encoder_hid_dim, cross_attention_dim)
+ elif encoder_hid_dim_type == "text_image_proj":
+ # image_embed_dim DOESN'T have to be `cross_attention_dim`. To not clutter the __init__ too much
+ # they are set to `cross_attention_dim` here as this is exactly the required dimension for the currently only use
+ # case when `addition_embed_type == "text_image_proj"` (Kadinsky 2.1)`
+ self.encoder_hid_proj = TextImageProjection(
+ text_embed_dim=encoder_hid_dim,
+ image_embed_dim=cross_attention_dim,
+ cross_attention_dim=cross_attention_dim,
+ )
+ elif encoder_hid_dim_type == "image_proj":
+ # Kandinsky 2.2
+ self.encoder_hid_proj = ImageProjection(
+ image_embed_dim=encoder_hid_dim,
+ cross_attention_dim=cross_attention_dim,
+ )
+ elif encoder_hid_dim_type is not None:
+ raise ValueError(
+ f"encoder_hid_dim_type: {encoder_hid_dim_type} must be None, 'text_proj' or 'text_image_proj'."
+ )
+ else:
+ self.encoder_hid_proj = None
+
+ def _set_class_embedding(
+ self,
+ class_embed_type: Optional[str],
+ act_fn: str,
+ num_class_embeds: Optional[int],
+ projection_class_embeddings_input_dim: Optional[int],
+ time_embed_dim: int,
+ timestep_input_dim: int,
+ ):
+ if class_embed_type is None and num_class_embeds is not None:
+ self.class_embedding = nn.Embedding(num_class_embeds, time_embed_dim)
+ elif class_embed_type == "timestep":
+ self.class_embedding = TimestepEmbedding(timestep_input_dim, time_embed_dim, act_fn=act_fn)
+ elif class_embed_type == "identity":
+ self.class_embedding = nn.Identity(time_embed_dim, time_embed_dim)
+ elif class_embed_type == "projection":
+ if projection_class_embeddings_input_dim is None:
+ raise ValueError(
+ "`class_embed_type`: 'projection' requires `projection_class_embeddings_input_dim` be set"
+ )
+ # The projection `class_embed_type` is the same as the timestep `class_embed_type` except
+ # 1. the `class_labels` inputs are not first converted to sinusoidal embeddings
+ # 2. it projects from an arbitrary input dimension.
+ #
+ # Note that `TimestepEmbedding` is quite general, being mainly linear layers and activations.
+ # When used for embedding actual timesteps, the timesteps are first converted to sinusoidal embeddings.
+ # As a result, `TimestepEmbedding` can be passed arbitrary vectors.
+ self.class_embedding = TimestepEmbedding(projection_class_embeddings_input_dim, time_embed_dim)
+ elif class_embed_type == "simple_projection":
+ if projection_class_embeddings_input_dim is None:
+ raise ValueError(
+ "`class_embed_type`: 'simple_projection' requires `projection_class_embeddings_input_dim` be set"
+ )
+ self.class_embedding = nn.Linear(projection_class_embeddings_input_dim, time_embed_dim)
+ else:
+ self.class_embedding = None
+
+ def _set_add_embedding(
+ self,
+ addition_embed_type: str,
+ addition_embed_type_num_heads: int,
+ addition_time_embed_dim: Optional[int],
+ flip_sin_to_cos: bool,
+ freq_shift: float,
+ cross_attention_dim: Optional[int],
+ encoder_hid_dim: Optional[int],
+ projection_class_embeddings_input_dim: Optional[int],
+ time_embed_dim: int,
+ ):
+ if addition_embed_type == "text":
+ if encoder_hid_dim is not None:
+ text_time_embedding_from_dim = encoder_hid_dim
+ else:
+ text_time_embedding_from_dim = cross_attention_dim
+
+ self.add_embedding = TextTimeEmbedding(
+ text_time_embedding_from_dim, time_embed_dim, num_heads=addition_embed_type_num_heads
+ )
+ elif addition_embed_type == "text_image":
+ # text_embed_dim and image_embed_dim DON'T have to be `cross_attention_dim`. To not clutter the __init__ too much
+ # they are set to `cross_attention_dim` here as this is exactly the required dimension for the currently only use
+ # case when `addition_embed_type == "text_image"` (Kadinsky 2.1)`
+ self.add_embedding = TextImageTimeEmbedding(
+ text_embed_dim=cross_attention_dim, image_embed_dim=cross_attention_dim, time_embed_dim=time_embed_dim
+ )
+ elif addition_embed_type == "text_time":
+ self.add_time_proj = Timesteps(addition_time_embed_dim, flip_sin_to_cos, freq_shift)
+ self.add_embedding = TimestepEmbedding(projection_class_embeddings_input_dim, time_embed_dim)
+ elif addition_embed_type == "image":
+ # Kandinsky 2.2
+ self.add_embedding = ImageTimeEmbedding(image_embed_dim=encoder_hid_dim, time_embed_dim=time_embed_dim)
+ elif addition_embed_type == "image_hint":
+ # Kandinsky 2.2 ControlNet
+ self.add_embedding = ImageHintTimeEmbedding(image_embed_dim=encoder_hid_dim, time_embed_dim=time_embed_dim)
+ elif addition_embed_type is not None:
+ raise ValueError(f"addition_embed_type: {addition_embed_type} must be None, 'text' or 'text_image'.")
+
+ def _set_pos_net_if_use_gligen(self, attention_type: str, cross_attention_dim: int):
+ if attention_type in ["gated", "gated-text-image"]:
+ positive_len = 768
+ if isinstance(cross_attention_dim, int):
+ positive_len = cross_attention_dim
+ elif isinstance(cross_attention_dim, tuple) or isinstance(cross_attention_dim, list):
+ positive_len = cross_attention_dim[0]
+
+ feature_type = "text-only" if attention_type == "gated" else "text-image"
+ self.position_net = GLIGENTextBoundingboxProjection(
+ positive_len=positive_len, out_dim=cross_attention_dim, feature_type=feature_type
+ )
+
+ @property
+ def attn_processors(self) -> Dict[str, AttentionProcessor]:
+ r"""
+ Returns:
+ `dict` of attention processors: A dictionary containing all attention processors used in the model with
+ indexed by its weight name.
+ """
+ # set recursively
+ processors = {}
+
+ def fn_recursive_add_processors(name: str, module: torch.nn.Module, processors: Dict[str, AttentionProcessor]):
+ if hasattr(module, "get_processor"):
+ processors[f"{name}.processor"] = module.get_processor(return_deprecated_lora=True)
+
+ for sub_name, child in module.named_children():
+ fn_recursive_add_processors(f"{name}.{sub_name}", child, processors)
+
+ return processors
+
+ for name, module in self.named_children():
+ fn_recursive_add_processors(name, module, processors)
+
+ return processors
+
+ def set_attn_processor(self, processor: Union[AttentionProcessor, Dict[str, AttentionProcessor]]):
+ r"""
+ Sets the attention processor to use to compute attention.
+
+ Parameters:
+ processor (`dict` of `AttentionProcessor` or only `AttentionProcessor`):
+ The instantiated processor class or a dictionary of processor classes that will be set as the processor
+ for **all** `Attention` layers.
+
+ If `processor` is a dict, the key needs to define the path to the corresponding cross attention
+ processor. This is strongly recommended when setting trainable attention processors.
+
+ """
+ count = len(self.attn_processors.keys())
+
+ if isinstance(processor, dict) and len(processor) != count:
+ raise ValueError(
+ f"A dict of processors was passed, but the number of processors {len(processor)} does not match the"
+ f" number of attention layers: {count}. Please make sure to pass {count} processor classes."
+ )
+
+ def fn_recursive_attn_processor(name: str, module: torch.nn.Module, processor):
+ if hasattr(module, "set_processor"):
+ if not isinstance(processor, dict):
+ module.set_processor(processor)
+ else:
+ module.set_processor(processor.pop(f"{name}.processor"))
+
+ for sub_name, child in module.named_children():
+ fn_recursive_attn_processor(f"{name}.{sub_name}", child, processor)
+
+ for name, module in self.named_children():
+ fn_recursive_attn_processor(name, module, processor)
+
+ def set_default_attn_processor(self):
+ """
+ Disables custom attention processors and sets the default attention implementation.
+ """
+ if all(proc.__class__ in ADDED_KV_ATTENTION_PROCESSORS for proc in self.attn_processors.values()):
+ processor = AttnAddedKVProcessor()
+ elif all(proc.__class__ in CROSS_ATTENTION_PROCESSORS for proc in self.attn_processors.values()):
+ processor = AttnProcessor()
+ else:
+ raise ValueError(
+ f"Cannot call `set_default_attn_processor` when attention processors are of type {next(iter(self.attn_processors.values()))}"
+ )
+
+ self.set_attn_processor(processor)
+
+ def set_attention_slice(self, slice_size: Union[str, int, List[int]] = "auto"):
+ r"""
+ Enable sliced attention computation.
+
+ When this option is enabled, the attention module splits the input tensor in slices to compute attention in
+ several steps. This is useful for saving some memory in exchange for a small decrease in speed.
+
+ Args:
+ slice_size (`str` or `int` or `list(int)`, *optional*, defaults to `"auto"`):
+ When `"auto"`, input to the attention heads is halved, so attention is computed in two steps. If
+ `"max"`, maximum amount of memory is saved by running only one slice at a time. If a number is
+ provided, uses as many slices as `attention_head_dim // slice_size`. In this case, `attention_head_dim`
+ must be a multiple of `slice_size`.
+ """
+ sliceable_head_dims = []
+
+ def fn_recursive_retrieve_sliceable_dims(module: torch.nn.Module):
+ if hasattr(module, "set_attention_slice"):
+ sliceable_head_dims.append(module.sliceable_head_dim)
+
+ for child in module.children():
+ fn_recursive_retrieve_sliceable_dims(child)
+
+ # retrieve number of attention layers
+ for module in self.children():
+ fn_recursive_retrieve_sliceable_dims(module)
+
+ num_sliceable_layers = len(sliceable_head_dims)
+
+ if slice_size == "auto":
+ # half the attention head size is usually a good trade-off between
+ # speed and memory
+ slice_size = [dim // 2 for dim in sliceable_head_dims]
+ elif slice_size == "max":
+ # make smallest slice possible
+ slice_size = num_sliceable_layers * [1]
+
+ slice_size = num_sliceable_layers * [slice_size] if not isinstance(slice_size, list) else slice_size
+
+ if len(slice_size) != len(sliceable_head_dims):
+ raise ValueError(
+ f"You have provided {len(slice_size)}, but {self.config} has {len(sliceable_head_dims)} different"
+ f" attention layers. Make sure to match `len(slice_size)` to be {len(sliceable_head_dims)}."
+ )
+
+ for i in range(len(slice_size)):
+ size = slice_size[i]
+ dim = sliceable_head_dims[i]
+ if size is not None and size > dim:
+ raise ValueError(f"size {size} has to be smaller or equal to {dim}.")
+
+ # Recursively walk through all the children.
+ # Any children which exposes the set_attention_slice method
+ # gets the message
+ def fn_recursive_set_attention_slice(module: torch.nn.Module, slice_size: List[int]):
+ if hasattr(module, "set_attention_slice"):
+ module.set_attention_slice(slice_size.pop())
+
+ for child in module.children():
+ fn_recursive_set_attention_slice(child, slice_size)
+
+ reversed_slice_size = list(reversed(slice_size))
+ for module in self.children():
+ fn_recursive_set_attention_slice(module, reversed_slice_size)
+
+ def _set_gradient_checkpointing(self, module, value=False):
+ if hasattr(module, "gradient_checkpointing"):
+ module.gradient_checkpointing = value
+
+ def enable_freeu(self, s1: float, s2: float, b1: float, b2: float):
+ r"""Enables the FreeU mechanism from https://arxiv.org/abs/2309.11497.
+
+ The suffixes after the scaling factors represent the stage blocks where they are being applied.
+
+ Please refer to the [official repository](https://github.com/ChenyangSi/FreeU) for combinations of values that
+ are known to work well for different pipelines such as Stable Diffusion v1, v2, and Stable Diffusion XL.
+
+ Args:
+ s1 (`float`):
+ Scaling factor for stage 1 to attenuate the contributions of the skip features. This is done to
+ mitigate the "oversmoothing effect" in the enhanced denoising process.
+ s2 (`float`):
+ Scaling factor for stage 2 to attenuate the contributions of the skip features. This is done to
+ mitigate the "oversmoothing effect" in the enhanced denoising process.
+ b1 (`float`): Scaling factor for stage 1 to amplify the contributions of backbone features.
+ b2 (`float`): Scaling factor for stage 2 to amplify the contributions of backbone features.
+ """
+ for i, upsample_block in enumerate(self.up_blocks):
+ setattr(upsample_block, "s1", s1)
+ setattr(upsample_block, "s2", s2)
+ setattr(upsample_block, "b1", b1)
+ setattr(upsample_block, "b2", b2)
+
+ def disable_freeu(self):
+ """Disables the FreeU mechanism."""
+ freeu_keys = {"s1", "s2", "b1", "b2"}
+ for i, upsample_block in enumerate(self.up_blocks):
+ for k in freeu_keys:
+ if hasattr(upsample_block, k) or getattr(upsample_block, k, None) is not None:
+ setattr(upsample_block, k, None)
+
+ def fuse_qkv_projections(self):
+ """
+ Enables fused QKV projections. For self-attention modules, all projection matrices (i.e., query,
+ key, value) are fused. For cross-attention modules, key and value projection matrices are fused.
+
+
+
+ This API is 🧪 experimental.
+
+
+ """
+ self.original_attn_processors = None
+
+ for _, attn_processor in self.attn_processors.items():
+ if "Added" in str(attn_processor.__class__.__name__):
+ raise ValueError("`fuse_qkv_projections()` is not supported for models having added KV projections.")
+
+ self.original_attn_processors = self.attn_processors
+
+ for module in self.modules():
+ if isinstance(module, Attention):
+ module.fuse_projections(fuse=True)
+
+ def unfuse_qkv_projections(self):
+ """Disables the fused QKV projection if enabled.
+
+
+
+ This API is 🧪 experimental.
+
+
+
+ """
+ if self.original_attn_processors is not None:
+ self.set_attn_processor(self.original_attn_processors)
+
+ def unload_lora(self):
+ """Unloads LoRA weights."""
+ deprecate(
+ "unload_lora",
+ "0.28.0",
+ "Calling `unload_lora()` is deprecated and will be removed in a future version. Please install `peft` and then call `disable_adapters().",
+ )
+ for module in self.modules():
+ if hasattr(module, "set_lora_layer"):
+ module.set_lora_layer(None)
+
+ def get_time_embed(
+ self, sample: torch.Tensor, timestep: Union[torch.Tensor, float, int]
+ ) -> Optional[torch.Tensor]:
+ timesteps = timestep
+ if not torch.is_tensor(timesteps):
+ # TODO: this requires sync between CPU and GPU. So try to pass timesteps as tensors if you can
+ # This would be a good case for the `match` statement (Python 3.10+)
+ is_mps = sample.device.type == "mps"
+ if isinstance(timestep, float):
+ dtype = torch.float32 if is_mps else torch.float64
+ else:
+ dtype = torch.int32 if is_mps else torch.int64
+ timesteps = torch.tensor([timesteps], dtype=dtype, device=sample.device)
+ elif len(timesteps.shape) == 0:
+ timesteps = timesteps[None].to(sample.device)
+
+ # broadcast to batch dimension in a way that's compatible with ONNX/Core ML
+ timesteps = timesteps.expand(sample.shape[0])
+
+ t_emb = self.time_proj(timesteps)
+ # `Timesteps` does not contain any weights and will always return f32 tensors
+ # but time_embedding might actually be running in fp16. so we need to cast here.
+ # there might be better ways to encapsulate this.
+ t_emb = t_emb.to(dtype=sample.dtype)
+ return t_emb
+
+ def get_class_embed(self, sample: torch.Tensor, class_labels: Optional[torch.Tensor]) -> Optional[torch.Tensor]:
+ class_emb = None
+ if self.class_embedding is not None:
+ if class_labels is None:
+ raise ValueError("class_labels should be provided when num_class_embeds > 0")
+
+ if self.config.class_embed_type == "timestep":
+ class_labels = self.time_proj(class_labels)
+
+ # `Timesteps` does not contain any weights and will always return f32 tensors
+ # there might be better ways to encapsulate this.
+ class_labels = class_labels.to(dtype=sample.dtype)
+
+ class_emb = self.class_embedding(class_labels).to(dtype=sample.dtype)
+ return class_emb
+
+ def get_aug_embed(
+ self, emb: torch.Tensor, encoder_hidden_states: torch.Tensor, added_cond_kwargs: Dict[str, Any]
+ ) -> Optional[torch.Tensor]:
+ aug_emb = None
+ if self.config.addition_embed_type == "text":
+ aug_emb = self.add_embedding(encoder_hidden_states)
+ elif self.config.addition_embed_type == "text_image":
+ # Kandinsky 2.1 - style
+ if "image_embeds" not in added_cond_kwargs:
+ raise ValueError(
+ f"{self.__class__} has the config param `addition_embed_type` set to 'text_image' which requires the keyword argument `image_embeds` to be passed in `added_cond_kwargs`"
+ )
+
+ image_embs = added_cond_kwargs.get("image_embeds")
+ text_embs = added_cond_kwargs.get("text_embeds", encoder_hidden_states)
+ aug_emb = self.add_embedding(text_embs, image_embs)
+ elif self.config.addition_embed_type == "text_time":
+ # SDXL - style
+ if "text_embeds" not in added_cond_kwargs:
+ raise ValueError(
+ f"{self.__class__} has the config param `addition_embed_type` set to 'text_time' which requires the keyword argument `text_embeds` to be passed in `added_cond_kwargs`"
+ )
+ text_embeds = added_cond_kwargs.get("text_embeds")
+ if "time_ids" not in added_cond_kwargs:
+ raise ValueError(
+ f"{self.__class__} has the config param `addition_embed_type` set to 'text_time' which requires the keyword argument `time_ids` to be passed in `added_cond_kwargs`"
+ )
+ time_ids = added_cond_kwargs.get("time_ids")
+ time_embeds = self.add_time_proj(time_ids.flatten())
+ time_embeds = time_embeds.reshape((text_embeds.shape[0], -1))
+ add_embeds = torch.concat([text_embeds, time_embeds], dim=-1)
+ add_embeds = add_embeds.to(emb.dtype)
+ aug_emb = self.add_embedding(add_embeds)
+ elif self.config.addition_embed_type == "image":
+ # Kandinsky 2.2 - style
+ if "image_embeds" not in added_cond_kwargs:
+ raise ValueError(
+ f"{self.__class__} has the config param `addition_embed_type` set to 'image' which requires the keyword argument `image_embeds` to be passed in `added_cond_kwargs`"
+ )
+ image_embs = added_cond_kwargs.get("image_embeds")
+ aug_emb = self.add_embedding(image_embs)
+ elif self.config.addition_embed_type == "image_hint":
+ # Kandinsky 2.2 - style
+ if "image_embeds" not in added_cond_kwargs or "hint" not in added_cond_kwargs:
+ raise ValueError(
+ f"{self.__class__} has the config param `addition_embed_type` set to 'image_hint' which requires the keyword arguments `image_embeds` and `hint` to be passed in `added_cond_kwargs`"
+ )
+ image_embs = added_cond_kwargs.get("image_embeds")
+ hint = added_cond_kwargs.get("hint")
+ aug_emb = self.add_embedding(image_embs, hint)
+ return aug_emb
+
+ def process_encoder_hidden_states(
+ self, encoder_hidden_states: torch.Tensor, added_cond_kwargs: Dict[str, Any]
+ ) -> torch.Tensor:
+ if self.encoder_hid_proj is not None and self.config.encoder_hid_dim_type == "text_proj":
+ encoder_hidden_states = self.encoder_hid_proj(encoder_hidden_states)
+ elif self.encoder_hid_proj is not None and self.config.encoder_hid_dim_type == "text_image_proj":
+ # Kadinsky 2.1 - style
+ if "image_embeds" not in added_cond_kwargs:
+ raise ValueError(
+ f"{self.__class__} has the config param `encoder_hid_dim_type` set to 'text_image_proj' which requires the keyword argument `image_embeds` to be passed in `added_conditions`"
+ )
+
+ image_embeds = added_cond_kwargs.get("image_embeds")
+ encoder_hidden_states = self.encoder_hid_proj(encoder_hidden_states, image_embeds)
+ elif self.encoder_hid_proj is not None and self.config.encoder_hid_dim_type == "image_proj":
+ # Kandinsky 2.2 - style
+ if "image_embeds" not in added_cond_kwargs:
+ raise ValueError(
+ f"{self.__class__} has the config param `encoder_hid_dim_type` set to 'image_proj' which requires the keyword argument `image_embeds` to be passed in `added_conditions`"
+ )
+ image_embeds = added_cond_kwargs.get("image_embeds")
+ encoder_hidden_states = self.encoder_hid_proj(image_embeds)
+ elif self.encoder_hid_proj is not None and self.config.encoder_hid_dim_type == "ip_image_proj":
+ if "image_embeds" not in added_cond_kwargs:
+ raise ValueError(
+ f"{self.__class__} has the config param `encoder_hid_dim_type` set to 'ip_image_proj' which requires the keyword argument `image_embeds` to be passed in `added_conditions`"
+ )
+ image_embeds = added_cond_kwargs.get("image_embeds")
+ image_embeds = self.encoder_hid_proj(image_embeds)
+ encoder_hidden_states = (encoder_hidden_states, image_embeds)
+ return encoder_hidden_states
+
+ def forward(
+ self,
+ sample: torch.FloatTensor,
+ timestep: Union[torch.Tensor, float, int],
+ encoder_hidden_states: torch.Tensor,
+ class_labels: Optional[torch.Tensor] = None,
+ timestep_cond: Optional[torch.Tensor] = None,
+ attention_mask: Optional[torch.Tensor] = None,
+ cross_attention_kwargs: Optional[Dict[str, Any]] = None,
+ added_cond_kwargs: Optional[Dict[str, torch.Tensor]] = None,
+ down_block_additional_residuals: Optional[Tuple[torch.Tensor]] = None,
+ mid_block_additional_residual: Optional[torch.Tensor] = None,
+ down_intrablock_additional_residuals: Optional[Tuple[torch.Tensor]] = None,
+ encoder_attention_mask: Optional[torch.Tensor] = None,
+ return_dict: bool = True,
+ down_block_add_samples: Optional[Tuple[torch.Tensor]] = None,
+ mid_block_add_sample: Optional[Tuple[torch.Tensor]] = None,
+ up_block_add_samples: Optional[Tuple[torch.Tensor]] = None,
+ ) -> Union[UNet2DConditionOutput, Tuple]:
+ r"""
+ The [`UNet2DConditionModel`] forward method.
+
+ Args:
+ sample (`torch.FloatTensor`):
+ The noisy input tensor with the following shape `(batch, channel, height, width)`.
+ timestep (`torch.FloatTensor` or `float` or `int`): The number of timesteps to denoise an input.
+ encoder_hidden_states (`torch.FloatTensor`):
+ The encoder hidden states with shape `(batch, sequence_length, feature_dim)`.
+ class_labels (`torch.Tensor`, *optional*, defaults to `None`):
+ Optional class labels for conditioning. Their embeddings will be summed with the timestep embeddings.
+ timestep_cond: (`torch.Tensor`, *optional*, defaults to `None`):
+ Conditional embeddings for timestep. If provided, the embeddings will be summed with the samples passed
+ through the `self.time_embedding` layer to obtain the timestep embeddings.
+ attention_mask (`torch.Tensor`, *optional*, defaults to `None`):
+ An attention mask of shape `(batch, key_tokens)` is applied to `encoder_hidden_states`. If `1` the mask
+ is kept, otherwise if `0` it is discarded. Mask will be converted into a bias, which adds large
+ negative values to the attention scores corresponding to "discard" tokens.
+ cross_attention_kwargs (`dict`, *optional*):
+ A kwargs dictionary that if specified is passed along to the `AttentionProcessor` as defined under
+ `self.processor` in
+ [diffusers.models.attention_processor](https://github.com/huggingface/diffusers/blob/main/src/diffusers/models/attention_processor.py).
+ added_cond_kwargs: (`dict`, *optional*):
+ A kwargs dictionary containing additional embeddings that if specified are added to the embeddings that
+ are passed along to the UNet blocks.
+ down_block_additional_residuals: (`tuple` of `torch.Tensor`, *optional*):
+ A tuple of tensors that if specified are added to the residuals of down unet blocks.
+ mid_block_additional_residual: (`torch.Tensor`, *optional*):
+ A tensor that if specified is added to the residual of the middle unet block.
+ encoder_attention_mask (`torch.Tensor`):
+ A cross-attention mask of shape `(batch, sequence_length)` is applied to `encoder_hidden_states`. If
+ `True` the mask is kept, otherwise if `False` it is discarded. Mask will be converted into a bias,
+ which adds large negative values to the attention scores corresponding to "discard" tokens.
+ return_dict (`bool`, *optional*, defaults to `True`):
+ Whether or not to return a [`~models.unets.unet_2d_condition.UNet2DConditionOutput`] instead of a plain
+ tuple.
+ cross_attention_kwargs (`dict`, *optional*):
+ A kwargs dictionary that if specified is passed along to the [`AttnProcessor`].
+ added_cond_kwargs: (`dict`, *optional*):
+ A kwargs dictionary containin additional embeddings that if specified are added to the embeddings that
+ are passed along to the UNet blocks.
+ down_block_additional_residuals (`tuple` of `torch.Tensor`, *optional*):
+ additional residuals to be added to UNet long skip connections from down blocks to up blocks for
+ example from ControlNet side model(s)
+ mid_block_additional_residual (`torch.Tensor`, *optional*):
+ additional residual to be added to UNet mid block output, for example from ControlNet side model
+ down_intrablock_additional_residuals (`tuple` of `torch.Tensor`, *optional*):
+ additional residuals to be added within UNet down blocks, for example from T2I-Adapter side model(s)
+
+ Returns:
+ [`~models.unets.unet_2d_condition.UNet2DConditionOutput`] or `tuple`:
+ If `return_dict` is True, an [`~models.unets.unet_2d_condition.UNet2DConditionOutput`] is returned, otherwise
+ a `tuple` is returned where the first element is the sample tensor.
+ """
+ # By default samples have to be AT least a multiple of the overall upsampling factor.
+ # The overall upsampling factor is equal to 2 ** (# num of upsampling layers).
+ # However, the upsampling interpolation output size can be forced to fit any upsampling size
+ # on the fly if necessary.
+ default_overall_up_factor = 2**self.num_upsamplers
+
+ # upsample size should be forwarded when sample is not a multiple of `default_overall_up_factor`
+ forward_upsample_size = False
+ upsample_size = None
+
+ for dim in sample.shape[-2:]:
+ if dim % default_overall_up_factor != 0:
+ # Forward upsample size to force interpolation output size.
+ forward_upsample_size = True
+ break
+
+ # ensure attention_mask is a bias, and give it a singleton query_tokens dimension
+ # expects mask of shape:
+ # [batch, key_tokens]
+ # adds singleton query_tokens dimension:
+ # [batch, 1, key_tokens]
+ # this helps to broadcast it as a bias over attention scores, which will be in one of the following shapes:
+ # [batch, heads, query_tokens, key_tokens] (e.g. torch sdp attn)
+ # [batch * heads, query_tokens, key_tokens] (e.g. xformers or classic attn)
+ if attention_mask is not None:
+ # assume that mask is expressed as:
+ # (1 = keep, 0 = discard)
+ # convert mask into a bias that can be added to attention scores:
+ # (keep = +0, discard = -10000.0)
+ attention_mask = (1 - attention_mask.to(sample.dtype)) * -10000.0
+ attention_mask = attention_mask.unsqueeze(1)
+
+ # convert encoder_attention_mask to a bias the same way we do for attention_mask
+ if encoder_attention_mask is not None:
+ encoder_attention_mask = (1 - encoder_attention_mask.to(sample.dtype)) * -10000.0
+ encoder_attention_mask = encoder_attention_mask.unsqueeze(1)
+
+ # 0. center input if necessary
+ if self.config.center_input_sample:
+ sample = 2 * sample - 1.0
+
+ # 1. time
+ t_emb = self.get_time_embed(sample=sample, timestep=timestep)
+ emb = self.time_embedding(t_emb, timestep_cond)
+ aug_emb = None
+
+ class_emb = self.get_class_embed(sample=sample, class_labels=class_labels)
+ if class_emb is not None:
+ if self.config.class_embeddings_concat:
+ emb = torch.cat([emb, class_emb], dim=-1)
+ else:
+ emb = emb + class_emb
+
+ aug_emb = self.get_aug_embed(
+ emb=emb, encoder_hidden_states=encoder_hidden_states, added_cond_kwargs=added_cond_kwargs
+ )
+ if self.config.addition_embed_type == "image_hint":
+ aug_emb, hint = aug_emb
+ sample = torch.cat([sample, hint], dim=1)
+
+ emb = emb + aug_emb if aug_emb is not None else emb
+
+ if self.time_embed_act is not None:
+ emb = self.time_embed_act(emb)
+
+ encoder_hidden_states = self.process_encoder_hidden_states(
+ encoder_hidden_states=encoder_hidden_states, added_cond_kwargs=added_cond_kwargs
+ )
+
+ # 2. pre-process
+ sample = self.conv_in(sample)
+
+ # 2.5 GLIGEN position net
+ if cross_attention_kwargs is not None and cross_attention_kwargs.get("gligen", None) is not None:
+ cross_attention_kwargs = cross_attention_kwargs.copy()
+ gligen_args = cross_attention_kwargs.pop("gligen")
+ cross_attention_kwargs["gligen"] = {"objs": self.position_net(**gligen_args)}
+
+ # 3. down
+ lora_scale = cross_attention_kwargs.get("scale", 1.0) if cross_attention_kwargs is not None else 1.0
+ if USE_PEFT_BACKEND:
+ # weight the lora layers by setting `lora_scale` for each PEFT layer
+ scale_lora_layers(self, lora_scale)
+
+ is_controlnet = mid_block_additional_residual is not None and down_block_additional_residuals is not None
+ # using new arg down_intrablock_additional_residuals for T2I-Adapters, to distinguish from controlnets
+ is_adapter = down_intrablock_additional_residuals is not None
+ # maintain backward compatibility for legacy usage, where
+ # T2I-Adapter and ControlNet both use down_block_additional_residuals arg
+ # but can only use one or the other
+ is_brushnet = down_block_add_samples is not None and mid_block_add_sample is not None and up_block_add_samples is not None
+ if not is_adapter and mid_block_additional_residual is None and down_block_additional_residuals is not None:
+ deprecate(
+ "T2I should not use down_block_additional_residuals",
+ "1.3.0",
+ "Passing intrablock residual connections with `down_block_additional_residuals` is deprecated \
+ and will be removed in diffusers 1.3.0. `down_block_additional_residuals` should only be used \
+ for ControlNet. Please make sure use `down_intrablock_additional_residuals` instead. ",
+ standard_warn=False,
+ )
+ down_intrablock_additional_residuals = down_block_additional_residuals
+ is_adapter = True
+
+ down_block_res_samples = (sample,)
+
+ if is_brushnet:
+ sample = sample + down_block_add_samples.pop(0)
+
+ for downsample_block in self.down_blocks:
+ if hasattr(downsample_block, "has_cross_attention") and downsample_block.has_cross_attention:
+ # For t2i-adapter CrossAttnDownBlock2D
+ additional_residuals = {}
+ if is_adapter and len(down_intrablock_additional_residuals) > 0:
+ additional_residuals["additional_residuals"] = down_intrablock_additional_residuals.pop(0)
+
+ if is_brushnet and len(down_block_add_samples)>0:
+ additional_residuals["down_block_add_samples"] = [down_block_add_samples.pop(0)
+ for _ in range(len(downsample_block.resnets)+(downsample_block.downsamplers !=None))]
+
+ sample, res_samples = downsample_block(
+ hidden_states=sample,
+ temb=emb,
+ encoder_hidden_states=encoder_hidden_states,
+ attention_mask=attention_mask,
+ cross_attention_kwargs=cross_attention_kwargs,
+ encoder_attention_mask=encoder_attention_mask,
+ **additional_residuals,
+ )
+ else:
+ additional_residuals = {}
+ if is_brushnet and len(down_block_add_samples)>0:
+ additional_residuals["down_block_add_samples"] = [down_block_add_samples.pop(0)
+ for _ in range(len(downsample_block.resnets)+(downsample_block.downsamplers !=None))]
+
+ sample, res_samples = downsample_block(hidden_states=sample, temb=emb, scale=lora_scale, **additional_residuals)
+ if is_adapter and len(down_intrablock_additional_residuals) > 0:
+ sample += down_intrablock_additional_residuals.pop(0)
+
+ down_block_res_samples += res_samples
+
+ if is_controlnet:
+ new_down_block_res_samples = ()
+
+ for down_block_res_sample, down_block_additional_residual in zip(
+ down_block_res_samples, down_block_additional_residuals
+ ):
+ down_block_res_sample = down_block_res_sample + down_block_additional_residual
+ new_down_block_res_samples = new_down_block_res_samples + (down_block_res_sample,)
+
+ down_block_res_samples = new_down_block_res_samples
+
+ # 4. mid
+ if self.mid_block is not None:
+ if hasattr(self.mid_block, "has_cross_attention") and self.mid_block.has_cross_attention:
+ sample = self.mid_block(
+ sample,
+ emb,
+ encoder_hidden_states=encoder_hidden_states,
+ attention_mask=attention_mask,
+ cross_attention_kwargs=cross_attention_kwargs,
+ encoder_attention_mask=encoder_attention_mask,
+ )
+ else:
+ sample = self.mid_block(sample, emb)
+
+ # To support T2I-Adapter-XL
+ if (
+ is_adapter
+ and len(down_intrablock_additional_residuals) > 0
+ and sample.shape == down_intrablock_additional_residuals[0].shape
+ ):
+ sample += down_intrablock_additional_residuals.pop(0)
+
+ if is_controlnet:
+ sample = sample + mid_block_additional_residual
+
+ if is_brushnet:
+ sample = sample + mid_block_add_sample
+
+ # 5. up
+ for i, upsample_block in enumerate(self.up_blocks):
+ is_final_block = i == len(self.up_blocks) - 1
+
+ res_samples = down_block_res_samples[-len(upsample_block.resnets) :]
+ down_block_res_samples = down_block_res_samples[: -len(upsample_block.resnets)]
+
+ # if we have not reached the final block and need to forward the
+ # upsample size, we do it here
+ if not is_final_block and forward_upsample_size:
+ upsample_size = down_block_res_samples[-1].shape[2:]
+
+ if hasattr(upsample_block, "has_cross_attention") and upsample_block.has_cross_attention:
+ additional_residuals = {}
+ if is_brushnet and len(up_block_add_samples)>0:
+ additional_residuals["up_block_add_samples"] = [up_block_add_samples.pop(0)
+ for _ in range(len(upsample_block.resnets)+(upsample_block.upsamplers !=None))]
+
+ sample = upsample_block(
+ hidden_states=sample,
+ temb=emb,
+ res_hidden_states_tuple=res_samples,
+ encoder_hidden_states=encoder_hidden_states,
+ cross_attention_kwargs=cross_attention_kwargs,
+ upsample_size=upsample_size,
+ attention_mask=attention_mask,
+ encoder_attention_mask=encoder_attention_mask,
+ **additional_residuals,
+ )
+ else:
+ additional_residuals = {}
+ if is_brushnet and len(up_block_add_samples)>0:
+ additional_residuals["up_block_add_samples"] = [up_block_add_samples.pop(0)
+ for _ in range(len(upsample_block.resnets)+(upsample_block.upsamplers !=None))]
+
+ sample = upsample_block(
+ hidden_states=sample,
+ temb=emb,
+ res_hidden_states_tuple=res_samples,
+ upsample_size=upsample_size,
+ scale=lora_scale,
+ **additional_residuals,
+ )
+
+ # 6. post-process
+ if self.conv_norm_out:
+ sample = self.conv_norm_out(sample)
+ sample = self.conv_act(sample)
+ sample = self.conv_out(sample)
+
+ if USE_PEFT_BACKEND:
+ # remove `lora_scale` from each PEFT layer
+ unscale_lora_layers(self, lora_scale)
+
+ if not return_dict:
+ return (sample,)
+
+ return UNet2DConditionOutput(sample=sample)
diff --git a/configs/brushnet_config.json b/configs/brushnet_config.json
new file mode 100755
index 0000000..df549f7
--- /dev/null
+++ b/configs/brushnet_config.json
@@ -0,0 +1,58 @@
+{
+ "_class_name": "BrushNetModel",
+ "_diffusers_version": "0.27.0.dev0",
+ "_name_or_path": "runs/logs/brushnet_segmask/checkpoint-550000",
+ "act_fn": "silu",
+ "addition_embed_type": null,
+ "addition_embed_type_num_heads": 64,
+ "addition_time_embed_dim": null,
+ "attention_head_dim": 8,
+ "block_out_channels": [
+ 320,
+ 640,
+ 1280,
+ 1280
+ ],
+ "brushnet_conditioning_channel_order": "rgb",
+ "class_embed_type": null,
+ "conditioning_channels": 5,
+ "conditioning_embedding_out_channels": [
+ 16,
+ 32,
+ 96,
+ 256
+ ],
+ "cross_attention_dim": 768,
+ "down_block_types": [
+ "DownBlock2D",
+ "DownBlock2D",
+ "DownBlock2D",
+ "DownBlock2D"
+ ],
+ "downsample_padding": 1,
+ "encoder_hid_dim": null,
+ "encoder_hid_dim_type": null,
+ "flip_sin_to_cos": true,
+ "freq_shift": 0,
+ "global_pool_conditions": false,
+ "in_channels": 4,
+ "layers_per_block": 2,
+ "mid_block_scale_factor": 1,
+ "mid_block_type": "MidBlock2D",
+ "norm_eps": 1e-05,
+ "norm_num_groups": 32,
+ "num_attention_heads": null,
+ "num_class_embeds": null,
+ "only_cross_attention": false,
+ "projection_class_embeddings_input_dim": null,
+ "resnet_time_scale_shift": "default",
+ "transformer_layers_per_block": 1,
+ "up_block_types": [
+ "UpBlock2D",
+ "UpBlock2D",
+ "UpBlock2D",
+ "UpBlock2D"
+ ],
+ "upcast_attention": false,
+ "use_linear_projection": false
+}
diff --git a/configs/text_encoder_config.json b/configs/text_encoder_config.json
new file mode 100755
index 0000000..4d3e873
--- /dev/null
+++ b/configs/text_encoder_config.json
@@ -0,0 +1,25 @@
+{
+ "_name_or_path": "openai/clip-vit-large-patch14",
+ "architectures": [
+ "CLIPTextModel"
+ ],
+ "attention_dropout": 0.0,
+ "bos_token_id": 0,
+ "dropout": 0.0,
+ "eos_token_id": 2,
+ "hidden_act": "quick_gelu",
+ "hidden_size": 768,
+ "initializer_factor": 1.0,
+ "initializer_range": 0.02,
+ "intermediate_size": 3072,
+ "layer_norm_eps": 1e-05,
+ "max_position_embeddings": 77,
+ "model_type": "clip_text_model",
+ "num_attention_heads": 12,
+ "num_hidden_layers": 12,
+ "pad_token_id": 1,
+ "projection_dim": 768,
+ "torch_dtype": "float32",
+ "transformers_version": "4.22.0.dev0",
+ "vocab_size": 49408
+}
diff --git a/configs/tokenizer/config.json b/configs/tokenizer/config.json
new file mode 100644
index 0000000..2c19f66
--- /dev/null
+++ b/configs/tokenizer/config.json
@@ -0,0 +1,171 @@
+{
+ "_name_or_path": "clip-vit-large-patch14/",
+ "architectures": [
+ "CLIPModel"
+ ],
+ "initializer_factor": 1.0,
+ "logit_scale_init_value": 2.6592,
+ "model_type": "clip",
+ "projection_dim": 768,
+ "text_config": {
+ "_name_or_path": "",
+ "add_cross_attention": false,
+ "architectures": null,
+ "attention_dropout": 0.0,
+ "bad_words_ids": null,
+ "bos_token_id": 0,
+ "chunk_size_feed_forward": 0,
+ "cross_attention_hidden_size": null,
+ "decoder_start_token_id": null,
+ "diversity_penalty": 0.0,
+ "do_sample": false,
+ "dropout": 0.0,
+ "early_stopping": false,
+ "encoder_no_repeat_ngram_size": 0,
+ "eos_token_id": 2,
+ "finetuning_task": null,
+ "forced_bos_token_id": null,
+ "forced_eos_token_id": null,
+ "hidden_act": "quick_gelu",
+ "hidden_size": 768,
+ "id2label": {
+ "0": "LABEL_0",
+ "1": "LABEL_1"
+ },
+ "initializer_factor": 1.0,
+ "initializer_range": 0.02,
+ "intermediate_size": 3072,
+ "is_decoder": false,
+ "is_encoder_decoder": false,
+ "label2id": {
+ "LABEL_0": 0,
+ "LABEL_1": 1
+ },
+ "layer_norm_eps": 1e-05,
+ "length_penalty": 1.0,
+ "max_length": 20,
+ "max_position_embeddings": 77,
+ "min_length": 0,
+ "model_type": "clip_text_model",
+ "no_repeat_ngram_size": 0,
+ "num_attention_heads": 12,
+ "num_beam_groups": 1,
+ "num_beams": 1,
+ "num_hidden_layers": 12,
+ "num_return_sequences": 1,
+ "output_attentions": false,
+ "output_hidden_states": false,
+ "output_scores": false,
+ "pad_token_id": 1,
+ "prefix": null,
+ "problem_type": null,
+ "projection_dim" : 768,
+ "pruned_heads": {},
+ "remove_invalid_values": false,
+ "repetition_penalty": 1.0,
+ "return_dict": true,
+ "return_dict_in_generate": false,
+ "sep_token_id": null,
+ "task_specific_params": null,
+ "temperature": 1.0,
+ "tie_encoder_decoder": false,
+ "tie_word_embeddings": true,
+ "tokenizer_class": null,
+ "top_k": 50,
+ "top_p": 1.0,
+ "torch_dtype": null,
+ "torchscript": false,
+ "transformers_version": "4.16.0.dev0",
+ "use_bfloat16": false,
+ "vocab_size": 49408
+ },
+ "text_config_dict": {
+ "hidden_size": 768,
+ "intermediate_size": 3072,
+ "num_attention_heads": 12,
+ "num_hidden_layers": 12,
+ "projection_dim": 768
+ },
+ "torch_dtype": "float32",
+ "transformers_version": null,
+ "vision_config": {
+ "_name_or_path": "",
+ "add_cross_attention": false,
+ "architectures": null,
+ "attention_dropout": 0.0,
+ "bad_words_ids": null,
+ "bos_token_id": null,
+ "chunk_size_feed_forward": 0,
+ "cross_attention_hidden_size": null,
+ "decoder_start_token_id": null,
+ "diversity_penalty": 0.0,
+ "do_sample": false,
+ "dropout": 0.0,
+ "early_stopping": false,
+ "encoder_no_repeat_ngram_size": 0,
+ "eos_token_id": null,
+ "finetuning_task": null,
+ "forced_bos_token_id": null,
+ "forced_eos_token_id": null,
+ "hidden_act": "quick_gelu",
+ "hidden_size": 1024,
+ "id2label": {
+ "0": "LABEL_0",
+ "1": "LABEL_1"
+ },
+ "image_size": 224,
+ "initializer_factor": 1.0,
+ "initializer_range": 0.02,
+ "intermediate_size": 4096,
+ "is_decoder": false,
+ "is_encoder_decoder": false,
+ "label2id": {
+ "LABEL_0": 0,
+ "LABEL_1": 1
+ },
+ "layer_norm_eps": 1e-05,
+ "length_penalty": 1.0,
+ "max_length": 20,
+ "min_length": 0,
+ "model_type": "clip_vision_model",
+ "no_repeat_ngram_size": 0,
+ "num_attention_heads": 16,
+ "num_beam_groups": 1,
+ "num_beams": 1,
+ "num_hidden_layers": 24,
+ "num_return_sequences": 1,
+ "output_attentions": false,
+ "output_hidden_states": false,
+ "output_scores": false,
+ "pad_token_id": null,
+ "patch_size": 14,
+ "prefix": null,
+ "problem_type": null,
+ "projection_dim" : 768,
+ "pruned_heads": {},
+ "remove_invalid_values": false,
+ "repetition_penalty": 1.0,
+ "return_dict": true,
+ "return_dict_in_generate": false,
+ "sep_token_id": null,
+ "task_specific_params": null,
+ "temperature": 1.0,
+ "tie_encoder_decoder": false,
+ "tie_word_embeddings": true,
+ "tokenizer_class": null,
+ "top_k": 50,
+ "top_p": 1.0,
+ "torch_dtype": null,
+ "torchscript": false,
+ "transformers_version": "4.16.0.dev0",
+ "use_bfloat16": false
+ },
+ "vision_config_dict": {
+ "hidden_size": 1024,
+ "intermediate_size": 4096,
+ "num_attention_heads": 16,
+ "num_hidden_layers": 24,
+ "patch_size": 14,
+ "projection_dim": 768
+ }
+}
diff --git a/configs/tokenizer/merges.txt b/configs/tokenizer/merges.txt
new file mode 100644
index 0000000..76e821f
--- /dev/null
+++ b/configs/tokenizer/merges.txt
@@ -0,0 +1,48895 @@
+#version: 0.2
+i n
+t h
+a n
+r e
+a r
+e r
+th e
+in g
+o u
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+ð Ł
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+. .
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diff --git a/configs/tokenizer/preprocessor_config.json b/configs/tokenizer/preprocessor_config.json
new file mode 100644
index 0000000..5a12a1e
--- /dev/null
+++ b/configs/tokenizer/preprocessor_config.json
@@ -0,0 +1,19 @@
+{
+ "crop_size": 224,
+ "do_center_crop": true,
+ "do_normalize": true,
+ "do_resize": true,
+ "feature_extractor_type": "CLIPFeatureExtractor",
+ "image_mean": [
+ 0.48145466,
+ 0.4578275,
+ 0.40821073
+ ],
+ "image_std": [
+ 0.26862954,
+ 0.26130258,
+ 0.27577711
+ ],
+ "resample": 3,
+ "size": 224
+}
diff --git a/configs/tokenizer/special_tokens_map.json b/configs/tokenizer/special_tokens_map.json
new file mode 100644
index 0000000..9bfb42a
--- /dev/null
+++ b/configs/tokenizer/special_tokens_map.json
@@ -0,0 +1 @@
+{"bos_token": {"content": "<|startoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "eos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "unk_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "pad_token": "<|endoftext|>"}
\ No newline at end of file
diff --git a/configs/tokenizer/tokenizer.json b/configs/tokenizer/tokenizer.json
new file mode 100644
index 0000000..580c79c
--- /dev/null
+++ b/configs/tokenizer/tokenizer.json
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+{
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+ "truncation": null,
+ "padding": null,
+ "added_tokens": [
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+ "id": 49406,
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+ "lstrip": false,
+ "rstrip": false,
+ "normalized": true,
+ "special": true
+ },
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+ "id": 49407,
+ "content": "<|endoftext|>",
+ "single_word": false,
+ "lstrip": false,
+ "rstrip": false,
+ "normalized": false,
+ "special": true
+ }
+ ],
+ "normalizer": {
+ "type": "Sequence",
+ "normalizers": [
+ {
+ "type": "NFC"
+ },
+ {
+ "type": "Replace",
+ "pattern": {
+ "Regex": "\\s+"
+ },
+ "content": " "
+ },
+ {
+ "type": "Lowercase"
+ }
+ ]
+ },
+ "pre_tokenizer": {
+ "type": "Sequence",
+ "pretokenizers": [
+ {
+ "type": "Split",
+ "pattern": {
+ "Regex": "'s|'t|'re|'ve|'m|'ll|'d|[\\p{L}]+|[\\p{N}]|[^\\s\\p{L}\\p{N}]+"
+ },
+ "behavior": "Removed",
+ "invert": true
+ },
+ {
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+ "trim_offsets": true
+ }
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+ "post_processor": {
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+ "sep": [
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+ 49407
+ ],
+ "cls": [
+ "<|startoftext|>",
+ 49406
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+ "trim_offsets": false,
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+ "decoder": {
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+ "trim_offsets": true
+ },
+ "model": {
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+ "end_of_word_suffix": "",
+ "fuse_unk": false,
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+ "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",
+ "Ã ©",
+ "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",
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+ "pi d",
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+ "courte sy",
+ "fran k",
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+ "re l",
+ "ha i",
+ "s as",
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+ ".. .\"",
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+ "canadi an",
+ "lik ely",
+ "therap y",
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+ "econom ic",
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+ "rou te",
+ "fi ght",
+ "ho pe",
+ "se tting",
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+ "cro ss",
+ "fant asy",
+ "de e",
+ "sket ch",
+ "comp li",
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+ "engine ering",
+ "fig ure",
+ "ro w",
+ ". ,",
+ "f w",
+ "syd ney",
+ "w ou",
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+ "us es",
+ "the re",
+ "sp read",
+ "struc ture",
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+ "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",
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+ "give away",
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+ "ra y",
+ "je ss",
+ "g at",
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+ "x it",
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+ "yor k",
+ "pi e",
+ "invol ved",
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+ "mal ay",
+ "int elli",
+ "desp ite",
+ "che e",
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+ "be an",
+ "reco gni",
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+ "scre en",
+ "portra it",
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+ "lo se",
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+ "p i",
+ "om a",
+ "s ick",
+ "er c",
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+ "en try",
+ "plan e",
+ "gr y",
+ "ven e",
+ "liver pool",
+ "premi ere",
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+ "fil ms",
+ "ir a",
+ "holi days",
+ "cric ket",
+ "ici an",
+ "v ing",
+ ". )",
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+ "sun shine",
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+ "b less",
+ "ma de",
+ "col ors",
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+ "ir on",
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+ "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",
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+ "er ial",
+ "wor ked",
+ "at l",
+ "ðŁĴ ķ",
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+ "pol i",
+ "scen es",
+ "hom es",
+ "b ell",
+ "e at",
+ "ate ful",
+ "t in",
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+ "fol ks",
+ "p se",
+ "an n",
+ "wis dom",
+ "fa v",
+ "but ter",
+ "s r",
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+ "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",
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+ "il ities",
+ "w ro",
+ "ri sing",
+ "st ics",
+ "viol ence",
+ "i gh",
+ "qu ot",
+ "h it",
+ "t c",
+ "herit age",
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+ "ne s",
+ "z ar",
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+ "ed ge",
+ "de ep",
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+ "benef its",
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+ "mb er",
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+ "d ings",
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+ "ðŁĴ ª",
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+ "Ģ ï¸ı",
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+ "ju mp",
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+ "yo ga",
+ "cre ating",
+ "c ket",
+ "cre ek",
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+ "ma dri",
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+ "app ear",
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+ "doc tor",
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+ "box ing",
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+ "a w",
+ "w ise",
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+ "pl s",
+ "expe cted",
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+ "deci sion",
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+ "ch ron",
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+ "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",
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+ "prote c",
+ "pi er",
+ "ex press",
+ "nom in",
+ "econom y",
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+ "ic on",
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+ "vir gin",
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+ "man i",
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+ "ju dge",
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+ "' ,",
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+ "x x",
+ "si on",
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+ "p l",
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+ "el d",
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+ "v ent",
+ "ðŁĩºðŁĩ ¸",
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+ "convers ation",
+ "stu di",
+ "ðŁĶ¥ ðŁĶ¥",
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+ "s ounds",
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+ "mu sc",
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+ "ack ed",
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+ "tw are",
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+ "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",
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+ "att end",
+ "shir ts",
+ "pla yo",
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+ "par ade",
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+ "tur ing",
+ "re e",
+ "pri mary",
+ "fla sh",
+ "citi z",
+ "mat es",
+ "ste in",
+ "z i",
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+ "y i",
+ "fo cu",
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+ "b u",
+ "om e",
+ "ho p",
+ "ad dress",
+ "ti x",
+ "gi fts",
+ "relation ship",
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+ "fe ed",
+ "exac tly",
+ "haw ks",
+ "ex o",
+ "stre ss",
+ "s n",
+ "arre sted",
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+ "sof tware",
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+ "make up",
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+ "su pre",
+ "valent ine",
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+ "wou ldn",
+ "sc ale",
+ "rel ated",
+ "re gar",
+ "star tup",
+ "pack ed",
+ "mi ke",
+ "week ly",
+ "p ts",
+ "coun t",
+ "ha r",
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+ "min d",
+ "ber lin",
+ "con ditions",
+ "swit ch",
+ "cor n",
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+ "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",
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+ "coo k",
+ "opportun ities",
+ "p ure",
+ "organ ic",
+ "tem per",
+ "c am",
+ "avo id",
+ "par king",
+ "duba i",
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+ "di stri",
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+ "b oun",
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+ "mar vel",
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+ "! ?",
+ "st op",
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+ "ðŁİ ¶",
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+ "direc t",
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+ "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",
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+ "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 ¸",
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+ "se an",
+ "steph en",
+ "de p",
+ "no vel",
+ "vide os",
+ "ic al",
+ "press ure",
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+ "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",
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+ "d is",
+ "anth ony",
+ "ðŁı ½",
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+ "n ad",
+ "mon day",
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+ "ken ne",
+ "de tro",
+ "car di",
+ "gue sts",
+ "u x",
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+ "( #",
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+ "stor ms",
+ "d p",
+ "l oun",
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+ "ani me",
+ "multi ple",
+ "ðŁĺį ðŁĺį",
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+ "je an",
+ "ap art",
+ "candi date",
+ "gg y",
+ "con f",
+ "jose ph",
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+ "f ing",
+ "li ed",
+ "re p",
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+ "ðŁ¤ Ķ",
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+ "al du",
+ "k ong",
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+ "bro ke",
+ "ander son",
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+ "spo ke",
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+ "ðŁĴ ļ",
+ "Ã ¼",
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+ "re tro",
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+ "o u",
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+ "bro w",
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+ "en ced",
+ "de sk",
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+ "k ab",
+ "ch in",
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+ "i ii",
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+ "sec tor",
+ "op ti",
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+ "di et",
+ "pra yer",
+ "hi p",
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+ "pas sing",
+ "w en",
+ "reco very",
+ "ak i",
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+ "res ort",
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+ "stu ck",
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+ "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",
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+ "z y",
+ "ex change",
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+ "t x",
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+ "har ri",
+ "jo int",
+ "su e",
+ "collabor ation",
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+ "revolu tion",
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+ "ge tt",
+ "sh ell",
+ "sun day",
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+ "ni c",
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+ "star ring",
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+ "ðŁĴ Ĺ",
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+ "de e",
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+ "glo bal",
+ "mo ore",
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+ "bri gh",
+ "myster y",
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+ "âĿ¤ï¸ı âĿ¤ï¸ı",
+ "cre ati",
+ "me chan",
+ "clo ck",
+ "di c",
+ "âĢ Ķ",
+ "pp er",
+ "al ph",
+ "through out",
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+ "re sources",
+ "selec tion",
+ "ham il",
+ "bb q",
+ "aa aa",
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+ "drin ks",
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+ "du l",
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+ "s ville",
+ "color ado",
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+ "whe el",
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+ "desig ns",
+ "ab ly",
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+ "vanc ou",
+ "at i",
+ "con vention",
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+ "sing apore",
+ "pro mo",
+ "load ed",
+ "gla sgo",
+ "pp l",
+ "n oo",
+ "ke e",
+ "ste m",
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+ "i do",
+ "cru ise",
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+ "be comes",
+ "be y",
+ "âļ½ ï¸ı",
+ "tw in",
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+ "na sh",
+ "de si",
+ "work out",
+ "jen ni",
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+ "me tro",
+ "ci es",
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+ "l td",
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+ "sha w",
+ "bi gger",
+ "rema ins",
+ "crit ical",
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+ "co verage",
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+ "jac o",
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+ "fr i",
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+ "cap it",
+ "con fu",
+ "w tf",
+ "po ke",
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+ "pi es",
+ "be c",
+ "cre ation",
+ "chair man",
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+ "w al",
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+ "du ck",
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+ "ma sters",
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+ "car pet",
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+ "coach es",
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+ "u ps",
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+ "ste red",
+ "c ts",
+ "dr am",
+ "ste el",
+ "youn g",
+ "inst all",
+ "supp o",
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+ "de ck",
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+ "l der",
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+ "ari an",
+ "ka sh",
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+ "b eng",
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+ "ðŁĵ ·",
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+ "m itch",
+ "tw ice",
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+ "ru sh",
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+ "ne tt",
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+ "pe l",
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+ "litt le",
+ "real donaldtrump",
+ "eliza beth",
+ "carol ina",
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+ "ing e",
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+ "roc king",
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+ "ca sting",
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+ "de cl",
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+ "âĢ ¦",
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+ "at t",
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+ "new sp",
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+ "vi p",
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+ "ge on",
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+ "li s",
+ "she et",
+ "thi si",
+ "co lo",
+ "deser t",
+ "regi stration",
+ "ig n",
+ "expla in",
+ "inter ior",
+ "la ws",
+ "writ ers",
+ "spr ings",
+ "k r",
+ "fri ed",
+ "blo om",
+ "inf ra",
+ "a o",
+ "cre d",
+ "pa st",
+ "line up",
+ "bo o",
+ "bre a",
+ "boo ts",
+ "celebr ity",
+ "att acks",
+ "bro ok",
+ "ev es",
+ "ex cu",
+ "cher ry",
+ "oo p",
+ "fas cin",
+ "boy friend",
+ "se as",
+ "n ine",
+ "effec ts",
+ "po wered",
+ "k ha",
+ "ðŁĺ Ģ",
+ "sh out",
+ "con dition",
+ "i j",
+ "her o",
+ "enter pri",
+ "win ter",
+ "applic ations",
+ "sho e",
+ "g el",
+ "batt le",
+ "pro grams",
+ "w art",
+ "ðŁĴ ¥",
+ "ra p",
+ "ho l",
+ "dang erous",
+ "di a",
+ "coun ter",
+ "ric s",
+ "i or",
+ "k night",
+ "co at",
+ "emo tional",
+ "at ures",
+ "d as",
+ "whe el",
+ "fore cast",
+ "tran sport",
+ "glasgo w",
+ "king dom",
+ "prepar ing",
+ "im medi",
+ "ff in",
+ "awar ded",
+ "prin ting",
+ "ro man",
+ "fight ers",
+ "any more",
+ "bel t",
+ "p ine",
+ "win e",
+ "x i",
+ "employe es",
+ "logi es",
+ "al led",
+ "de mo",
+ "birth day",
+ "ange les",
+ "lo g",
+ "dri vers",
+ "neck lace",
+ "k ath",
+ "s it",
+ "athle te",
+ "ef s",
+ "s burg",
+ "pur pose",
+ "resi stance",
+ "rele ases",
+ "t is",
+ "vari ous",
+ "deli ver",
+ "ch al",
+ "s anc",
+ "opp o",
+ "cra w",
+ "neu ro",
+ "dr a",
+ "suppor ters",
+ "sna p",
+ "diffic ult",
+ "swe ar",
+ "logi st",
+ "pa th",
+ "attemp t",
+ "à ¥",
+ "swim ming",
+ "ste ve",
+ "hur t",
+ "inclu ded",
+ "b ap",
+ "wa re",
+ "ðŁĴ ĭ",
+ "end ers",
+ "ja ke",
+ "le eds",
+ "cli mb",
+ "l b",
+ "im ple",
+ "li sa",
+ "clo thing",
+ "ðŁĺ İ",
+ "d t",
+ "com pla",
+ "sw ing",
+ "stra w",
+ "v als",
+ "k le",
+ "us ers",
+ "stor m",
+ "cu ts",
+ "ontari o",
+ "p an",
+ "hand some",
+ "i ow",
+ "ar gu",
+ "chec king",
+ "scotti sh",
+ "Ķ ï¸ı",
+ "si er",
+ "em ma",
+ "po d",
+ "patter n",
+ "de sh",
+ "en h",
+ "ed ward",
+ "t ing",
+ "k h",
+ "hal f",
+ "lincol n",
+ "mo ther",
+ "al leg",
+ "r c",
+ "volley ball",
+ "d n",
+ "g ay",
+ "all y",
+ "le ton",
+ "gro ve",
+ "l oud",
+ "adv anced",
+ "re spec",
+ "cli ent",
+ "supre me",
+ "thail and",
+ "ho w",
+ "gi g",
+ "to i",
+ "do t",
+ "dol lar",
+ "ðŁij ĩ",
+ "p it",
+ "r b",
+ "h n",
+ "produc ed",
+ "gg ers",
+ "âĨ Ĵ",
+ "ml b",
+ "can vas",
+ "fin eart",
+ "us d",
+ "in the",
+ "p son",
+ "actu al",
+ "s l",
+ "t b",
+ "ip ad",
+ "en sure",
+ "u mb",
+ "w d",
+ "sk a",
+ "mar s",
+ "k end",
+ "f eli",
+ "th ing",
+ "count down",
+ "absolu te",
+ "r out",
+ "dra l",
+ "p y",
+ "inju red",
+ "min t",
+ "hun ting",
+ "mm er",
+ "s age",
+ "li gh",
+ "ac ity",
+ "ex pan",
+ "mur ray",
+ "ar o",
+ "sec ure",
+ "four th",
+ "eag le",
+ "reli ef",
+ "st akes",
+ "industri al",
+ "clar k",
+ "under standing",
+ "see m",
+ "pl enty",
+ "sil ver",
+ "cla u",
+ "thre at",
+ "sa il",
+ "pro duce",
+ "ab str",
+ "is is",
+ "b r",
+ "eng ers",
+ "wor ry",
+ "bie ber",
+ "s j",
+ "just in",
+ "reali ze",
+ "ky le",
+ "esp n",
+ "fil ter",
+ "s ch",
+ "ty pes",
+ "game dev",
+ "d ing",
+ "twit ter",
+ "soldi ers",
+ "p om",
+ "car bon",
+ "y ards",
+ "child hood",
+ "ri ed",
+ "ke l",
+ "ele ph",
+ "t ons",
+ "key note",
+ "qui et",
+ "wi re",
+ "po sting",
+ "is sa",
+ "repre senting",
+ "bac ks",
+ "alex ander",
+ "celebr ates",
+ "ta ining",
+ "| |",
+ "ch or",
+ "esc ape",
+ "pe ek",
+ "ti ves",
+ "fiel d",
+ "ssi e",
+ "im pac",
+ "spons or",
+ "r c",
+ "we dd",
+ "cann ab",
+ "si des",
+ "trac ks",
+ "com par",
+ "con trac",
+ "techn ical",
+ "bi ble",
+ "expl oring",
+ "sh are",
+ "tra v",
+ "n ate",
+ "ill o",
+ "sc ru",
+ "m ingham",
+ "gun s",
+ "of the",
+ "sh ame",
+ "se es",
+ "ca tho",
+ "ac cess",
+ "ce l",
+ "repor ted",
+ "Â »",
+ "mari o",
+ "p ad",
+ "hope fully",
+ "ou se",
+ "y on",
+ "disapp o",
+ "ol o",
+ "p itt",
+ "pa c",
+ "ga p",
+ "cru sh",
+ "s g",
+ "k le",
+ "ge m",
+ "emp ire",
+ "dir ty",
+ "a is",
+ "avi ation",
+ "ze aland",
+ "fac ing",
+ "high way",
+ "d anny",
+ "spi der",
+ "ot ta",
+ "ðŁĺ Ħ",
+ "w y",
+ "col ours",
+ "in fl",
+ "co sts",
+ "olym pics",
+ "au s",
+ "h m",
+ "ho ward",
+ "pas ses",
+ "lau ren",
+ "mu sh",
+ "op in",
+ "r ho",
+ "disc ount",
+ "oper ation",
+ "em ily",
+ "mm m",
+ "cham ber",
+ "d il",
+ "to yo",
+ "shi p",
+ "sam u",
+ "pic tured",
+ "un ic",
+ "po l",
+ "keep er",
+ "carto on",
+ "st en",
+ "ig nor",
+ "n ations",
+ "n l",
+ "ta sting",
+ "deta il",
+ "offici als",
+ "mo tor",
+ "franc is",
+ "ed itor",
+ "ðŁij ĩ",
+ "pe ts",
+ "rang ers",
+ "t g",
+ "r n",
+ "w ri",
+ "nic hol",
+ "i se",
+ "spo ts",
+ "ani e",
+ "chec k",
+ "tri ple",
+ "ku mar",
+ "spe akers",
+ "ic ing",
+ "pre pared",
+ "ab use",
+ "friend ship",
+ "mon th",
+ "swi m",
+ "air e",
+ "sc ent",
+ "hamil ton",
+ "indi an",
+ "j es",
+ "yum my",
+ "te ars",
+ "da wn",
+ "i zed",
+ "worl ds",
+ "ðŁ ķ",
+ "b illi",
+ "st one",
+ "n hs",
+ "ba sic",
+ "p or",
+ "st le",
+ "ir on",
+ "ol der",
+ "cle vel",
+ "e ing",
+ "ðŁĺįðŁĺį ðŁĺį",
+ "prin ts",
+ "fir m",
+ "air craft",
+ "fin est",
+ "devel op",
+ "aar on",
+ "t z",
+ "gra ham",
+ "own ers",
+ "fo li",
+ "less on",
+ "qu es",
+ "bab e",
+ "cra ft",
+ "ph en",
+ "ju n",
+ "bir mingham",
+ "v ine",
+ "ll er",
+ "i an",
+ "fineart america",
+ "evol u",
+ "st ab",
+ "im per",
+ "war d",
+ "com ic",
+ "wi z",
+ "inv ited",
+ "du ke",
+ "mat ch",
+ "por ts",
+ "ro ger",
+ "diag no",
+ "ke pt",
+ "te st",
+ "vis u",
+ "r hy",
+ "so c",
+ "to x",
+ "b aker",
+ "sur face",
+ "co vers",
+ "man s",
+ "b its",
+ "x box",
+ "ff le",
+ "n an",
+ "gar d",
+ "h art",
+ "wat ers",
+ "v illa",
+ "re tro",
+ "light ning",
+ "catho lic",
+ "democr acy",
+ "neigh bor",
+ "pen n",
+ "cr an",
+ "jona than",
+ "la ura",
+ "vi bes",
+ "su b",
+ "coach ing",
+ "clear ly",
+ "uk raine",
+ "bra ve",
+ "commit ment",
+ "t all",
+ "mar t",
+ "ra p",
+ "mo di",
+ "sco tt",
+ "bro s",
+ "show er",
+ "ðŁı ¾",
+ "âĺº ï¸ı",
+ "cou sin",
+ "appro ach",
+ "br e",
+ "com pos",
+ "hil ari",
+ "phil ly",
+ "g ad",
+ "quick ly",
+ "ri an",
+ "t m",
+ "vir tual",
+ "hou ses",
+ "k t",
+ "phoeni x",
+ "w ire",
+ "ff y",
+ "b unch",
+ "anc ing",
+ "tal e",
+ "snap chat",
+ "star ter",
+ "h t",
+ "k icking",
+ "ap art",
+ "th y",
+ ") !",
+ "blo gger",
+ "it z",
+ "com fort",
+ "ang els",
+ "w ash",
+ "\" :",
+ "ar gent",
+ "re quest",
+ "hon est",
+ "mi ghty",
+ "bo bby",
+ "k g",
+ "ro l",
+ "thou se",
+ "ex po",
+ "h c",
+ "tab les",
+ "mag ical",
+ "po sts",
+ "de m",
+ "n w",
+ "or lando",
+ "ab er",
+ "* **",
+ "ðŁĺ ľ",
+ "environ mental",
+ "trans formation",
+ "mi le",
+ "w ic",
+ "hir ing",
+ "ma ine",
+ "bo ar",
+ "r ying",
+ "ti s",
+ "nit ure",
+ "twee ted",
+ "anton io",
+ "opin ion",
+ "fin ale",
+ "di y",
+ "f is",
+ "th in",
+ "trou ble",
+ "le go",
+ "fi les",
+ "qu art",
+ "sp a",
+ "curren cy",
+ "cli mate",
+ "fan art",
+ "rail way",
+ "sp ace",
+ "ban ds",
+ "dani el",
+ "mo tion",
+ "l eng",
+ "hol der",
+ "oc cu",
+ "mar ie",
+ "cathe dral",
+ "bu zz",
+ "bi es",
+ "nas car",
+ "bm w",
+ "bat tery",
+ "char lotte",
+ "doc tor",
+ "zz le",
+ "se ven",
+ "in san",
+ "d dy",
+ "st en",
+ "lab or",
+ "thr illed",
+ "se ren",
+ "docu mentary",
+ "wav es",
+ "cer tain",
+ "can did",
+ "allow ed",
+ "ninten do",
+ "star wars",
+ "ta p",
+ "home made",
+ "d les",
+ "ther ing",
+ "bre e",
+ "emp ty",
+ "pi ano",
+ "pos iti",
+ "coun try",
+ "por k",
+ "pu ts",
+ "per ry",
+ "m atic",
+ "spot light",
+ "ti st",
+ "or ities",
+ "we alth",
+ "c p",
+ "bar bar",
+ "commit ted",
+ "as sau",
+ "pro fit",
+ "e ight",
+ "hu l",
+ "fini shing",
+ "run ner",
+ "ss o",
+ "insp ec",
+ "char ged",
+ "christ op",
+ "lo sing",
+ "co al",
+ "ho o",
+ "ele v",
+ "de le",
+ "mo ham",
+ "don ation",
+ "c able",
+ "clin ic",
+ "j in",
+ "manag ed",
+ "ter ing",
+ "â ¬",
+ "ur ban",
+ "depu ty",
+ "bb er",
+ "bur n",
+ "acade mic",
+ "o tt",
+ "sta ke",
+ "it er",
+ "sto wn",
+ "ack er",
+ "advent ures",
+ "ad ams",
+ "gre g",
+ "pro m",
+ "vo l",
+ "ac qu",
+ "con gre",
+ "pa int",
+ "citiz ens",
+ "c all",
+ "af ford",
+ "v c",
+ "as ks",
+ "the tic",
+ "independ ence",
+ "â Ľ",
+ "h itting",
+ "bl on",
+ "fu ture",
+ "â ı",
+ "in no",
+ "gen e",
+ "bo ards",
+ "di stance",
+ "se t",
+ "re mem",
+ "th al",
+ "pre vent",
+ "l ang",
+ "ob jec",
+ "su sp",
+ "mat t",
+ "in duc",
+ "bor o",
+ "pi one",
+ "re di",
+ "vir tu",
+ "prin ted",
+ "sco pe",
+ "shar k",
+ "suc ce",
+ "a stron",
+ "il legal",
+ "j ag",
+ "c ting",
+ "ine e",
+ "at o",
+ "rob in",
+ "nutr ition",
+ "b f",
+ "du tch",
+ "b n",
+ "fur niture",
+ "for gotten",
+ "at ar",
+ "ru p",
+ "hy per",
+ "bran ch",
+ "communic ation",
+ "degre es",
+ "on ia",
+ "un cle",
+ "promo te",
+ "or che",
+ "wi i",
+ "j s",
+ "but ton",
+ "ma jor",
+ "c bs",
+ "bri stol",
+ "premi um",
+ "ordin ary",
+ "e dit",
+ "m g",
+ "we ed",
+ "st even",
+ ": '",
+ "gu s",
+ "te s",
+ "cap tured",
+ "dru gs",
+ "do w",
+ "wr ites",
+ "bi shop",
+ "whe els",
+ "ali zation",
+ "disco very",
+ "w r",
+ "rach el",
+ "ne il",
+ "hy dr",
+ "cu test",
+ "entreprene ur",
+ "kore an",
+ "ore gon",
+ "ul ty",
+ "perfec tly",
+ "suppor ted",
+ "histor ical",
+ "t wins",
+ "ell y",
+ "we l",
+ "de vil",
+ "in come",
+ "scienti sts",
+ "de leg",
+ "h en",
+ "on i",
+ "ic ed",
+ "gi o",
+ "cur ry",
+ "reve al",
+ "e g",
+ "buff alo",
+ "n ol",
+ "op era",
+ "camer on",
+ "haha haha",
+ "j ab",
+ "gradu ation",
+ "cra ig",
+ "r al",
+ "i f",
+ "organi zation",
+ "le ge",
+ "g ang",
+ "su d",
+ "edin burgh",
+ "l ack",
+ "fli es",
+ "g ate",
+ "thr ones",
+ "q b",
+ "the real",
+ "e leg",
+ "pp in",
+ "c les",
+ "jam ie",
+ "tn am",
+ "cryp to",
+ "ou l",
+ "p ages",
+ "a se",
+ "roo ts",
+ "stu pid",
+ "a did",
+ "boo t",
+ "prote in",
+ "s ap",
+ "si um",
+ "su s",
+ "end or",
+ "fun ction",
+ "don t",
+ "en na",
+ "ch y",
+ "squ e",
+ "wor ker",
+ "m tv",
+ "e a",
+ "k an",
+ "ðŁĴ ļ",
+ "mu s",
+ "professi on",
+ "t to",
+ "oper ations",
+ "al lo",
+ "c tor",
+ "inv ite",
+ "sc and",
+ "ou th",
+ "z im",
+ "lin ks",
+ "cli ents",
+ "sam sung",
+ "discu sses",
+ "n ell",
+ "ul tra",
+ "some where",
+ "ste wart",
+ "ine t",
+ "de z",
+ "b out",
+ "fac tor",
+ "ti an",
+ "tr ans",
+ "jere my",
+ "d b",
+ "ðŁĩ ¬",
+ "or n",
+ "develop ing",
+ "spo l",
+ "coo per",
+ "ma u",
+ "rememb ering",
+ "tre k",
+ "famil y",
+ "sen iors",
+ "fo ster",
+ "att ended",
+ "w ing",
+ "trans form",
+ "ele mentary",
+ "hor iz",
+ "li sting",
+ "malay sia",
+ "it ch",
+ "warri or",
+ "philipp ines",
+ "russ ell",
+ "m end",
+ "initi ative",
+ "cre ep",
+ "to ps",
+ "br iti",
+ "a ur",
+ "shar p",
+ "adverti sing",
+ "ug ly",
+ "achi ev",
+ "materi als",
+ "bu g",
+ "dev ice",
+ "bon us",
+ "fac ility",
+ "col e",
+ "nh l",
+ "y as",
+ "plann ed",
+ "pol e",
+ "excell ence",
+ "tr ick",
+ "con fl",
+ "r p",
+ "achi eve",
+ "lo an",
+ "swa g",
+ "jess ica",
+ "ho we",
+ "p our",
+ "sc u",
+ "z oo",
+ "r ated",
+ "dre sses",
+ "re bel",
+ "mex ican",
+ "co ordin",
+ "me ss",
+ "atlan tic",
+ "t l",
+ "osc ar",
+ "wal ks",
+ "phar mac",
+ "investig ation",
+ "... #",
+ "cc i",
+ "eas ily",
+ "monday motivation",
+ "y ment",
+ "au ti",
+ "for ced",
+ "ar med",
+ "colle agues",
+ "pap ers",
+ "pro per",
+ "sha ke",
+ "bu c",
+ "le an",
+ "exhi bit",
+ "e vement",
+ "co tt",
+ "bi z",
+ "sp er",
+ "k ent",
+ "sw an",
+ "/ @",
+ "girl friend",
+ "haw k",
+ "âĺ Ģï¸ı",
+ "mon o",
+ "ðŁĴ Ľ",
+ "stat ue",
+ "ðŁĺ ³",
+ "ra s",
+ "te eth",
+ "preci ous",
+ "t ile",
+ "p am",
+ "swi ft",
+ "v ali",
+ "no se",
+ "dr unk",
+ "experi ences",
+ "come back",
+ "gen ius",
+ "wor se",
+ "sh ef",
+ "ra d",
+ "ed it",
+ "hon our",
+ "au spol",
+ "lar ry",
+ "h ire",
+ "gor don",
+ "achi evement",
+ ".... ....",
+ "su icide",
+ "alter native",
+ "su p",
+ "sur roun",
+ "sha ke",
+ "ke ith",
+ "pe pper",
+ "tur k",
+ "crimin al",
+ "be ck",
+ "su m",
+ "w alls",
+ "cn n",
+ "an tic",
+ "of fe",
+ "col li",
+ "win es",
+ "high light",
+ "hawa ii",
+ "emb ar",
+ "l fc",
+ "ðŁĩ ®",
+ "m v",
+ "> >",
+ "at mo",
+ "wor d",
+ "car l",
+ "shout out",
+ "bre wing",
+ "ì Ŀ",
+ "do f",
+ "s ic",
+ "hot test",
+ "col on",
+ "hh h",
+ "shu t",
+ "low ing",
+ "volu me",
+ "apart ment",
+ "agre ement",
+ "de stro",
+ "we e",
+ "religi ous",
+ "iow a",
+ "ro d",
+ "land ing",
+ "re present",
+ "ðŁĵ· :",
+ "la s",
+ "usu ally",
+ "h l",
+ "c ac",
+ "sal v",
+ "al ong",
+ "laugh ing",
+ "be ans",
+ "remin ds",
+ "pha se",
+ "some body",
+ "ma sk",
+ "ran ked",
+ "dest roy",
+ "sc i",
+ "âĢ¼ ï¸ı",
+ "gab ri",
+ "le o",
+ "ro a",
+ "fa iled",
+ "si l",
+ "refuge es",
+ "re vi",
+ "r ing",
+ "ber ries",
+ "coo kies",
+ "y y",
+ "conserv ation",
+ "sh ab",
+ "human s",
+ "de termin",
+ "a in",
+ "ni all",
+ "as su",
+ "mb a",
+ "fro m",
+ "extre me",
+ "vic es",
+ "commer ce",
+ "ght ful",
+ "or dered",
+ "suppor ts",
+ "re cap",
+ "v or",
+ "dro pping",
+ "correc t",
+ "pay ing",
+ "mean ing",
+ "n j",
+ "qui z",
+ "\" #",
+ "busine ss",
+ "ðŁĩ® ðŁĩ",
+ "indi gen",
+ "du st",
+ "box es",
+ "bl ind",
+ "x xx",
+ "zz y",
+ "ðŁĩ¬ ðŁĩ",
+ "ss els",
+ "s ant",
+ "dd le",
+ "hilari ous",
+ "desig n",
+ "wonder ing",
+ "vehic les",
+ "k re",
+ "ju d",
+ "rece ption",
+ "par ker",
+ "Ã Ń",
+ "pri vi",
+ "hy dro",
+ "sof tball",
+ "pol lu",
+ "lo cked",
+ "ba h",
+ "e ar",
+ "scri pt",
+ "di vi",
+ "br ace",
+ "geor ge",
+ "the ast",
+ "bel o",
+ "j al",
+ "tion ary",
+ "dent al",
+ "roc ket",
+ "pur ch",
+ "sh ak",
+ "manufac turing",
+ "e z",
+ "it is",
+ "con cep",
+ "tb all",
+ "ch s",
+ "direc ted",
+ "pra yers",
+ "oo k",
+ "phil os",
+ "vari ety",
+ "che ss",
+ "ser ver",
+ "g and",
+ "bal ti",
+ "ðŁĵ ¸",
+ "sel y",
+ "cru z",
+ "spectac ular",
+ "bur ning",
+ "re present",
+ "i z",
+ "t one",
+ "mer ce",
+ "h ell",
+ "bed room",
+ "estab li",
+ "bo l",
+ "com mon",
+ "ãĥ »",
+ "ab or",
+ "kit ty",
+ "hei ghts",
+ "re pair",
+ "willi am",
+ "qu ake",
+ "alab ama",
+ "popul ation",
+ "re v",
+ "re tt",
+ "i sts",
+ "n ite",
+ "le m",
+ "a ha",
+ "clevel and",
+ "r m",
+ "po ver",
+ "ob se",
+ "mon tre",
+ "man ia",
+ "Â ®",
+ "con ne",
+ "car ni",
+ "sh ah",
+ "f y",
+ "u a",
+ "sc or",
+ "strugg le",
+ "bo b",
+ "' '",
+ "appro pri",
+ "deci de",
+ "ff ed",
+ "ca ster",
+ "s ort",
+ "hun gry",
+ "dra g",
+ "ا Ù",
+ "gr ounds",
+ "d w",
+ "sli ghtly",
+ "car din",
+ "dead line",
+ "bron ze",
+ "web in",
+ "bar ry",
+ "sil ence",
+ "e uro",
+ "op tion",
+ "ear n",
+ "ðŁĴ ĸ",
+ "howe ver",
+ "na ren",
+ "na ils",
+ "bath room",
+ "v ine",
+ "ph d",
+ "min ing",
+ "gar age",
+ "( )",
+ "shou lder",
+ "defe at",
+ "di r",
+ "o v",
+ "liber ty",
+ "ple as",
+ "x on",
+ "com pre",
+ "a v",
+ "j in",
+ "ab les",
+ "sil ent",
+ "fam ili",
+ "vis its",
+ "di pl",
+ "ha bit",
+ "milli ons",
+ "regar ding",
+ "innov ative",
+ "sen ator",
+ "r ts",
+ "v on",
+ "k l",
+ "wh il",
+ "requi red",
+ "âĿ Ħ",
+ "lu v",
+ "presi dential",
+ "po cket",
+ "hun dre",
+ "sho wn",
+ "fro zen",
+ "to ward",
+ "fa st",
+ "confi dence",
+ "r ough",
+ "indivi dual",
+ "qu et",
+ "ðŁı ½",
+ "dom e",
+ "fi fa",
+ "engine er",
+ "z en",
+ "re mix",
+ "ðŁĺ ĥ",
+ "pl ant",
+ "min or",
+ "robin son",
+ "as y",
+ "pul led",
+ "cer tain",
+ "potat o",
+ "( :",
+ "pre s",
+ "oc ca",
+ "w it",
+ "it em",
+ "si e",
+ "d ating",
+ "thom pson",
+ "own ed",
+ "an u",
+ "vi e",
+ "te dly",
+ "good night",
+ "ex cept",
+ "ðŁĮ Ł",
+ "ira q",
+ "ki e",
+ "ren ces",
+ "li p",
+ "simil ar",
+ "sau di",
+ "vi g",
+ "arth ur",
+ "pic ks",
+ "mil an",
+ "hon da",
+ "ma xi",
+ "o g",
+ "ste st",
+ "ar ch",
+ "analy tics",
+ "ba sti",
+ "pear l",
+ "ter ry",
+ "hor se",
+ "ast ro",
+ "ac ce",
+ "laun ching",
+ "inter national",
+ "s no",
+ "ta sty",
+ "den ver",
+ "ir l",
+ "pe te",
+ "tor n",
+ "advant age",
+ "var sity",
+ "\" \"",
+ "sol e",
+ "g c",
+ "lan g",
+ "demon str",
+ "ol ds",
+ "un ity",
+ "ne ts",
+ "insp ire",
+ "cre te",
+ "nash ville",
+ "nel son",
+ "e ter",
+ "wal k",
+ "hy un",
+ "m ack",
+ "tre as",
+ "see king",
+ "ra ge",
+ "bru sh",
+ "ab and",
+ "whil st",
+ "co con",
+ "h ong",
+ "shel ter",
+ "i p",
+ "possi bly",
+ "so o",
+ "it ed",
+ "â Ħ",
+ "rac es",
+ "war ming",
+ "qu in",
+ "tele vision",
+ "mat ches",
+ "ra pi",
+ "ment al",
+ "pal m",
+ "jenni fer",
+ "rol ls",
+ "indi ana",
+ "b ars",
+ "cat ching",
+ "resc u",
+ "candid ates",
+ "fa re",
+ "âł Ģ",
+ "se o",
+ "vie tnam",
+ "alph a",
+ "michel le",
+ "visi ble",
+ "re gre",
+ "wn ed",
+ "app le",
+ "li p",
+ "f fe",
+ "li z",
+ "york shire",
+ "ha il",
+ "se asons",
+ "be gan",
+ "m d",
+ "k c",
+ "la p",
+ "fascin ating",
+ "hel p",
+ "ur y",
+ "u ms",
+ "nu ts",
+ "se m",
+ "along side",
+ "bri dge",
+ "ori al",
+ "o ve",
+ "world cup",
+ "briti sh",
+ "comfor table",
+ "i ve",
+ "hot els",
+ "fair s",
+ "hor ri",
+ "so x",
+ "d ining",
+ "stre am",
+ "bar ri",
+ "ss y",
+ "w im",
+ "ter ms",
+ "v u",
+ "pe re",
+ "l ens",
+ "wal ked",
+ "r or",
+ "l ars",
+ "shi eld",
+ "dou bt",
+ "pro to",
+ "cro ssing",
+ "me ant",
+ "medi um",
+ "ad ding",
+ "e b",
+ "che ap",
+ "fun c",
+ "pap er",
+ "bran ds",
+ "ry an",
+ "feed back",
+ "col lins",
+ "un known",
+ "tro pical",
+ "sand wich",
+ "fal len",
+ "for mu",
+ "selec t",
+ "lo ads",
+ "answ ers",
+ "or i",
+ "mag a",
+ "d or",
+ "du o",
+ "ali e",
+ "dru m",
+ "ur i",
+ "de er",
+ "sou l",
+ "sh ut",
+ "âĺ º",
+ "sto len",
+ "don ated",
+ "bu zz",
+ "patri ots",
+ "ha l",
+ "na sty",
+ "nomin ated",
+ "mon te",
+ "ki a",
+ "th ri",
+ "ing u",
+ "te sts",
+ "pe tro",
+ "ðŁij ij",
+ "ho sts",
+ "ne st",
+ "to pic",
+ "pat ch",
+ "m my",
+ "hu gh",
+ "ab ilities",
+ "ma the",
+ "s miles",
+ "g b",
+ "ag enda",
+ "insi ghts",
+ "chi p",
+ "ph an",
+ "fail ure",
+ "dg ers",
+ "ha i",
+ "signific ant",
+ "sho ck",
+ "ru ral",
+ "gl am",
+ "figu res",
+ "pot us",
+ "o ta",
+ "mini stry",
+ "appe ars",
+ "fe ar",
+ "r h",
+ "americ an",
+ "h att",
+ "son y",
+ "fi res",
+ "e di",
+ "n ou",
+ "e qui",
+ "wh en",
+ "univers al",
+ "mad ness",
+ "i x",
+ "sculp ture",
+ "b ach",
+ "t to",
+ "swe den",
+ "et a",
+ "en to",
+ "develop ed",
+ "month ly",
+ "ma ps",
+ "ra h",
+ "le d",
+ "del ta",
+ "sa ints",
+ "is lam",
+ "ben ch",
+ "fif th",
+ "v ard",
+ "so cks",
+ "wel coming",
+ "j e",
+ "tur ner",
+ "v b",
+ "ad i",
+ "nor way",
+ "ad y",
+ "hurric ane",
+ "por sche",
+ "tra dition",
+ "ex am",
+ "newsp aper",
+ "lu ci",
+ "a ver",
+ "ide al",
+ "d na",
+ "madi son",
+ "ðŁ §",
+ "wit ness",
+ "ac ou",
+ "insi ght",
+ "si mon",
+ "robo t",
+ "sna ke",
+ "n bc",
+ "ac o",
+ "ro ss",
+ "sh ment",
+ "religi on",
+ "ch ann",
+ "in su",
+ "camp bell",
+ "inst alled",
+ "we ather",
+ "hor ses",
+ "ol i",
+ "rober t",
+ "k az",
+ "ðŁı Ģ",
+ "veter an",
+ "th read",
+ "quar ter",
+ "ea sier",
+ "cap ture",
+ "hi pho",
+ "law rence",
+ "roman tic",
+ "pas sion",
+ "cl ay",
+ "ox ford",
+ "th ai",
+ "stu dying",
+ "fi a",
+ "elec ted",
+ "most ly",
+ "c b",
+ "tu mb",
+ "âĢįâĻ Ĥ",
+ "x l",
+ "sh an",
+ "fa ster",
+ "ev ans",
+ "sli de",
+ "sh ri",
+ "see k",
+ "mi es",
+ "chemi stry",
+ "pump kin",
+ "tu m",
+ ", ,",
+ "ro om",
+ "fi red",
+ "li ps",
+ "pres ence",
+ "af f",
+ "brew ery",
+ "arri ve",
+ "sw ag",
+ "photo graph",
+ "pen gu",
+ "chi ps",
+ "at tor",
+ "val ues",
+ "accur ate",
+ "con temporary",
+ "princi pal",
+ "cannab is",
+ "ari o",
+ "any where",
+ "gi a",
+ "democr ats",
+ "buil dings",
+ "li ved",
+ "ap s",
+ "neg ative",
+ "m are",
+ "bal lo",
+ "li on",
+ "diam on",
+ "loo k",
+ "re form",
+ "tom my",
+ "il la",
+ "tre ats",
+ "hundre ds",
+ "port land",
+ "wor thy",
+ "ex cep",
+ "ar ia",
+ "ido l",
+ "be er",
+ "cd n",
+ "y u",
+ "aw k",
+ "ðŁĩ ¨",
+ "c ells",
+ "Ã ³",
+ "ident ity",
+ "dra wn",
+ "de vil",
+ "f inger",
+ "th am",
+ "ðŁij Ĭ",
+ "ear ned",
+ "fin tech",
+ "dol ph",
+ "twee ting",
+ "evolu tion",
+ "ðŁĵ į",
+ "est im",
+ "m vp",
+ "n one",
+ "ðŁĩºðŁĩ ¸",
+ "toyo ta",
+ "au x",
+ "mar in",
+ "b old",
+ "l bs",
+ "ste ak",
+ "mur phy",
+ "it able",
+ "lou is",
+ "sol ve",
+ "pi a",
+ "sk ir",
+ "ill ino",
+ "webin ar",
+ "ban ana",
+ "lo v",
+ "th on",
+ "vo ters",
+ "afford able",
+ "defe ated",
+ "lm fa",
+ "air lines",
+ "super b",
+ "any way",
+ "deb t",
+ "bo red",
+ "ver si",
+ "me tal",
+ "responsi ble",
+ "m k",
+ "s se",
+ "f ay",
+ "cau sed",
+ "f p",
+ "recomm end",
+ "pla za",
+ "spor ting",
+ "alli ance",
+ "au stri",
+ "n n",
+ "t ours",
+ "surpri sed",
+ "arti f",
+ "th under",
+ "sur ve",
+ "wor e",
+ "bri ef",
+ "necess ary",
+ "z ie",
+ "ash ley",
+ "dra ke",
+ "r t",
+ "kni fe",
+ "im mun",
+ "char ges",
+ "a the",
+ "bri de",
+ "rep ly",
+ "g av",
+ "broad cast",
+ "pu er",
+ "brace let",
+ "cap acity",
+ "harve st",
+ "id k",
+ "perfor man",
+ "d ding",
+ "il ers",
+ "par a",
+ "jam a",
+ "pro vince",
+ "ch in",
+ "id ers",
+ "har i",
+ "te aser",
+ "ch en",
+ "re stor",
+ "r at",
+ "fl at",
+ "col om",
+ "ðŁĴ ŀ",
+ "ðŁĩ¨ ðŁĩ",
+ "smoo th",
+ "r t",
+ "p itch",
+ "stay ing",
+ "isra eli",
+ "t cot",
+ "per spective",
+ "do ck",
+ "open er",
+ "lo vel",
+ "x o",
+ "class room",
+ "l ington",
+ "go al",
+ "kenne dy",
+ "sh am",
+ "sp aces",
+ "mitch ell",
+ "home coming",
+ "uk i",
+ "claim ed",
+ "recru it",
+ "ing o",
+ "mu fc",
+ "mon it",
+ "g roo",
+ "resi dent",
+ "per cent",
+ "per man",
+ "otta wa",
+ "int ment",
+ "an xi",
+ "stand ards",
+ "wor ship",
+ "sche me",
+ "f x",
+ "pot ter",
+ "bi an",
+ "athle tic",
+ "af gh",
+ "s se",
+ "sat ell",
+ "par ties",
+ "âĿ¤ âĿ¤",
+ "infra structure",
+ "rela x",
+ "mo du",
+ "wor n",
+ "smo king",
+ "y ach",
+ "practic es",
+ "wc w",
+ "am b",
+ "dome stic",
+ "tay lor",
+ "k entu",
+ "provi ded",
+ "mo di",
+ "ve g",
+ "\" ...",
+ "ob serv",
+ "ðŁĺ ©",
+ "be ard",
+ "m our",
+ "an gry",
+ "ðŁĺ ±",
+ "startu ps",
+ "woo den",
+ "di ve",
+ "na il",
+ "anti que",
+ "ro ses",
+ "torn ado",
+ "m at",
+ "^ ^",
+ "su spect",
+ "far m",
+ "de vices",
+ "me ga",
+ "tu l",
+ "scholar ship",
+ "ge e",
+ "disa ster",
+ "arri val",
+ "po in",
+ "mar c",
+ "kati e",
+ "bb ed",
+ "fal se",
+ "deser ves",
+ "ric hard",
+ "ju ana",
+ "fre y",
+ "tion ed",
+ "hy bri",
+ "r w",
+ "sar ah",
+ "ach i",
+ "c ure",
+ "o le",
+ "mor ris",
+ "ch ic",
+ "broad way",
+ "la bel",
+ "pa k",
+ "pover ty",
+ "gol f",
+ "e red",
+ "f u",
+ "er ies",
+ "be es",
+ "alo gue",
+ "st el",
+ "wire less",
+ "je wish",
+ "ti de",
+ "blo cked",
+ "life time",
+ "b har",
+ "sp lit",
+ "am ster",
+ "th i",
+ "jo shu",
+ "br unch",
+ "ha ps",
+ "s for",
+ "oo ps",
+ "ka poor",
+ "hi king",
+ "suppo sed",
+ "ro of",
+ "re as",
+ "tra in",
+ "ti ght",
+ "tru mp",
+ "bas ically",
+ "r r",
+ "ea red",
+ "see ds",
+ "entr ance",
+ "c p",
+ "wi e",
+ "son ic",
+ "vic tim",
+ "he re",
+ "e h",
+ "ear rings",
+ "sal mon",
+ "arc tic",
+ "an ne",
+ "dou gla",
+ "corru ption",
+ "hann ah",
+ "ha sn",
+ "vo ices",
+ "con ce",
+ "att a",
+ "fle et",
+ "clin ical",
+ "democr atic",
+ "ton y",
+ "st ood",
+ "le f",
+ "twit ch",
+ "a il",
+ "honest ly",
+ "incre ased",
+ "dro me",
+ "don na",
+ "accep ted",
+ "visit ors",
+ "ap ar",
+ "ad or",
+ "p ar",
+ "jer ry",
+ "ra i",
+ "brand on",
+ "ab u",
+ "!! !!!!",
+ "me me",
+ "in gh",
+ "glori ous",
+ "b hu",
+ "pu mp",
+ "j ol",
+ "li ke",
+ "fi sher",
+ "ma z",
+ "ag an",
+ "destin ation",
+ "play list",
+ "le tters",
+ "gen u",
+ "br ace",
+ "celebr ated",
+ "bann er",
+ "r he",
+ "dra gon",
+ "ðŁĺ ħ",
+ "sig nature",
+ "gre y",
+ "âľ Ķï¸ı",
+ "al ice",
+ "be red",
+ "ph er",
+ "ber n",
+ "ca th",
+ "ga thering",
+ "sc oring",
+ "influ ence",
+ "sm iling",
+ "de pt",
+ "lo cal",
+ "a x",
+ "ac u",
+ "reti rement",
+ "hon or",
+ "her self",
+ "chem ical",
+ "asse ss",
+ "y all",
+ "fre qu",
+ "appreci ation",
+ "ac a",
+ "cho ir",
+ "cu z",
+ "so il",
+ "c il",
+ "repor ting",
+ "u h",
+ "enterpri se",
+ "gr at",
+ "jaco b",
+ "ru m",
+ "fe e",
+ "j ak",
+ "sp in",
+ "bi kes",
+ "phi a",
+ "ste re",
+ "p is",
+ "bloo d",
+ "t att",
+ "ra ft",
+ "war ren",
+ "sh eri",
+ "back stage",
+ "mar sh",
+ "hash tag",
+ "ther ine",
+ "re in",
+ "game day",
+ "guar an",
+ "reci pes",
+ "min ds",
+ "stron ger",
+ "issu ed",
+ "bic y",
+ "n ak",
+ "ment ed",
+ "sc ary",
+ "u x",
+ "pre vious",
+ "tt le",
+ "th ats",
+ "ac tors",
+ "u ma",
+ "tin a",
+ "bun ny",
+ "promo tion",
+ "u ss",
+ "oli ver",
+ "montre al",
+ "what s",
+ "appreci ated",
+ "la kes",
+ "excu se",
+ "kno wing",
+ "pri zes",
+ "musc le",
+ "shad es",
+ "sco t",
+ "ing redi",
+ "electr onic",
+ "ju an",
+ "comb at",
+ "s ri",
+ "e h",
+ "turk ish",
+ "l om",
+ "stri kes",
+ "pri son",
+ "re e",
+ "po pe",
+ "vi d",
+ "ol dest",
+ "dol l",
+ "sw iss",
+ "certi fied",
+ "cli p",
+ "re turning",
+ "lat or",
+ "le igh",
+ "tt es",
+ "wat son",
+ "heal ing",
+ "el im",
+ "per haps",
+ "ha ss",
+ "k au",
+ "d der",
+ "mou se",
+ "new castle",
+ "indigen ous",
+ "wel comes",
+ "co le",
+ "tau ght",
+ "no ise",
+ "appe ar",
+ "jo e",
+ "can on",
+ "wedne sday",
+ "u tah",
+ "c tive",
+ "dri ven",
+ "i v",
+ "c ell",
+ "stri p",
+ "ac c",
+ "focu sed",
+ "ar rest",
+ "sto cks",
+ "wo o",
+ "â Ĺ",
+ "notic ed",
+ "shad o",
+ "di spla",
+ "ter ror",
+ "bor ne",
+ "secon d",
+ "que ens",
+ "wo ke",
+ "ja il",
+ "no tt",
+ "cam bridge",
+ "har t",
+ "se af",
+ "fa x",
+ "ac cept",
+ "âĺ ħ",
+ "goo ds",
+ "k at",
+ "t win",
+ "h s",
+ "thou sand",
+ "s ins",
+ "su ite",
+ "amp ton",
+ "ar n",
+ "rele v",
+ "ric har",
+ "hoo ps",
+ "n bc",
+ "class ic",
+ "p ab",
+ "soldi er",
+ "de plo",
+ "le ans",
+ "install ation",
+ "cla sh",
+ "le ban",
+ "ee e",
+ "ti re",
+ "belo ved",
+ "fu sion",
+ "travel ing",
+ "ne i",
+ "coo kie",
+ "glo be",
+ "phys ics",
+ "s q",
+ "co l",
+ "wol ves",
+ "d l",
+ "ex it",
+ "\" -",
+ "foo tball",
+ "le af",
+ "ster ling",
+ "hi de",
+ "minne so",
+ "fresh man",
+ "natu re",
+ "indi e",
+ "supp lies",
+ "bri s",
+ "iri sh",
+ "ink tober",
+ "doo dle",
+ "ic op",
+ "mess ages",
+ "adul ts",
+ "recor ded",
+ "fix ed",
+ "ar do",
+ "offe red",
+ "under ground",
+ "dr one",
+ "p ine",
+ "ma inten",
+ "and re",
+ "ham mer",
+ "s x",
+ "r ound",
+ "hi ke",
+ "bra d",
+ "ro me",
+ "fu ll",
+ "on ey",
+ "ro ws",
+ "colum bia",
+ "archi ves",
+ "appro ved",
+ "bat ch",
+ "illino is",
+ "recogn ition",
+ "shou ldn",
+ "fo g",
+ "nca a",
+ "ke vin",
+ "human ity",
+ "al though",
+ "pow ers",
+ "p ou",
+ "s ar",
+ "pe st",
+ "alco hol",
+ "con sci",
+ "phil adel",
+ "en o",
+ "t m",
+ "ok la",
+ "cate gory",
+ "particip ate",
+ "accu sed",
+ "bri ef",
+ "po em",
+ "clu bs",
+ "consul t",
+ "ja b",
+ "big data",
+ "amster dam",
+ "ac ing",
+ "certi fic",
+ "n u",
+ "d at",
+ "impro ved",
+ "and y",
+ "campa ig",
+ "pale stin",
+ "p ace",
+ "mo bi",
+ "feel ings",
+ "wol f",
+ "bra in",
+ "pro pos",
+ "inter active",
+ "prin ce",
+ "inde x",
+ "c is",
+ "cha e",
+ "peace ful",
+ "co vering",
+ "ac o",
+ "cour ses",
+ "mon key",
+ "re place",
+ "b l",
+ "bloo dy",
+ "tal es",
+ "brigh ton",
+ "neighbor hood",
+ "g ates",
+ "spiritu al",
+ "af raid",
+ "bre ast",
+ "b ones",
+ "ðŁij ī",
+ "vide o",
+ "w au",
+ "tou ch",
+ "inju ries",
+ "car l",
+ "ri x",
+ "une x",
+ "âĢ ¢",
+ "fre d",
+ "consi dered",
+ "thu si",
+ "an ch",
+ "on y",
+ "u sa",
+ "graph ics",
+ "ac re",
+ "ðŁĺ ©",
+ "com memor",
+ "com mod",
+ "go ti",
+ "guar dian",
+ "star bucks",
+ "pre vention",
+ "haha haha",
+ "admini stration",
+ "portu gal",
+ "fac ulty",
+ "bet a",
+ "ul a",
+ "al bert",
+ "bre ath",
+ "er i",
+ "le tting",
+ "tr ic",
+ "ment ation",
+ "incredi bly",
+ "ten nes",
+ "v d",
+ "ðŁĻ Ī",
+ "ed die",
+ "br ick",
+ "gr ill",
+ "bt w",
+ "wat ches",
+ "resear chers",
+ "t ney",
+ "ni e",
+ "p as",
+ "a ster",
+ "vi br",
+ "poke mon",
+ "ch rome",
+ "go at",
+ "pitt s",
+ "il ly",
+ "festi ve",
+ "y d",
+ "can al",
+ "ðŁ Ĩ",
+ "fi es",
+ "car los",
+ "re que",
+ "partic i",
+ "tra ins",
+ "sam ple",
+ "temper ature",
+ "sym ph",
+ "pic king",
+ "in door",
+ "z ers",
+ "playo ffs",
+ "____ ____",
+ "ap es",
+ "ly rics",
+ "islam ic",
+ "performan ces",
+ "d ick",
+ "spar k",
+ "se as",
+ "hom a",
+ "gr ound",
+ "disc i",
+ "employe e",
+ "com mu",
+ "alas ka",
+ "al an",
+ "fe ast",
+ "dg ing",
+ "ban king",
+ "manu el",
+ "slow ly",
+ "tru cks",
+ "mc car",
+ "oo o",
+ "sc rat",
+ "orche stra",
+ "indivi du",
+ "m x",
+ "bre ath",
+ "stair s",
+ "equ ality",
+ "bla ke",
+ "loc ations",
+ "cocon ut",
+ "balti more",
+ "aa a",
+ "l c",
+ "ðŁı Ĩ",
+ "har vey",
+ "resi st",
+ "immigr ation",
+ "adid as",
+ "fil i",
+ "re f",
+ "lg bt",
+ "mo s",
+ "pp i",
+ "ken ny",
+ "terr or",
+ "ban e",
+ "apol is",
+ "s g",
+ "social media",
+ "ka i",
+ "hon est",
+ "as sas",
+ "bol lywood",
+ "âĢįâĻ Ģï¸ı",
+ "ferr ari",
+ "hor n",
+ "cryp to",
+ "bo om",
+ "mainten ance",
+ "i di",
+ "s man",
+ "w l",
+ "ext ended",
+ "in sul",
+ "ve s",
+ "go sp",
+ "tr i",
+ "pi g",
+ "tar ge",
+ "cel er",
+ "st ati",
+ "sm h",
+ "ri dic",
+ "appe al",
+ "? )",
+ "con clu",
+ "cos me",
+ "she ep",
+ "christop her",
+ "en thusi",
+ "po lish",
+ "me ts",
+ "oun ded",
+ "sustain ability",
+ "creati vity",
+ "con crete",
+ "ra i",
+ "ali en",
+ "ble ss",
+ "te es",
+ "clu b",
+ "ro t",
+ "bo s",
+ "ex ist",
+ "perfe ction",
+ "lu ck",
+ "rock y",
+ "expen sive",
+ "mean while",
+ "happy birthday",
+ "pre t",
+ "thr iller",
+ "ca ve",
+ "playo ff",
+ "som er",
+ "l u",
+ "le x",
+ "def ence",
+ "am writing",
+ "home less",
+ "pro phe",
+ "ch et",
+ "past or",
+ "ðŁ¤ £",
+ "land er",
+ "ww w",
+ "Ģ ï¸ı",
+ "tic a",
+ "! #",
+ "o tic",
+ "rad ar",
+ "po sters",
+ "pow der",
+ "po li",
+ "ha un",
+ "tra p",
+ "bl in",
+ "assau lt",
+ "shor ts",
+ "re y",
+ "sh y",
+ "squ ir",
+ "rac ist",
+ "gar lic",
+ "fu r",
+ "remo te",
+ "sm ell",
+ "impre ssed",
+ "fing ers",
+ "âł Ģ",
+ "din o",
+ "le ment",
+ "s nu",
+ "promo ting",
+ "str ing",
+ "produc tive",
+ "b age",
+ "ma son",
+ "ra z",
+ "direc tly",
+ "j k",
+ "ev al",
+ "ðŁij Ĭ",
+ "doc tors",
+ "co w",
+ "ri der",
+ "st v",
+ "re move",
+ "w u",
+ "na than",
+ "ro d",
+ "n r",
+ "= >",
+ "affe cted",
+ "inve st",
+ "mp tion",
+ "g inger",
+ "o d",
+ "agricul ture",
+ "s que",
+ "mu g",
+ "coun ting",
+ "ke e",
+ "mag nific",
+ "coo k",
+ "ani stan",
+ "roo t",
+ "plac ed",
+ "sym po",
+ "gh ana",
+ "un d",
+ "che er",
+ "thro wing",
+ "secre ts",
+ "f illing",
+ "opti mi",
+ "butter fly",
+ "bu bb",
+ "ðŁĺ ī",
+ "terri ble",
+ "d g",
+ "sil k",
+ "obse ssed",
+ "lo u",
+ "ai de",
+ "sal ute",
+ "mon u",
+ "philadel phia",
+ "scienti fic",
+ "i st",
+ "u ae",
+ "dess ert",
+ "bott les",
+ "can yon",
+ "ðŁĺ Ī",
+ "car ib",
+ "o ther",
+ "w ich",
+ "re source",
+ "guil ty",
+ "un d",
+ "le on",
+ "e ss",
+ "kan e",
+ "el e",
+ "tra iner",
+ "he im",
+ "an te",
+ "man age",
+ "roo kie",
+ "tre ated",
+ "po ses",
+ "rs vp",
+ "cau ses",
+ "aw ak",
+ "je well",
+ "le tt",
+ "on ics",
+ "tit les",
+ "cardi ff",
+ "g aga",
+ "bu mp",
+ "use ful",
+ "? !",
+ "loo se",
+ "bb ing",
+ ": :",
+ "argent ina",
+ "de bu",
+ "cy cl",
+ "wh el",
+ "dis gu",
+ "j el",
+ "k ills",
+ "bio logy",
+ "ex ter",
+ "tra sh",
+ "bo dies",
+ "tr am",
+ "circu it",
+ "expe ct",
+ "la ds",
+ "w ells",
+ "sho t",
+ "ge e",
+ "naren dr",
+ "fa stest",
+ "b ent",
+ "b ills",
+ "mar shall",
+ "h ats",
+ "intro duce",
+ "citi zen",
+ "im possible",
+ "gi b",
+ "az z",
+ "net working",
+ "r ant",
+ "thin k",
+ "in dy",
+ "st ops",
+ "f theday",
+ "bri an",
+ "* *",
+ "amo di",
+ "dom e",
+ "coura ge",
+ "pac king",
+ "af fairs",
+ "g n",
+ "si zed",
+ "ent ary",
+ "pol and",
+ "swit zer",
+ "afgh anistan",
+ "w u",
+ "ten der",
+ "subscri be",
+ "mo sco",
+ "att end",
+ "republic an",
+ "hon ey",
+ "âĢ ĭ",
+ "si mul",
+ "we ster",
+ "foo die",
+ "or o",
+ "midd le",
+ "ab t",
+ "co pies",
+ "ma je",
+ "narendr amodi",
+ "ty pical",
+ "inspir ational",
+ "vit am",
+ "wis con",
+ "cu bs",
+ "tiv ity",
+ "h ali",
+ "e ars",
+ "k ay",
+ "d are",
+ "mari juana",
+ "cu rious",
+ "an ia",
+ "tom ato",
+ "re mind",
+ "ðŁĩ ·",
+ "sc ared",
+ "cou p",
+ "po et",
+ "land ed",
+ "ri d",
+ "wra pped",
+ "mor ri",
+ "climb ing",
+ "e ws",
+ "fe eding",
+ "con tra",
+ "tho logy",
+ "gri d",
+ "ti vely",
+ "read er",
+ "la ser",
+ "di ving",
+ "di g",
+ "lat in",
+ "ti ed",
+ "shake spe",
+ "o ci",
+ "ad m",
+ "show ers",
+ "chu ck",
+ "mar cus",
+ "oo s",
+ "kne e",
+ "o live",
+ "ow l",
+ "dy lan",
+ "an no",
+ "g ym",
+ "deci sions",
+ "well ness",
+ "arri ves",
+ "sati s",
+ "chri s",
+ "thur s",
+ "ðŁ¤ £",
+ "inter views",
+ "thank you",
+ "switzer land",
+ "over night",
+ "journ alist",
+ "ser ves",
+ "vol can",
+ ".... ...",
+ "plo t",
+ "nic ol",
+ "car rying",
+ "mag ne",
+ "tre asure",
+ "ex p",
+ "be ver",
+ "ðŁĺ ¢",
+ "mar ty",
+ "mo le",
+ "don ations",
+ "recogni zed",
+ "b h",
+ "du s",
+ "sh ann",
+ "al do",
+ "success fully",
+ "ent e",
+ "ðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤ",
+ "cab inet",
+ "cu is",
+ "tit led",
+ "d as",
+ "so l",
+ "strate gies",
+ "deli vering",
+ "ad ds",
+ "ani an",
+ "ne ther",
+ "ðŁĴ ĥ",
+ "con tain",
+ "su its",
+ "pa irs",
+ "to dd",
+ "rel la",
+ "ro pe",
+ "ci o",
+ "cro p",
+ "paint ings",
+ "su z",
+ "re jec",
+ "bu st",
+ "d h",
+ "fra ud",
+ "m h",
+ "contro l",
+ "je al",
+ "destroy ed",
+ "al lows",
+ "wo ol",
+ "minneso ta",
+ "om en",
+ "j u",
+ "sympo sium",
+ "d af",
+ "lim it",
+ "accoun ts",
+ "load ing",
+ "inter n",
+ "re solution",
+ "hol land",
+ "qu al",
+ "meet ings",
+ "gra ve",
+ "cam ping",
+ "v am",
+ "re nov",
+ "liber al",
+ "am ber",
+ "gre e",
+ "hu mb",
+ "fe ver",
+ "el ing",
+ "broo ks",
+ "à ²",
+ "be th",
+ "ad ed",
+ "al t",
+ "ro e",
+ "perform ed",
+ "jo sh",
+ "frank lin",
+ "nic ole",
+ "de ss",
+ "bb s",
+ "m g",
+ "net works",
+ "min im",
+ "al t",
+ "weap ons",
+ "gu y",
+ "jas on",
+ "g ha",
+ "harb our",
+ "at on",
+ "pra ise",
+ "kentu cky",
+ "bel fast",
+ "st icks",
+ "blo ss",
+ "ho pes",
+ "an thro",
+ "famili ar",
+ "wa it",
+ "ch ile",
+ "depre ssion",
+ "la x",
+ "je ts",
+ "le ice",
+ "recei ves",
+ "si er",
+ "an k",
+ "de x",
+ "inde ed",
+ "fle xi",
+ "fab ric",
+ "lam b",
+ "hel icop",
+ "am anda",
+ "âĢĶ âĢĶ",
+ "compe te",
+ "sn ack",
+ "techno logies",
+ "sy rian",
+ "mom s",
+ "mu ham",
+ "cho sen",
+ "an at",
+ "dev on",
+ "shar ks",
+ "re t",
+ "fundra iser",
+ "selfi es",
+ "st ations",
+ "communic ations",
+ "tennes see",
+ "tu tor",
+ "ro t",
+ "valu able",
+ "dynam ic",
+ "nur se",
+ "i ed",
+ "earth quake",
+ "deser ved",
+ "a ve",
+ "sar a",
+ "stre tch",
+ "dougla s",
+ "ne pal",
+ "Ã §",
+ "ob viously",
+ "d ame",
+ "ra pe",
+ "any body",
+ "k w",
+ "pat rol",
+ "hol ders",
+ "h anna",
+ "info graphic",
+ "ec o",
+ "be ating",
+ "stan ley",
+ "bo ats",
+ "ri bb",
+ "e z",
+ "wit ch",
+ "inv a",
+ "ac id",
+ "boar ding",
+ "- @",
+ "gi l",
+ "da ve",
+ "care ers",
+ "opp os",
+ "l loy",
+ "in ter",
+ "do pe",
+ "re su",
+ "j agu",
+ "sh ade",
+ "in dy",
+ "on ist",
+ "rel ations",
+ "ag en",
+ "ab le",
+ "inci dent",
+ "me ter",
+ "shar ma",
+ "id r",
+ "pro ve",
+ "immedi ately",
+ "tro ops",
+ "am an",
+ "g low",
+ "gaz a",
+ "blo cks",
+ "person al",
+ "chron ic",
+ "all er",
+ "si d",
+ "sh r",
+ "whats app",
+ "lu cy",
+ "ar chae",
+ "ho u",
+ "journ alism",
+ "our selves",
+ "go t",
+ "the med",
+ "shap ed",
+ "we ak",
+ "cas ual",
+ "leng th",
+ "sla m",
+ "ab bey",
+ "e v",
+ "coun ter",
+ "est a",
+ "reci pi",
+ "cha pel",
+ "expan sion",
+ "sel f",
+ "suff ering",
+ "sp ice",
+ "n z",
+ "sp art",
+ "desp er",
+ "boo king",
+ "quart ers",
+ "y on",
+ "ðŁĴ Ĺ",
+ "p k",
+ "continu ed",
+ "- #",
+ "man hatt",
+ "tal ked",
+ "sh en",
+ "com bo",
+ "hybri d",
+ "je ans",
+ "liqu id",
+ "se al",
+ "re tweets",
+ "ac celer",
+ "collec tive",
+ "t as",
+ ": ))",
+ "profession als",
+ "ra w",
+ "o tt",
+ "su san",
+ "ir ing",
+ "okla homa",
+ "re ven",
+ "survi val",
+ "cre ator",
+ "tran sit",
+ "st ac",
+ "sur f",
+ "i k",
+ "ed iting",
+ "ch illing",
+ "bai ley",
+ "ste al",
+ "ra ble",
+ "pa rent",
+ "hun ger",
+ "sn app",
+ "collec t",
+ "philos oph",
+ "dedic ation",
+ "c f",
+ "c m",
+ "le ep",
+ "repe at",
+ "re ha",
+ "un fortun",
+ "a er",
+ "a ero",
+ "abstr act",
+ "mon itor",
+ "ag ents",
+ "bu l",
+ "sci ence",
+ "harb or",
+ "drag ons",
+ "floo ding",
+ "ac compli",
+ "d ash",
+ "juli a",
+ "the red",
+ "tues day",
+ "cy ber",
+ "b low",
+ "ta ined",
+ "le m",
+ "refe rence",
+ "pp o",
+ "ne goti",
+ "char le",
+ "con nor",
+ "au lt",
+ "access ories",
+ "commissi oner",
+ "rain y",
+ "re ar",
+ "advis ory",
+ "luc as",
+ "ma id",
+ "co al",
+ "k av",
+ "pol o",
+ "ðŁı ¾",
+ "tran sport",
+ "mar gare",
+ "straw berry",
+ "bur ns",
+ "gre ens",
+ "ne v",
+ "partici pants",
+ "col in",
+ "belgi um",
+ "col our",
+ "in form",
+ "d ell",
+ "br on",
+ "cal y",
+ "kick off",
+ "strate gic",
+ "re union",
+ "hon ors",
+ "li b",
+ "egy p",
+ "âŃIJ ï¸ı",
+ "hy po",
+ "si zes",
+ "regi stered",
+ "bet es",
+ "relax ing",
+ "bloo m",
+ "inten se",
+ "valent ines",
+ "insan e",
+ "w wii",
+ "p x",
+ "tri o",
+ "bla de",
+ "wiscon sin",
+ "con e",
+ "plat in",
+ "ali ze",
+ "ra ven",
+ "incre asing",
+ "indi ans",
+ "il ian",
+ "bl u",
+ "rabb it",
+ "exten sion",
+ "je f",
+ "au di",
+ "fer ry",
+ "s ell",
+ "a day",
+ "us b",
+ "swe at",
+ "cham pag",
+ "metho d",
+ "mem ph",
+ "assi st",
+ "s by",
+ "ca pe",
+ "remo ved",
+ "mag n",
+ "v t",
+ "r ams",
+ "f bi",
+ "tack le",
+ "phe w",
+ "h on",
+ "motor cycle",
+ "su spec",
+ "eleph ant",
+ "sub ject",
+ "let te",
+ "da iry",
+ "whe at",
+ "awk ward",
+ "ac t",
+ "tro l",
+ "mit ted",
+ "zay n",
+ "sheri ff",
+ "ene my",
+ "con s",
+ "ke tt",
+ "bul ls",
+ "ev alu",
+ "bt c",
+ "satell ite",
+ "ho lo",
+ "por ter",
+ "dia betes",
+ "bet ter",
+ "rele asing",
+ "sur f",
+ ": -",
+ "se basti",
+ "collec ting",
+ "en cing",
+ "e thi",
+ "go ds",
+ "al ley",
+ "health y",
+ "m ills",
+ "sma sh",
+ "co pper",
+ "cr ack",
+ "read ers",
+ "sp ac",
+ "licen se",
+ "bas ket",
+ "bang la",
+ "en tic",
+ "om i",
+ "m ere",
+ "si vely",
+ "anim ation",
+ "lan es",
+ "dent ally",
+ "chill in",
+ "fi e",
+ "k aren",
+ "dep th",
+ "li pse",
+ "n g",
+ "ri p",
+ "mel o",
+ "sand y",
+ "ðŁijı ðŁijı",
+ "vin cent",
+ "nu t",
+ "hu g",
+ "who le",
+ "cre ates",
+ "? ???",
+ "âĿ¤ï¸ı âĿ¤ï¸ı",
+ "bak ed",
+ "up grade",
+ "rober ts",
+ "har a",
+ "carib bean",
+ "auth entic",
+ "mb s",
+ "mosco w",
+ "attor ney",
+ "wi ki",
+ "ch lo",
+ "hu ll",
+ "cor k",
+ "\" !",
+ "sty lish",
+ "ðŁĵ¸ :",
+ "di ary",
+ "impro ving",
+ "ex pand",
+ "bri ght",
+ "pollu tion",
+ "k nights",
+ "person ality",
+ "chec ked",
+ "fac ilities",
+ "z el",
+ "bow ling",
+ "gu er",
+ "ðŁİ Ĥ",
+ "on going",
+ "un its",
+ "hoo k",
+ "be ck",
+ "confl ict",
+ "to dd",
+ "far ming",
+ "educ ational",
+ "k ak",
+ "cla y",
+ "stro ke",
+ "bel ly",
+ "explo re",
+ "mill enni",
+ "th m",
+ "loo p",
+ "sm s",
+ "consi st",
+ "cir ca",
+ "br yan",
+ "d ab",
+ "youn ger",
+ "soli dar",
+ "pp a",
+ "experi enced",
+ "b ella",
+ "bo ard",
+ "shef field",
+ "steph en",
+ "consu mer",
+ "sub mit",
+ "spon sor",
+ "t ang",
+ "ag gre",
+ "comb ined",
+ "trac king",
+ "sand ers",
+ "b az",
+ "survi ve",
+ "fer red",
+ "equ al",
+ "se p",
+ "re ed",
+ "str ong",
+ "priv acy",
+ "st ap",
+ "un g",
+ "ac ry",
+ "pa sta",
+ "pir ates",
+ "ag er",
+ "fair y",
+ "du p",
+ "introduc ed",
+ "wi p",
+ "let s",
+ "spr ay",
+ "ðŁĵ º",
+ "gre w",
+ "a sts",
+ "pitts burgh",
+ "new york",
+ "jo ey",
+ "lau ren",
+ "tra de",
+ "ch op",
+ "pi pe",
+ "cla ire",
+ "behavi or",
+ "v ap",
+ "cre ws",
+ "lap top",
+ "ðŁ¤ Ĺ",
+ "che ster",
+ "disci pl",
+ "d f",
+ "out doors",
+ "k s",
+ "go ver",
+ "super star",
+ "cas ino",
+ "far mer",
+ "; -)",
+ "re turned",
+ "ðŁı Ī",
+ "ma il",
+ "roa sted",
+ "co sta",
+ "v ill",
+ "pe z",
+ "gard ening",
+ "distribu tion",
+ "sh ining",
+ "inve stors",
+ "ra sp",
+ "dec ades",
+ "reali zed",
+ "bar n",
+ "p ti",
+ "st able",
+ "ut d",
+ "pan thers",
+ "m ens",
+ "b n",
+ "ca de",
+ "bu cket",
+ "yn n",
+ "when ever",
+ "wa ke",
+ "da is",
+ "ber nie",
+ "lo dge",
+ "ju lie",
+ "atmo sphere",
+ "ðŁĺĺ ðŁĺĺ",
+ "major ity",
+ "par ti",
+ "exc it",
+ "cu t",
+ "me h",
+ "musli ms",
+ "be gun",
+ "fli ghts",
+ "vene ss",
+ "ce me",
+ "po sing",
+ "so le",
+ "g ou",
+ "dark ness",
+ "pe ach",
+ "cel tic",
+ "auth ority",
+ "grand ma",
+ "ful ness",
+ "smi th",
+ "speci fic",
+ "gar cia",
+ "co ins",
+ "good ness",
+ "aldu b",
+ "recru iting",
+ "den nis",
+ "gar y",
+ "sle eve",
+ "weap on",
+ "pl z",
+ "disco ver",
+ "harri son",
+ "recruit ment",
+ "ja i",
+ "ch im",
+ "com pared",
+ "tom s",
+ "mo thers",
+ "am y",
+ "archi ve",
+ "t ask",
+ "ben jam",
+ "se g",
+ "law yer",
+ "al um",
+ "inve sting",
+ "mi e",
+ "che z",
+ "j p",
+ "a ke",
+ "fl am",
+ "wall paper",
+ "âĻ¥ ï¸ı",
+ "t ton",
+ "che st",
+ "favor ites",
+ "we igh",
+ "coo lest",
+ "r ating",
+ "relev ant",
+ "lo gan",
+ "ma ple",
+ "run ners",
+ "pri or",
+ "peop le",
+ "ma ur",
+ "terrori st",
+ "te sted",
+ "carni val",
+ "su spen",
+ "me asure",
+ "m v",
+ "cyber security",
+ "app ren",
+ "terror ism",
+ "o z",
+ "v ital",
+ "ni es",
+ "gon z",
+ "fun ded",
+ "twi st",
+ "assess ment",
+ "die sel",
+ "en for",
+ "colum n",
+ "ad dressing",
+ "ca sts",
+ "pay ment",
+ "x ton",
+ "fi er",
+ ", '",
+ "la st",
+ "ne e",
+ "un less",
+ "clo se",
+ "sk ill",
+ "cuis ine",
+ "fun eral",
+ "ti les",
+ "a un",
+ "k ru",
+ "relation ships",
+ "ðŁĴ ¯",
+ "ev ent",
+ "âĢįâĻĤ ï¸ı",
+ "kind ness",
+ "pro posed",
+ "acou stic",
+ "a es",
+ "defen der",
+ "dan ce",
+ "h tt",
+ "w at",
+ "vo y",
+ "ðŁ¤ ĺ",
+ "au s",
+ "cli ff",
+ "sear ching",
+ "beauti fully",
+ "in qu",
+ "at l",
+ "speci alist",
+ "ðŁIJ ¶",
+ "da i",
+ "tra ils",
+ "class ics",
+ "inst ant",
+ "v ous",
+ "re venue",
+ "mar ch",
+ "kir k",
+ "fr inge",
+ "fire works",
+ "tri via",
+ "âĺ ħ",
+ "tr action",
+ "wal ter",
+ "mo to",
+ "l ily",
+ "att itude",
+ "cli mb",
+ "sc an",
+ "sav ings",
+ "c w",
+ "fa ith",
+ "cred its",
+ "ab led",
+ "gra ff",
+ "auto graph",
+ "he he",
+ "ran ch",
+ "ha d",
+ "ro gers",
+ "ðŁĮ ¹",
+ "f in",
+ "re qu",
+ "fol k",
+ "ad ditional",
+ "lyn n",
+ "u ber",
+ "dol lars",
+ "lo gic",
+ "wor th",
+ "so m",
+ "the sis",
+ "p ound",
+ "bi c",
+ "st ur",
+ "cer am",
+ "spen cer",
+ "en tered",
+ "v amp",
+ "organi zed",
+ "âľ Ī",
+ "pp s",
+ "tr on",
+ "merce des",
+ "no ti",
+ "compet itive",
+ "do w",
+ "ous ness",
+ "vic tor",
+ "gr illed",
+ "na i",
+ "pu tin",
+ "ab ra",
+ "bl ame",
+ "alex and",
+ "anim al",
+ "dec ent",
+ "p ent",
+ "inter ior",
+ ":' )",
+ "but ler",
+ "bal let",
+ "ðŁĴ Ķ",
+ "albu ms",
+ "down s",
+ "la d",
+ "si r",
+ "pla in",
+ "p ers",
+ "blon de",
+ "dis c",
+ "paki stan",
+ "se ment",
+ "ga a",
+ "w age",
+ "ch as",
+ "man i",
+ "co ps",
+ "terr it",
+ "lo l",
+ "lau ghter",
+ "ri vers",
+ "magnific ent",
+ "lam p",
+ "w b",
+ "new sle",
+ "char ts",
+ "ble ssing",
+ "p unch",
+ "lon gest",
+ "fl oral",
+ "cu tie",
+ "fare well",
+ "sto pping",
+ "mb b",
+ "bu d",
+ "chee se",
+ "de cla",
+ "si m",
+ "mc donald",
+ "de ter",
+ "you th",
+ "t ch",
+ "fre der",
+ "kin dle",
+ "fer n",
+ "at or",
+ "as leep",
+ "p ond",
+ "spr int",
+ "p ounds",
+ "la zy",
+ "gh e",
+ "fundra ising",
+ "dead ly",
+ "gran de",
+ "dou g",
+ "he y",
+ "lin da",
+ "consi dering",
+ "i um",
+ "gol den",
+ "vi k",
+ "auth ors",
+ "di ss",
+ "u ally",
+ "appropri ate",
+ "mor ning",
+ "y le",
+ "hon oring",
+ "foli o",
+ "be c",
+ "re bec",
+ "fin land",
+ "formu la",
+ "corn wall",
+ "sh ay",
+ "cau sing",
+ "bl end",
+ "sig nal",
+ "t ent",
+ "kash mir",
+ "nation als",
+ "har mony",
+ "sc out",
+ "acce ssi",
+ "he ight",
+ "medi eval",
+ "impro vement",
+ "ke es",
+ "prac tical",
+ "car d",
+ "de par",
+ "hu n",
+ "om ing",
+ "cal gary",
+ "ste l",
+ "bu bble",
+ "gur u",
+ "ma h",
+ "unex pe",
+ "n h",
+ "ed a",
+ "me at",
+ "i ge",
+ "si o",
+ "god dess",
+ "in ches",
+ "tun es",
+ "br itt",
+ "sti on",
+ "ra j",
+ "âĻ «",
+ "mer cy",
+ "ðŁĴ ĺ",
+ "sen ds",
+ "i est",
+ "pol ici",
+ "val e",
+ "reduc ed",
+ "as ap",
+ "vi jay",
+ "defen sive",
+ "celebr ations",
+ "ri ders",
+ "med itation",
+ "har mon",
+ "g ing",
+ "Â ¡",
+ "program ming",
+ "in au",
+ "sud den",
+ "m h",
+ "replac ement",
+ "sk u",
+ "j ar",
+ "gra des",
+ "ta st",
+ "k itt",
+ "brand ing",
+ "k aw",
+ "boo t",
+ "f ought",
+ "p ays",
+ "g f",
+ "iz ation",
+ "ho p",
+ "k k",
+ "activi st",
+ "v end",
+ "coast al",
+ "cha os",
+ "ðŁĶ ´",
+ "se me",
+ "bill board",
+ "li fting",
+ "cu mb",
+ "sc al",
+ "ðŁĸ ¤",
+ "stru ck",
+ "l v",
+ "indie dev",
+ "beat en",
+ "jun gle",
+ "al right",
+ "destin y",
+ "m ing",
+ "k c",
+ "ch ances",
+ "om an",
+ "q atar",
+ "cra f",
+ "tra ined",
+ "pri x",
+ "char m",
+ "o tive",
+ "s mu",
+ "e c",
+ "and ers",
+ "hand ed",
+ "al ban",
+ "certain ly",
+ "arri ving",
+ "i ze",
+ "sa i",
+ "tr ack",
+ "pain ter",
+ "hu mble",
+ "appo intment",
+ "head line",
+ "manag ing",
+ "mo d",
+ "as pe",
+ "andre a",
+ "Ã ¤",
+ "ethi op",
+ "un ited",
+ "exi st",
+ "bal i",
+ "k ad",
+ "n t",
+ "d red",
+ "re x",
+ "recogni ze",
+ "tam pa",
+ "be ers",
+ "ati a",
+ "he els",
+ "no te",
+ "transport ation",
+ "tur tle",
+ "re de",
+ "hipho p",
+ "sp icy",
+ "sp urs",
+ "⬠ĩ",
+ "cor p",
+ "ther n",
+ "to ast",
+ "hur ry",
+ "proper ties",
+ "ma ge",
+ "mar co",
+ "ele ments",
+ "bou ti",
+ "syn drome",
+ "ms g",
+ "develop er",
+ "gra ders",
+ "he im",
+ "re sil",
+ "off ices",
+ "del ay",
+ "di men",
+ "vin tag",
+ "barbar a",
+ "ðŁĺ ±",
+ "vene zu",
+ "cu lar",
+ "fac ed",
+ "bar n",
+ "ðŁĺ Ĩ",
+ "survi vor",
+ "wor m",
+ "confu sed",
+ "passion ate",
+ "Ø ±",
+ "identi fy",
+ "electr icity",
+ "sou ls",
+ "brad ley",
+ "repor tedly",
+ "lun ch",
+ "shel f",
+ "eli a",
+ "swee t",
+ "smoo th",
+ "emplo yment",
+ "am el",
+ "manhatt an",
+ "ste am",
+ "oun ts",
+ "ye p",
+ "li ving",
+ "un e",
+ "descri be",
+ "ca res",
+ "man ila",
+ "sha wn",
+ "ac ted",
+ "bas h",
+ "st even",
+ "re st",
+ "pet ition",
+ "div ine",
+ "wel sh",
+ "rac e",
+ "platin um",
+ "ðŁĮ ¸",
+ "p b",
+ "extra ordinary",
+ "solidar ity",
+ "m all",
+ "on ion",
+ "schedu led",
+ "game of",
+ "fer gu",
+ "de ms",
+ "nor m",
+ "p k",
+ "tri als",
+ "polici es",
+ "publi shing",
+ "st ole",
+ "fron t",
+ "charac ter",
+ "van ia",
+ "ex ce",
+ "sti e",
+ "sc a",
+ "resi dential",
+ "sa iling",
+ "ðŁĶ¥ðŁĶ¥ ðŁĶ¥",
+ "spons ors",
+ "th ick",
+ "champag ne",
+ "she pher",
+ "continu ing",
+ "ven ice",
+ "per th",
+ "na p",
+ "a ster",
+ "y ak",
+ "un limited",
+ "cho ices",
+ "ne o",
+ "hi v",
+ "repor ter",
+ "bru ssels",
+ "f old",
+ "dy s",
+ "se mi",
+ "la wn",
+ "it alia",
+ "wi fi",
+ "as k",
+ "em ed",
+ "fr ame",
+ "monit oring",
+ "ste ad",
+ "i da",
+ "gr in",
+ "is a",
+ "fli p",
+ "re stric",
+ "offen sive",
+ "atta ched",
+ "di sh",
+ "wh y",
+ "philli ps",
+ "gre et",
+ "p als",
+ "mix tape",
+ "v ou",
+ "fiel der",
+ "spar k",
+ "alber ta",
+ "g len",
+ "ca sh",
+ "s ri",
+ "u ri",
+ "ro dri",
+ "entreprene urs",
+ "climate change",
+ "p sy",
+ "d le",
+ "em ents",
+ "lin ked",
+ "nether lands",
+ "acci dentally",
+ "oppos ition",
+ "vel vet",
+ "ra ys",
+ "c w",
+ "om o",
+ "m f",
+ "lmfa o",
+ "newsle tter",
+ ": )",
+ "toi let",
+ "liter ature",
+ "di sp",
+ "phili p",
+ "uni form",
+ "sudden ly",
+ "head er",
+ "cool er",
+ "-- -",
+ "prou d",
+ "bri g",
+ "nis san",
+ "scienti st",
+ "j ah",
+ "con centr",
+ "pac ks",
+ "appo inted",
+ "so ap",
+ "eng age",
+ "cho se",
+ "âĻ ¡",
+ "se tup",
+ "jeal ous",
+ "har ry",
+ "g ation",
+ "tun nel",
+ "te mp",
+ "osc ars",
+ "dec ade",
+ "recomm ended",
+ "child ren",
+ "ab a",
+ "anxi ety",
+ "ve ments",
+ "sal on",
+ "pho too",
+ "organi z",
+ "mach ines",
+ "ab s",
+ "vil le",
+ "hy pe",
+ "ti ff",
+ "emer ging",
+ "av geek",
+ "[ #",
+ "contribu tion",
+ "bra dy",
+ "re sto",
+ "g mail",
+ "fit z",
+ "photo shoot",
+ "hel met",
+ "h t",
+ "eleg ant",
+ "ug anda",
+ "nur sing",
+ "or leans",
+ "pen n",
+ "na h",
+ "foo tage",
+ "em a",
+ "w o",
+ "w ad",
+ "concer ns",
+ "ve re",
+ "re mark",
+ "who ever",
+ "str ang",
+ "p t",
+ "qu it",
+ "sh ang",
+ "histor y",
+ "s ick",
+ "perman ent",
+ "ill ness",
+ "col d",
+ "visi on",
+ "he m",
+ "ar row",
+ "con vic",
+ "pin k",
+ "oc cup",
+ "bal d",
+ "ex hau",
+ "u of",
+ "am o",
+ "on t",
+ "ãĥ »",
+ "adop t",
+ "la id",
+ "smo ked",
+ "inter pre",
+ "ess enti",
+ "associ ated",
+ "b d",
+ "bb y",
+ "fi er",
+ "inst all",
+ "dipl om",
+ "con diti",
+ "c f",
+ "w ak",
+ "any a",
+ "gr aci",
+ "fi sher",
+ "s ss",
+ "ap r",
+ "il it",
+ "mus ician",
+ "symph ony",
+ "cor d",
+ "h ack",
+ "le gi",
+ "l v",
+ "bless ings",
+ "hum or",
+ "sc ra",
+ "e ti",
+ "min ster",
+ "trav elling",
+ "bu sh",
+ "jewell ery",
+ "li me",
+ "!! !",
+ "pregn ant",
+ "pe e",
+ "lo b",
+ "cap ital",
+ "ip a",
+ "pen cil",
+ "la bor",
+ "duc ks",
+ "prou dly",
+ "wedd ing",
+ "dere k",
+ "m w",
+ "pe g",
+ "valent ine",
+ "an gu",
+ "re treat",
+ "pro spect",
+ "dang er",
+ "vul ner",
+ "up set",
+ ", #",
+ "sr k",
+ "x im",
+ "thur sday",
+ "n fl",
+ "kis ses",
+ "re ds",
+ "cr ack",
+ "re ward",
+ "c u",
+ "ko k",
+ "me te",
+ "aband oned",
+ "it t",
+ "me als",
+ "sp ell",
+ "stan bul",
+ "del ays",
+ "ru m",
+ "le op",
+ "gu m",
+ "no va",
+ "super man",
+ "ch ick",
+ "m is",
+ "dram atic",
+ "inno cent",
+ "r ounds",
+ "re c",
+ "auti sm",
+ "bangla desh",
+ "mor al",
+ "mo vie",
+ "sp oo",
+ "k la",
+ "âĥ £",
+ "ou ting",
+ "mess i",
+ "ab road",
+ "loo kin",
+ "a im",
+ "q i",
+ "st ack",
+ "colla ge",
+ "à ¯",
+ "hud son",
+ "sc an",
+ "ho e",
+ "ch au",
+ "oc cur",
+ "comm ander",
+ "ho les",
+ "ðŁİ Ħ",
+ "bi as",
+ "v on",
+ "stick er",
+ "ma k",
+ "responsi bility",
+ "colum bus",
+ "sa int",
+ "ed mon",
+ "rac ism",
+ "far ms",
+ "w en",
+ "gul f",
+ "may o",
+ "!!!! !!!!",
+ "corpor ation",
+ "ba chel",
+ "el a",
+ "inter nal",
+ "je ep",
+ "fol lows",
+ "di alogue",
+ "de rer",
+ "smart phone",
+ "he len",
+ "rich mond",
+ "equ ity",
+ "s land",
+ "b g",
+ "ne ar",
+ "av i",
+ "memph is",
+ "we ir",
+ "discu ssed",
+ "bad ge",
+ "p up",
+ "mi stake",
+ "phen omen",
+ "un ite",
+ "ðŁ Ľ",
+ "de pic",
+ "ri des",
+ "in augu",
+ "n at",
+ "sof twitter",
+ "comb ination",
+ "gosp el",
+ "âļ ¾",
+ "ad mission",
+ "retro gaming",
+ "ðŁIJ ¾",
+ "sch u",
+ "mb o",
+ "jun ction",
+ "al arm",
+ "à ¦",
+ "gr ac",
+ "kh ali",
+ "k ul",
+ "m ale",
+ "cap tion",
+ "wi sh",
+ "te re",
+ "cor ps",
+ "ru bber",
+ "play station",
+ "er in",
+ "effici ent",
+ "l or",
+ "jo kes",
+ "in ary",
+ "nor man",
+ "lu is",
+ "inaugu ral",
+ "ch ed",
+ "âļ½ ï¸ı",
+ "di p",
+ "to e",
+ "str at",
+ "aa c",
+ "am u",
+ "pi er",
+ "co tt",
+ "comm and",
+ "tt en",
+ "sn oo",
+ "cu be",
+ "clo ses",
+ "class ical",
+ "s word",
+ "expre ssion",
+ "reach ing",
+ "n app",
+ "co st",
+ "affe ct",
+ "ric o",
+ "gi f",
+ "brea the",
+ "tri be",
+ "or tho",
+ "h ay",
+ "l g",
+ "fri es",
+ "n m",
+ "hi ding",
+ "richar ds",
+ "en de",
+ "mic ro",
+ "capit ol",
+ "cop y",
+ "ro m",
+ "regi me",
+ "mary land",
+ "tax i",
+ "di al",
+ "embar ra",
+ "un believ",
+ "ch t",
+ "v s",
+ "elim in",
+ "o dd",
+ "pen ny",
+ "sound track",
+ "l ings",
+ "trans ition",
+ "rema ining",
+ "a is",
+ "mali k",
+ "? !?",
+ "rand om",
+ "def end",
+ "ul tra",
+ "tru m",
+ "danc er",
+ "st ol",
+ "dri ve",
+ "a ver",
+ "ro ast",
+ "defin ition",
+ "se an",
+ "excit ement",
+ "partic ul",
+ "su rely",
+ "sh av",
+ "ber y",
+ "di shes",
+ "com m",
+ "is ol",
+ "i am",
+ "ob li",
+ "gho st",
+ "hugh es",
+ "chi efs",
+ "b as",
+ "conserv ative",
+ "speci al",
+ "fe min",
+ "sh ri",
+ "n ancy",
+ "inte l",
+ "tu ne",
+ "ðŁĩ ª",
+ "jo el",
+ "gg le",
+ "mo to",
+ "ðŁĺ Ķ",
+ "bu ck",
+ "d ag",
+ "antic ip",
+ "mont ana",
+ "gu id",
+ "fro g",
+ "ec raft",
+ "op e",
+ "dri ves",
+ "nu mer",
+ "x y",
+ "color ful",
+ "wednesday wisdom",
+ "illu min",
+ "bey on",
+ "inau gur",
+ "deep ly",
+ "pre fer",
+ "for tune",
+ "coo ked",
+ "ti ble",
+ "âĺ ķ",
+ "swe ater",
+ "it ter",
+ "tt y",
+ "u i",
+ "gi e",
+ "com plic",
+ "~ ~",
+ "tax es",
+ "cu ps",
+ "di verse",
+ "sam anth",
+ "âłĢ âłĢ",
+ "ba king",
+ "sy mp",
+ "wa i",
+ "be half",
+ "mer cur",
+ "travel s",
+ "ðŁİī ðŁİ",
+ "or ia",
+ "eng aged",
+ "jump ing",
+ "reti red",
+ "n aked",
+ "p uni",
+ "speed way",
+ "sci ences",
+ "rehear sal",
+ "on ym",
+ "dy ou",
+ "pl ates",
+ "r ati",
+ "kri sh",
+ "jaz z",
+ "car ol",
+ "ra f",
+ "pen alty",
+ "tim eline",
+ "ru by",
+ "engine ers",
+ "ra f",
+ "bel le",
+ "do se",
+ "che on",
+ "esc ap",
+ "me g",
+ "ran k",
+ "or d",
+ "me gan",
+ "mer ch",
+ "ec lipse",
+ "âĺº ï¸ı",
+ "ple dge",
+ "kir k",
+ "per si",
+ "leice ster",
+ "sa k",
+ "w k",
+ "saf ely",
+ "yy y",
+ "je t",
+ "promis ed",
+ "j c",
+ "en ne",
+ "no ah",
+ "re no",
+ "re a",
+ "ðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤ",
+ "tra il",
+ "ðŁij Ģ",
+ "f d",
+ "soo o",
+ "ri min",
+ "w k",
+ "ภ²",
+ "i al",
+ "x ox",
+ "bis cu",
+ "d ale",
+ "fan dom",
+ "particip ating",
+ "fla g",
+ "privi lege",
+ "pe ach",
+ "mach ine",
+ "bo ston",
+ "gro ss",
+ "o g",
+ "mir acle",
+ "adop tion",
+ "u ss",
+ "mon sters",
+ "be ij",
+ "clar ke",
+ "pu shing",
+ "pra ying",
+ "ar o",
+ "d n",
+ "ell is",
+ "apol lo",
+ "od ds",
+ "refuge e",
+ "to w",
+ "b p",
+ "ðŁĩ¬ðŁĩ §",
+ "h end",
+ "app eared",
+ "memb ership",
+ "pe an",
+ "du m",
+ "viol ent",
+ "v y",
+ "potat oes",
+ "aw w",
+ "greet ings",
+ "t ts",
+ "ac on",
+ "sh ane",
+ "photograph ed",
+ "cra b",
+ "temper atures",
+ "cu ba",
+ "c fc",
+ "wel com",
+ "he l",
+ "in nings",
+ "m k",
+ "co de",
+ "kno ck",
+ "gra ss",
+ "swe dish",
+ "p ta",
+ "ick y",
+ "v at",
+ "lin ing",
+ "s q",
+ "sa p",
+ "ar c",
+ "announ cing",
+ "sk ins",
+ "cit yof",
+ "br ing",
+ "co x",
+ "gam er",
+ "it arian",
+ "i da",
+ "h d",
+ "ros se",
+ "sad ly",
+ "ge o",
+ "âļ ¡ï¸ı",
+ "tag s",
+ "fa ther",
+ "chan ge",
+ "l ance",
+ "whis key",
+ "adel aide",
+ "te c",
+ "stick ers",
+ "marke t",
+ "class y",
+ "bad ass",
+ "flo rence",
+ "lin er",
+ "fro st",
+ "k ate",
+ "ac on",
+ "scand al",
+ "es sex",
+ "ðŁĺ ı",
+ "vi vi",
+ "dr ill",
+ "blo ggers",
+ "recomm end",
+ "d ha",
+ "ac res",
+ "ro ma",
+ "bu y",
+ "gro cer",
+ "er ia",
+ "ma har",
+ "ff er",
+ "patter ns",
+ "ver i",
+ "com pu",
+ "st ev",
+ "ang a",
+ "ment or",
+ "do o",
+ "it ali",
+ "cdn poli",
+ "on ly",
+ "conduc t",
+ "elec tro",
+ "de f",
+ "wh ale",
+ "prepar ation",
+ "bicy cle",
+ "vi ral",
+ "turn out",
+ "bra ss",
+ "qu ad",
+ "hospit ality",
+ "pack aging",
+ "den cy",
+ "ceme tery",
+ "abo ard",
+ "dre aming",
+ "pic ture",
+ "t all",
+ "inv ent",
+ "ad mi",
+ "o e",
+ "tem ps",
+ "qu an",
+ "fun dam",
+ "pro mp",
+ "resi dence",
+ "mu d",
+ "sour i",
+ "âĦ ¢",
+ "graff iti",
+ "gi f",
+ "d nd",
+ "com p",
+ "s war",
+ "pe eps",
+ "pale stine",
+ "devil s",
+ "san g",
+ "assi stance",
+ "bi ke",
+ "missi ssi",
+ "inter viewed",
+ "ne phew",
+ "dru ms",
+ "v and",
+ "gentle men",
+ "n sw",
+ "inst a",
+ "leban on",
+ "ee ee",
+ "oli via",
+ "ver y",
+ "rou gh",
+ "industri es",
+ "m ation",
+ "ðŁĺ Ĵ",
+ "bar rel",
+ "n ay",
+ "po ps",
+ "moder n",
+ "ill y",
+ "are st",
+ "on ents",
+ "protec ting",
+ "v ans",
+ "e o",
+ "vi kings",
+ "restaur ants",
+ "re ck",
+ "jac kie",
+ "andre w",
+ "w illing",
+ "he ath",
+ "citiz en",
+ "disc rimin",
+ "๠Ī",
+ "stu art",
+ "m ys",
+ "hi p",
+ "tran sp",
+ "\" ?",
+ "te x",
+ "su shi",
+ "ke d",
+ "cro ssed",
+ "dist ur",
+ "pe dia",
+ "f ate",
+ "some how",
+ "mo th",
+ "proce ssing",
+ "is s",
+ "r in",
+ "u ts",
+ "yy c",
+ "ver t",
+ "lg bt",
+ "re id",
+ "on to",
+ "arab ia",
+ "habit at",
+ "= =",
+ "stre ak",
+ "simp son",
+ "addic tion",
+ "wim ble",
+ "deli vers",
+ "challeng ing",
+ "ðŁİ ¶",
+ "fran ch",
+ "e du",
+ "s me",
+ "ai ds",
+ "hur st",
+ "th am",
+ "tari an",
+ "remem bered",
+ "palestin ian",
+ "fe es",
+ "tru m",
+ "sket ch",
+ "ur u",
+ "fit ting",
+ "jes se",
+ "ðŁĶ¥ ðŁĶ¥",
+ "---- ----",
+ "ba ch",
+ "ici a",
+ "colo red",
+ "da h",
+ "associ ate",
+ "int el",
+ "s eller",
+ "p u",
+ "stu ffed",
+ "ac s",
+ "b s",
+ "sh in",
+ "cooper ation",
+ "certific ate",
+ "ab u",
+ "ingredi ents",
+ "re v",
+ "in ge",
+ "el der",
+ "christi an",
+ "bun dle",
+ "th ic",
+ "dir t",
+ "beij ing",
+ "comm it",
+ "ted dy",
+ "ed u",
+ "to day",
+ "s field",
+ "w yn",
+ "confir ms",
+ "lo o",
+ "j v",
+ "ene ss",
+ "al pha",
+ "vir us",
+ "ari um",
+ "gr ind",
+ "bri dges",
+ "introduc tion",
+ "pol ls",
+ "bac ter",
+ "z ach",
+ "termin al",
+ "ra iders",
+ "fla vor",
+ "zom bie",
+ "vo d",
+ "sp reading",
+ "gameof thrones",
+ "effici ency",
+ "lat ely",
+ "ale m",
+ "twee t",
+ "cri mes",
+ "cl er",
+ "de y",
+ "dg ed",
+ "hy un",
+ "pay ments",
+ "cir cus",
+ "ðŁĺŃ ðŁĺŃ",
+ "mis souri",
+ "lu b",
+ "episo des",
+ "c age",
+ "po s",
+ "mat ching",
+ "tumb lr",
+ "lin ed",
+ "ge st",
+ "am bi",
+ "nar r",
+ "ing ton",
+ "regu l",
+ "blo wn",
+ "is le",
+ "co co",
+ "on don",
+ "joshu a",
+ "tour ing",
+ "sm a",
+ "sau sage",
+ "best friend",
+ "bo eing",
+ "desi re",
+ "sav age",
+ "ra pper",
+ "de vo",
+ "te ar",
+ "take over",
+ "cow boys",
+ "po ker",
+ "par ag",
+ "pp e",
+ "h int",
+ "we ars",
+ "se th",
+ "ro les",
+ "l anc",
+ "man ga",
+ "form at",
+ "fl yer",
+ "c ay",
+ "mo or",
+ "ba ke",
+ "spla sh",
+ "v ad",
+ "ker ala",
+ "proce eds",
+ "sil ly",
+ "reflec tion",
+ "di str",
+ "wi d",
+ "su it",
+ "ci vic",
+ "yan kees",
+ "by n",
+ "migr ation",
+ "di stin",
+ "or ch",
+ "fe mini",
+ "quali fying",
+ "tu ri",
+ "o be",
+ "hun dred",
+ "cra p",
+ "wan g",
+ "mathe mat",
+ "bu re",
+ "expo sure",
+ "fergu son",
+ "seme ster",
+ "re serv",
+ "pl ym",
+ "a hu",
+ "fac ial",
+ "wa x",
+ "wor ried",
+ "ca b",
+ "vi o",
+ "as a",
+ "co d",
+ "to pics",
+ "p cs",
+ "hal o",
+ "rescu ed",
+ "horiz on",
+ "ar k",
+ "âļ ª",
+ "hol ly",
+ "el f",
+ "ul ti",
+ "pu p",
+ "quali fied",
+ "attend ance",
+ "ati vely",
+ "destro y",
+ "y c",
+ "for th",
+ "photoo ftheday",
+ "c ents",
+ "ic eland",
+ "meas ures",
+ "de sk",
+ "port folio",
+ "artic les",
+ "direc tors",
+ "dat ab",
+ "e w",
+ "creep y",
+ "oun ding",
+ "hon oured",
+ "mi st",
+ "j it",
+ "men tioned",
+ "port able",
+ "iti c",
+ "d ann",
+ "friday feeling",
+ "am id",
+ "ti ger",
+ "scri p",
+ "helicop ter",
+ "hard ware",
+ "expl or",
+ "work place",
+ "austri a",
+ "beat les",
+ "ber nar",
+ "spi der",
+ "disc o",
+ "cul t",
+ "lim its",
+ "shor tly",
+ "fin al",
+ "nin ja",
+ "lu ke",
+ "le bron",
+ "wal mart",
+ "o il",
+ "van illa",
+ "shi re",
+ "ye g",
+ "ak y",
+ "c s",
+ "bl er",
+ "collec ted",
+ "t g",
+ "rol led",
+ "speci als",
+ "b ff",
+ "pier re",
+ "sh im",
+ "vi er",
+ "flash back",
+ "restor ation",
+ "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",
+ "Ã ¨",
+ "propos al",
+ "er n",
+ "ðŁĺ Ħ",
+ "dy k",
+ "on gs",
+ "hon g",
+ "m ack",
+ "mel on",
+ "on ent",
+ "ru sh",
+ "d ap",
+ "tol er",
+ "pro pag",
+ "c ze",
+ "trans lation",
+ "wal let",
+ "cott age",
+ "sa il",
+ "constitu tion",
+ "ðŁĴ Ģ",
+ "mun ici",
+ "fav or",
+ "storm hour",
+ "i h",
+ "ðŁĺ Į",
+ "approach ing",
+ "pin ned",
+ "j ed",
+ "niger ian",
+ "n ach",
+ "sh at",
+ "particul arly",
+ "mc don",
+ "camer as",
+ "anni e",
+ "admini str",
+ "he at",
+ "electr ical",
+ "char ming",
+ "gib son",
+ "bouti que",
+ "ex posed",
+ "ac tor",
+ "pil low",
+ "beach es",
+ "genu ine",
+ "margare t",
+ "ben nett",
+ "lou isi",
+ "pos itions",
+ "el y",
+ "shin y",
+ "ten tion",
+ "architec t",
+ "ren tal",
+ "ac qui",
+ "goo gle",
+ "sub way",
+ "mom ent",
+ "ðŁļ ¨",
+ "ri m",
+ "metho ds",
+ "cy cli",
+ "nor folk",
+ "Ù Ī",
+ "over whel",
+ "ra pid",
+ "we ar",
+ "happy birthday",
+ "progre ssive",
+ "ðŁĴ ¥",
+ "co gn",
+ "pap a",
+ "f ool",
+ "philosoph y",
+ "pol ar",
+ "jim my",
+ "wi g",
+ "ðŁĴ ĭ",
+ "oper ating",
+ "reduc tion",
+ "ph i",
+ "fla gs",
+ "to the",
+ "o di",
+ "a res",
+ "k oo",
+ "k ang",
+ "ar kansas",
+ "ash ton",
+ "wimble don",
+ "sci fi",
+ "attrac tive",
+ "mississi ppi",
+ "logi sts",
+ "ral ph",
+ "la bel",
+ "gradu ates",
+ "ma ha",
+ "home town",
+ "âľĮ ï¸ı",
+ "foun ded",
+ "on the",
+ "li z",
+ "trans l",
+ "mini mum",
+ "pre sti",
+ "ta m",
+ "gener ations",
+ "re bel",
+ "journ alists",
+ "par am",
+ "mc m",
+ "acry lic",
+ "death s",
+ "tes la",
+ "w t",
+ "bry ant",
+ "jer us",
+ "i stanbul",
+ "muham mad",
+ "ri ley",
+ "k ris",
+ "work shops",
+ "is o",
+ "coun ts",
+ "stre t",
+ "prote cted",
+ "trin ity",
+ "man ual",
+ "r hin",
+ "r il",
+ "pleas ant",
+ "le mon",
+ "ner d",
+ "har der",
+ "dar ren",
+ "bur y",
+ "ra h",
+ "bas is",
+ "mi gu",
+ "occa sion",
+ "li sts",
+ "âĿ¤ï¸ıâĿ¤ï¸ı âĿ¤ï¸ı",
+ "e b",
+ "de cre",
+ "hamp ton",
+ "ìĿ ´",
+ "tra vis",
+ "trans form",
+ "puer to",
+ "nh l",
+ "av oc",
+ "tri ps",
+ "unexpe cted",
+ "ve t",
+ "di dyou",
+ "bar ber",
+ "st ages",
+ "m son",
+ "re presented",
+ "for t",
+ "l al",
+ "pp le",
+ "nic ely",
+ "ignor e",
+ "qu il",
+ "qu inn",
+ "h k",
+ "carri er",
+ "remin ded",
+ "am ong",
+ "pass enger",
+ "el len",
+ "gue z",
+ "sc ape",
+ "mu ral",
+ "youn gest",
+ "ma sh",
+ "d ill",
+ "rout ine",
+ "stain less",
+ "jack son",
+ "gand hi",
+ "th al",
+ "on ers",
+ "edit orial",
+ "convers ations",
+ "sd ale",
+ "autom ation",
+ "i ke",
+ "า à¸",
+ "ðŁĩ ª",
+ "hau l",
+ "la ying",
+ "men tions",
+ "am en",
+ "abor tion",
+ "i bi",
+ "coun ties",
+ "ca therine",
+ "man ds",
+ "jam e",
+ "roll er",
+ "au t",
+ "n am",
+ "o logical",
+ "cep tion",
+ "ran king",
+ "tox ic",
+ "sn acks",
+ "victor ian",
+ "bang kok",
+ "psycho logy",
+ "re g",
+ "ang ela",
+ "respon d",
+ "sty le",
+ "sophi e",
+ "dak ota",
+ "achiev ed",
+ "mar ked",
+ "imper ial",
+ "in as",
+ "glo ves",
+ "sli m",
+ "confi dent",
+ "att acked",
+ "gg er",
+ "lon ely",
+ "valentine sday",
+ "re b",
+ "craft beer",
+ "orig in",
+ "zim bab",
+ "ce iling",
+ "te ens",
+ "other wise",
+ "w b",
+ "f ers",
+ "day sof",
+ "advis or",
+ "y ah",
+ "âĻ ª",
+ "en der",
+ "republic ans",
+ "av a",
+ "skir t",
+ "pi pel",
+ "chi e",
+ "jan e",
+ "ja x",
+ "ðŁĺ ĭ",
+ "âľ Ĭ",
+ "j ays",
+ "bre tt",
+ "bal o",
+ "cru cial",
+ "d har",
+ "as is",
+ "de au",
+ "lloy d",
+ "chat ting",
+ "âĿĦ ï¸ı",
+ "rel ay",
+ "remark able",
+ "n s",
+ "we t",
+ "bris bane",
+ "ðŁĶ ´",
+ "tion ally",
+ "f k",
+ "la yer",
+ "house hold",
+ "consecu tive",
+ "es is",
+ "pend ant",
+ "st ir",
+ "crit ic",
+ "su gar",
+ "photo shop",
+ "pa res",
+ "arti stic",
+ "do dgers",
+ "c un",
+ "cra fted",
+ "am end",
+ "bo at",
+ "âŃIJ ï¸ı",
+ "egyp tian",
+ "sa w",
+ "tra ge",
+ "small er",
+ "ox y",
+ "pa ired",
+ "nex t",
+ "i res",
+ "tac o",
+ "o y",
+ "u c",
+ "st i",
+ "a erial",
+ ": //",
+ "dr o",
+ "dot com",
+ "gg ins",
+ "r pg",
+ "ay e",
+ "le an",
+ "stri ker",
+ "lo bby",
+ "prote sts",
+ "pri ority",
+ "congre ss",
+ "am ate",
+ "inv it",
+ "r ington",
+ "mom my",
+ "th us",
+ "allow ing",
+ "pione er",
+ "enfor cement",
+ "g ori",
+ "tal k",
+ "dra g",
+ "du mb",
+ "bul let",
+ "san ge",
+ "er y",
+ "tar gets",
+ "ðŁĩ ¦",
+ "he ather",
+ "consi der",
+ "seaf ood",
+ "ve st",
+ "ris ks",
+ "% .",
+ "p g",
+ "sac red",
+ "he ating",
+ "kick ed",
+ "tto t",
+ ". -",
+ "chan di",
+ "co ven",
+ "po ol",
+ "pul se",
+ "i a",
+ "ro ster",
+ "shakespe are",
+ "es a",
+ "car go",
+ "pean ut",
+ "tro op",
+ "ac tion",
+ "tab let",
+ "home work",
+ "cast le",
+ "stru ction",
+ "mus icians",
+ "free zing",
+ "bu tt",
+ "justin bieber",
+ "j j",
+ "bah rain",
+ "an them",
+ "au dit",
+ "didyou know",
+ "na vig",
+ "guid ance",
+ "âĸ ¶",
+ "tur f",
+ "n un",
+ "fic ations",
+ "ye men",
+ "char ging",
+ "x c",
+ "bron cos",
+ "su bur",
+ "p ale",
+ "bor ing",
+ "among st",
+ "for the",
+ "em per",
+ "om fg",
+ "p j",
+ "expe cting",
+ "ðŁĴ «",
+ "st l",
+ "ad min",
+ "expect ations",
+ "sw an",
+ "shoo t",
+ "oooo o",
+ "min ent",
+ "ãĢ IJ",
+ "wall ace",
+ "stan g",
+ "satur day",
+ "adop ted",
+ "dou bles",
+ "hom ie",
+ "ome z",
+ "d han",
+ "vent ure",
+ "surroun ding",
+ "fi le",
+ "mob ility",
+ "de es",
+ "w ski",
+ "broo ke",
+ "emb ro",
+ "re members",
+ "kar a",
+ "test im",
+ "bo tan",
+ "m tv",
+ "sacrif ice",
+ "jerus alem",
+ "d l",
+ "Â ´",
+ "proper ly",
+ "ili on",
+ "as i",
+ "leg it",
+ "co pe",
+ "m cla",
+ "recy cling",
+ "lar ger",
+ "ðŁĴ ĵ",
+ "pat ric",
+ "gener ous",
+ "ja red",
+ "p f",
+ "mol ly",
+ "thom as",
+ "ju dges",
+ "h b",
+ "sor ts",
+ "bl vd",
+ "o ven",
+ "enter ing",
+ "plan es",
+ "be et",
+ "integr ation",
+ "boo ked",
+ "fre ed",
+ "ver n",
+ "ash es",
+ "to pped",
+ "de pot",
+ "welcom ed",
+ "ren a",
+ "m ick",
+ "d and",
+ "see ks",
+ "gam er",
+ "ran kings",
+ "ren e",
+ "mu t",
+ "whis ky",
+ "fire fighters",
+ "gu es",
+ "ga ther",
+ "tour ney",
+ "de men",
+ "y ang",
+ "new ton",
+ "autom otive",
+ "back yard",
+ "deta iled",
+ "mi st",
+ "to bac",
+ "fi ber",
+ "un usual",
+ "grat itude",
+ "sp are",
+ "ne ys",
+ ": *",
+ "per i",
+ "flo ating",
+ "fin alist",
+ "don ating",
+ "dre ss",
+ "bro ad",
+ "be the",
+ "econom ics",
+ "tai wan",
+ "ed wards",
+ "plu g",
+ "pra iri",
+ "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",
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+ "gr o",
+ "p st",
+ "pro spec",
+ "mo sque",
+ "help ful",
+ "ou ri",
+ "bro ther",
+ "gu jar",
+ "cri sti",
+ "ine z",
+ "to wers",
+ "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",
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+ "ce ster",
+ "eli fe",
+ "desig ners",
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+ "wei ght",
+ "cou ch",
+ "su res",
+ "s its",
+ "shri mp",
+ "la gos",
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+ "compu ting",
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+ "ab e",
+ "pan els",
+ "ram ad",
+ "sent ence",
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+ "r b",
+ "d ads",
+ "shang hai",
+ "mon ey",
+ "she ets",
+ "sk ate",
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+ "cup cakes",
+ "infin ite",
+ "l is",
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+ "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",
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+ "pay ne",
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+ "ph ra",
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+ "aw ays",
+ "al a",
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+ "h of",
+ "j j",
+ "chen nai",
+ "cat al",
+ "om ic",
+ "he ath",
+ "ni ece",
+ "pump ed",
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+ "no m",
+ "produc tivity",
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+ "tw il",
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+ "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",
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+ "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",
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+ "f ry",
+ "ye a",
+ "in jec",
+ "ther mal",
+ "comp act",
+ "th or",
+ "te ed",
+ "ur gent",
+ "l ite",
+ "g illi",
+ "sop hom",
+ "ic o",
+ "che m",
+ "p m",
+ "for k",
+ "fre ak",
+ "ch ak",
+ "recipi ent",
+ "i y",
+ "ni k",
+ "model ing",
+ "c ans",
+ "ðŁı Ģ",
+ "del ux",
+ "se am",
+ "surviv ors",
+ "rad ical",
+ "investig ating",
+ "reli able",
+ "f m",
+ "tur t",
+ "ligh thouse",
+ "to ol",
+ "go wn",
+ ") )",
+ "bo ts",
+ "auto graph",
+ "a id",
+ "bu ffe",
+ "h mm",
+ "horri ble",
+ "ssi onal",
+ "ann i",
+ "๠Ģ",
+ "k its",
+ "sch i",
+ "eter nal",
+ "hu ss",
+ "sens itive",
+ "r u",
+ "tast es",
+ "chec ks",
+ "im o",
+ "por tion",
+ "sk ate",
+ "e den",
+ "half time",
+ "fri ed",
+ "ri hanna",
+ "ti se",
+ "fl ick",
+ "ca in",
+ "s gt",
+ "âľ Ķ",
+ "sh au",
+ "sta ined",
+ "ra ffle",
+ "dro ve",
+ "sal man",
+ "princi ples",
+ "sh o",
+ "ar u",
+ "je ss",
+ "gu ine",
+ "gar bage",
+ "my an",
+ "jel ly",
+ "dis ru",
+ "z ia",
+ "q ld",
+ "ent ries",
+ "la v",
+ "fle w",
+ "ad mit",
+ "objec ts",
+ "comp are",
+ "ny times",
+ "cann es",
+ "p n",
+ "suff ol",
+ "ro c",
+ "d ana",
+ "e gg",
+ "hi st",
+ "coun sel",
+ "' !",
+ "phy si",
+ "imag ination",
+ "ad just",
+ "explo sion",
+ "plym outh",
+ "hor ror",
+ "elli ott",
+ "bour ne",
+ "de x",
+ "bre ed",
+ "au dio",
+ "lob ster",
+ "disappo inted",
+ "nation wide",
+ "( (",
+ "incre ases",
+ "austr ali",
+ "ce dar",
+ "star ing",
+ "rac ial",
+ "e is",
+ "g mt",
+ "visi ons",
+ "stay ed",
+ "discu ssions",
+ "de an",
+ "cur tis",
+ "mai den",
+ "stel lar",
+ "happ iest",
+ "h wy",
+ "pre season",
+ "car av",
+ "mon days",
+ "hospit als",
+ "glimp se",
+ "schol ars",
+ "ja i",
+ "ter race",
+ "ann a",
+ "goo se",
+ "gra ded",
+ "lot us",
+ "hun g",
+ "grocer y",
+ "stam ps",
+ "emper or",
+ "sc oop",
+ "in ser",
+ "c as",
+ "exist ence",
+ "he al",
+ "fal cons",
+ "mar vel",
+ "reduc ing",
+ "terri fic",
+ "magne tic",
+ "perfor ms",
+ "bar re",
+ "p us",
+ "tre ating",
+ "ic on",
+ "w h",
+ "decla red",
+ "tra uma",
+ "do d",
+ "come dian",
+ "nik on",
+ "bu gs",
+ "as m",
+ "mont gom",
+ "ibi za",
+ "comprehen sive",
+ "ha s",
+ "san ti",
+ "fellow ship",
+ "da sh",
+ "p sal",
+ "louis ville",
+ "sp y",
+ "fau lt",
+ "d the",
+ "fi led",
+ "vi sta",
+ "de sc",
+ "fe ars",
+ "you tu",
+ "sp s",
+ "es p",
+ "ri g",
+ "cri me",
+ "ber ger",
+ "wonder land",
+ "k ent",
+ "in formed",
+ "stev ens",
+ "my th",
+ "ast on",
+ "ir i",
+ "visit or",
+ "at ri",
+ "produc ers",
+ "al la",
+ "person ally",
+ "separ ate",
+ "agen cies",
+ "af ri",
+ "il an",
+ "spo ke",
+ "n ina",
+ "squ ad",
+ "di ves",
+ "de pend",
+ "li v",
+ "fier ce",
+ "enter taining",
+ "cha in",
+ "sc at",
+ "bor ders",
+ "pal ette",
+ "sp ro",
+ "os is",
+ "der by",
+ "tobac co",
+ "zi o",
+ "willi e",
+ "ju vent",
+ "zoo m",
+ "hol y",
+ "enti rely",
+ "af e",
+ "mart inez",
+ "be ds",
+ "pe a",
+ "bull dogs",
+ "ðŁĩª ðŁĩ",
+ "ib m",
+ "ne on",
+ "ethiop ia",
+ "team mates",
+ "plan ting",
+ "tw er",
+ "any time",
+ "for bes",
+ "ó n",
+ "run way",
+ "ner vous",
+ "ro ger",
+ "p ile",
+ "ch anc",
+ "apo caly",
+ "u w",
+ "o i",
+ "dr ought",
+ "territ ory",
+ "br ick",
+ "cre atures",
+ "go in",
+ "w aff",
+ "gre n",
+ "sou theast",
+ "je an",
+ "am bul",
+ "ed ited",
+ "stra p",
+ "c v",
+ "aar on",
+ "ãĥ» ãĥ»",
+ "t su",
+ "descri ption",
+ "kin dly",
+ "clu tch",
+ "im mer",
+ "en or",
+ "women sday",
+ "or ange",
+ "ra g",
+ "ob vious",
+ "hy der",
+ "chann els",
+ "man go",
+ "me yer",
+ "ra ining",
+ "ge tty",
+ "pil gri",
+ "coordin ator",
+ "up load",
+ "ninten do",
+ "don uts",
+ "san chez",
+ "app arel",
+ "j r",
+ "zz i",
+ ", @",
+ "jeff erson",
+ "accessi ble",
+ "great ly",
+ "e id",
+ "initi al",
+ "budd ha",
+ "par is",
+ "ma scot",
+ "â¬ĩ ï¸ı",
+ "sch war",
+ "si ri",
+ "sp inning",
+ "mortg age",
+ "e cho",
+ "end ange",
+ "ge dly",
+ "chlo e",
+ "enh ance",
+ "kar nat",
+ "k ry",
+ "explo res",
+ "ðŁĴ ģ",
+ "af fair",
+ "ic als",
+ "all a",
+ "dar t",
+ "dolph ins",
+ "diffe rences",
+ "squir rel",
+ "au gh",
+ "dr ones",
+ "ell en",
+ "re store",
+ "pa w",
+ "un for",
+ "pi ke",
+ "hil ton",
+ "colla b",
+ "consu mers",
+ "co inci",
+ "out comes",
+ "pp p",
+ "a q",
+ "coup on",
+ "li est",
+ "si ms",
+ "k ho",
+ "av es",
+ "spo on",
+ "pu dding",
+ "cor byn",
+ "hat ers",
+ "ex ams",
+ "sla ve",
+ ". !",
+ "p sa",
+ "app les",
+ "tam il",
+ "se d",
+ "co ke",
+ "zz o",
+ "lo sange",
+ "car bon",
+ "cla ir",
+ "... )",
+ "k hu",
+ "cra ig",
+ "explor ation",
+ "sanctu ary",
+ "su e",
+ "al way",
+ "demen tia",
+ "won ders",
+ "super hero",
+ "pakistan i",
+ "brown s",
+ "bluet ooth",
+ "lo cker",
+ "mar c",
+ "ev entu",
+ "delux e",
+ "rodri guez",
+ "âĿ¤ âĿ¤",
+ "ro bb",
+ "ðŁĴ ¦",
+ "lin ux",
+ "ten s",
+ "intellig ent",
+ "se ed",
+ "vo ter",
+ "s ler",
+ "pe aks",
+ "inter n",
+ "teen age",
+ "peninsu la",
+ "hand ling",
+ "ti e",
+ "cou sins",
+ "wen dy",
+ "me e",
+ "à¹Ģ à¸",
+ "din o",
+ "ðŁĴ °",
+ "ðŁĺ ĥ",
+ "ze e",
+ "s bury",
+ "trage dy",
+ "b k",
+ "bo re",
+ "z in",
+ "war ns",
+ "idi ot",
+ "tou ching",
+ "contin ental",
+ "tac os",
+ "saf ari",
+ "wa shed",
+ "po dium",
+ "morri son",
+ "fore sts",
+ "c bc",
+ "al on",
+ "partic ular",
+ "be ads",
+ "inv ented",
+ "lo ch",
+ "li ghter",
+ "where ver",
+ "i de",
+ "docu ments",
+ "a we",
+ "k r",
+ "no where",
+ "min er",
+ "st it",
+ "ro x",
+ "contribu te",
+ "har dy",
+ "cl an",
+ "ob ject",
+ "ca it",
+ "ðŁĴķ ðŁĴķ",
+ "happ ier",
+ "vege tables",
+ "t art",
+ "g ag",
+ "nom inee",
+ "heav ily",
+ "pan ic",
+ "j d",
+ "there sa",
+ "at m",
+ "u ph",
+ "s fc",
+ "su ri",
+ "drin k",
+ "n al",
+ "re vel",
+ "k l",
+ "avoc ado",
+ "nom ination",
+ "ma donna",
+ "shar on",
+ "malcol m",
+ "control led",
+ "sh ers",
+ "revi val",
+ "legis lation",
+ "shoo ts",
+ "n in",
+ "comm entary",
+ "pro s",
+ "human rights",
+ "str anger",
+ "mit ch",
+ "pipel ine",
+ "leg ally",
+ "th u",
+ "gil bert",
+ "tol l",
+ "gran ted",
+ "gh s",
+ "ir anian",
+ "refre shing",
+ "du k",
+ "ab i",
+ "pri me",
+ "jose ph",
+ "mo sa",
+ "stati stics",
+ "produc tions",
+ "mer ry",
+ "pat el",
+ "sa x",
+ "human itarian",
+ "struc tures",
+ "e missions",
+ "town s",
+ "fre el",
+ "ster ing",
+ "rat ings",
+ "alle gedly",
+ "cab in",
+ "st l",
+ "w ade",
+ "fl yers",
+ "tri m",
+ "promis ing",
+ "z u",
+ "bal lot",
+ "compar ison",
+ "free ze",
+ "ou ter",
+ "great ness",
+ "as sign",
+ "snow y",
+ "r ale",
+ "tor ies",
+ "med iter",
+ "kno ck",
+ "consult ant",
+ "cincin nati",
+ "analy st",
+ "sc oo",
+ "je ws",
+ "appro xim",
+ "pu re",
+ "portra its",
+ "cy rus",
+ "ation al",
+ "lo ans",
+ "acqu is",
+ "el u",
+ "accep table",
+ "uni on",
+ "water color",
+ "ru st",
+ "batt les",
+ "per fu",
+ "seas onal",
+ "ser ial",
+ "mind set",
+ "ri ot",
+ "fel d",
+ "enni al",
+ "clo set",
+ "pri est",
+ "tan ks",
+ "int l",
+ "scre w",
+ "bu m",
+ "ab dul",
+ "ou x",
+ "expla ined",
+ "ric a",
+ "imag ing",
+ "law yers",
+ "bu ried",
+ "ãĥ»ãĥ» ãĥ»",
+ "ear l",
+ "âĢ ķ",
+ "l ton",
+ "resto red",
+ "stri pes",
+ "fo ss",
+ "de mands",
+ "ste aling",
+ "alex is",
+ "mun d",
+ "ak er",
+ "ur us",
+ "war dro",
+ "hu gs",
+ "gen re",
+ "e go",
+ "Ù Ħ",
+ "particip ated",
+ "bab es",
+ "ban quet",
+ "ti ous",
+ "he mi",
+ "ds b",
+ "lo st",
+ "milwau kee",
+ "jen ner",
+ "ge m",
+ "ou tra",
+ "lo ses",
+ "id i",
+ "re ps",
+ "ðŁİ §",
+ "regu lation",
+ "fla w",
+ "f ang",
+ "vibr ant",
+ "ram p",
+ "ra ins",
+ "well being",
+ "so viet",
+ "vie wers",
+ "de po",
+ "libr aries",
+ "bi go",
+ "ser y",
+ "g ill",
+ "de struction",
+ "co z",
+ "c x",
+ "bri dal",
+ "al ds",
+ "plan ted",
+ "amate ur",
+ "lu d",
+ "che ering",
+ "show cas",
+ "pro file",
+ "i u",
+ "ver tical",
+ "pack ers",
+ "wiz ard",
+ "ski p",
+ "s light",
+ "be au",
+ "air ways",
+ "mu ch",
+ "re ra",
+ "ðŁĮ Ĭ",
+ "ab sor",
+ "pati o",
+ "pack ages",
+ "s ells",
+ "ment ally",
+ "ðŁĺ ¢",
+ "reyn olds",
+ "k are",
+ "tri bun",
+ "wal t",
+ "kn it",
+ "ta ste",
+ "sur rey",
+ "boun ce",
+ "cre ature",
+ "b are",
+ "bet ting",
+ "su re",
+ "mi ley",
+ "laugh s",
+ "al ore",
+ "cy n",
+ "t l",
+ "arti st",
+ "ann ah",
+ "war mer",
+ "dynam ics",
+ "lunch time",
+ "mariti me",
+ "vulner able",
+ "ðŁĴ ĥ",
+ "wol ver",
+ "dur ham",
+ "const antly",
+ "am in",
+ "si bl",
+ ": @",
+ "bul let",
+ "k ach",
+ "angel o",
+ "wil der",
+ "doo m",
+ "desk top",
+ "law suit",
+ "k ca",
+ "hen derson",
+ "inv iting",
+ "bet ty",
+ "ta wards",
+ "ra fa",
+ "le aked",
+ "and i",
+ "ge ms",
+ "af l",
+ "vel o",
+ "mediter ran",
+ "pro be",
+ "to tten",
+ "steph anie",
+ "sn ation",
+ "com be",
+ "q s",
+ "over come",
+ "assas sin",
+ "ra v",
+ "fil ip",
+ "winni peg",
+ "sh il",
+ "determin ed",
+ "k as",
+ "ou tre",
+ "regre t",
+ "gui des",
+ "aa a",
+ "ðŁĺ Ī",
+ "wi ves",
+ "mani fe",
+ "er ly",
+ "sm y",
+ "sh ima",
+ "x ing",
+ "pix el",
+ "jac ob",
+ "ac commod",
+ "to y",
+ "on o",
+ "po o",
+ "ti er",
+ "an swe",
+ "ðŁĴ ģ",
+ "ro sa",
+ "le ase",
+ "bel ongs",
+ "th ar",
+ "eventu ally",
+ "nei ther",
+ "go a",
+ "ski ing",
+ "at ra",
+ "ag h",
+ "broad casting",
+ "f ury",
+ "py ram",
+ "d ice",
+ "volk swag",
+ "wom ens",
+ "provi der",
+ "bom bs",
+ "miss ile",
+ "whi p",
+ "d ick",
+ "nor we",
+ "back up",
+ "el der",
+ "mat ure",
+ "concer ts",
+ "gi ous",
+ "sque e",
+ "good morning",
+ "bra ves",
+ "^ _",
+ "au ssie",
+ "lun a",
+ "mal es",
+ "he ck",
+ "for tn",
+ "rome o",
+ "steel ers",
+ "p n",
+ "pe er",
+ "re presents",
+ "Â «",
+ "kat y",
+ "migu el",
+ "requ ire",
+ "cha ins",
+ "l ur",
+ "immedi ate",
+ "ti mber",
+ "âĸ¶ ï¸ı",
+ "advoc acy",
+ "ex port",
+ "an z",
+ "tiff any",
+ "auth or",
+ "ðŁİ Ī",
+ "du des",
+ "chil ly",
+ "hi d",
+ "har m",
+ "bu g",
+ "mon ster",
+ "terri er",
+ "tu c",
+ "story telling",
+ "ta k",
+ "in ti",
+ "immigr ants",
+ "b is",
+ "reach es",
+ "com passion",
+ "john ny",
+ "contribu tions",
+ "ðŁIJ ¶",
+ "mechan ical",
+ "impre ssion",
+ "ran ks",
+ "ko be",
+ "men ting",
+ "bloss om",
+ "pab lo",
+ "buil der",
+ "bom bing",
+ "tw el",
+ "sul livan",
+ "om o",
+ "pe te",
+ "de mi",
+ "ku dos",
+ "w bb",
+ "t gif",
+ "mass ach",
+ "neighb or",
+ "che fs",
+ "eng ines",
+ "pun e",
+ "ga ined",
+ "phan tom",
+ "s days",
+ "ext end",
+ "gr an",
+ "cent ers",
+ "jac qu",
+ "dat asci",
+ "sleep y",
+ "el vis",
+ "answe red",
+ "s lot",
+ "con y",
+ "flexi ble",
+ "ti ally",
+ "le tics",
+ "% ,",
+ "andre ws",
+ "si ble",
+ "mom ma",
+ "vin o",
+ "do x",
+ "invit ational",
+ "twil ight",
+ "j ade",
+ "ill ery",
+ "joh ns",
+ "f ou",
+ "p v",
+ "-- ->",
+ "break down",
+ "billi on",
+ "prin ter",
+ "mon d",
+ "c bc",
+ "mag gie",
+ "legi on",
+ "du b",
+ "kur t",
+ "po or",
+ "paren ting",
+ "regi ons",
+ "bikin i",
+ "be ware",
+ "si onal",
+ "au burn",
+ "kid ding",
+ "amp les",
+ "sp an",
+ "con tempor",
+ "c ic",
+ "ha bits",
+ "ak o",
+ "pre fe",
+ "bud dies",
+ "it z",
+ "em ily",
+ "person nel",
+ "moun tain",
+ "ver sus",
+ "ðŁĺ ¬",
+ "ear ning",
+ "s ink",
+ "dar i",
+ "u u",
+ "s win",
+ "i ster",
+ "bru tal",
+ "n ac",
+ "kat a",
+ "clo th",
+ "am and",
+ "ðŁĶ Ĺ",
+ "ne o",
+ "alu min",
+ "week ends",
+ "nebra ska",
+ "co des",
+ "delay ed",
+ "brun o",
+ "pro ven",
+ "in c",
+ "i ght",
+ "fl an",
+ "or o",
+ "lam bert",
+ "regu lat",
+ "w f",
+ "massach use",
+ "kardashi an",
+ "bern ard",
+ "fi esta",
+ "volcan o",
+ "grand pa",
+ "anc a",
+ "d re",
+ "st itu",
+ "mean ing",
+ "fo am",
+ "au ck",
+ "at ed",
+ "r l",
+ "hot el",
+ "pers ons",
+ "dy nasty",
+ "ell or",
+ "ma i",
+ "am ne",
+ "sty ling",
+ "avi er",
+ "e g",
+ "vege tarian",
+ ", âĢ¦",
+ "foun ders",
+ "sta in",
+ "g d",
+ "cy cles",
+ "sky line",
+ "trac tor",
+ "exi sts",
+ "tra l",
+ "kid ney",
+ "mar il",
+ "inst ag",
+ "se tte",
+ "addic t",
+ "tri angle",
+ "flash back",
+ "controversi al",
+ "z on",
+ "p ins",
+ "i as",
+ "tr ay",
+ "town ship",
+ "deleg ates",
+ "sp am",
+ "h ms",
+ "cr ane",
+ "peop les",
+ "o lo",
+ "fac tion",
+ "but es",
+ "on ica",
+ "deleg ation",
+ "new profile",
+ "eli er",
+ "mc a",
+ "w and",
+ "g ely",
+ "losange les",
+ "ber ke",
+ "ti ve",
+ "dis rup",
+ "zz a",
+ "cas a",
+ "jor dan",
+ "ford shire",
+ "ga thered",
+ "ic hi",
+ "atten dees",
+ "à¸Ń à¸",
+ "pe ppers",
+ "co in",
+ "bour bon",
+ "ern ity",
+ "ro tary",
+ "behavi our",
+ "jere my",
+ "team work",
+ "compli ance",
+ "tre mend",
+ "ðŁĩ §",
+ "bu hari",
+ "cam bo",
+ "bu yers",
+ "ha gen",
+ "bu ds",
+ "bay ern",
+ "mon te",
+ "sm ells",
+ "an za",
+ "ath lon",
+ "descri bed",
+ "work force",
+ "gi ving",
+ "ap i",
+ "invest ments",
+ "da il",
+ "sel ena",
+ "datab ase",
+ "th um",
+ "mor tal",
+ "stu dent",
+ "bu yer",
+ "do ver",
+ "gar ten",
+ "att le",
+ "loy alty",
+ "gen oci",
+ "holo cau",
+ "theat ers",
+ "ru ling",
+ "ven us",
+ "pat ent",
+ "ch un",
+ "ab by",
+ "awa ke",
+ "mass acre",
+ "bang alore",
+ "break ing",
+ "simm ons",
+ "ju sti",
+ "hal e",
+ "ed chat",
+ "gg les",
+ "haw k",
+ "mar king",
+ "head lines",
+ "stro m",
+ "co ve",
+ "breath taking",
+ "med als",
+ "hair cut",
+ "christ ine",
+ "tele graph",
+ "gujar at",
+ "ju ra",
+ "can e",
+ "sho re",
+ "propag anda",
+ "mu eller",
+ ".... ....",
+ "sa vi",
+ "stom ach",
+ "thro ws",
+ "ta b",
+ "war m",
+ "j ong",
+ "reno wned",
+ "hi r",
+ "ra is",
+ "mush rooms",
+ "guaran teed",
+ "bo a",
+ "m j",
+ "revolu tionary",
+ "certi fication",
+ "bru ins",
+ "jo in",
+ "w es",
+ "pas sport",
+ "c g",
+ "sex u",
+ "cap able",
+ "w v",
+ "ton es",
+ "jac kets",
+ "ac compan",
+ "spin ach",
+ "fore ver",
+ "bla ir",
+ "wat ts",
+ "g l",
+ "cou ples",
+ "prairi e",
+ "newprofile pic",
+ "logi stics",
+ "massachuse tts",
+ "jagu ar",
+ "o id",
+ "we al",
+ "under water",
+ "mo z",
+ "y i",
+ "ma ths",
+ "myan mar",
+ "pre ps",
+ "suffe red",
+ "tr ace",
+ "wal i",
+ "ah hh",
+ "bor g",
+ "st itch",
+ "cu lin",
+ "real ise",
+ "infe ction",
+ "discrimin ation",
+ "sh ame",
+ "an kle",
+ "hu mid",
+ "y t",
+ "brac ket",
+ "tru ck",
+ "tri u",
+ "ea ster",
+ "commun ity",
+ "post card",
+ "invol ving",
+ "ty ler",
+ "car amel",
+ "over view",
+ "ex amples",
+ "integr ity",
+ "base ment",
+ "instru ments",
+ "ani um",
+ "at us",
+ "gh er",
+ "laun dry",
+ "achi eve",
+ "gen eva",
+ "pr icing",
+ "hyder abad",
+ "beli ef",
+ "me ta",
+ "j aw",
+ "accoun ting",
+ "lead er",
+ "cristi ano",
+ "cou ture",
+ "cy p",
+ "vis ed",
+ ", ,,",
+ "k nu",
+ "h ick",
+ "break er",
+ "br am",
+ "ra b",
+ "mo or",
+ "ham as",
+ "gradu ating",
+ "pupp ies",
+ "ak h",
+ "ta h",
+ "ach es",
+ "ri e",
+ "op ini",
+ "g ta",
+ "re ign",
+ "tra gic",
+ "re ver",
+ "p ill",
+ "pine apple",
+ "tou ches",
+ "da re",
+ "le ys",
+ "il o",
+ "inter iors",
+ "sc outs",
+ "bar t",
+ "en zie",
+ "don o",
+ "bro ck",
+ "christi ans",
+ "ense mble",
+ "Â ·",
+ "cine mas",
+ "new port",
+ "air line",
+ "win ston",
+ "le igh",
+ "cont ents",
+ "pre scri",
+ "ur ge",
+ "tr out",
+ "fic ally",
+ "il ia",
+ "sub si",
+ "are r",
+ "âļ¾ ï¸ı",
+ "w ounded",
+ "ðŁĻ Ĥ",
+ "pe pper",
+ "ðŁĴ ŀ",
+ "fit ted",
+ "af f",
+ "re sur",
+ "thursday thoughts",
+ "z ero",
+ "archae ology",
+ "di v",
+ "je e",
+ "i on",
+ "awa iting",
+ "co zy",
+ "beauti es",
+ "bal d",
+ "dat a",
+ "gri zz",
+ "stal k",
+ "kin ds",
+ "cle ared",
+ "jess ic",
+ "regu lar",
+ "ali ens",
+ "plac e",
+ "bo s",
+ "bi zar",
+ "thisi s",
+ "ðŁĴ Ģ",
+ "totten ham",
+ "ma fia",
+ "s lam",
+ "ari ana",
+ "car roll",
+ "back pack",
+ "care y",
+ "uni v",
+ "r g",
+ "pe p",
+ "dig it",
+ "tatt oos",
+ "ag on",
+ "volunte ering",
+ "diffe ren",
+ "consu mption",
+ "ka thr",
+ "head phones",
+ "t shirt",
+ "o b",
+ "ele ment",
+ "re tail",
+ "sh ru",
+ "al gori",
+ "contain er",
+ "consci ous",
+ "fi l",
+ "com ing",
+ "ra sh",
+ "u rope",
+ "def ine",
+ "gi or",
+ "femini st",
+ "flow ing",
+ "rout es",
+ "gl aci",
+ "fer t",
+ "somer set",
+ "ant es",
+ "twee ps",
+ "$ $",
+ "h our",
+ "endange red",
+ "year sof",
+ "ro h",
+ "po pped",
+ "bac king",
+ "ba sil",
+ "bra ke",
+ "mon aco",
+ "lgbt q",
+ "pra gue",
+ "ut ility",
+ "cas si",
+ "gate way",
+ "haun ted",
+ "sch ul",
+ "ðŁİ µ",
+ "shou ld",
+ "walking dead",
+ "comple ting",
+ "dann y",
+ "montgom ery",
+ "pengu in",
+ "ss i",
+ "mer chandi",
+ "ðŁij ij",
+ "chur ch",
+ "h ates",
+ "cap tain",
+ "brea thing",
+ "ce t",
+ "fair ly",
+ "approach es",
+ "compan ion",
+ "surpri sing",
+ "kany e",
+ "pe y",
+ "hin di",
+ "targe ted",
+ "lor ds",
+ "de ut",
+ "di gging",
+ "ger man",
+ "ru t",
+ "ener gy",
+ "close st",
+ "y un",
+ "apo logi",
+ "ภ±",
+ "s ack",
+ "ru p",
+ "dd y",
+ "port al",
+ "d ough",
+ "b ats",
+ "ðŁĵ °",
+ "at ur",
+ "graph er",
+ "pi res",
+ "mo tors",
+ "ðŁĮ ¹",
+ "j c",
+ "dan g",
+ "tu k",
+ "clu e",
+ "us c",
+ "pag e",
+ "d less",
+ "bro ws",
+ "ju s",
+ "ad ing",
+ "re marks",
+ "oo m",
+ "car dio",
+ "ste fan",
+ "arm strong",
+ "âĢ¢ âĢ¢",
+ "ni est",
+ "belgi an",
+ "bi op",
+ "so y",
+ "lo f",
+ "í ĥ",
+ "q t",
+ "flashback friday",
+ "ce e",
+ "ģ à¸",
+ "wre ck",
+ "mar ines",
+ "amend ment",
+ "wardro be",
+ "vo y",
+ "bur ned",
+ "guit ars",
+ "ra inf",
+ "li fel",
+ "ssi l",
+ "oun ce",
+ "exter nal",
+ "c key",
+ "me sh",
+ "she ikh",
+ "inv itation",
+ "sugge sti",
+ "pop corn",
+ "phenomen al",
+ "an onymous",
+ "tun a",
+ "chic ago",
+ "o val",
+ "del y",
+ "loc als",
+ "( &",
+ "pro f",
+ "no vel",
+ "fin der",
+ "spar ks",
+ "la ven",
+ "in fu",
+ "nic ks",
+ "qu ant",
+ "ra e",
+ "exe c",
+ "dist ingui",
+ "st ances",
+ "mu tual",
+ "sh al",
+ "unve ils",
+ "edmon ton",
+ "zan ia",
+ "a dio",
+ "vie wer",
+ "brad ford",
+ "audit orium",
+ "qu is",
+ "re act",
+ "htt p",
+ "l ero",
+ "chee ky",
+ "impac ts",
+ "ta k",
+ "ed t",
+ "desper ate",
+ "t ay",
+ "ì Ħ",
+ "sett le",
+ "bar gain",
+ "resu me",
+ "un ite",
+ "thro wn",
+ "ke st",
+ "se ys",
+ "mar ching",
+ "am it",
+ "decl ine",
+ "sch ar",
+ "me tr",
+ "stan ford",
+ "lin ke",
+ "ber ra",
+ "dol ls",
+ "rug by",
+ "jam i",
+ "b or",
+ "road trip",
+ "dino saur",
+ "mi k",
+ "sun der",
+ "re m",
+ "b k",
+ "over seas",
+ "nau ghty",
+ "imple mentation",
+ "iam srk",
+ "lun cheon",
+ "fir ing",
+ "mi ami",
+ "pere z",
+ "the e",
+ "z on",
+ "gi fted",
+ "con version",
+ "ceram ic",
+ "¡ ï¸ı",
+ "pe dro",
+ "ì Ĩ",
+ "v ick",
+ "! @",
+ "he ed",
+ "si d",
+ "b w",
+ "docu ment",
+ "pl un",
+ "gr ants",
+ "fant asy",
+ "predic tions",
+ "vali d",
+ "car ved",
+ "gradu ated",
+ "ðŁijį ðŁı»",
+ "nation ally",
+ "ch y",
+ "af l",
+ "re sso",
+ "blan k",
+ "ri vals",
+ "j ig",
+ "e ties",
+ "om ics",
+ "une mp",
+ "b ound",
+ "sk o",
+ "inspec tion",
+ "par al",
+ "high s",
+ "cri sp",
+ "b ans",
+ "ob a",
+ "[ @",
+ "co spla",
+ "costu mes",
+ "rec all",
+ "mou th",
+ "ni gel",
+ "b ts",
+ "ter a",
+ "ko v",
+ "do cs",
+ "west minster",
+ "dic t",
+ "gra vity",
+ "kar i",
+ "ro gue",
+ "t ted",
+ "war k",
+ "ida ho",
+ "w end",
+ "aw i",
+ "queen sland",
+ "proce sses",
+ "cli ffe",
+ "m ick",
+ "com pens",
+ "op ol",
+ "the y",
+ "cl ari",
+ "wiki pedia",
+ "salman khan",
+ "haz ard",
+ "pre ston",
+ "swee test",
+ "pd f",
+ "che es",
+ "tr ilo",
+ "south africa",
+ "bur nt",
+ "( $",
+ "con tain",
+ "t p",
+ "sub mitted",
+ "sound cloud",
+ "at u",
+ "re z",
+ "word press",
+ "corru pt",
+ "n f",
+ "ma ker",
+ "í ķ",
+ "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",
+ "Ã 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",
+ "Â ¿",
+ "to ken",
+ "r v",
+ "car r",
+ "tac tical",
+ "zel da",
+ "kay la",
+ "fern ando",
+ "photograph ers",
+ "j our",
+ "umb rella",
+ "woo dy",
+ "congress man",
+ "du mp",
+ "le vy",
+ "ju an",
+ "d azz",
+ "sign als",
+ "la in",
+ "an u",
+ "mic hel",
+ "por ch",
+ "al den",
+ "sibl ings",
+ "y ale",
+ "pe el",
+ "sw ick",
+ "gg in",
+ "ll c",
+ "k ale",
+ "s con",
+ "il d",
+ "pat reon",
+ "re el",
+ "qu in",
+ "wit t",
+ "mar ty",
+ "moo dy",
+ "ton i",
+ "der y",
+ "g ators",
+ "speci fically",
+ "dd in",
+ "ly on",
+ "tr ick",
+ "meado ws",
+ "p j",
+ "bor gh",
+ "vi k",
+ "tu r",
+ "bron x",
+ "pu ff",
+ "lan tern",
+ "ðŁ¤ ¦",
+ "g ently",
+ "be stie",
+ "fac t",
+ "refu sed",
+ "fas ci",
+ "mp y",
+ "ðŁĶ µ",
+ "cross over",
+ "mead ow",
+ "indian apolis",
+ "duc ation",
+ "sle y",
+ "loo m",
+ "mix er",
+ "new music",
+ "film maker",
+ "prosper ity",
+ "li m",
+ "week end",
+ "cre amy",
+ "neu tr",
+ "lu ther",
+ "h v",
+ "nor thern",
+ "tw o",
+ "h ra",
+ "cat ches",
+ "appear ances",
+ "ha bit",
+ "kitt ens",
+ "n v",
+ "illa c",
+ "inf an",
+ "regar dless",
+ "liz ard",
+ "dun k",
+ "cur tain",
+ "ac om",
+ "in tu",
+ "ve z",
+ "e min",
+ "fl ats",
+ "calend ars",
+ "em power",
+ "ru ined",
+ "hun gary",
+ "vi d",
+ "we x",
+ "u lum",
+ "aber deen",
+ "o sa",
+ "k t",
+ "ma ssi",
+ "se emed",
+ "s den",
+ "' ?",
+ "tele phone",
+ "de fi",
+ "insp ires",
+ "me ow",
+ "z ones",
+ "bl ind",
+ "pl y",
+ "tuc son",
+ "advent ure",
+ "ge d",
+ "oy ster",
+ "ðŁijıðŁijı ðŁijı",
+ "out put",
+ "tt t",
+ "metal lic",
+ "sma sh",
+ "ucl a",
+ "sco ts",
+ "perfe ct",
+ "lu cy",
+ "regular ly",
+ "sp ic",
+ "rel ative",
+ "ath ers",
+ "mis e",
+ "batt ling",
+ "deci des",
+ "mat a",
+ "occu pied",
+ "random ly",
+ "cat softwitter",
+ "gi an",
+ "ball y",
+ "al ties",
+ "al lies",
+ "im men",
+ "sy rac",
+ "ðŁĴľ ðŁĴľ",
+ "l lan",
+ "au r",
+ "k ut",
+ "lam ar",
+ "affe cts",
+ "n ra",
+ "star war",
+ "ðŁ¤ ĺ",
+ "sc ram",
+ "en chan",
+ "pro cess",
+ "luxu rious",
+ "ar ray",
+ "sher lock",
+ "comp ati",
+ "dor f",
+ "stre ss",
+ "m su",
+ "s with",
+ "sal a",
+ "sof instagram",
+ "fo il",
+ "under stood",
+ "qu ay",
+ "r p",
+ "c ade",
+ "ja w",
+ "en ab",
+ "en coun",
+ "ðŁİī :",
+ "do ck",
+ "satur n",
+ "mu ll",
+ "lay out",
+ "ra rely",
+ "happ ily",
+ "fix ture",
+ "or ph",
+ "over looking",
+ "her bs",
+ "m itt",
+ "pil lar",
+ "nol an",
+ "pe tty",
+ "str y",
+ "u i",
+ "mu k",
+ "o res",
+ "o vers",
+ "á µ",
+ "re creation",
+ "we sley",
+ "ri t",
+ "kejri wal",
+ "sto cking",
+ "g v",
+ "subscri bers",
+ "moo se",
+ "ma e",
+ "ber t",
+ "opp re",
+ "assign ment",
+ "u ro",
+ "high lighting",
+ "cal vin",
+ "we igh",
+ "cambo dia",
+ "av on",
+ "ke m",
+ "dis abilities",
+ "read y",
+ "char gers",
+ "p ads",
+ "iz ing",
+ "illi an",
+ "tru ste",
+ "col leges",
+ "associ ates",
+ "alban y",
+ "mil ton",
+ "cr on",
+ "bu r",
+ "har dly",
+ "si ghts",
+ "anti ques",
+ "e cho",
+ "surpri singly",
+ "ha iti",
+ "cap t",
+ "ph p",
+ "op io",
+ "ine quality",
+ "equ al",
+ "ken y",
+ "sch mid",
+ "autograph s",
+ "ren t",
+ "qu er",
+ "cit rus",
+ "challeng ed",
+ "te c",
+ "epi de",
+ "fe st",
+ "z hou",
+ "li me",
+ "citizen ship",
+ "cry stal",
+ "convin ced",
+ "mess enger",
+ "copen hagen",
+ "âĿĹ ï¸ı",
+ "war ran",
+ "develop ments",
+ "ï¸ı âĥ£",
+ "fore x",
+ "hi ro",
+ "sne akers",
+ "xi de",
+ "vi va",
+ "stere o",
+ "bat ting",
+ "ss el",
+ "ho st",
+ "beng al",
+ "critic ism",
+ "q c",
+ "cr un",
+ "attemp ted",
+ "ry e",
+ "determin ation",
+ "cre ations",
+ "d read",
+ "label s",
+ "pos se",
+ "anc er",
+ "joh an",
+ "si ster",
+ "partner ships",
+ "les bian",
+ "k st",
+ "guaran tee",
+ "bar o",
+ "fix ing",
+ "ma son",
+ "m ous",
+ "chem icals",
+ "t less",
+ "bio diversity",
+ "par o",
+ "bhar at",
+ "ac ol",
+ "refu ge",
+ "en te",
+ "t iti",
+ "dys sey",
+ "respon ds",
+ "lef to",
+ "in er",
+ "se vel",
+ "rahu l",
+ "ol ine",
+ "frank fur",
+ "cho reo",
+ "enjoy able",
+ "c to",
+ "strugg les",
+ "wood land",
+ "heavy weight",
+ "gen s",
+ "rece p",
+ "ac cred",
+ "ðŁĺ ¡",
+ "trans formed",
+ "list en",
+ "at op",
+ "n k",
+ "sur ge",
+ "be re",
+ "gover nor",
+ "prison ers",
+ "clau de",
+ "t ill",
+ "mu lator",
+ "emo tion",
+ "water loo",
+ "star t",
+ "ðŁĩ º",
+ "clean ed",
+ "grand mother",
+ "fear less",
+ "afric an",
+ "astron omy",
+ "ðŁı ģ",
+ "ภĻ",
+ "the world",
+ "su itable",
+ "anth ony",
+ "k and",
+ "tt en",
+ "meaning ful",
+ "disc lo",
+ "jaco bs",
+ "Ã ¸",
+ "tom linson",
+ "ghe tti",
+ "ty pho",
+ "sub stan",
+ "as co",
+ "te k",
+ "nag ar",
+ "mu d",
+ "am on",
+ "vacc ine",
+ "f ty",
+ "fle sh",
+ "no el",
+ "infl ation",
+ "portu gue",
+ "glam our",
+ "tra m",
+ "v re",
+ "te qu",
+ "roun dup",
+ "w yn",
+ "rejec ted",
+ "mosa ic",
+ "si ghting",
+ "cal f",
+ "o ta",
+ "com position",
+ "go pro",
+ "gonz ale",
+ "e ed",
+ "b ard",
+ "tu e",
+ "effec tively",
+ "we en",
+ "al to",
+ "ri bs",
+ "rel ate",
+ "thir sty",
+ "fu rious",
+ "di m",
+ "ch ard",
+ "perfu me",
+ "s ny",
+ "chur chill",
+ "k of",
+ "master class",
+ "wa ve",
+ "ðŁĶ µ",
+ "er in",
+ "own s",
+ "to be",
+ "sk illed",
+ "te m",
+ "go f",
+ "en i",
+ "tor i",
+ "cra zy",
+ "l ick",
+ "resi stant",
+ "ici al",
+ "ag ar",
+ "! :",
+ "g ali",
+ "del aware",
+ "bl itz",
+ "koh li",
+ "pu ck",
+ "avail ability",
+ "hi malay",
+ "influ ential",
+ "cro chet",
+ "victor i",
+ "read ing",
+ "ho bby",
+ "vie t",
+ "j as",
+ "en gra",
+ "sk ul",
+ "ðŁĩ² ðŁĩ",
+ "educ ate",
+ "tech no",
+ "distric ts",
+ "blu es",
+ "se tt",
+ "seven th",
+ "lear ns",
+ "ee ee",
+ "apocaly pse",
+ "hang out",
+ "cru el",
+ "mu tu",
+ "bru h",
+ "hel en",
+ "she er",
+ "c tion",
+ "kle in",
+ "tex ans",
+ "ce real",
+ "sh ine",
+ "ne red",
+ "gra s",
+ "am bro",
+ "f ella",
+ "hin du",
+ "matthe w",
+ "li ma",
+ "mir anda",
+ "je wel",
+ "so ho",
+ "euro vision",
+ "neighb ours",
+ "chand ler",
+ "be sides",
+ "ðŁ¥ °",
+ "ast ros",
+ "thu mbs",
+ "ren ault",
+ "ra ve",
+ "hi red",
+ "ðŁĸ ¤",
+ "it ary",
+ "z or",
+ "bla zer",
+ "k ine",
+ "ea u",
+ "kat y",
+ "dc comics",
+ "pe c",
+ "ro dgers",
+ "water proof",
+ "kill ers",
+ "super int",
+ "pre serv",
+ "as so",
+ "brew ers",
+ "promo tional",
+ "sc am",
+ "villa ges",
+ "sket ches",
+ "ju icy",
+ "for life",
+ "au dit",
+ "so lo",
+ "fundam ental",
+ "len e",
+ "philipp ine",
+ "t end",
+ "conserv atives",
+ "sponsor ship",
+ "dd le",
+ "a ine",
+ "h tc",
+ "os i",
+ "hul k",
+ "w af",
+ "ภĻ",
+ "evalu ation",
+ "ant ine",
+ "sle e",
+ "robert son",
+ "roo sevel",
+ "ag i",
+ "sophi stic",
+ "emplo yers",
+ "bubb les",
+ "ko wski",
+ "inter action",
+ "sh u",
+ "bou le",
+ "ic an",
+ "j are",
+ "han k",
+ "leg itim",
+ "k nicks",
+ "kar ma",
+ "recei ver",
+ "per ks",
+ "u h",
+ "sta ir",
+ "sun i",
+ "labor atory",
+ "gra ves",
+ "voc als",
+ "oo t",
+ "c ture",
+ "thri ve",
+ "tic o",
+ "ãĥ ³",
+ "b w",
+ "carto ons",
+ "mcdon alds",
+ "dra w",
+ "y ung",
+ "pl er",
+ "li d",
+ "eth ical",
+ "groo ve",
+ "ent a",
+ "international womensday",
+ "pat ron",
+ "wor ries",
+ "ðŁİ ħ",
+ "ðŁij ĭ",
+ "ka therine",
+ "di az",
+ "tor i",
+ "bach chan",
+ "tru st",
+ "min eral",
+ "ic om",
+ "buil ders",
+ "bor n",
+ "col oring",
+ "lat te",
+ "ca se",
+ "revolu tion",
+ "tra der",
+ "ox id",
+ "chi pot",
+ "inst antly",
+ "sou thern",
+ "se hun",
+ "pro b",
+ "her nandez",
+ "lis bon",
+ "hu awe",
+ "p ong",
+ "me a",
+ "ro oney",
+ "wheel chair",
+ "ke en",
+ "be tt",
+ "cor in",
+ "regulat ory",
+ "di splac",
+ "ka ren",
+ "sch em",
+ "sun sets",
+ "wh ales",
+ "remin is",
+ "he p",
+ "hi de",
+ "mar cel",
+ "pand ora",
+ "do yle",
+ "th fc",
+ "ot to",
+ "no kia",
+ "trans gender",
+ "ko v",
+ "hawai ian",
+ "sha ve",
+ "so vere",
+ "exc er",
+ "nick i",
+ "pu g",
+ "st or",
+ "ro th",
+ "wee t",
+ "leg al",
+ "dig nity",
+ "po w",
+ "hom age",
+ "ðŁĩ³ ðŁĩ",
+ "s re",
+ "can on",
+ "la x",
+ "wo ah",
+ "quart z",
+ "ñ a",
+ "gree ting",
+ "flick r",
+ "nai robi",
+ "advoc ates",
+ "an c",
+ "vi i",
+ "eu gene",
+ "th ra",
+ "c re",
+ "el an",
+ "pen sion",
+ "th letics",
+ "ton i",
+ "re agan",
+ "x v",
+ "sto re",
+ "ben ch",
+ "har lem",
+ "todd ler",
+ "sent enced",
+ "âĻ¥ ï¸ı",
+ "glob ally",
+ "che aper",
+ "u f",
+ "ma m",
+ "nic o",
+ "ik u",
+ "tho u",
+ "ni st",
+ "dam i",
+ "th ala",
+ "rho des",
+ "sal e",
+ "bow ls",
+ "â Ī",
+ "las vegas",
+ "sanc tions",
+ "adm ire",
+ "mat ched",
+ "un able",
+ "travel er",
+ "ele ven",
+ "straw berries",
+ "âĢĶâĢĶ âĢĶâĢĶ",
+ "stu dio",
+ "jac ques",
+ "im s",
+ "valu ed",
+ "s no",
+ "cheese cake",
+ "n xt",
+ "e os",
+ "s x",
+ "f x",
+ "ton ic",
+ "hat ch",
+ "chic ks",
+ "gra ds",
+ "hand ic",
+ "r ory",
+ "as p",
+ "ri pped",
+ "denti st",
+ "n en",
+ "lu fc",
+ "âľ Ĭ",
+ "di ge",
+ "hop kins",
+ "sher man",
+ "f da",
+ "for all",
+ "ash ley",
+ "str and",
+ "h y",
+ "liqu or",
+ "buffe t",
+ "ess ence",
+ "phar ma",
+ "suri ya",
+ "ðŁĴĻ ðŁĴĻ",
+ "festi vals",
+ "z an",
+ "re fresh",
+ "pur ple",
+ "uni forms",
+ "kenne th",
+ "= )",
+ "as an",
+ "hel sin",
+ "transform ers",
+ "k ali",
+ "person alized",
+ "chal k",
+ "bo bby",
+ "â Į",
+ "the mes",
+ "depar ture",
+ "prin t",
+ "illustr ations",
+ "qui et",
+ "agre es",
+ "gri ff",
+ "Ø ³",
+ "m iti",
+ "toge ther",
+ "conven ience",
+ "ab ar",
+ "car lo",
+ "turt les",
+ "info sec",
+ "some what",
+ "ar lington",
+ "scholar ships",
+ "emir ates",
+ "mu ms",
+ "st ella",
+ "auton om",
+ "fe ather",
+ "g ore",
+ "nom inees",
+ "fragr ance",
+ "Ñ Ĥ",
+ "w ong",
+ "thea stern",
+ "gr e",
+ "z illa",
+ "is i",
+ "bump er",
+ "go o",
+ "do zens",
+ "ab duc",
+ "âļª ï¸ı",
+ "o ils",
+ "don ors",
+ "sil icon",
+ "i pod",
+ "fortn ite",
+ "ðŁĴ ¨",
+ "tor o",
+ "spark ling",
+ "consci ousness",
+ "pal a",
+ "nu m",
+ "moun ted",
+ "ffin s",
+ "thi eves",
+ "team mate",
+ "pra b",
+ "om er",
+ "ta pes",
+ "bo d",
+ "mit su",
+ "ste w",
+ "e re",
+ "p bs",
+ "tu sc",
+ "lo we",
+ "ra de",
+ "parliam entary",
+ "h m",
+ "ed gar",
+ "ðŁijĩ ðŁijĩ",
+ "to a",
+ "a gh",
+ "hon i",
+ "s late",
+ "ge ek",
+ "ap t",
+ "hard t",
+ "ta p",
+ "horiz on",
+ "grow th",
+ "make over",
+ "hi l",
+ "paper back",
+ "id an",
+ "reha bil",
+ "gi u",
+ "possi bilities",
+ "let tu",
+ "fran co",
+ "bo ss",
+ "ach er",
+ "does nt",
+ "mo e",
+ "ta ker",
+ "huss ain",
+ "ml k",
+ "di l",
+ "th ia",
+ "ham a",
+ "real ised",
+ "raven s",
+ "curric ulum",
+ "m ith",
+ "k night",
+ "ted x",
+ "r v",
+ "isai ah",
+ "cumb ria",
+ "birth days",
+ "f ing",
+ "pre z",
+ "mu barak",
+ "exquis ite",
+ "clear ance",
+ "y en",
+ "par i",
+ "ev o",
+ "Ã º",
+ "modi fied",
+ "app lying",
+ "imple ment",
+ "disco vering",
+ "chap man",
+ "indie game",
+ "dis k",
+ "crowd funding",
+ "mach in",
+ "li vel",
+ "sty led",
+ "âĿ Į",
+ "ma king",
+ "rehear sals",
+ "nutr iti",
+ "subscri ption",
+ "and ro",
+ "cre ators",
+ "car ries",
+ "ky lie",
+ "cam den",
+ "appren tice",
+ "tax pay",
+ "c ca",
+ "tuesday thoughts",
+ "pis sed",
+ "er man",
+ "dete c",
+ "freed om",
+ "mer i",
+ ".. !",
+ "psal m",
+ "sun light",
+ "per spec",
+ "be ings",
+ "book store",
+ "rock star",
+ "fun ctions",
+ "p ence",
+ "fav es",
+ "z n",
+ "obam acare",
+ "sp ill",
+ "coven try",
+ "pi geon",
+ "pi vo",
+ "ba it",
+ "kol kata",
+ "av al",
+ "don or",
+ "wa h",
+ "privi leg",
+ "tra ditions",
+ "rajas than",
+ "ten ess",
+ "portugue se",
+ "yn es",
+ "tack les",
+ "de fic",
+ "tor n",
+ "pol ling",
+ "thor ne",
+ "in a",
+ "bened ict",
+ "bar ry",
+ "cal ories",
+ "ver dict",
+ "save the",
+ "nor ton",
+ "off ice",
+ "main stream",
+ "impro ves",
+ "fr on",
+ "respon ding",
+ "real tor",
+ "scotti sh",
+ "de clar",
+ "r l",
+ "shi v",
+ "supp lier",
+ "re sting",
+ "swee ts",
+ "qu i",
+ ". âĢ¦",
+ "whit ney",
+ "startu p",
+ "thank you",
+ "teach er",
+ "h alls",
+ "ha ve",
+ "hand made",
+ "pro ving",
+ "quar tet",
+ "ro chester",
+ "li an",
+ "virtu al",
+ "mend es",
+ "of icial",
+ "mid lands",
+ "x box",
+ "meas uring",
+ "o vo",
+ "accommod ation",
+ "bri des",
+ "collegi ate",
+ "intellec tual",
+ "in car",
+ "ni ag",
+ "ðŁį ·",
+ "sf w",
+ "coco a",
+ "co ats",
+ "civil ians",
+ "presi dency",
+ "mat rix",
+ "sweethe art",
+ "tri athlon",
+ "wag ner",
+ "ra dic",
+ "plann er",
+ "the o",
+ "execu tion",
+ "k um",
+ "the walkingdead",
+ "sc ar",
+ "ro tation",
+ "blo gging",
+ "bom b",
+ "re son",
+ "bb les",
+ "st are",
+ "assi sted",
+ "e do",
+ "brand ed",
+ "war nings",
+ "thor pe",
+ "acknow le",
+ "satis fied",
+ "sho res",
+ "ri d",
+ "dor a",
+ "phys ically",
+ "bi gh",
+ "appro ves",
+ "ha h",
+ "ric al",
+ "vers atile",
+ "pret end",
+ "lu m",
+ "ab hi",
+ "ye e",
+ "sp it",
+ "ãĢ Į",
+ "dj s",
+ "ash tra",
+ "j t",
+ "ven ues",
+ "gram mys",
+ "cy clo",
+ "tr acker",
+ "over watch",
+ "repl ica",
+ "el yn",
+ "nr l",
+ "lind sey",
+ "hom o",
+ "ballo ons",
+ "kitch en",
+ "si s",
+ "am os",
+ "ende av",
+ "ðŁĴ »",
+ "a rec",
+ "thu g",
+ "hoo ked",
+ "hr c",
+ "new york",
+ "bur gh",
+ "americ as",
+ "patric ia",
+ "ug u",
+ "ap athy",
+ "ha st",
+ "psy chi",
+ "cor k",
+ "petro l",
+ "ðŁİ ¬",
+ "ak u",
+ "po pping",
+ "psycho logical",
+ "au x",
+ "g ma",
+ "cad illac",
+ "wa ste",
+ "auth ent",
+ "bri stol",
+ "nam e",
+ "que er",
+ "to ber",
+ "jer ry",
+ "com in",
+ "ch ant",
+ "privileg ed",
+ "op ar",
+ "lo ser",
+ "tex t",
+ "mar ker",
+ "stri es",
+ "equ ally",
+ "ak i",
+ "christ mas",
+ "gare th",
+ "ble w",
+ "em ma",
+ "imag in",
+ "se als",
+ "che at",
+ "conditi oning",
+ "j ana",
+ "ren s",
+ "dar ies",
+ "o asis",
+ "disc ounts",
+ "coun cil",
+ "i ka",
+ "shir ley",
+ "vou cher",
+ "al ps",
+ "w x",
+ "q r",
+ "dri ft",
+ "attemp ting",
+ "ut c",
+ "Ø ª",
+ "gonzale z",
+ "m f",
+ "jo ker",
+ "paralle l",
+ "pa re",
+ "aspe cts",
+ "proce du",
+ "n p",
+ "am a",
+ "rale igh",
+ "bright en",
+ "gu ire",
+ "radi ation",
+ "cre scent",
+ "ho b",
+ "il le",
+ "str and",
+ "v ore",
+ "n ard",
+ "che st",
+ "di wali",
+ "av atar",
+ "al der",
+ "d ling",
+ "pa thetic",
+ "ðŁĴ ĺ",
+ "spir it",
+ "jor ge",
+ "film making",
+ "ðŁĻı ðŁĻı",
+ "challeng er",
+ "b j",
+ "down town",
+ "ht ml",
+ "ade qu",
+ "twi sted",
+ "in ely",
+ "( '",
+ "wra ps",
+ "oper ational",
+ "y ne",
+ "n us",
+ "mag net",
+ "market place",
+ "health ier",
+ "snap shot",
+ "dam on",
+ "inter ven",
+ "fe derer",
+ "ow ls",
+ "biscu its",
+ "j p",
+ "ro deo",
+ "blue berry",
+ "lec tion",
+ "fron tier",
+ "summ ers",
+ "re yes",
+ "pede strian",
+ "go l",
+ "caf fe",
+ "refur bi",
+ "bou lder",
+ "me ghan",
+ "speci alty",
+ "la ss",
+ "e i",
+ "suspec ts",
+ "appro x",
+ "rr r",
+ "ra th",
+ "st im",
+ "cru shed",
+ "he d",
+ "wh un",
+ "lo af",
+ "cr ore",
+ "river a",
+ "gene tics",
+ "so ck",
+ "wa sted",
+ "ny pd",
+ "answ ering",
+ "do ve",
+ "bel la",
+ "ol in",
+ "du n",
+ "fi ji",
+ "pre tty",
+ "spar kle",
+ "y un",
+ "j d",
+ "euro pa",
+ "li fts",
+ "am ber",
+ "mu r",
+ "te k",
+ "boy d",
+ "roy alty",
+ "in do",
+ "ri b",
+ "go tham",
+ "ti est",
+ "inst alling",
+ "ke mp",
+ "the photo",
+ "cos mic",
+ ") ))",
+ "whole sale",
+ "loy ment",
+ "eas y",
+ "su ing",
+ "sett led",
+ "af p",
+ "pro ver",
+ "suppor tive",
+ "re es",
+ "ne ath",
+ "deli ber",
+ "c é",
+ "wel come",
+ "pic oftheday",
+ "new born",
+ "pat ty",
+ "sun s",
+ "si est",
+ "fl int",
+ "diffe rently",
+ "spo ilers",
+ "troop er",
+ "g ins",
+ "cor y",
+ "look out",
+ "equi pped",
+ "ta pe",
+ "to by",
+ "resear cher",
+ "u sh",
+ "ke yes",
+ "al ma",
+ "induc tion",
+ "k w",
+ "k har",
+ "sl ick",
+ "bri de",
+ "e ur",
+ "cra ving",
+ "book ings",
+ "ch es",
+ "tr unk",
+ "vern on",
+ "sp her",
+ "cryst als",
+ "rel atively",
+ "pom pe",
+ "uni ons",
+ "val ley",
+ "par a",
+ "w ant",
+ "ok c",
+ "de af",
+ "ser gio",
+ "len non",
+ "sh ay",
+ "cr a",
+ "v at",
+ "he e",
+ "t we",
+ "liqu id",
+ "pol y",
+ "ðŁİ ģ",
+ "b ent",
+ "be aring",
+ "motor sport",
+ "bar be",
+ "te sti",
+ "han i",
+ "fin ancing",
+ "astron aut",
+ "water colour",
+ "ri sh",
+ "comic con",
+ "gar t",
+ "wr ong",
+ "ber n",
+ "it an",
+ "ste pped",
+ "fil ters",
+ "c low",
+ "me x",
+ "dem ons",
+ "all o",
+ "expand ed",
+ "comm and",
+ "et ers",
+ "go ats",
+ "si ri",
+ "y r",
+ "pot tery",
+ "mari on",
+ "i le",
+ "el an",
+ "san to",
+ "person a",
+ "du ke",
+ "hom eless",
+ "li ghted",
+ "wheel er",
+ "chang er",
+ "cab bage",
+ "sur real",
+ "ham burg",
+ "sma shed",
+ "str an",
+ "k not",
+ "i art",
+ "ob i",
+ "be dro",
+ "di al",
+ "th ick",
+ "b ingo",
+ "fu s",
+ "vacu um",
+ "con ve",
+ "ati ve",
+ "accur acy",
+ "accoun t",
+ "re fer",
+ "ri z",
+ "spider man",
+ "ban a",
+ "r ite",
+ "u b",
+ "ab s",
+ "medic al",
+ "lin k",
+ "si em",
+ "> >>>",
+ "be tra",
+ "g lowing",
+ "re actions",
+ "pupp et",
+ "spa ghetti",
+ "ang s",
+ "re medi",
+ "pray for",
+ "roy ce",
+ "char lotte",
+ "£ ï¸ı",
+ "gh et",
+ "affe cting",
+ "ro de",
+ "soci alist",
+ "mo ses",
+ "az i",
+ "o it",
+ "re porters",
+ "cd t",
+ "ap ing",
+ "s nat",
+ "minim al",
+ "wa ist",
+ "sie ge",
+ ">> >>",
+ "ri g",
+ "schmid t",
+ "h are",
+ "ec a",
+ "thor n",
+ "he mp",
+ "es the",
+ "cly de",
+ "th a",
+ "don ut",
+ "moham ed",
+ "ling erie",
+ "le gg",
+ "carpen ter",
+ "perform ers",
+ "de a",
+ "imag ined",
+ "cur se",
+ "la sh",
+ "ct r",
+ "agu a",
+ "ro ar",
+ "gr i",
+ "ro le",
+ "j fk",
+ "resur rec",
+ "roosevel t",
+ "maril yn",
+ "sm alle",
+ "will is",
+ "wa ited",
+ "char ities",
+ "the res",
+ "li k",
+ "origin al",
+ "car i",
+ "c ough",
+ "cru ci",
+ "la gun",
+ "contra st",
+ "k ou",
+ "arm our",
+ "re moving",
+ "t ent",
+ "maz da",
+ "bri ghter",
+ "thi ef",
+ "cor ner",
+ "tequ ila",
+ "buzz ing",
+ "al bi",
+ "p am",
+ "az ure",
+ "disc oun",
+ "pixel art",
+ "possi bility",
+ "ham ont",
+ "tra des",
+ "bu da",
+ "hi ve",
+ "vers y",
+ "fin ch",
+ "tran spa",
+ "em i",
+ "terri fying",
+ "in qui",
+ "g ba",
+ "sub stitu",
+ "collec ti",
+ "plac ing",
+ "cin dy",
+ "k ann",
+ "pa tho",
+ "diamon d",
+ "mour inho",
+ "guine a",
+ "anthro po",
+ "air s",
+ "pu mps",
+ "ì ļ",
+ "pas o",
+ "cur ling",
+ "an ita",
+ "resi dency",
+ "ne wh",
+ "jo on",
+ "cigare tte",
+ "que ue",
+ "ex trac",
+ "gam es",
+ "spl en",
+ "ex press",
+ "public ly",
+ "bon nie",
+ "tribun e",
+ "ba ek",
+ "reason able",
+ "c or",
+ "timo thy",
+ "she eran",
+ "Ä ±",
+ "f dn",
+ "su tton",
+ "concentr ation",
+ "carav an",
+ "x avier",
+ "al ger",
+ "cy lin",
+ "freder ick",
+ "ner ve",
+ "pe ak",
+ "lettu ce",
+ "j ail",
+ "pre game",
+ "kav an",
+ "up graded",
+ "eco logy",
+ "squad ron",
+ "gra pes",
+ "goo g",
+ "pa stry",
+ "ðŁĹ £",
+ "ãĥ¼ ãĥ",
+ "mil ano",
+ "awa z",
+ "presen ter",
+ "ðŁĮ ¿",
+ "her d",
+ "king s",
+ "tem plate",
+ "fl our",
+ "h v",
+ "k ley",
+ "i ya",
+ "spe c",
+ "at er",
+ "frankfur t",
+ "co ch",
+ "tex ting",
+ "del i",
+ "communi st",
+ "regi ment",
+ "ele anor",
+ "anticip ated",
+ "ðŁijĮ ðŁı»",
+ "thephoto hour",
+ "ran o",
+ "survi ving",
+ "simul ation",
+ "daw son",
+ "ar in",
+ "aqu a",
+ "m or",
+ "âĢ¦ .",
+ "cin o",
+ "ira qi",
+ "sh az",
+ "dun dee",
+ "we s",
+ "dra u",
+ "hann ah",
+ "s news",
+ "occup ation",
+ "ste en",
+ "x m",
+ "ang les",
+ "sett ings",
+ "gur u",
+ "kno x",
+ "or ca",
+ "shap ing",
+ "w ent",
+ "dr illing",
+ "zz ie",
+ "br i",
+ "kis sing",
+ "fin d",
+ "ma ine",
+ "âŃIJï¸ı âŃIJï¸ı",
+ "ðŁĮ į",
+ "lar ry",
+ "bu sted",
+ "ta vern",
+ "acti vely",
+ "- \"",
+ "replac ing",
+ "no d",
+ "un lock",
+ ". \"",
+ "âŀ ¤",
+ "affili ate",
+ "to w",
+ "l n",
+ "happy newyear",
+ "di f",
+ "j m",
+ "green wich",
+ "contro versy",
+ "daw g",
+ "con dol",
+ "sav annah",
+ "compens ation",
+ "touch down",
+ "te o",
+ "amb itious",
+ "embro i",
+ "convic ted",
+ "iart g",
+ "bar ack",
+ "tr ance",
+ "testim ony",
+ "au dition",
+ "thum b",
+ "my ths",
+ "be x",
+ "que z",
+ "orch id",
+ "den y",
+ "entit led",
+ "hoo d",
+ "gr ant",
+ "in box",
+ "blue jays",
+ "r illa",
+ "smalle st",
+ "bur den",
+ "in famous",
+ "divi ded",
+ "boun daries",
+ "t ter",
+ "el t",
+ "wy oming",
+ "be verage",
+ "me sm",
+ "one ws",
+ "budd hist",
+ "y ana",
+ "as sad",
+ "is ms",
+ "bar rett",
+ "predic ted",
+ "back to",
+ "tw it",
+ "e there",
+ "cap tains",
+ "escap ed",
+ "ay o",
+ "lam borgh",
+ "gard ner",
+ "la ps",
+ "k al",
+ "adverti sement",
+ "insec ts",
+ "na po",
+ "am en",
+ "ac y",
+ "r and",
+ "g k",
+ "te h",
+ "k athle",
+ "tri dge",
+ "pan cake",
+ "at ro",
+ "pyram id",
+ "bu la",
+ "paral ym",
+ "gau ge",
+ "en cies",
+ "tom y",
+ "biscu it",
+ "but cher",
+ "quali fier",
+ "coun ty",
+ "ke i",
+ "po ols",
+ "dar ker",
+ "should ers",
+ "ðŁĩºðŁĩ¸ ðŁĩºðŁĩ¸",
+ "sp re",
+ "( \"",
+ "writ ers",
+ "g m",
+ "ðŁİ ĵ",
+ "k nit",
+ "hu ff",
+ "mt b",
+ "philli es",
+ "o st",
+ "den is",
+ "g art",
+ "licen sed",
+ "inter face",
+ "ex cel",
+ "d well",
+ "from the",
+ "co fficial",
+ "az zi",
+ "appear ing",
+ "fore st",
+ "n ana",
+ "ke ith",
+ "manufac turers",
+ "beck ham",
+ ") ?",
+ "e se",
+ "col ony",
+ "delic ate",
+ "ut ter",
+ "mc in",
+ "transpl ant",
+ "pre ferred",
+ "par d",
+ "ari e",
+ "hu b",
+ "po ds",
+ "perspec tives",
+ "pic t",
+ "del u",
+ "app er",
+ "be than",
+ "p mo",
+ "crimin als",
+ "femin ism",
+ "sh ack",
+ "circum stances",
+ "fel las",
+ "prote sting",
+ "wa x",
+ "sugge sted",
+ "t ator",
+ "dre w",
+ "om ni",
+ "fa ke",
+ "kath y",
+ "re b",
+ "del ine",
+ "ber ni",
+ "mi sty",
+ "ðŁij ©",
+ "er able",
+ "break through",
+ "men swear",
+ "millenni als",
+ "chan yeol",
+ "la z",
+ "inser t",
+ "rep lies",
+ "phra se",
+ "n x",
+ "ihear tawards",
+ "audre y",
+ "gran ite",
+ "rac ec",
+ "ori e",
+ "ter ra",
+ "innov ations",
+ "britt any",
+ "at eral",
+ "pe ar",
+ "bio logical",
+ "sh ments",
+ "institu tion",
+ "m sn",
+ "frequ ency",
+ "d man",
+ "neg lec",
+ "t f",
+ "ste fan",
+ "fox news",
+ "ty po",
+ "comm s",
+ "sequ ence",
+ "car men",
+ "wh ites",
+ "econom ist",
+ "exe ter",
+ "se um",
+ "re sorts",
+ "cas ually",
+ "bun de",
+ "divi de",
+ "Ø ¹",
+ "ga g",
+ "cre ed",
+ "reti re",
+ "cau cus",
+ "rapi ds",
+ "wrestle mania",
+ "tul sa",
+ "sunder land",
+ "fundam ent",
+ "o di",
+ "yam aha",
+ "v ary",
+ "intri gu",
+ "el se",
+ "be acon",
+ "an gie",
+ "tra ded",
+ "tran sm",
+ "g ents",
+ "kn itting",
+ "gal ac",
+ "ðĿ Ĺ",
+ "u to",
+ "sea side",
+ "hol t",
+ "re rs",
+ "far go",
+ "train ers",
+ "mon soon",
+ "b ale",
+ "sou ght",
+ "mad die",
+ "h w",
+ "co li",
+ "fr an",
+ "fav s",
+ "ðŁĴ Ķ",
+ "int ent",
+ "r ally",
+ "s bs",
+ "lemon ade",
+ "barack obama",
+ "bre ad",
+ "stick y",
+ "explo sive",
+ "chel ten",
+ "t j",
+ "as soc",
+ "ram en",
+ "hom ies",
+ "v log",
+ "mi ster",
+ "lor d",
+ "âĢįâĻ Ģï¸ı",
+ "aly ssa",
+ "sketch book",
+ "ru mble",
+ "cat ch",
+ "migr ant",
+ "discipl ine",
+ "un likely",
+ "chronic les",
+ "fl ora",
+ "sl ams",
+ "am id",
+ "s boro",
+ "coo p",
+ "ju mps",
+ "tran qu",
+ "mel is",
+ "sof ia",
+ "en ri",
+ "gab e",
+ "sy ri",
+ "nicol as",
+ "cha i",
+ "w v",
+ "be cky",
+ "foo ty",
+ "ta o",
+ "suppo se",
+ "ðŁĺįðŁĺį ðŁĺįðŁĺį",
+ "plu sh",
+ "ri sh",
+ "ðŁ¤ ĵ",
+ "k ha",
+ "satur days",
+ "ac cent",
+ "he c",
+ "lim it",
+ "carl ton",
+ "wi red",
+ "taylor swift",
+ "ðŁĺ ij",
+ "sq l",
+ "har ro",
+ "recipi ents",
+ "g at",
+ "go p",
+ "th of",
+ "amaz ed",
+ "gh an",
+ "ðŁıĨ ðŁıĨ",
+ "por to",
+ "cla re",
+ "di stant",
+ "na c",
+ "ohi o",
+ "ðŁĻı ðŁı¼",
+ "mt n",
+ "anti bio",
+ "dino sa",
+ "me sa",
+ "par tial",
+ "b v",
+ "lear nt",
+ "lov ato",
+ "questi on",
+ "ex tract",
+ "gossi p",
+ "gi bb",
+ "niag ara",
+ "ðŁij ¨",
+ "displa yed",
+ "so oner",
+ "ste vie",
+ "nug gets",
+ "ml n",
+ "bro m",
+ "tur b",
+ "give aways",
+ "stu pi",
+ "bl ink",
+ "c ili",
+ "conven ient",
+ "mo h",
+ "vi ve",
+ "f ric",
+ "cau se",
+ "cham ber",
+ "cu les",
+ "ne arest",
+ "is se",
+ "small biz",
+ "t j",
+ "canadi ans",
+ "smar ter",
+ "bra sil",
+ "ra re",
+ "que tte",
+ "w ha",
+ "cand le",
+ "at omic",
+ "ðŁijį ðŁijį",
+ "warri or",
+ "relax ed",
+ "stri ps",
+ "ne ur",
+ "k ka",
+ "r fc",
+ "jen sen",
+ "reco vering",
+ "respon ses",
+ "sal am",
+ "ortho dox",
+ "acti ve",
+ "ell ers",
+ "n it",
+ "âŃ IJ",
+ "metro politan",
+ "centu ries",
+ "vi da",
+ "gra ding",
+ "transpa rent",
+ "sim ple",
+ "do ts",
+ "superint endent",
+ "elev ator",
+ "autom ated",
+ "red skins",
+ "ima m",
+ "summer time",
+ "jona than",
+ "ge aring",
+ "michel le",
+ "confl ic",
+ "m ice",
+ "to te",
+ "publi sh",
+ "pa x",
+ ") -",
+ "na iled",
+ "á ´",
+ "tele scope",
+ "ser bia",
+ "ba b",
+ "ape u",
+ "st ically",
+ "sen ti",
+ "r ats",
+ "isol ated",
+ "grou p",
+ "hat red",
+ "paranor mal",
+ "stan ley",
+ "ali on",
+ "safe ty",
+ "l s",
+ "ठ°",
+ "nex us",
+ "alexand ra",
+ "mas ks",
+ "+ +",
+ "tr on",
+ "au k",
+ "brother hood",
+ "brow se",
+ "mix es",
+ "sim one",
+ "mu sk",
+ "appro ve",
+ "lo la",
+ "ex p",
+ "per th",
+ "fu turi",
+ "un seen",
+ "d m",
+ "chel se",
+ "sc outing",
+ "o we",
+ "portsm outh",
+ "k ram",
+ "mi ze",
+ "di spen",
+ "su p",
+ "d lc",
+ "adver t",
+ "tere sa",
+ "is le",
+ "cy cle",
+ "met all",
+ "shi elds",
+ "marin ers",
+ "ra z",
+ "ing en",
+ "fun d",
+ "an go",
+ "jon es",
+ "o ka",
+ "mad den",
+ "broc coli",
+ "domin ic",
+ "situ ations",
+ "mer o",
+ "cric ke",
+ "puni shment",
+ "d b",
+ "sha king",
+ "ðŁĺ ļ",
+ "m q",
+ "ari ans",
+ "le h",
+ "cla w",
+ "we ds",
+ "d ure",
+ "ni el",
+ "j elly",
+ "gour met",
+ "tra ders",
+ "le vi",
+ "w ages",
+ "kne es",
+ "wi se",
+ "heaven ly",
+ "avi d",
+ "melo dy",
+ "z ack",
+ "ban anas",
+ "apprentic e",
+ "pro p",
+ "fun ny",
+ "o de",
+ "respec ted",
+ "me gan",
+ "fe wer",
+ "dra fted",
+ "med it",
+ "gra pe",
+ "us army",
+ "cru sad",
+ "vo cali",
+ "prepar ations",
+ "non sense",
+ "us age",
+ "th r",
+ "ro th",
+ "wiz ards",
+ "insi de",
+ "promo tions",
+ "mon a",
+ "red sox",
+ "si g",
+ "eleg ance",
+ "ch ia",
+ "univer sal",
+ "ãĢ į",
+ "ra ja",
+ "un ga",
+ "pol lin",
+ "filip ino",
+ "ak a",
+ "t sun",
+ "ik on",
+ "bi king",
+ "decor ations",
+ "z ac",
+ "cade ts",
+ "hum our",
+ "ag m",
+ "re ppin",
+ "vac cin",
+ "elo ve",
+ "u w",
+ "dia be",
+ "galla gher",
+ "az er",
+ "do l",
+ "a while",
+ "pro minent",
+ "wel sh",
+ "t ann",
+ "' )",
+ "bi en",
+ "wa g",
+ "in al",
+ "c wc",
+ "wic ket",
+ "ur st",
+ "q anon",
+ "x e",
+ "out door",
+ "dun n",
+ "star r",
+ "co logy",
+ "ric ky",
+ "u efa",
+ "reb ounds",
+ "s music",
+ "inf ant",
+ "ðŁĻ ĭ",
+ "so p",
+ "u mber",
+ "hand ing",
+ "beg in",
+ "sor ting",
+ "ha sh",
+ "sp ati",
+ "re k",
+ "buda pest",
+ "black hawks",
+ "dele te",
+ "ro m",
+ "can did",
+ "auth ori",
+ "de bris",
+ "spe cul",
+ "inter section",
+ "marri ott",
+ "im ran",
+ "ðŁĺģ ðŁĺģ",
+ "cru ises",
+ "ram sey",
+ "rafa el",
+ "aware ness",
+ "vas cular",
+ "beyon cé",
+ "ru g",
+ "ðŁĺ Į",
+ "festi v",
+ "ar am",
+ "s able",
+ "bas il",
+ "p ill",
+ "flo oring",
+ "un beaten",
+ "implic ations",
+ "u f",
+ "w ound",
+ "for ge",
+ "poin ting",
+ "po ts",
+ "popular ity",
+ "ðŁijı ðŁı»",
+ "mani pul",
+ "s lots",
+ "deb ates",
+ "abs ence",
+ "ver mont",
+ "never forget",
+ "wri st",
+ "gl oria",
+ "ren ce",
+ "hu sk",
+ "mel ting",
+ "ðŁİ Ł",
+ "br aces",
+ "tim ely",
+ "transform ing",
+ "am ps",
+ "ma k",
+ "po e",
+ "ah an",
+ "gener ally",
+ "nd p",
+ "ale ppo",
+ "unic ef",
+ "pro fs",
+ "nor d",
+ "ma sk",
+ "jackson ville",
+ "v v",
+ "sh ells",
+ "bloom ing",
+ "oper ators",
+ "char coal",
+ "ne ville",
+ "ma gi",
+ "chi p",
+ "sam a",
+ "ir an",
+ "re forms",
+ "accu mul",
+ "ru e",
+ "æ ľ",
+ "web sites",
+ "ga on",
+ "devast ating",
+ "sto s",
+ "glaci er",
+ "ra pp",
+ "chipot le",
+ "pr a",
+ "or ous",
+ "rom ney",
+ "seas on",
+ "decor ative",
+ "c isco",
+ "dit ch",
+ "compla in",
+ "ll o",
+ "assu me",
+ "ðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤðŁĺĤ",
+ "n els",
+ "cent ric",
+ "ft w",
+ "car rots",
+ "tat a",
+ "can ter",
+ "per ience",
+ "li ers",
+ "demo s",
+ "bl unt",
+ "oper ate",
+ "reserv ations",
+ "le ah",
+ "sub stance",
+ "di son",
+ "an te",
+ "elec tion",
+ "v ue",
+ "squ are",
+ "non profit",
+ "ca a",
+ "f su",
+ "y am",
+ "ãĤ ¤",
+ "v ladi",
+ "comple tes",
+ "mar i",
+ "philli p",
+ "ne ill",
+ "er as",
+ "ka it",
+ "men do",
+ "mahar ashtra",
+ "g p",
+ "dan e",
+ "provi dence",
+ "ther apeu",
+ "juven ile",
+ "me mo",
+ "in corpor",
+ "aa aa",
+ "seven teen",
+ "teen ager",
+ "Ã £",
+ "or ns",
+ "wi de",
+ "cu teness",
+ "tw d",
+ "ff les",
+ "bar a",
+ "com edy",
+ "over time",
+ "y az",
+ "bar on",
+ "unemp loyment",
+ "ðŁij ĭ",
+ "exter ior",
+ "den se",
+ "cent res",
+ "match up",
+ "history month",
+ "artif icial",
+ "qu it",
+ "e sk",
+ "war n",
+ "cr itic",
+ "j af",
+ "ðŁĵ ²",
+ "inform ative",
+ "fu els",
+ "recy cle",
+ "nam ing",
+ "stri pe",
+ "sol ic",
+ "mole cular",
+ "dee pi",
+ "con vo",
+ "s sel",
+ "na e",
+ "de scent",
+ "ti z",
+ "accoun tability",
+ "ter ry",
+ "r ito",
+ "sl ay",
+ "em o",
+ "dem ol",
+ "sens ation",
+ "co v",
+ "tor e",
+ "round table",
+ "y ol",
+ "excu ses",
+ "ॠį",
+ "tur quo",
+ "hh hh",
+ "pod casts",
+ "cele b",
+ "me ssi",
+ "li o",
+ "man n",
+ "contribu ted",
+ "u z",
+ "gener ator",
+ "ele ts",
+ "veg gie",
+ "indu l",
+ "en suring",
+ "detro it",
+ "pun jab",
+ "tran spor",
+ "instru ction",
+ "ad d",
+ "por cel",
+ "pan eli",
+ "cir cles",
+ "persi st",
+ "clay ton",
+ "sp n",
+ "dog softwitter",
+ "is nt",
+ "sp r",
+ "retail ers",
+ "p w",
+ "hun gar",
+ "el ena",
+ "mon aster",
+ "gu atem",
+ "je ssie",
+ "an z",
+ "ra shi",
+ "fle e",
+ "car ving",
+ "fau x",
+ "l al",
+ "hen ri",
+ "d jo",
+ "du ll",
+ "s ana",
+ "lar a",
+ "glo be",
+ "cri mson",
+ "com pass",
+ "pau se",
+ "na b",
+ "lion el",
+ "ba ths",
+ "u fo",
+ "invent ory",
+ "sin gh",
+ "sat an",
+ "ðŁĩ ¸",
+ "ce ments",
+ "in form",
+ "gener ated",
+ "bi den",
+ "av g",
+ "tas ks",
+ "de er",
+ "sa u",
+ "ja iled",
+ "pa stel",
+ "sc c",
+ "na il",
+ "steel e",
+ "per is",
+ "lamborgh ini",
+ "pur sue",
+ "mar gin",
+ "u ch",
+ "bo sch",
+ "dra in",
+ "cl ara",
+ "bo m",
+ "lat ino",
+ "web ster",
+ "rose mary",
+ "r ha",
+ "s oun",
+ "billion aire",
+ "not ch",
+ "percent age",
+ "con or",
+ "' \"",
+ "hom es",
+ "earth day",
+ "h ort",
+ "big gest",
+ "di sin",
+ "wal ton",
+ "edit ors",
+ "im ma",
+ "om ar",
+ "equi valent",
+ "pharmac eu",
+ "ah med",
+ "cam eo",
+ "han ni",
+ "under rated",
+ "ge ment",
+ "micro bi",
+ "v oo",
+ "honor able",
+ "obe sity",
+ "âļ ¡ï¸ı",
+ "limer ick",
+ "invol vement",
+ "st agram",
+ "boule vard",
+ "bur g",
+ "blackand white",
+ "liber ation",
+ "fi ve",
+ "inter im",
+ "sm m",
+ "rival ry",
+ "cap abilities",
+ "stat ements",
+ "thu mb",
+ "ve d",
+ "sw ans",
+ "bar ber",
+ "e que",
+ "seren a",
+ "hel m",
+ "noo dle",
+ "sam pling",
+ "n awaz",
+ "sing le",
+ "thunder storms",
+ "sh on",
+ "in ev",
+ "ë ¯",
+ "to pp",
+ "orch ard",
+ "bi an",
+ "ðŁĺ Ķ",
+ "door step",
+ "salv ation",
+ "marke ting",
+ "r ons",
+ "cle mson",
+ "ra vi",
+ "in take",
+ "stand with",
+ "sin a",
+ "ha iku",
+ "ple y",
+ "elector al",
+ "ph illy",
+ "la ys",
+ "electr ic",
+ "cap turing",
+ "u pp",
+ "er gy",
+ "believ ing",
+ "cul tures",
+ "es day",
+ "inva sive",
+ "ed ed",
+ "spee ch",
+ "end ur",
+ "viet nam",
+ "boy cott",
+ "pe de",
+ "deli ver",
+ "ðŁĴĸ ðŁĴĸ",
+ "mer chant",
+ "st ir",
+ "den ies",
+ "poc kets",
+ "o ti",
+ "cu ddle",
+ "ro land",
+ "mm ed",
+ "den ed",
+ "lear ners",
+ "hoo p",
+ "sour cing",
+ "h acked",
+ "di m",
+ "environ ments",
+ "ben son",
+ "jud icial",
+ "wor cester",
+ "pear ls",
+ "govern ments",
+ "arri vals",
+ "cor ners",
+ "tun ing",
+ "la bour",
+ "y m",
+ "or dering",
+ "le wi",
+ "i fe",
+ "hygi ene",
+ "thou ghtful",
+ "indone sian",
+ "campaig ning",
+ "princi ple",
+ "assau l",
+ "ru bb",
+ "at v",
+ "wil ly",
+ "en tre",
+ "il i",
+ "ph on",
+ "du ties",
+ "âĻ¥ âĻ¥",
+ "sn akes",
+ "lo op",
+ "am ar",
+ "conver tible",
+ "bon ding",
+ "ment oring",
+ "max well",
+ "ethere um",
+ "destro ying",
+ "ax is",
+ "ca iro",
+ "fin nish",
+ "sho ck",
+ "ðŁĺ IJ",
+ "cal eb",
+ "com a",
+ "pe dal",
+ "co re",
+ "contin ent",
+ "el son",
+ "temp o",
+ "helsin ki",
+ "ac p",
+ "tack ling",
+ "st ated",
+ "bl a",
+ "dou b",
+ "sma shing",
+ "a ja",
+ "camer on",
+ "disru ption",
+ "warm th",
+ "being salmankhan",
+ "bullet in",
+ "o de",
+ "syrac use",
+ "ar an",
+ "mc gregor",
+ "bul k",
+ "an ton",
+ "confir mation",
+ "sp ine",
+ "im ran",
+ "instru c",
+ "jac ks",
+ "chi o",
+ "pal m",
+ "str e",
+ "embarra ssing",
+ "un t",
+ "elimin ate",
+ "to ss",
+ "c ise",
+ "a ws",
+ "oni sts",
+ "sh inee",
+ "jo s",
+ "ho se",
+ "li vely",
+ "opp onents",
+ "mo vements",
+ "recogni zing",
+ "sandwich es",
+ "sh akes",
+ "exerc ises",
+ "se at",
+ "profe ssion",
+ "merry christmas",
+ "lu gg",
+ "adopt dont",
+ "mar vin",
+ "byr ne",
+ "un le",
+ "he t",
+ "ku wait",
+ "rah man",
+ "aspe ct",
+ "humb led",
+ "gen es",
+ "f and",
+ "long time",
+ ") ;",
+ "cam pu",
+ "an gus",
+ "ðŁijį ðŁı¼",
+ "q uran",
+ "sle eves",
+ "s lic",
+ "¸ ë",
+ "twel ve",
+ "your e",
+ "i ke",
+ "go gh",
+ "b st",
+ "dic tionary",
+ "reflec ting",
+ "to on",
+ "yar n",
+ "em bed",
+ "ðŁı ´",
+ "re serves",
+ "floo ded",
+ "ver iz",
+ "du sk",
+ "estab lish",
+ "pro li",
+ "au d",
+ "ritu al",
+ "or bit",
+ "declar ation",
+ "recor dings",
+ "cam o",
+ "cas sette",
+ "good luck",
+ "cu tter",
+ "bo p",
+ "b ho",
+ "che ating",
+ "paci fic",
+ "ma res",
+ "tim er",
+ "col t",
+ "tr ous",
+ "tomor row",
+ "han sen",
+ "ci e",
+ "w ang",
+ "ban i",
+ "circu lar",
+ "ac ute",
+ "far mer",
+ "co ys",
+ "p se",
+ "ir ving",
+ "w j",
+ "haw kins",
+ "b ison",
+ "ur day",
+ "cru ising",
+ "o te",
+ "k ath",
+ "whi stle",
+ "your selves",
+ "ant is",
+ "sla sh",
+ "thorough ly",
+ "ke sh",
+ "ser ie",
+ "ex em",
+ "en ig",
+ "guil d",
+ "sh red",
+ "ho gan",
+ "ap o",
+ "ä ¸",
+ "pu zz",
+ "ne tball",
+ "au ssi",
+ "panor ama",
+ "ws j",
+ "av is",
+ "ar ming",
+ "hum ph",
+ "brow ser",
+ "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",
+ "Â ¨",
+ "mccar tney",
+ "islam abad",
+ "k b",
+ "f fi",
+ "ph al",
+ "anal og",
+ "f ond",
+ "h acks",
+ "positi vity",
+ "treat y",
+ "sub marine",
+ "conne ct",
+ "sel en",
+ "categor ies",
+ "cu b",
+ "organi ze",
+ "si k",
+ "quote oftheday",
+ "remin ding",
+ "am or",
+ "loc king",
+ "ðŁijı ðŁı¼",
+ "comp ound",
+ "et te",
+ "b out",
+ "rec ur",
+ "fe rence",
+ "mi zz",
+ "tren d",
+ "hip ster",
+ "for tress",
+ "forth coming",
+ "preli min",
+ "o dyssey",
+ "ang p",
+ "del ici",
+ "even ings",
+ "ðŁĶ ¹",
+ "i q",
+ "d w",
+ "da ir",
+ "kathr yn",
+ "christian ity",
+ "moon light",
+ "ha b",
+ "wh oo",
+ "f bf",
+ "se th",
+ "genu inely",
+ "pa x",
+ "char ity",
+ "deplo yed",
+ "b nb",
+ "bu cs",
+ "ju dg",
+ "con ge",
+ "plant ation",
+ "im press",
+ "car a",
+ "sc lub",
+ "sco py",
+ "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",
+ "Â ¥",
+ "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",
+ "Ã ł",
+ "dail ies",
+ "vend or",
+ "sim plicity",
+ "wi der",
+ "len ses",
+ "supp lements",
+ "de pos",
+ "ob served",
+ "vin es",
+ "parti ally",
+ "renew al",
+ "collabor ate",
+ "ali g",
+ "fin ity",
+ "ph u",
+ "zz y",
+ "pe tit",
+ "ðŁĵ ħ",
+ "z in",
+ "i gu",
+ "sm ack",
+ "fall on",
+ "ðŁĵ £",
+ "back wards",
+ "comp onent",
+ "o so",
+ "compati ble",
+ "bin ding",
+ "zur ich",
+ "thom e",
+ "w ounds",
+ "ly ric",
+ "fresh men",
+ "sne aky",
+ "fi bro",
+ "di et",
+ "emplo yer",
+ "in sect",
+ "h ated",
+ "sch er",
+ "raz or",
+ "n sw",
+ "boo ker",
+ "califor ni",
+ "av fc",
+ "Â °",
+ "preten ding",
+ "pep si",
+ "al is",
+ "un titled",
+ "k art",
+ "grand parents",
+ "e the",
+ "o ck",
+ "lux emb",
+ "visu als",
+ "small business",
+ "abdul lah",
+ "min ho",
+ "su baru",
+ "h ra",
+ "reve aling",
+ "heart breaking",
+ "clar ity",
+ "am g",
+ "sl r",
+ "** **",
+ "âŀ ĸ",
+ "recor d",
+ "ici ary",
+ "min ded",
+ "ye h",
+ "exce ssive",
+ "knu ck",
+ "icec ream",
+ "tru th",
+ "ev ic",
+ "ta stic",
+ "ant arc",
+ "ren dering",
+ ", ,",
+ "mit t",
+ "loren zo",
+ "st patrick",
+ "bound ary",
+ "zi g",
+ "vo cab",
+ "osa ka",
+ "fur n",
+ "tu n",
+ "gu l",
+ "s ounding",
+ "blo gger",
+ "utter ly",
+ "g af",
+ "adv ancing",
+ "l cd",
+ "mar gin",
+ "lifel ong",
+ "solst ice",
+ "sh ra",
+ "wa its",
+ "ple ar",
+ "bre ach",
+ "en ligh",
+ "ad er",
+ "itt le",
+ "c ation",
+ "ho on",
+ "stu died",
+ "?? ???",
+ "k ash",
+ "ev angeli",
+ "ps l",
+ "wei ghts",
+ "met als",
+ "ty res",
+ "tur no",
+ "wi e",
+ "car b",
+ "g ale",
+ "se al",
+ "sun ite",
+ "am ic",
+ "patter son",
+ "á n",
+ "eu ph",
+ "up stairs",
+ "quali fiers",
+ "khali fa",
+ "apple music",
+ "ìĨĮë ħ",
+ "vau ghan",
+ "al ter",
+ "cru iser",
+ "mu a",
+ "t ana",
+ "kat rina",
+ "id ols",
+ "spo iled",
+ "secre tly",
+ "fi bre",
+ "part nered",
+ "um es",
+ "gi ov",
+ "com et",
+ "screenshot saturday",
+ "k eller",
+ "fil tr",
+ "fe t",
+ "con way",
+ "pe u",
+ "bad minton",
+ "gi d",
+ "m ound",
+ "don key",
+ "bu ff",
+ "lea ther",
+ "lar gely",
+ "bro ch",
+ "int ments",
+ "am use",
+ "r k",
+ "sto ve",
+ "impac ted",
+ "con t",
+ "cr acks",
+ "prison er",
+ "bar i",
+ "contrac tor",
+ "ori oles",
+ "domin ate",
+ "pol ar",
+ "am elia",
+ "dr c",
+ "ðŁijĮ ðŁijĮ",
+ "vi st",
+ "su arez",
+ "injec tion",
+ "blo oms",
+ "ðŁļ¨ ðŁļ¨",
+ "sti ff",
+ "pay pal",
+ "sno wing",
+ "thur sdays",
+ "goo se",
+ "we dge",
+ "educ ated",
+ "weak ness",
+ "de cker",
+ "abud ha",
+ "bree zy",
+ "Û Į",
+ "hope ful",
+ "o bi",
+ "rai der",
+ "gh am",
+ "de u",
+ "se ve",
+ "par tly",
+ "fu t",
+ "infu sed",
+ "mer ri",
+ "than e",
+ "some time",
+ "hu e",
+ "me in",
+ "cre dit",
+ "sli ding",
+ "ran de",
+ "cher ry",
+ "dead pool",
+ "sh ol",
+ "ar am",
+ "under wood",
+ "sky e",
+ "distur bing",
+ "m nt",
+ "poli shed",
+ "guardi ans",
+ "ha dn",
+ "pic asso",
+ "ari us",
+ "ak shay",
+ "ir ri",
+ "j h",
+ "happ en",
+ "la kh",
+ "dal ton",
+ "at the",
+ "s well",
+ "mar sha",
+ "re h",
+ "cour s",
+ "j kt",
+ "top us",
+ "serv ice",
+ "r ink",
+ "hack ers",
+ "dono van",
+ "hor o",
+ "tc m",
+ "may hem",
+ "cha se",
+ "dev ops",
+ "ken sing",
+ "sc up",
+ "sh ere",
+ "quali fication",
+ "c live",
+ "ton g",
+ "n ancy",
+ "mar is",
+ "der dale",
+ "ber man",
+ "cinde rella",
+ "jol ly",
+ "ci c",
+ "loo t",
+ "collecti bles",
+ "hom icide",
+ "g ge",
+ "epide mic",
+ "su ites",
+ "mu ddy",
+ "gi mme",
+ "e rec",
+ "- *",
+ "tal la",
+ "lis le",
+ "embro ide",
+ "ðŁĩ© ðŁĩª",
+ "veriz on",
+ "ve ctor",
+ "be anie",
+ "arti san",
+ "ga in",
+ "flo res",
+ "vi gil",
+ "u so",
+ "ðŁĻı ðŁı½",
+ "grin ding",
+ "gh er",
+ "air ports",
+ "respon sive",
+ "shaf t",
+ "can cel",
+ "ceremon ies",
+ "e me",
+ "at ari",
+ "bru shes",
+ "eag er",
+ "bo hemi",
+ "children s",
+ "yan kee",
+ "ma a",
+ "suspen se",
+ "mor an",
+ "mac ar",
+ "sun flower",
+ "cre w",
+ "vo id",
+ "ke ar",
+ "fashi oned",
+ "jen nings",
+ "sunday funday",
+ "sub missions",
+ "me ad",
+ "her man",
+ "wa i",
+ "crit ically",
+ "le um",
+ "baek hyun",
+ "for cing",
+ "co bra",
+ "ãģ ®",
+ "acqu ire",
+ "al k",
+ "ge ology",
+ "pri mar",
+ "import antly",
+ "ire z",
+ "bunde sliga",
+ "curi osity",
+ "sen a",
+ "stric t",
+ "con soli",
+ "win ters",
+ "ven om",
+ "chelten ham",
+ "ðŁį º",
+ "cen a",
+ "t at",
+ "ba in",
+ "glo ver",
+ "under cover",
+ "as ses",
+ "car n",
+ "memorial day",
+ "am eli",
+ "i rene",
+ "ch on",
+ "syn thesis",
+ "spe edy",
+ "mitsu bi",
+ "sla yer",
+ "compos ite",
+ "under stands",
+ "pe w",
+ "inter rup",
+ "hen ri",
+ "mor row",
+ "an om",
+ "thof july",
+ "g lee",
+ "thre e",
+ "ðŁĺ ®",
+ "and hi",
+ "ch att",
+ "renew ables",
+ "ye s",
+ "trans fers",
+ "!!!! !!!!",
+ "bab u",
+ "du ter",
+ "lo ops",
+ "pe ers",
+ "o ilers",
+ "pau lo",
+ "ic ation",
+ "h mu",
+ "war a",
+ "mer cer",
+ "hom eland",
+ "fu ji",
+ "ale y",
+ "year book",
+ "re m",
+ "re en",
+ "ab sur",
+ "bo is",
+ "] :",
+ "caes ar",
+ "shot gun",
+ "kur dish",
+ "o ren",
+ "ra e",
+ "anci es",
+ "ty pic",
+ "f h",
+ "def ault",
+ "re plic",
+ "lu k",
+ "trans actions",
+ "r ys",
+ "infan try",
+ "ðŁį ¾",
+ "cho w",
+ "chick ens",
+ "ba gh",
+ "wy att",
+ "ay e",
+ "gg i",
+ "bre ws",
+ "ed itions",
+ "mi ra",
+ "commen cement",
+ "pre su",
+ "peris cope",
+ "ic hi",
+ "guatem ala",
+ "zam bia",
+ "pain ts",
+ "wit ches",
+ "wan i",
+ "un dere",
+ "cro y",
+ "vo ws",
+ "us mc",
+ "hear ted",
+ "theat res",
+ "shu ffle",
+ "le vel",
+ "mul tic",
+ "squee ze",
+ "fer n",
+ "app et",
+ "post al",
+ "mal t",
+ "on board",
+ "ld nt",
+ "co o",
+ "s sc",
+ "k ac",
+ "ðŁĺ ĩ",
+ "sc rap",
+ "mar cos",
+ "deal ers",
+ "ann u",
+ "mill er",
+ "co ve",
+ "ul ary",
+ "vladi mir",
+ "be ef",
+ "th ur",
+ "pick led",
+ "se same",
+ "bengal uru",
+ "mo tt",
+ "kathle en",
+ "hi st",
+ "no tor",
+ "dr ank",
+ "du chess",
+ "snow fall",
+ "e ff",
+ "tin y",
+ "j n",
+ "sy our",
+ "speci alists",
+ "scot us",
+ "bay lor",
+ "eve rest",
+ "mali bu",
+ "pre m",
+ "harm ful",
+ "l ali",
+ "b ates",
+ "g ye",
+ "differen ti",
+ "and ra",
+ "geome try",
+ "el over",
+ "black out",
+ "== ==",
+ "ko ta",
+ "inter act",
+ "asi an",
+ "la yo",
+ "samu rai",
+ "fi del",
+ "exhau sted",
+ "gla di",
+ "pd t",
+ "spher ic",
+ "anti qu",
+ "guit ar",
+ "stu ri",
+ "ho pper",
+ "ang le",
+ "f ills",
+ "sla p",
+ "mi th",
+ "rod ney",
+ "ong i",
+ "in som",
+ "pre venting",
+ "cassi dy",
+ "ap ho",
+ "ore gon",
+ "lo in",
+ "ham mond",
+ "contribu ting",
+ "f n",
+ "gar ri",
+ "ori on",
+ "comp elling",
+ "escap ing",
+ "aim ing",
+ "plu mb",
+ "bi stro",
+ "be asts",
+ "concer ning",
+ "bo e",
+ "do pp",
+ "shop local",
+ "stumb led",
+ "âĤ ¹",
+ "naz is",
+ "âĢįâĻĤ ï¸ı",
+ "gest ure",
+ "war ts",
+ "us open",
+ "hi ggins",
+ "char li",
+ "hang s",
+ "bom bers",
+ "° :",
+ "fe eds",
+ "c ch",
+ "st il",
+ "nic ola",
+ "ðŁĵ º",
+ "clam ation",
+ "tro pic",
+ "af ro",
+ "ou k",
+ "expen ses",
+ "der rick",
+ "al ine",
+ "fa w",
+ "reg ard",
+ "im er",
+ "sat in",
+ "thi um",
+ "ry der",
+ "pear l",
+ "te ss",
+ "mm mmm",
+ "sen ses",
+ "ðŁĩ ¹",
+ "positi ve",
+ "exhau st",
+ "occu r",
+ "nor ris",
+ "lil ly",
+ "is les",
+ "direc ting",
+ "yo fficial",
+ "count less",
+ "sam ar",
+ "on stage",
+ "flo ck",
+ "mir rors",
+ "arch er",
+ "mo i",
+ "k d",
+ "vi v",
+ "in os",
+ "si kh",
+ "le i",
+ "sen sory",
+ "br its",
+ "kno x",
+ "chest nut",
+ "op y",
+ "coli seum",
+ "z af",
+ "di vin",
+ "adap ter",
+ ":) ))",
+ "tem ple",
+ "ku n",
+ "hel mets",
+ "t df",
+ "gu ide",
+ "m old",
+ "o ids",
+ "lu ther",
+ "he is",
+ "monaster y",
+ "sp ree",
+ "k lu",
+ "brit ney",
+ "jagu ars",
+ "gre ats",
+ "c cc",
+ "ky rie",
+ "machin ery",
+ "cric ket",
+ "re ro",
+ "ab o",
+ "aspir ing",
+ "semi finals",
+ "ale ss",
+ "sig natures",
+ "var d",
+ "me th",
+ "her bal",
+ "hol den",
+ "king dom",
+ "ap or",
+ "reg gie",
+ "ore o",
+ "palestin ians",
+ "em mys",
+ "sec tional",
+ "ro i",
+ "ney mar",
+ "qu el",
+ "cu ll",
+ "l ka",
+ "haz el",
+ "estim ate",
+ "ul ties",
+ "go w",
+ "be a",
+ "purch ases",
+ "bel ts",
+ "protec ts",
+ "m é",
+ "gue ssing",
+ "bb o",
+ "clau dia",
+ "fr acking",
+ "jon ny",
+ "el k",
+ "cel tic",
+ "al mighty",
+ "ra je",
+ "courty ard",
+ "ig i",
+ "can es",
+ "ðŁĴª ðŁı»",
+ "bank rup",
+ "le thal",
+ "âľĮ ï¸ı",
+ "graphic design",
+ "vad er",
+ "penc ils",
+ "rough ly",
+ "dan te",
+ "m fg",
+ "const ell",
+ "cam el",
+ "j b",
+ "bloss oms",
+ "en to",
+ "balo chistan",
+ "cine mato",
+ "ill ard",
+ "jer sey",
+ "con sent",
+ "dent ed",
+ "con templ",
+ "sch er",
+ "hol i",
+ "lou gh",
+ "st our",
+ "a yo",
+ "begin ners",
+ "cur b",
+ "v hs",
+ "a jax",
+ "du ff",
+ "av eng",
+ "dom est",
+ "commit ting",
+ "ai red",
+ "cha p",
+ "hedge hog",
+ "disappo inting",
+ "freel ance",
+ "in land",
+ "char ms",
+ "ðŁĺį âĿ¤ï¸ı",
+ "ai sh",
+ "m x",
+ "buck le",
+ "ti dal",
+ "per mit",
+ "bo ating",
+ "ra cha",
+ "kend rick",
+ "b ello",
+ "b hi",
+ "ple a",
+ "estim ates",
+ "l b",
+ "apo logies",
+ "jay a",
+ "bb l",
+ "ast oni",
+ "inter state",
+ "main taining",
+ "el bow",
+ "mu p",
+ "ep it",
+ "ðŁĺ ¡",
+ "viol ations",
+ "def end",
+ "be h",
+ "sl c",
+ "am ir",
+ "pur i",
+ "ti um",
+ "fi fa",
+ "blur ry",
+ "scri m",
+ "ðŁĻı ðŁı¾",
+ "ma ple",
+ "rel atives",
+ "âĺ Ŀ",
+ "cho c",
+ "con nor",
+ "⾨ ⾨",
+ "whi sp",
+ "list ings",
+ "ma ze",
+ "than king",
+ "ri dd",
+ "grass roots",
+ "shi fting",
+ "desper ately",
+ "gor illa",
+ "den i",
+ "ju les",
+ "stra th",
+ "g ley",
+ "ja in",
+ "bu ick",
+ "t anner",
+ "ðŁĴ Ŀ",
+ "ga e",
+ "pri m",
+ "it ors",
+ "n ano",
+ "separ ation",
+ "armen ia",
+ "bor deaux",
+ "ðŁ ħ",
+ "pj net",
+ "bu rial",
+ "e bon",
+ "glo ss",
+ "re new",
+ "gri er",
+ "spe eds",
+ "comic books",
+ "sym boli",
+ "pur poses",
+ "ãħł ãħł",
+ "spati al",
+ "no table",
+ "ci on",
+ "n ps",
+ "ho ffman",
+ "nor man",
+ "rt g",
+ "du sty",
+ "situ ated",
+ "tr an",
+ "k fc",
+ "em en",
+ "nic kel",
+ "hast ings",
+ "sett ling",
+ "gr it",
+ "l ena",
+ "w aw",
+ "art s",
+ "gu m",
+ "ca regi",
+ "le wis",
+ "sapp hire",
+ "rememb er",
+ "embed ded",
+ "t lc",
+ "bl at",
+ "serge ant",
+ "el sa",
+ "boot camp",
+ "bow man",
+ "photo graphic",
+ "pill ars",
+ "direction ers",
+ "classi fied",
+ "no is",
+ "ve er",
+ "barre ls",
+ "wh oop",
+ "ðŁĺ± ðŁĺ±",
+ "fe male",
+ "petro leum",
+ "medi a",
+ "e fc",
+ "poké mon",
+ "ठķ",
+ "enthusi astic",
+ "var un",
+ "pro files",
+ "pedi atric",
+ "acci dents",
+ "con rad",
+ "jan g",
+ "jo jo",
+ "ac or",
+ "ob server",
+ "l f",
+ "live stock",
+ "for gi",
+ "fo s",
+ "el m",
+ "an and",
+ "go e",
+ "c ere",
+ "avoi ding",
+ "gri t",
+ "om an",
+ "thank fully",
+ "scat tered",
+ "nick y",
+ "cylin der",
+ "chees y",
+ "di ver",
+ "mahe sh",
+ "cav es",
+ "ear liest",
+ "qu inte",
+ "subjec ts",
+ "b end",
+ "gul f",
+ "vocali st",
+ "glu e",
+ "pat ches",
+ "un stopp",
+ "sny der",
+ "demonstr ating",
+ "pi o",
+ "hor ns",
+ "wic kets",
+ "and the",
+ "r ama",
+ "yo on",
+ "stra ight",
+ "bed time",
+ "or ang",
+ "bul lets",
+ "sa urus",
+ "min ers",
+ "inci dents",
+ "! ...",
+ "ðŁİ ¸",
+ "ag ers",
+ "hand les",
+ "stat es",
+ "in ity",
+ "d ons",
+ "incredi ble",
+ "emin em",
+ "avi v",
+ "ru dy",
+ "moz art",
+ "folk lore",
+ "appli ances",
+ "mt l",
+ "fre y",
+ "di as",
+ "hu a",
+ "page ant",
+ "stri ve",
+ "im prison",
+ "bul lish",
+ "r ana",
+ "al erts",
+ "bb mas",
+ "hy per",
+ "derby shire",
+ "re cre",
+ "re dd",
+ "debor ah",
+ "cosmo s",
+ "law son",
+ "mel anie",
+ "psy cho",
+ "ho or",
+ "doo dles",
+ "sni per",
+ "shad y",
+ "man tle",
+ "canadi an",
+ "new year",
+ "inter actions",
+ "separ ated",
+ "cor ds",
+ "spiritu ality",
+ "ap u",
+ "it o",
+ "p ct",
+ "pel osi",
+ "rebel lion",
+ "se iz",
+ "wor cester",
+ "sec tors",
+ "ul i",
+ "san ta",
+ "Ð µ",
+ "ðŁĩªðŁĩ ¸",
+ "bi ased",
+ "class ical",
+ "gam ma",
+ "dee plear",
+ "emer ge",
+ "back er",
+ "sur ance",
+ "hand crafted",
+ "ðŁİ ¥",
+ "franc is",
+ "mill an",
+ "ic i",
+ "cro wn",
+ "wo w",
+ "stri ped",
+ "un fair",
+ "relax ation",
+ "³ ï¸ı",
+ "embrac ing",
+ "she alth",
+ "pale o",
+ "martin i",
+ "dist illery",
+ "wr ink",
+ "or k",
+ "na th",
+ "hay ley",
+ "cour thouse",
+ "si ber",
+ "sa di",
+ "quiet ly",
+ "mel t",
+ "m sm",
+ "me h",
+ "smart phones",
+ "rel ent",
+ "pp ing",
+ "war wick",
+ "co logne",
+ "gli a",
+ "cot ton",
+ "pro g",
+ "lon e",
+ "ip sw",
+ "star ters",
+ "expan ds",
+ "u mp",
+ "su ed",
+ "ski pper",
+ "infe ctions",
+ "ing le",
+ "Ã ¡",
+ "cler k",
+ "demonstr ate",
+ "ac ar",
+ "ðŁĺĤðŁĺĤ ðŁĺĤ",
+ "ti bet",
+ "bun s",
+ "alo m",
+ "demol ition",
+ "ssi a",
+ "g st",
+ "[ ]",
+ "so ar",
+ "âĺ Ģ",
+ "ðŁĺ ª",
+ "ðŁĵ Ĭ",
+ "dee pest",
+ "beyon d",
+ "are t",
+ "att ends",
+ "activ ated",
+ "di mit",
+ "âļª ï¸ı",
+ "high lighted",
+ "magaz ines",
+ "rum or",
+ "az za",
+ "steph ens",
+ "dol ph",
+ "sho ckey",
+ "mat s",
+ "we av",
+ "mel an",
+ "serv ers",
+ "tra um",
+ "ku sh",
+ "æ Ĺ",
+ "bab ys",
+ "pa z",
+ "a al",
+ "la use",
+ "break ers",
+ "canter bury",
+ "ul ture",
+ "mi ri",
+ "euro s",
+ "tane ous",
+ "impre ssions",
+ "du tch",
+ "il d",
+ "gh i",
+ "pur due",
+ "adequ ate",
+ "l p",
+ "sy ner",
+ "ang ler",
+ "du rable",
+ "gal ore",
+ "ro wn",
+ "mg mt",
+ "ðŁĵ Į",
+ "lu cia",
+ "âĺij ï¸ı",
+ "zay n",
+ "bor row",
+ ". (",
+ "north umber",
+ "cru sh",
+ "eng a",
+ "su sh",
+ "extra vag",
+ "t out",
+ "ma hal",
+ "ali stic",
+ "ther mo",
+ "gall eries",
+ "es se",
+ "chi bi",
+ "attrac tions",
+ "lex ington",
+ "legislat ure",
+ "docu mented",
+ "resi den",
+ "brow nies",
+ "w f",
+ "st ool",
+ "plan ets",
+ "sho ppers",
+ "conduc tor",
+ "ms p",
+ "tr icky",
+ "fru ity",
+ "end ra",
+ "feel the",
+ "whi pped",
+ "hair style",
+ "re fer",
+ "oo k",
+ "oc topus",
+ "audi ences",
+ "ku mar",
+ "after no",
+ "op tim",
+ "c fl",
+ "ni p",
+ "gen i",
+ "alpha bet",
+ "ann ab",
+ "lam in",
+ "accep ts",
+ "l ng",
+ "ðŁĺ «",
+ "t ine",
+ "ac om",
+ "cheer leaders",
+ "t k",
+ "gr on",
+ "v g",
+ "k ung",
+ "ja x",
+ "dha bi",
+ "r ss",
+ "mack enzie",
+ "beir ut",
+ "clean up",
+ "gy psy",
+ "st ell",
+ "bur ger",
+ "hurric anes",
+ "educ ation",
+ "st ina",
+ "âĻ¡ âĻ¡",
+ "unfortun ate",
+ "jere mi",
+ "bad ger",
+ "at ers",
+ ": âĢ¦",
+ "ter ra",
+ "subli me",
+ "stu d",
+ "y mca",
+ "mr u",
+ "duter te",
+ "bren nan",
+ "bul b",
+ "mel o",
+ "yl on",
+ "hack er",
+ "c red",
+ "gu d",
+ "as an",
+ "pad illa",
+ "embroide red",
+ "vietnam ese",
+ "pione ers",
+ "projec tion",
+ "re boot",
+ "id c",
+ "an ey",
+ "pri mer",
+ "suff ers",
+ "win ding",
+ "p on",
+ "sto day",
+ "mor n",
+ "u ch",
+ "all in",
+ "adid as",
+ "eliza beth",
+ "tu ck",
+ "o graphy",
+ "ðŁļ Ģ",
+ "be g",
+ "os borne",
+ "ghet to",
+ "r h",
+ "cn n",
+ "ir ma",
+ "ma kin",
+ "cab les",
+ "mur ders",
+ "oc ks",
+ "inst a",
+ "al as",
+ "si k",
+ "cu ff",
+ "la re",
+ "foo dies",
+ "o vic",
+ "at om",
+ "geome tric",
+ "em pathy",
+ "ภµ",
+ "cent enary",
+ "newsp apers",
+ "administr ative",
+ "ðŁİ Ĭ",
+ "sti ve",
+ "contrac tors",
+ "le tt",
+ "tas mania",
+ "awesom eness",
+ "den sity",
+ "ve en",
+ "prince ton",
+ "frequ ently",
+ "re ject",
+ "gh i",
+ "modu lar",
+ "ceram ics",
+ "sh ag",
+ "ki wi",
+ "can vas",
+ "sweat shirt",
+ "an j",
+ "ti mm",
+ "napol i",
+ "il er",
+ "appe als",
+ "hamil ton",
+ "ma yo",
+ "we ave",
+ "arrang ed",
+ "whar f",
+ "occu py",
+ "b vb",
+ "as aki",
+ "ot ter",
+ "nor m",
+ "vi es",
+ "de tox",
+ "tion al",
+ "dere k",
+ "id ad",
+ "ad missions",
+ "constitu ency",
+ "u pper",
+ "woo t",
+ "allo y",
+ "se ve",
+ "lu b",
+ "un comfortable",
+ "ed win",
+ "ab re",
+ "d wight",
+ "ar che",
+ "virtu ally",
+ "sp ol",
+ "pri e",
+ "ai i",
+ "er r",
+ "swit ch",
+ "bar ack",
+ "se ok",
+ "cou l",
+ "wn t",
+ "pou l",
+ "o live",
+ "caffe ine",
+ "cardi ff",
+ "notor ious",
+ "de mp",
+ "ex cess",
+ "bar r",
+ "t ford",
+ "a jay",
+ "bump ed",
+ "my thology",
+ "shel ley",
+ "fal con",
+ "shakespe are",
+ "must angs",
+ "no ted",
+ "bon e",
+ "civil ization",
+ "sy d",
+ "par sons",
+ "un official",
+ "hy ped",
+ "sp ends",
+ "oppo sed",
+ "v ings",
+ "space x",
+ "noti fication",
+ "deci ding",
+ "bio tech",
+ "out si",
+ "sal ah",
+ "! .",
+ "fe d",
+ "ss y",
+ "c ms",
+ "bad gers",
+ "cr o",
+ "ela ine",
+ "n ba",
+ "dy our",
+ "n ant",
+ "honey moon",
+ "climb ed",
+ "conom y",
+ "ath a",
+ "m ell",
+ "ne bula",
+ "nature photography",
+ "juli e",
+ "bm x",
+ "inve sted",
+ "mon o",
+ "lieu tenant",
+ "wat kins",
+ "techn ician",
+ "o se",
+ "ka e",
+ "ì Ľ",
+ "mc queen",
+ "pre ach",
+ "trav eller",
+ "flexi bility",
+ "ze bra",
+ "reta iler",
+ "p ant",
+ "ben der",
+ "brand t",
+ "squ id",
+ "war rant",
+ "veri fied",
+ "cas s",
+ "pier cing",
+ "hon ours",
+ "t ying",
+ "mor ris",
+ "kis sed",
+ "op rah",
+ "panor amic",
+ "me i",
+ "splat oon",
+ "wich ita",
+ "ari as",
+ "gal li",
+ "indy ref",
+ "good times",
+ "athe ist",
+ "confe ssion",
+ "ow ski",
+ "re pping",
+ "ad ditions",
+ "mechan ism",
+ "z im",
+ "j ans",
+ "su f",
+ "cho pped",
+ "beg innings",
+ "vitam ins",
+ "ãħ¤ ãħ¤",
+ "or th",
+ "po les",
+ "ru b",
+ "antarc tica",
+ "indie film",
+ "web cam",
+ "ket ch",
+ "bre tt",
+ "cle ment",
+ "her on",
+ "defe ating",
+ "hydr o",
+ "buc ket",
+ "wand ering",
+ "sid ney",
+ "future of",
+ "b inge",
+ "on ies",
+ "knock out",
+ "administr ator",
+ "syn the",
+ "l ent",
+ "jan i",
+ "bar ley",
+ "premier league",
+ "ner ds",
+ "cr m",
+ "bra s",
+ "bot any",
+ "evol ved",
+ "rot ter",
+ "ro wed",
+ "tum or",
+ "weal thy",
+ "Â Ń",
+ "mon arch",
+ "li shed",
+ "da hl",
+ "ðŁİ ĥ",
+ "bu ch",
+ "ken yan",
+ "Ø §",
+ "red ness",
+ "assemb led",
+ "se mit",
+ "hud der",
+ "shro p",
+ "ran i",
+ "lear ning",
+ "mor y",
+ "iti a",
+ "geo graphic",
+ "worl dof",
+ "f b",
+ "pho sp",
+ "boo gie",
+ "am ped",
+ "? ...",
+ "che w",
+ "dwar f",
+ "ar us",
+ "s sen",
+ "ru sty",
+ "recru its",
+ "h k",
+ "gar de",
+ "app lause",
+ "vol umes",
+ "invol ves",
+ "ta c",
+ "hand bag",
+ "trans late",
+ "ffe l",
+ "se ym",
+ "aqu atic",
+ "trans fer",
+ "zo di",
+ "and r",
+ "acade mia",
+ "cr ater",
+ "te z",
+ "ar se",
+ "adap t",
+ "col oni",
+ "snow man",
+ "mal i",
+ "hang in",
+ "di schar",
+ "oy sters",
+ "pho e",
+ "colon el",
+ "w ba",
+ "hispan ic",
+ "thri ving",
+ "sh y",
+ "ag les",
+ "sales force",
+ "cre me",
+ "so les",
+ "la fayette",
+ "â ī",
+ "ter ia",
+ "ach a",
+ "sp erson",
+ "go go",
+ "car ly",
+ "the ore",
+ "am ore",
+ "vo x",
+ "af t",
+ "ãĤ ¹",
+ "stap le",
+ "mu ffin",
+ "di agram",
+ "ino x",
+ "su stained",
+ "av ent",
+ "me ta",
+ "arbit r",
+ "dec ay",
+ "ado le",
+ "Ð ½",
+ "ec ol",
+ "ph o",
+ "n k",
+ "o cu",
+ "gr anny",
+ "ç a",
+ "luxemb our",
+ "stad t",
+ "alber to",
+ "le vit",
+ "am as",
+ "d x",
+ "or phan",
+ "co bb",
+ "as c",
+ "lo gy",
+ "immen se",
+ "chan ts",
+ "off line",
+ "p ent",
+ "bre x",
+ "w inger",
+ "plan e",
+ "i el",
+ "nichol s",
+ "ca thy",
+ "nar uto",
+ "low ed",
+ "/ //",
+ "ignor ance",
+ "cat astro",
+ "you ts",
+ "sch en",
+ "buil d",
+ "haz i",
+ "s ine",
+ "critical role",
+ "du g",
+ "dete ct",
+ "lo gs",
+ "en amel",
+ "stpatrick sday",
+ "ed die",
+ "co pa",
+ "cigare ttes",
+ "ho ff",
+ "kay a",
+ "la goon",
+ "ra pha",
+ "air borne",
+ "choo se",
+ "puer tor",
+ "ke v",
+ "gui ding",
+ "fro sty",
+ "bor ough",
+ "mir a",
+ "ðŁİ Ĭ",
+ "cade t",
+ "anu sh",
+ "yo gi",
+ "e ger",
+ "fl ing",
+ "slo pe",
+ "nin th",
+ "we ston",
+ "foot wear",
+ "f n",
+ "may weather",
+ "a am",
+ "pla in",
+ "stair case",
+ "witne sses",
+ "work outs",
+ "ro bust",
+ "dex ter",
+ "co hort",
+ "ðŁļ Ĺ",
+ "sp ell",
+ "ha ze",
+ "o om",
+ "organ ising",
+ "wild fire",
+ "cont acts",
+ "av on",
+ "min o",
+ "upd ating",
+ "ðŁį »",
+ "li thium",
+ "ing ual",
+ "k is",
+ "au ga",
+ "lo com",
+ "de duc",
+ "u da",
+ "th ak",
+ "boy le",
+ "mp er",
+ "hot tie",
+ "eri k",
+ "re vised",
+ "is la",
+ "travel photography",
+ "oo za",
+ "en qui",
+ "confe rences",
+ "clo ver",
+ "g room",
+ "cur ves",
+ "live on",
+ "per f",
+ "displac ed",
+ "bo log",
+ "xx xx",
+ "ðŁĺ© ðŁĺ©",
+ "te al",
+ "ve ssels",
+ "rain forest",
+ "cal ci",
+ "pan ther",
+ "gira ffe",
+ "ta sted",
+ "imag ery",
+ "pad res",
+ "day time",
+ "bas s",
+ "ri pe",
+ "opio id",
+ "nu e",
+ "vin yl",
+ "invent or",
+ "sen s",
+ "process or",
+ "mu t",
+ "gad gets",
+ "bibl ical",
+ "shann on",
+ "jacqu eline",
+ "car y",
+ "the resistance",
+ "ali en",
+ "n vi",
+ "co sy",
+ "bi har",
+ "fo ley",
+ "ren d",
+ "mu gs",
+ "fa ken",
+ "cl one",
+ "ni allo",
+ "gra bbed",
+ "chi hu",
+ "power house",
+ "n tt",
+ "chero kee",
+ "spon ge",
+ "imple menting",
+ "rh ine",
+ "le one",
+ "ðŁį Ģ",
+ "pret tiest",
+ "infra red",
+ "impro v",
+ "swit ched",
+ "tu bes",
+ "con tr",
+ "bl k",
+ "projec ted",
+ "be aver",
+ "yo t",
+ "bbcra dio",
+ "thi gh",
+ "per secu",
+ "apologi ze",
+ "w ack",
+ "po ster",
+ "oli ver",
+ "az a",
+ "lou d",
+ "( ?)",
+ "f the",
+ "women shi",
+ "spar row",
+ "blu sh",
+ "us able",
+ "sc ales",
+ "it ative",
+ "peu ge",
+ "ne eding",
+ "legg ings",
+ "glam orous",
+ "mat ur",
+ "c z",
+ "wat t",
+ "da b",
+ "tam ar",
+ "et sym",
+ "bau er",
+ "heart felt",
+ "h n",
+ "else where",
+ "bir ch",
+ "alu mini",
+ "hu ck",
+ "e me",
+ "j l",
+ "traf ford",
+ "d z",
+ "por tions",
+ "ana sta",
+ "arthr itis",
+ "esp n",
+ "ber gen",
+ "viol ation",
+ "yo shi",
+ "c z",
+ "northumber land",
+ "clo sures",
+ "ðŁĩ¯ ðŁĩ",
+ "smi ley",
+ "r w",
+ "tel ugu",
+ "inten si",
+ "gre gg",
+ "ve ga",
+ "dun geon",
+ "south bound",
+ "ba il",
+ "domin ican",
+ "semi final",
+ "chap ters",
+ "h itch",
+ "van ity",
+ "trans iti",
+ "recomm ends",
+ "sati sf",
+ "bar ca",
+ "queen s",
+ "( (",
+ "de struc",
+ "stra it",
+ "ra vi",
+ "dess erts",
+ "in tru",
+ "har am",
+ "k os",
+ "fo e",
+ "fat ty",
+ "pais ley",
+ "magn itude",
+ "dri dge",
+ "com ey",
+ "schem es",
+ "vision ary",
+ "our t",
+ "down loaded",
+ "ðŁĻĮ ðŁı½",
+ "gd pr",
+ "lan i",
+ "p wc",
+ "gu ad",
+ "nic est",
+ "stake holders",
+ "re ferred",
+ "george town",
+ "arvind kejriwal",
+ "schnei der",
+ "in doors",
+ "all star",
+ "strand ed",
+ "gen der",
+ "ze pp",
+ "ma sses",
+ "ðŁIJ ±",
+ "pati ently",
+ "bl dg",
+ "z ab",
+ "we arab",
+ "vi vid",
+ "he ck",
+ "d ella",
+ "sy mb",
+ "je opar",
+ "la ger",
+ "à ª",
+ "comb ines",
+ "ne c",
+ "br ay",
+ "flo p",
+ "tx wx",
+ "jo ys",
+ "pon t",
+ "pro found",
+ "sur round",
+ "mad hu",
+ "ma ble",
+ "ay r",
+ "te as",
+ "n sa",
+ "open ly",
+ "er nest",
+ "ãĥ ©",
+ "to po",
+ "g na",
+ "anti oxid",
+ "ti an",
+ "e tr",
+ "c ello",
+ "ma thi",
+ "gener osity",
+ "b iting",
+ "man ic",
+ "kel sey",
+ "chee ks",
+ "ten der",
+ "w th",
+ "pron oun",
+ "ultimat ely",
+ "gu sta",
+ "ari anag",
+ "ger ry",
+ "ble ed",
+ "red dy",
+ "mic h",
+ "mitsubi shi",
+ "oper ated",
+ "sex ually",
+ "ma u",
+ "cl lr",
+ "vi ds",
+ "co c",
+ "mel ted",
+ "ðŁĮ Ī",
+ "q ld",
+ "ite ch",
+ "instru mental",
+ "end game",
+ "ðŁĵ ĸ",
+ "ener gi",
+ "brow nie",
+ "tam il",
+ "at in",
+ "domin ated",
+ "pra ises",
+ "fire place",
+ "sens ational",
+ "men a",
+ "k arti",
+ "un prece",
+ "ru pt",
+ "ori ental",
+ "mc cor",
+ "tour naments",
+ "scen ter",
+ "re eves",
+ "prescri ption",
+ "sam e",
+ "fra u",
+ "tru ffle",
+ "em bo",
+ "roman s",
+ "bla sts",
+ "techno logical",
+ "pr at",
+ "b sb",
+ "y ar",
+ "tren dy",
+ "ac l",
+ "al ad",
+ "ðŁį ģ",
+ "o hh",
+ "bankrup t",
+ "tho ven",
+ "regar ds",
+ "is er",
+ "war wick",
+ "vine yards",
+ "real m",
+ "niallo fficial",
+ "do ta",
+ "ge mini",
+ "to do",
+ "v able",
+ "¨ ¨",
+ "la u",
+ "wre ath",
+ "ju ve",
+ "nat asha",
+ "le ver",
+ "lor i",
+ "hor ser",
+ "cc tv",
+ "air bnb",
+ "es anders",
+ "sin clair",
+ "ema biggest",
+ "high school",
+ "con test",
+ "optimi stic",
+ "t te",
+ "ðŁĴķ ðŁĴķ",
+ "ss d",
+ "ye e",
+ "hel ena",
+ "con sen",
+ "ric ks",
+ "jes se",
+ "an ic",
+ "ðŁİ ¯",
+ "re acts",
+ "ro be",
+ "independ ence",
+ "vol tage",
+ "m ington",
+ "s ant",
+ "à¸Ļ à¸",
+ "-------- --------",
+ "sentin el",
+ "ke tt",
+ "rehear sing",
+ "aaaa aaaa",
+ "sof the",
+ "stir ling",
+ "sear ch",
+ "wi gan",
+ "stand out",
+ "sna il",
+ "pent agon",
+ "Ä ģ",
+ "ch lor",
+ "cru st",
+ "net any",
+ "chemi st",
+ "disapp eared",
+ "ric ardo",
+ "sp iders",
+ "bo se",
+ "war ren",
+ "me ssing",
+ "bann ers",
+ "gu el",
+ "par ach",
+ "ma id",
+ "coun ted",
+ "epi le",
+ "bon fire",
+ "speech less",
+ "se tter",
+ "meas ured",
+ "rejec ts",
+ "nik ki",
+ "le ster",
+ "foren sic",
+ "fab rics",
+ "alo ha",
+ "pre served",
+ "wat ford",
+ "deta iling",
+ "dar th",
+ "bo u",
+ "car ly",
+ "... '",
+ "tail gate",
+ "noti fications",
+ "å ¤",
+ "pas sive",
+ "trous ers",
+ "balo ch",
+ "ro ther",
+ "typic ally",
+ "Ã ¥",
+ "sp it",
+ "wi z",
+ "sic ily",
+ "technic ally",
+ "ex pose",
+ "st age",
+ "hu bb",
+ "cre am",
+ "cap s",
+ "po ke",
+ "sle ek",
+ "ju ne",
+ "tempor arily",
+ "de z",
+ "awak ens",
+ "l ame",
+ "_ -",
+ "ji ha",
+ "tues days",
+ "advis ed",
+ "advis ors",
+ "exi sted",
+ "dis agree",
+ "news room",
+ "lo sers",
+ "world tour",
+ "dr ying",
+ "al di",
+ "har ness",
+ "foot print",
+ "hobb it",
+ "p mln",
+ "i ro",
+ "que red",
+ "asse ss",
+ "gaz e",
+ "sa b",
+ "th ian",
+ "í Ĭ",
+ "ti f",
+ "ob serve",
+ "ev il",
+ "dra wer",
+ "swee p",
+ "cor y",
+ "co dy",
+ "kyo to",
+ "cal lum",
+ "n inj",
+ "lau rent",
+ "be i",
+ "sket ching",
+ "custom ized",
+ "du r",
+ "regre ts",
+ "knox ville",
+ "ìķ Ħ",
+ "mess aging",
+ "grac ie",
+ "abun dance",
+ "bi dding",
+ "bre wed",
+ "fl ouri",
+ "therapeu tic",
+ "alt itude",
+ "ho gs",
+ "bur ner",
+ "elec tro",
+ "wonder fully",
+ "he ater",
+ "post pon",
+ "li very",
+ "r all",
+ "ad as",
+ "a ac",
+ "sau l",
+ "brook lyn",
+ "play house",
+ "âĻ¥âĻ¥ âĻ¥",
+ "char itable",
+ "in y",
+ "z ah",
+ "compet itions",
+ "be av",
+ "plu gged",
+ "o is",
+ "do om",
+ "astron om",
+ "speci alized",
+ "max i",
+ "ta ps",
+ "cellu lar",
+ "depre ssed",
+ "folklore thursday",
+ "cri b",
+ "e mul",
+ "ë° ©",
+ "fi gh",
+ "ru z",
+ "car lisle",
+ "spe ar",
+ "side walk",
+ "de i",
+ "depend ent",
+ "lac es",
+ "nh s",
+ "ðŁĮ Ļ",
+ "reali zing",
+ "net work",
+ "ric he",
+ "re gin",
+ "re fresh",
+ "st ral",
+ "pa thology",
+ "pla id",
+ "psyched elic",
+ "hin d",
+ "u ka",
+ "algori thm",
+ "lin king",
+ "progre ssi",
+ "fe y",
+ "d ade",
+ "hydr ated",
+ "b ant",
+ "fam ed",
+ "cot sw",
+ "bo ise",
+ "as c",
+ "rac ing",
+ "ja vier",
+ "ww en",
+ "mar lins",
+ "poo p",
+ "swe pt",
+ "toni ghts",
+ "we f",
+ "ani me",
+ "slo vak",
+ "âŀĸ âŀĸ",
+ "cla us",
+ "lem me",
+ "cli ppers",
+ "re ls",
+ "arianag rande",
+ "r te",
+ "ko t",
+ "thal apathy",
+ "hungar ian",
+ "zu ma",
+ "y von",
+ "is u",
+ "jour neys",
+ "clin ics",
+ "be be",
+ "ww f",
+ "n ws",
+ "super heroes",
+ "er it",
+ "sle ague",
+ "identi fication",
+ "mo tto",
+ "ba i",
+ "sour ced",
+ "ill er",
+ "ap i",
+ "pri se",
+ "unprece dented",
+ "dam as",
+ "tuni sia",
+ "dra in",
+ "undere stim",
+ "e ther",
+ "quarter ly",
+ "rewar ding",
+ "al ham",
+ "wolver ine",
+ "cab ine",
+ "hyp no",
+ "nad ine",
+ "hav ana",
+ "da e",
+ "ðŁĵ Ī",
+ "dr on",
+ "read ings",
+ "b ati",
+ "pic o",
+ "mer ci",
+ "iti an",
+ "wal kers",
+ "el ope",
+ "mi key",
+ "god zilla",
+ "bur lington",
+ "abu ja",
+ "social ism",
+ "at ility",
+ "sh ell",
+ "harry potter",
+ "g no",
+ "ab ur",
+ "re leg",
+ "fel ici",
+ "ro gen",
+ "neuro science",
+ "inst in",
+ "ath am",
+ "vou chers",
+ "j arre",
+ "fu se",
+ "def ici",
+ "monte rey",
+ "de port",
+ "mid day",
+ "pp ard",
+ "fre ed",
+ "ame ter",
+ "wil t",
+ "n ingham",
+ "pr att",
+ "liber ty",
+ "slo gan",
+ "o to",
+ "pr i",
+ "co ated",
+ "c pd",
+ "ne tt",
+ "il las",
+ "mal awi",
+ "evol ve",
+ "accessi bility",
+ "ðŁĶ¥ðŁĶ¥ ðŁĶ¥ðŁĶ¥",
+ "or nament",
+ "b p",
+ "el is",
+ "son line",
+ "chi ro",
+ "fl ick",
+ "ib m",
+ "ar ak",
+ "en ables",
+ "gar land",
+ "san e",
+ "cu ties",
+ "tri p",
+ "rotter dam",
+ "n ys",
+ "lam ps",
+ "lu cas",
+ "bo g",
+ "ra ils",
+ "travel led",
+ "hic ks",
+ "en u",
+ "sab ha",
+ "scru b",
+ "hi er",
+ "hart ford",
+ "fo o",
+ "fer nandez",
+ "tre vor",
+ "mat tress",
+ "appo intments",
+ "ale j",
+ "fe i",
+ "o logist",
+ "saf ar",
+ "oc ta",
+ "sr c",
+ "sha un",
+ "ambi ent",
+ "dri c",
+ "bi ker",
+ "she e",
+ "must ache",
+ "h ta",
+ "bo one",
+ "her ty",
+ "car dio",
+ "bra kes",
+ "rec ital",
+ "consi sts",
+ "overwhel med",
+ "cau l",
+ "robb ins",
+ "im it",
+ "al th",
+ "ur l",
+ "bi bli",
+ "on ne",
+ "black livesmatter",
+ "diffic ulties",
+ "tel ang",
+ "tall er",
+ "ðŁĵ Ĩ",
+ "deb ating",
+ "bur rito",
+ "mo vember",
+ "strength ening",
+ "bo e",
+ "te stam",
+ "mirac les",
+ "base ball",
+ "re nee",
+ "ðŁijī ðŁı»",
+ "al fa",
+ "âĺ ĺ",
+ "unstopp able",
+ "ec s",
+ "g mo",
+ "giftide as",
+ "path way",
+ "fen cing",
+ "ðŁİ ¤",
+ "b ham",
+ "ra s",
+ "sk o",
+ "d led",
+ "thel ast",
+ "magn um",
+ "bin ary",
+ "wil de",
+ "wil der",
+ "wh ati",
+ "barbe cue",
+ "h ism",
+ "can oe",
+ "kur di",
+ "eli ve",
+ "advant ages",
+ "mad ame",
+ "bi er",
+ "mis sing",
+ "enter tain",
+ "air force",
+ "y ama",
+ "c is",
+ "hash tags",
+ "j is",
+ "ve il",
+ "dream y",
+ "ten se",
+ "may ward",
+ "ch ateau",
+ "hunt ington",
+ "âļ ĵ",
+ "v all",
+ "up on",
+ "bl ouse",
+ "dun es",
+ "ðŁĺ ´",
+ "fert ility",
+ "m ole",
+ "curren cies",
+ "st u",
+ "ber lin",
+ "toa sted",
+ "div as",
+ "wal t",
+ "lar k",
+ "por a",
+ "hit ter",
+ "um er",
+ "chil led",
+ "bal ancing",
+ "fa is",
+ "y in",
+ "or tiz",
+ "east enders",
+ "h ate",
+ "ur al",
+ "ap ril",
+ "tim el",
+ "à ±",
+ "per o",
+ "sto cked",
+ "respec ts",
+ "th t",
+ "best friends",
+ "giving tuesday",
+ "be ad",
+ "inv ent",
+ "im i",
+ "nap les",
+ "comb ining",
+ "tok ens",
+ "thir st",
+ "ma sc",
+ "par rot",
+ "sp u",
+ "dent on",
+ "* -*",
+ "t res",
+ "subur ban",
+ "wid th",
+ "si ve",
+ "con tender",
+ "siri us",
+ "lo k",
+ "troop ers",
+ "outra ge",
+ "tur bo",
+ "frag ile",
+ "me ssed",
+ "do h",
+ "disc ord",
+ "netany ahu",
+ "re sign",
+ "forgi veness",
+ "mo han",
+ "mun ch",
+ "cam ou",
+ "identi fying",
+ "enab ling",
+ "hot ter",
+ "thorn ton",
+ "jai pur",
+ "ar ya",
+ "ðŁı» âĢįâĻĢï¸ı",
+ "mu staf",
+ "maj ors",
+ "o ke",
+ "du ffy",
+ "roh ing",
+ "til t",
+ "ðŁĩ®ðŁĩ ³",
+ "rock star",
+ "she ep",
+ "hend rix",
+ "ra v",
+ "in vention",
+ "do u",
+ "lagun a",
+ "gru mpy",
+ "sw is",
+ "im pe",
+ ") '",
+ "you ths",
+ "bun ker",
+ "st ache",
+ "oppo se",
+ "indi es",
+ "acceler ate",
+ "ml p",
+ "ed en",
+ "w ann",
+ "k ail",
+ "akshay kumar",
+ "su pt",
+ "pol ym",
+ "midd leton",
+ "extra ordin",
+ "wil son",
+ "australi an",
+ "alumini um",
+ "way ne",
+ "alum nus",
+ "mat ics",
+ "gri m",
+ "er nie",
+ "opp a",
+ "competit ors",
+ "rand all",
+ "h ence",
+ "decla res",
+ "pre aching",
+ "sha he",
+ "can e",
+ "sustain able",
+ "stap les",
+ "le dge",
+ "ad ena",
+ "doctor al",
+ "bur gundy",
+ "decor ate",
+ "ren dered",
+ "ri sen",
+ "pr ank",
+ "di or",
+ "bee thoven",
+ "flo or",
+ "ac com",
+ "to t",
+ "ho dg",
+ "touri sm",
+ "say in",
+ "objec tive",
+ "mar kers",
+ "premi ership",
+ "en abled",
+ "camou fla",
+ "gi ant",
+ "Ñ ģ",
+ "smo key",
+ "ric ket",
+ "pan g",
+ "de pending",
+ "s ation",
+ "evol ving",
+ "inter cep",
+ "cen sus",
+ "tof the",
+ "re en",
+ "mendo za",
+ "trum pet",
+ "marke ters",
+ "an it",
+ "ðŁĻ Ĭ",
+ "north western",
+ "v la",
+ "foto gra",
+ "blackand white",
+ "che wan",
+ "wi g",
+ "tro om",
+ "ginger bread",
+ "k n",
+ "ro mero",
+ "n fc",
+ "or chi",
+ "fun ko",
+ "sour ce",
+ "f s",
+ "ra ped",
+ "o st",
+ "tar ot",
+ "ann ually",
+ "ðŁĺ ¬",
+ "r ill",
+ "del av",
+ ".. !!",
+ "se s",
+ "can n",
+ "medic are",
+ "ph el",
+ "ape x",
+ "guardi an",
+ "rema ined",
+ "r pm",
+ "a ñ",
+ "story month",
+ "instag ood",
+ "neighb our",
+ "p ing",
+ "sem ite",
+ "my stic",
+ "as cot",
+ "mat er",
+ "hand ful",
+ "dang ers",
+ "ti d",
+ "ana heim",
+ "opol y",
+ "sh allow",
+ "nami bia",
+ "tor ia",
+ "procu rement",
+ "big bang",
+ "announ cements",
+ "prosecu tor",
+ "beng als",
+ "sal le",
+ "en roll",
+ "ga stro",
+ "sugge stion",
+ "ba k",
+ "ha ul",
+ "budd hism",
+ "berni esanders",
+ "flu te",
+ "fati gue",
+ "cyn thia",
+ "cho i",
+ "ir win",
+ "gu a",
+ "str ous",
+ "h p",
+ "ba p",
+ "satisf ying",
+ "play a",
+ "ðŁİ ¼",
+ "inst ap",
+ "al ice",
+ "t p",
+ "irri gation",
+ "ðŁĩ¬ðŁĩ §",
+ "in tric",
+ "clu es",
+ "ple x",
+ "sa x",
+ "he pat",
+ "dump ed",
+ "signific ance",
+ "by u",
+ "medic ation",
+ "pro v",
+ "tough est",
+ "corn ish",
+ "âŀ ľ",
+ "kel ley",
+ "u v",
+ "si zz",
+ "si bling",
+ "me st",
+ "di stor",
+ "diplom atic",
+ "aun tie",
+ "b hat",
+ "son ic",
+ "bren da",
+ "pump kins",
+ "ro ch",
+ "black burn",
+ "ur ged",
+ "shi a",
+ "arrange ments",
+ "floo d",
+ "sa unders",
+ "lec turer",
+ "nou ri",
+ "popul ations",
+ "diplom acy",
+ "consist ently",
+ "ðŁ¤ Ļ",
+ "t mund",
+ "cauli flower",
+ "l ily",
+ "vocab ulary",
+ "vari eties",
+ "coo ker",
+ "up town",
+ "qu ent",
+ "mo sa",
+ "re inde",
+ "velo city",
+ "spru ce",
+ "social medi",
+ "i ber",
+ "volun tary",
+ "proce ssed",
+ "bal tic",
+ "y ang",
+ "leban ese",
+ "d p",
+ "dol ly",
+ "arrange ment",
+ "y uri",
+ "cran berry",
+ "kal yan",
+ "elev ation",
+ "cli ff",
+ "pu shes",
+ "ìĬ ¤",
+ "sil ic",
+ "co wx",
+ "eter nity",
+ "sla ves",
+ "vine gar",
+ "glou cester",
+ "con tained",
+ "breaking news",
+ "aga inst",
+ "renov ated",
+ "norm andy",
+ "hero in",
+ "ys m",
+ "mo ds",
+ "gre ek",
+ "un di",
+ "tren ch",
+ "v h",
+ "encoura ges",
+ "head ache",
+ "gr ange",
+ ": '",
+ "ever green",
+ "Ù Ĭ",
+ "reck on",
+ "ab used",
+ "th ru",
+ "cho ice",
+ "ti dy",
+ "col der",
+ "scho ice",
+ "ha in",
+ "bru m",
+ "li ars",
+ "bre it",
+ "yor ker",
+ "sh ack",
+ "he idi",
+ "micha els",
+ "sco pic",
+ "fasci st",
+ "play ful",
+ "ca c",
+ "yas ss",
+ "sh ad",
+ ".. ?",
+ "qu en",
+ "ram irez",
+ "clif ton",
+ "pr s",
+ "best fan",
+ "âģ ł",
+ "gener ating",
+ "head set",
+ "disappo intment",
+ "abstr act",
+ "bo iled",
+ "paren thood",
+ "azerbai jan",
+ "exhib iting",
+ "bom bay",
+ "oli vier",
+ "ko so",
+ "un lea",
+ "mat ernity",
+ "iz er",
+ "si ves",
+ "r hu",
+ "col l",
+ "saskat chewan",
+ "fre akin",
+ "de k",
+ "na g",
+ "stab ili",
+ "ðŁį ķ",
+ "organi zer",
+ "bo sses",
+ "ar u",
+ "u va",
+ "at able",
+ "ta un",
+ "after wards",
+ "fert ili",
+ "ver ge",
+ "az i",
+ "mor ph",
+ "๠ģà¸",
+ "jer k",
+ "cosme tic",
+ "ko w",
+ "stru st",
+ "ap ache",
+ "post cards",
+ "for mul",
+ "ì ĭ",
+ "spin al",
+ "jack pot",
+ "elec tri",
+ "Ã Ń",
+ "lo y",
+ "gra der",
+ "diab lo",
+ "ar di",
+ "he sit",
+ "f w",
+ "arch ery",
+ "pa sh",
+ "the ories",
+ "repe al",
+ "re live",
+ "per cy",
+ "âĺ Ĩ",
+ "im in",
+ "syn chron",
+ "sham poo",
+ "coup ons",
+ "o to",
+ "la i",
+ "thou ght",
+ "luxembour g",
+ "mo v",
+ "ðŁĺ ¥",
+ "ge mma",
+ "se ated",
+ "m ga",
+ "strat ford",
+ "un certainty",
+ "shi fts",
+ "est o",
+ "fo ol",
+ "fire arms",
+ "cor rie",
+ "ki ki",
+ "appa rent",
+ "p ills",
+ "olym pia",
+ "fi d",
+ "elev ated",
+ "de cks",
+ "ignor ing",
+ "av alan",
+ "ro v",
+ "whist le",
+ "p tsd",
+ "milit ants",
+ "robo tic",
+ "pac ers",
+ "quil t",
+ "bankrupt cy",
+ "lic h",
+ "per cussion",
+ "celebr ity",
+ "al s",
+ "( ;",
+ "su t",
+ "pokemon go",
+ "h g",
+ "off s",
+ "gibr altar",
+ "scre ams",
+ "billi e",
+ "gen ome",
+ "mar in",
+ "be ams",
+ "arch bishop",
+ "em in",
+ "bedro oms",
+ "g ated",
+ "ol ly",
+ "warran ty",
+ "at own",
+ "cudd les",
+ "gun na",
+ "k ic",
+ "vi ve",
+ "cy mru",
+ "nar row",
+ "pro b",
+ "le o",
+ "refe rences",
+ "manufac tured",
+ "cho pper",
+ "brun swick",
+ "sem is",
+ "don ia",
+ "r ye",
+ "man o",
+ "hur ting",
+ "? #",
+ "hol li",
+ "investig ations",
+ "c els",
+ "ðŁĵ ŀ",
+ "le ster",
+ "temp les",
+ "sto rey",
+ "mc mahon",
+ "toi lets",
+ "wo of",
+ "ï¸ İ",
+ "le verage",
+ "at om",
+ "night mares",
+ "victor ious",
+ "haun ting",
+ "custom er",
+ "ag i",
+ "yo ongi",
+ "mon ty",
+ "ver onica",
+ "w ur",
+ "inti mid",
+ "blan kets",
+ "volu tion",
+ "j m",
+ "âĺ İ",
+ "am on",
+ "jud ith",
+ "ðŁĺİ ðŁĺİ",
+ "distr acted",
+ "dri p",
+ "hurric ane",
+ "and es",
+ "revel ation",
+ "tro op",
+ "ab leg",
+ "col lin",
+ "tibet an",
+ "wor rying",
+ "inter nationally",
+ "eat er",
+ "camero on",
+ "brad or",
+ "y uk",
+ "ðŁĴĹ ðŁĴĹ",
+ "tra k",
+ "slo pes",
+ "ci er",
+ "ne a",
+ "ol er",
+ "ta ka",
+ "albi on",
+ "volcan ic",
+ "am n",
+ "a fi",
+ "ob stac",
+ "face time",
+ "ger ing",
+ "n pr",
+ "metall ica",
+ "organ ic",
+ "ðŁĴ ¡",
+ "ki dd",
+ "d ances",
+ "pemb ro",
+ "wash er",
+ "m its",
+ "om er",
+ "emo tionally",
+ "tan go",
+ "ip o",
+ "do cks",
+ "scan ning",
+ "spec s",
+ "tho m",
+ "the ology",
+ "emer gen",
+ "om i",
+ "g pa",
+ "selec tions",
+ "un necessary",
+ "ima ge",
+ "ter s",
+ "induc ed",
+ "gi gan",
+ "rent als",
+ "supp lied",
+ "m fa",
+ "shan kar",
+ "lat er",
+ "pa jam",
+ "cla ve",
+ "Ù ģ",
+ "ma hin",
+ "carl son",
+ "avi an",
+ "ano va",
+ "kati e",
+ "aj ith",
+ "design ated",
+ "chocol ates",
+ "investig ators",
+ "gla zed",
+ "prin cess",
+ "er ry",
+ "ra gn",
+ "ou rable",
+ "hr u",
+ "sun dance",
+ "peuge ot",
+ "steam punk",
+ "gh lin",
+ "gre ase",
+ "hi res",
+ "z ap",
+ "per ce",
+ "j ill",
+ "tom e",
+ "he hehe",
+ "joy ful",
+ "mae stro",
+ "ni shed",
+ "gene alo",
+ "v ich",
+ "p its",
+ "fox es",
+ "good man",
+ "emer son",
+ "lo bes",
+ "con verse",
+ "o ats",
+ "thom son",
+ "ra him",
+ "mal ware",
+ "ah i",
+ "man kind",
+ "re sin",
+ "im g",
+ "sw ood",
+ "kin der",
+ "sc roll",
+ "ar a",
+ "sak ura",
+ "ro bbed",
+ "xi on",
+ "ny a",
+ "c ism",
+ "ce dar",
+ "be in",
+ "mour ning",
+ "tor to",
+ "heath row",
+ "done gal",
+ "bar b",
+ "hydr ation",
+ "k or",
+ "elim ination",
+ "su pdates",
+ "hill s",
+ "appe ti",
+ "star red",
+ "ko m",
+ "gw en",
+ "dd d",
+ "cra y",
+ "sc anner",
+ "personal ised",
+ "seren ity",
+ "re design",
+ "meta ph",
+ "box ed",
+ "judg ment",
+ "no se",
+ "ë ¹",
+ "er ad",
+ "ac ne",
+ "supp liers",
+ "ener getic",
+ "v om",
+ "as ap",
+ "ðŁĶ ¸",
+ "ir vine",
+ "hat ch",
+ "la ss",
+ "ad ren",
+ "waff les",
+ "accur ately",
+ "ici o",
+ "itt le",
+ "se un",
+ "occup y",
+ "web cam",
+ "thene w",
+ "ent es",
+ "ga i",
+ "j w",
+ "accoun table",
+ "vis or",
+ "ir rit",
+ "licen sing",
+ "hudder sfield",
+ "gen ie",
+ "ðŁİ ¾",
+ "atmo spheric",
+ "ten sions",
+ "spart an",
+ "clif ford",
+ "ol an",
+ "north bound",
+ "ame en",
+ "cen sor",
+ "u el",
+ "ster y",
+ "$ $",
+ "far rell",
+ "hy ster",
+ "cl t",
+ "se dan",
+ "rep lied",
+ "descri bing",
+ "micro wave",
+ "sla b",
+ "pro sp",
+ "assi sting",
+ "ru bio",
+ "e than",
+ "hh hhh",
+ "gu ay",
+ "z man",
+ "ra ise",
+ "roll ing",
+ "o e",
+ "n ile",
+ "ambro se",
+ "scar borough",
+ "hero ic",
+ "coo ks",
+ "mor t",
+ "chop ra",
+ "ðŁĮ ·",
+ "to b",
+ "shav ing",
+ "stac ey",
+ "dor m",
+ "motor sports",
+ "wi ki",
+ "fol ds",
+ "sp iced",
+ "stress ful",
+ "liter al",
+ "fu dge",
+ "pe ggy",
+ "wa ite",
+ "tre sses",
+ "se sh",
+ "pr ic",
+ "ðŁİ ħ",
+ "fri ght",
+ "r va",
+ "mumb ai",
+ "po m",
+ "tt v",
+ "cel lar",
+ "tom e",
+ "andro id",
+ "dor is",
+ "tsun ami",
+ "tin der",
+ "o ec",
+ "m wc",
+ "dor tmund",
+ "no thin",
+ "l iti",
+ "so u",
+ "believe in",
+ "at u",
+ "kno cks",
+ "mag ni",
+ "ss sss",
+ "ro hit",
+ "ine ws",
+ "ang i",
+ "m andy",
+ "ke ttle",
+ "intermedi ate",
+ "av ant",
+ "cur l",
+ "endor sed",
+ "ori o",
+ "ur t",
+ "consider ation",
+ "wi res",
+ "shel ters",
+ "b ino",
+ "vik ram",
+ "imple mented",
+ "ly dia",
+ "bu k",
+ "paro dy",
+ "c news",
+ "under graduate",
+ "canu cks",
+ "sam i",
+ "polit ically",
+ "ro tten",
+ "gh z",
+ "tex tiles",
+ "over load",
+ "moder ni",
+ "recre ational",
+ "fli r",
+ "bat on",
+ "typo graphy",
+ "ov ation",
+ "intrigu ing",
+ "pilgri mage",
+ "al ge",
+ "ad ays",
+ "tcm party",
+ "sp elled",
+ "cur ls",
+ "boo ze",
+ "ste m",
+ "ann es",
+ "ir ls",
+ "spon ge",
+ "sho pper",
+ "sig nation",
+ "bra ss",
+ "mi stress",
+ "le ah",
+ "beg inner",
+ "lau derdale",
+ "augu st",
+ "pre school",
+ "ta ping",
+ "tai pei",
+ "execu tives",
+ "b d",
+ "rhe tor",
+ "esc or",
+ "immun o",
+ "deeplear ning",
+ "stat ues",
+ "it us",
+ "manu script",
+ "ly ric",
+ "cor vette",
+ "mol ly",
+ "la ge",
+ "de p",
+ "cn bc",
+ "le st",
+ "je ssi",
+ "fi fe",
+ "griff ith",
+ "oppo sing",
+ "ran g",
+ "dr ills",
+ "respec tful",
+ "p ity",
+ "d ell",
+ "har ding",
+ "play boy",
+ "blo ke",
+ "shut out",
+ "k ili",
+ "o sp",
+ "se attle",
+ "bc poli",
+ "mis es",
+ "journ als",
+ "team ing",
+ "es ther",
+ "fre ddy",
+ "Ķ ï¸ı",
+ "metr ics",
+ "no tre",
+ "gar ry",
+ "for ty",
+ "navi gate",
+ "perio ds",
+ "bened ic",
+ "j id",
+ "da w",
+ "ance stors",
+ "restor ing",
+ "con g",
+ "aller gy",
+ "tit anium",
+ "c ence",
+ "lean ing",
+ "ab bas",
+ "v ast",
+ "uc f",
+ "roof ing",
+ "e man",
+ "seve rely",
+ "vo gue",
+ "ve au",
+ "in bound",
+ "d z",
+ "tane ously",
+ "stret ching",
+ "man chester",
+ "dr yer",
+ "dav is",
+ "kan th",
+ "the game",
+ "it ted",
+ "re tain",
+ "el les",
+ "conge stion",
+ "frat ernity",
+ "ol lie",
+ "lo ki",
+ "fre ely",
+ "cho o",
+ "pon y",
+ "sc ep",
+ "tab ly",
+ "bal t",
+ "rock n",
+ "di me",
+ "lo gging",
+ "ðŁį ·",
+ "ad u",
+ "ha voc",
+ "water ford",
+ "char is",
+ "swee tie",
+ "run ning",
+ "ner d",
+ "erdo gan",
+ "z ara",
+ "weigh ing",
+ "fif ty",
+ "pre cise",
+ "low ell",
+ "kurdi stan",
+ "r yo",
+ "or th",
+ "syn th",
+ "lin ers",
+ "phenomen on",
+ "art illery",
+ "il legally",
+ "constru ct",
+ "nostal gic",
+ "gar th",
+ "al ta",
+ "shel ton",
+ "a sean",
+ "w ander",
+ "dur ban",
+ "di versi",
+ "bon o",
+ "cl on",
+ "le man",
+ "sh un",
+ "obstac les",
+ "appet ite",
+ "fe eder",
+ "respir atory",
+ "di xie",
+ "formu la",
+ "an to",
+ "so ber",
+ "extin ct",
+ "au c",
+ "ing les",
+ "legitim ate",
+ "; ;",
+ "min nie",
+ "ipsw ich",
+ "dram atically",
+ "ðŁijı ðŁı¼",
+ "ingh am",
+ "milit ary",
+ "mon et",
+ "us navy",
+ "for k",
+ "dun no",
+ "play er",
+ "q otd",
+ "st oo",
+ "ex or",
+ "ethiop ian",
+ "film fest",
+ "pe red",
+ "c ate",
+ "sau di",
+ "in ner",
+ "sin cere",
+ "tion ality",
+ "ale e",
+ "de eds",
+ "cooper ative",
+ "ir onic",
+ "cro cod",
+ "br ary",
+ "post season",
+ "cam per",
+ "can ary",
+ "e in",
+ "exten sions",
+ "nb d",
+ "sher wood",
+ "spo kane",
+ "hu mp",
+ "jit su",
+ "ê ¹",
+ "dar yl",
+ "p si",
+ "stab bed",
+ "offer ings",
+ "expe cts",
+ "cav al",
+ "body building",
+ "fr aming",
+ "f ca",
+ "ye arly",
+ "bom bed",
+ "sk il",
+ "resear ching",
+ "jud iciary",
+ "gree ted",
+ "tu dor",
+ "mil o",
+ "innov ate",
+ "ðŁĺ Ľ",
+ "r hs",
+ "ru by",
+ "contribu tor",
+ "fam er",
+ "soci ally",
+ "m lin",
+ "fi ery",
+ "ut ter",
+ "beau t",
+ "it os",
+ "de voted",
+ "rain bow",
+ "bar ney",
+ "pe ren",
+ "ar jun",
+ "r na",
+ "gab by",
+ "ut i",
+ "hann ity",
+ "pick le",
+ "ser v",
+ "qu akes",
+ "pp e",
+ "fe m",
+ "wh itec",
+ "j n",
+ "victor ies",
+ "ðŁ§ ¡",
+ "gol fer",
+ "congratul ates",
+ "resul ting",
+ "mechan ic",
+ "ur ve",
+ "cen tered",
+ "kie v",
+ "an s",
+ "in cub",
+ "< <",
+ "c mo",
+ "bestfan army",
+ "dap h",
+ "en ham",
+ "on cology",
+ "ku sh",
+ "t xt",
+ "ori ented",
+ "fashion able",
+ "c sr",
+ "sa hara",
+ "r ack",
+ "pd p",
+ "han son",
+ "ภĩ",
+ "ti ers",
+ "ra r",
+ "pan am",
+ "in sky",
+ "sa hi",
+ "testam ent",
+ "asth ma",
+ "in her",
+ "fisher ies",
+ "or der",
+ "ho we",
+ "gall on",
+ "ep is",
+ "suz anne",
+ "drow ning",
+ "paneli sts",
+ "ðŁĺ ²",
+ "ë ¦",
+ "al ach",
+ "commemor ative",
+ "at tribu",
+ "ðŁij »",
+ "mo o",
+ "visi onal",
+ "week sary",
+ "gu st",
+ "ak in",
+ "poin te",
+ "ee e",
+ "di spar",
+ "ni pp",
+ "dent al",
+ "st all",
+ "pi an",
+ "bor e",
+ "ul ster",
+ "tic k",
+ "ir r",
+ "tae hyung",
+ "micro phone",
+ "bermu da",
+ "ga ard",
+ "el er",
+ "plumb ing",
+ "hu gely",
+ "âļ« ï¸ı",
+ "race way",
+ "cam bridge",
+ "mar cel",
+ "burn ley",
+ "to ast",
+ "holly wood",
+ "fa sting",
+ "me red",
+ "hib ition",
+ "ca pped",
+ "benef icial",
+ "ow ning",
+ "cont amin",
+ "arab ian",
+ "to on",
+ "cap ac",
+ "hul u",
+ "sm ir",
+ "nutri ents",
+ "se in",
+ "graph s",
+ "con ditional",
+ "ðŁij ħ",
+ "or ac",
+ "play in",
+ "nor the",
+ "tor nad",
+ "mar ian",
+ "ju mbo",
+ "lex i",
+ "incredible india",
+ "road to",
+ "uk one",
+ "confu sing",
+ "sp h",
+ "shan k",
+ "pi ed",
+ "mq m",
+ "positi vely",
+ "sher ry",
+ "path ways",
+ "consi ders",
+ "tof u",
+ "argu ments",
+ "resil ient",
+ "che tt",
+ "with dra",
+ "ter o",
+ "ated ly",
+ "sw ana",
+ "he b",
+ "fli ght",
+ "har ley",
+ "decre ase",
+ "kind le",
+ "book shop",
+ "³ ï¸ı",
+ "marty rs",
+ "sm ur",
+ "mc cl",
+ "concer to",
+ "sti me",
+ "rejo ice",
+ "app lau",
+ "cle ment",
+ "mer kel",
+ "jai me",
+ "im mortal",
+ "isle of",
+ "mar co",
+ "youtu ber",
+ "stal king",
+ "me too",
+ "st ack",
+ "sp ouse",
+ "u st",
+ "lu v",
+ "âļ¾ ï¸ı",
+ "eque strian",
+ "ev ing",
+ "fl in",
+ "nick name",
+ "the big",
+ "as ar",
+ "st acks",
+ "wal ker",
+ "bor a",
+ "kidnapp ed",
+ "hur ling",
+ "humb old",
+ "rec alls",
+ "co pper",
+ "ann is",
+ "se o",
+ "mer ger",
+ "mu ir",
+ "ad dy",
+ "ðŁĴª ðŁĴª",
+ "be x",
+ "cr acy",
+ "con an",
+ "congratul ation",
+ "mid st",
+ "âĻ ¬",
+ "for bi",
+ "op tic",
+ "cr ate",
+ "crocod ile",
+ "mad agas",
+ "secur ing",
+ "ast on",
+ "o gue",
+ "savi or",
+ "salis bury",
+ "love it",
+ "fuji film",
+ "cast les",
+ "as st",
+ "ar rows",
+ "sp acious",
+ "tr s",
+ "poly vore",
+ "progre ssion",
+ "m ri",
+ "nel son",
+ "bi m",
+ "indic ator",
+ "o da",
+ "pe pe",
+ "re signation",
+ "gu t",
+ "sne aker",
+ "log ically",
+ "az y",
+ "are lla",
+ "te aring",
+ "jo shi",
+ "ssion ism",
+ "q pr",
+ "mari ah",
+ "p x",
+ "ble ed",
+ "mi an",
+ "med ley",
+ "we iss",
+ "ker ry",
+ "gat ory",
+ "at al",
+ "madi son",
+ "av enger",
+ "nab y",
+ "pl and",
+ "gi les",
+ "fresh water",
+ "d ington",
+ "ta j",
+ "demonstr ates",
+ "n tv",
+ "bul bs",
+ "sunday morning",
+ "pe ake",
+ "souven ir",
+ "wa h",
+ "ton nes",
+ "m kt",
+ "complex ity",
+ "con den",
+ "ross i",
+ "b ing",
+ "y ds",
+ "su k",
+ "n go",
+ "mid land",
+ "ol y",
+ "life is",
+ "ri pple",
+ "mo reno",
+ "dd ers",
+ "tu s",
+ "á ĥ",
+ "bou l",
+ "x a",
+ "hol dings",
+ "wn y",
+ "shadowhun ters",
+ "ke i",
+ "asp ire",
+ "m ous",
+ "ow en",
+ "so ak",
+ "skir ts",
+ "moun taine",
+ "stor ming",
+ "ch rome",
+ "ri ots",
+ "sar ato",
+ "amaz e",
+ "less ness",
+ "nav ar",
+ "crit eria",
+ "ra fa",
+ "indul ge",
+ "ay er",
+ "por to",
+ "nam o",
+ "........ ........",
+ "yi elds",
+ "val le",
+ "j h",
+ "mac ron",
+ "sa ins",
+ "dur ant",
+ "tra ilers",
+ "wo t",
+ "confeder ate",
+ "sh rin",
+ "id ol",
+ "form ally",
+ "ten e",
+ "motor cycles",
+ "than g",
+ "no de",
+ "bang er",
+ "dal y",
+ "p ats",
+ "enroll ment",
+ "au ctions",
+ "at al",
+ "ar bor",
+ "lo gos",
+ "de arest",
+ "trans action",
+ "dom ingo",
+ "fle a",
+ "ser mon",
+ "de ck",
+ "sin cere",
+ "questi oning",
+ "juli o",
+ "was p",
+ "pre tz",
+ "armen ian",
+ "k ham",
+ "inflam mation",
+ "picture sque",
+ "acci dental",
+ "film makers",
+ "ðŁĺ ļ",
+ "ðŁĴ į",
+ "ca sey",
+ "so b",
+ "yee zy",
+ "good will",
+ "parag ra",
+ "ss ly",
+ "fe ather",
+ "dy ed",
+ "assassin ation",
+ "na de",
+ "b cs",
+ "app lies",
+ "femin ine",
+ "fe u",
+ "ext ent",
+ "depu ties",
+ "l ack",
+ "psy chic",
+ "go i",
+ "kill ings",
+ "pse u",
+ "ðŁ¤ ª",
+ "un c",
+ "mar l",
+ "tan e",
+ "mck enna",
+ "sur fer",
+ "influ ences",
+ "free way",
+ "hack ney",
+ "mal aria",
+ "el and",
+ "te au",
+ "rema stered",
+ "Ø ±",
+ "raz or",
+ "gg y",
+ "cor ro",
+ "lak sh",
+ "fla ir",
+ "honest y",
+ "hoor ay",
+ "de pp",
+ "am c",
+ "wedne sdays",
+ "q a",
+ "ed its",
+ "- $",
+ "se villa",
+ "dou bled",
+ "human ities",
+ "c cot",
+ "som os",
+ "r ine",
+ "af a",
+ "si oux",
+ "re construction",
+ "wel ding",
+ "th reads",
+ "am ish",
+ "encoura gement",
+ "po der",
+ "bo ck",
+ "bal m",
+ "p tions",
+ "stand up",
+ "accompli shments",
+ "guar ding",
+ "convic tion",
+ "ac ion",
+ "napo leon",
+ "depic ting",
+ "att ack",
+ "su i",
+ "wear able",
+ "âĸª ï¸ı",
+ "pot ter",
+ "esc ort",
+ "vis e",
+ "to ts",
+ "bo on",
+ "event profs",
+ "angu lar",
+ "womenshi storymonth",
+ "bar row",
+ "sch i",
+ "ac comp",
+ "ti k",
+ "l end",
+ "kensing ton",
+ "wol fe",
+ "st acked",
+ "cra shing",
+ "exhi bit",
+ "wing ed",
+ "sab rina",
+ "ma sa",
+ "k ms",
+ "alway s",
+ "et t",
+ "pla sma",
+ "counsel ing",
+ "pick les",
+ "nfl draft",
+ "mr s",
+ "inev itable",
+ "coura geous",
+ "staf ford",
+ "writers life",
+ "ho s",
+ "e j",
+ "gh yun",
+ "trade mark",
+ "adri an",
+ "influen cer",
+ "coron ation",
+ "ra ging",
+ "explo red",
+ "usa f",
+ "excep tion",
+ "eu x",
+ "tan ker",
+ "sw ami",
+ "pac ket",
+ "ðŁij¨ âĢį",
+ "f en",
+ "she en",
+ "a ero",
+ "j l",
+ "re gal",
+ "nw t",
+ "au ster",
+ "meh ta",
+ "char ge",
+ "a ste",
+ "b ate",
+ "inf eld",
+ "racec ourse",
+ "collap sed",
+ "fle ece",
+ "z il",
+ "al lie",
+ "alternati ves",
+ "geor ges",
+ "ðŁĵ į",
+ "quir ky",
+ "fc b",
+ "nat geo",
+ "philanthro py",
+ "bra i",
+ "every day",
+ "ðŁIJ °",
+ "ach ers",
+ "ja an",
+ "fin es",
+ "q i",
+ "fisher man",
+ "distin ct",
+ "gri mes",
+ "nation alist",
+ "comm ence",
+ "ro wn",
+ "âĢ ³",
+ "z ing",
+ "f ter",
+ "hr w",
+ "baro que",
+ "bl ender",
+ "kitt y",
+ "hoo ks",
+ "c ited",
+ "w anda",
+ "consen sus",
+ "reinde er",
+ "an and",
+ "supp ly",
+ "me ds",
+ "v n",
+ "ol ph",
+ "rat chet",
+ "shel don",
+ "secur ities",
+ "ë°© íĥ",
+ "cro m",
+ "mosqu ito",
+ "j eric",
+ "im mac",
+ "dimen sions",
+ "â ¤",
+ "di ssi",
+ "sponge bob",
+ "dami en",
+ "steven son",
+ "jo anne",
+ "del ish",
+ "yi kes",
+ "than x",
+ "surve ys",
+ "postpon ed",
+ "alco holic",
+ "al ised",
+ "ðŁĻı ðŁı»",
+ "do ch",
+ "sen tim",
+ "mered ith",
+ "com pares",
+ "b ago",
+ "happy days",
+ "mo ss",
+ "ãħ ĭ",
+ "ne c",
+ "gn ment",
+ "frustr ated",
+ "comb in",
+ "ri v",
+ "ec lec",
+ "col lo",
+ "compli ment",
+ "actor slife",
+ "ct to",
+ "nic ar",
+ "op hon",
+ "apar the",
+ "man t",
+ "ja de",
+ "trol ley",
+ "optimi zation",
+ "eye on",
+ "eco logical",
+ "qui st",
+ "ep he",
+ "ॠĩ",
+ "cin co",
+ "appo ints",
+ "old school",
+ "c pr",
+ "behavi oral",
+ "min aj",
+ ":- (",
+ "tag ging",
+ "ev al",
+ "jo aqu",
+ "ðŁĺ «",
+ "ha k",
+ "de me",
+ "jama ican",
+ "so s",
+ "hy att",
+ "hand book",
+ "libr arian",
+ "hanni bal",
+ "pump ing",
+ "ch om",
+ "f man",
+ "ga i",
+ "hu ll",
+ "respon ders",
+ "green ville",
+ "n us",
+ "vau gh",
+ "ðŁİī ðŁİī",
+ "ta xi",
+ "gold berg",
+ "man tra",
+ "te ase",
+ "forbi dden",
+ "metho dist",
+ "ati vity",
+ "* ***",
+ "ec t",
+ "mc gr",
+ "Ħ ëĭ",
+ "se b",
+ "amid st",
+ "disapp ear",
+ "thy ro",
+ "phili ps",
+ "er ina",
+ "v icious",
+ "stream er",
+ "million aire",
+ "ma p",
+ "str ick",
+ "hack athon",
+ "gh a",
+ "ed ic",
+ "mi ka",
+ "pe ck",
+ "ill i",
+ "anto ine",
+ "ar ca",
+ "op tic",
+ "ma ure",
+ "ðŁĩ¦ ðŁĩº",
+ "cla shes",
+ "man ly",
+ "âĺ ģ",
+ "al var",
+ "and res",
+ "me i",
+ "el m",
+ "ww ww",
+ "al tered",
+ "l te",
+ "ê¹ Ģ",
+ "mo jo",
+ "for rest",
+ "thal ai",
+ "non t",
+ "spee ches",
+ "acknow ledge",
+ "ign ite",
+ "x factor",
+ "ðŁ¥ Ĥ",
+ "mead ow",
+ "disru pt",
+ "debu ted",
+ "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",
+ "Ã ¢",
+ "gi gi",
+ "ac am",
+ "wis ely",
+ "haz ard",
+ "north ampton",
+ "âľĪ ï¸ı",
+ "me th",
+ "bla sting",
+ "re unite",
+ "mu lus",
+ "ali zes",
+ "t read",
+ "mil a",
+ "ed ward",
+ "ko va",
+ "pe sto",
+ "ðŁij ¶",
+ "vit z",
+ "hydrau lic",
+ "refurbi shed",
+ "mo tel",
+ "isab ella",
+ "hom me",
+ "sever ance",
+ "uph ol",
+ "mis erable",
+ "f ari",
+ "lat ter",
+ "ef er",
+ "crack ers",
+ "es l",
+ "ac io",
+ "yy j",
+ "in an",
+ "ec b",
+ "z ind",
+ "pan as",
+ "tru cking",
+ "re ed",
+ "sh aker",
+ "burge ss",
+ "em pire",
+ "ag nes",
+ "n ington",
+ "art works",
+ "fr s",
+ "ti le",
+ "bi ome",
+ "eu n",
+ "ch ong",
+ "americ ana",
+ "god father",
+ "go blin",
+ "i shi",
+ "! ).",
+ "temp ted",
+ "gen omics",
+ "mand ate",
+ "ck y",
+ "ðŁĴĻ ðŁĴĽ",
+ "som ali",
+ "br andy",
+ "in ven",
+ "spoke sperson",
+ "pc b",
+ "yu an",
+ "h g",
+ "fa z",
+ "starwar s",
+ "ro wan",
+ "blue grass",
+ "don g",
+ "d day",
+ "trin idad",
+ "er ton",
+ "ban ning",
+ "re tention",
+ "cu red",
+ "tober fest",
+ "re set",
+ "we is",
+ "deta ched",
+ "behindthe scenes",
+ "immun ity",
+ "ph a",
+ "bra y",
+ "ðŁij ½",
+ "ran cho",
+ "ram say",
+ "est onia",
+ "nd tv",
+ "] .",
+ "cab aret",
+ "tar o",
+ "d v",
+ "show cases",
+ "plu m",
+ "ðŁij ¸",
+ "son oma",
+ "pre pa",
+ "memor ab",
+ "e stu",
+ "drive way",
+ "u les",
+ "magn us",
+ "x r",
+ "nn n",
+ "much as",
+ "en ge",
+ "stre amed",
+ "fore stry",
+ "audio book",
+ "tro y",
+ "reck less",
+ "kil om",
+ "ru ler",
+ "ra k",
+ "proce ssion",
+ "i ons",
+ "po ole",
+ "noc tur",
+ "wh s",
+ "farm house",
+ "per a",
+ "par me",
+ "hypocri sy",
+ "s ics",
+ "v ant",
+ "cas k",
+ "holi stic",
+ "au st",
+ "Ð ¿",
+ "in do",
+ "ðŁij© âĢį",
+ "di so",
+ "disp atch",
+ "ol sen",
+ "make it",
+ "en nis",
+ "cent re",
+ "ar range",
+ "ðŁĮ ¼",
+ "sal ted",
+ "ea siest",
+ "f ate",
+ "reg atta",
+ "mo zz",
+ "ac an",
+ "sin i",
+ "g ically",
+ "ch ops",
+ "chick en",
+ "work in",
+ "ha gg",
+ "invol ve",
+ "wee ds",
+ "book day",
+ "wake up",
+ "ky r",
+ "michel in",
+ "fu ss",
+ "re juven",
+ "vac ancies",
+ "incar cer",
+ "m st",
+ "sc ents",
+ "sovere ign",
+ "kick er",
+ "à §",
+ "bo d",
+ "âĢĶ >",
+ "sa h",
+ "mob il",
+ "shrop shire",
+ "oph one",
+ "dress er",
+ "mis suni",
+ "hep burn",
+ "i mo",
+ "foli age",
+ "diagno stic",
+ "as san",
+ "cycl ing",
+ "guil t",
+ "c sa",
+ "puertor ico",
+ "win elover",
+ "wake field",
+ "do ggy",
+ "k he",
+ "pa pp",
+ "co g",
+ "al lot",
+ "cu ck",
+ "poe tic",
+ "mi o",
+ "re vit",
+ "mag ician",
+ "ç ¥",
+ "ant enna",
+ "west wood",
+ "mber g",
+ "lux e",
+ "oat meal",
+ "Ø ¬",
+ "te at",
+ "ffe e",
+ "sear ches",
+ "l ly",
+ "plu to",
+ "el on",
+ "let tering",
+ "inno cence",
+ "fa i",
+ "ann on",
+ "telang ana",
+ "ma it",
+ "neu ral",
+ "can ni",
+ "ar oma",
+ "a stor",
+ "fe x",
+ "co cac",
+ "mon etary",
+ "f ent",
+ "un sure",
+ "' @",
+ "indi rec",
+ "teh ran",
+ "isol ation",
+ "li bs",
+ "make up",
+ "merce des",
+ "ff y",
+ "he tero",
+ "de o",
+ "sco m",
+ "cur sed",
+ "veteran sday",
+ "franken stein",
+ "shre ws",
+ "de co",
+ "ge ese",
+ "lefto ver",
+ "ha did",
+ "vari able",
+ "acade mics",
+ "carol in",
+ "under going",
+ "vari ation",
+ "na h",
+ "ssi er",
+ "gamer sunite",
+ "pur suing",
+ "emer ged",
+ "ll ers",
+ "control ling",
+ "ro aring",
+ "mete or",
+ "vol t",
+ "daw gs",
+ "be aver",
+ "is life",
+ "bathro oms",
+ "aci onal",
+ "pre vent",
+ "lake district",
+ "in als",
+ "y ani",
+ "gra bbing",
+ "sac ks",
+ "le z",
+ "sw ay",
+ "k ool",
+ "time s",
+ "klo pp",
+ "la de",
+ "con cord",
+ "resul ted",
+ "revi ve",
+ "recon ciliation",
+ "ol and",
+ "az z",
+ "gir o",
+ "mand arin",
+ "de en",
+ "nutriti onal",
+ "is coming",
+ "van i",
+ "aw www",
+ "der ived",
+ "love your",
+ "stop the",
+ "shou ting",
+ "nov ak",
+ "ðŁĻĮ ðŁı¾",
+ "lo af",
+ "displa ying",
+ "sunday with",
+ "ma guire",
+ "ch eri",
+ "ðŁı Ł",
+ "re match",
+ "qu ic",
+ "Ú ©",
+ "y in",
+ "ðŁĺ ¹",
+ "ili ve",
+ "z ip",
+ "our ke",
+ "down loads",
+ "sw at",
+ "missi ss",
+ "care rs",
+ "t ment",
+ "proper ty",
+ "hahahaha haha",
+ "gi bbs",
+ "sur rey",
+ "ar ise",
+ "tic ism",
+ "sti a",
+ "ir ling",
+ "fro g",
+ "co se",
+ "bas sist",
+ "fore ig",
+ "lea u",
+ "pil lows",
+ "hol la",
+ "eli e",
+ "disclo sure",
+ "peanu ts",
+ "inte ch",
+ "ww c",
+ "plun ge",
+ "trium ph",
+ "cor i",
+ "sli ppers",
+ "ðŁĻı ðŁĻı",
+ "neutr ality",
+ "ma re",
+ "hair y",
+ "gang ster",
+ "hu mming",
+ "cust ard",
+ "mer lin",
+ "ale a",
+ "s by",
+ "dam p",
+ "mo han",
+ "ver bal",
+ "j st",
+ "gu tted",
+ "b jor",
+ "un finished",
+ "ðŁĩ¯ðŁĩ µ",
+ "un happy",
+ "âļ« ï¸ı",
+ "by pass",
+ "at su",
+ "fis cher",
+ "sa v",
+ "afric ans",
+ "re use",
+ "mid way",
+ "demo lished",
+ "ger rard",
+ "her cules",
+ "Ä Ł",
+ "medic ines",
+ "cl icking",
+ "sur round",
+ "jo ong",
+ "wav ing",
+ "tri bes",
+ "wet lands",
+ "offici el",
+ "argu ing",
+ "l le",
+ "do va",
+ "su zy",
+ "club house",
+ "ne gro",
+ "ob tain",
+ "ga o",
+ "gl ance",
+ "assi st",
+ "ch os",
+ "ãĤ ¢",
+ "âĺ ķ",
+ "adri d",
+ "occur s",
+ "st ans",
+ "par don",
+ "livel i",
+ "emplo yed",
+ "re visit",
+ "ff xiv",
+ "bb le",
+ "ne aring",
+ "min er",
+ "ðŁĺ ¹",
+ "giov anni",
+ "up to",
+ "mar vell",
+ "mar se",
+ "to wels",
+ "cb n",
+ "engine ered",
+ "y elling",
+ "spart an",
+ "si ans",
+ "ðŁĻĮ ðŁı¼",
+ "se v",
+ "coyo te",
+ "sta di",
+ "t cm",
+ "app en",
+ "shenan igans",
+ "open access",
+ "so aked",
+ "ma squ",
+ "le vine",
+ "stro kes",
+ "l k",
+ "aparthe id",
+ "hipho p",
+ "char don",
+ "may may",
+ "ha asan",
+ "stri pped",
+ "fr o",
+ "scri ption",
+ "f ton",
+ "h f",
+ "pri sons",
+ "marsh al",
+ "ķ ãĤ",
+ "an cho",
+ "com promise",
+ "classi fication",
+ "buzz feed",
+ "bblo ggers",
+ "deser ving",
+ ") /",
+ "s way",
+ "ob o",
+ "camp ers",
+ "poder nfamily",
+ "p oured",
+ "bri e",
+ "squir rels",
+ "se ize",
+ ": #",
+ "le k",
+ "ti mb",
+ "st acy",
+ "nas daq",
+ "repe atedly",
+ "br at",
+ "mi ghty",
+ "competit or",
+ "mah one",
+ "de si",
+ "o ke",
+ "bm w",
+ "shi e",
+ "f cb",
+ "cheape st",
+ "minim alist",
+ "par amount",
+ "n ate",
+ "har as",
+ "insan ity",
+ "lat eral",
+ "ment ality",
+ "mo zam",
+ "ta pped",
+ "yad av",
+ "u sp",
+ "b way",
+ "the od",
+ "bil t",
+ "ra ids",
+ "em press",
+ "adap ted",
+ "pat ron",
+ "nut shell",
+ "ag ra",
+ "be aded",
+ "sundaywith marsha",
+ "vi king",
+ "proce ed",
+ "main tained",
+ "thinkbig sundaywithmarsha",
+ "sn es",
+ "mus ica",
+ "to wer",
+ "ch ab",
+ "bo k",
+ "sm t",
+ "insul t",
+ "harve sting",
+ "windo w",
+ "ru ther",
+ "be ige",
+ "dec al",
+ "indic ate",
+ "ma iling",
+ "ri ft",
+ "po le",
+ "ander son",
+ "ch oral",
+ "sp ride",
+ "l ili",
+ "ev elyn",
+ "imrankhan pti",
+ ".... \"",
+ "ke red",
+ "un dp",
+ "water falls",
+ "se ars",
+ "le mans",
+ "world series",
+ "ri el",
+ "ani e",
+ "app ar",
+ "score rs",
+ "lam p",
+ "a than",
+ "phys icians",
+ "qu inoa",
+ "refu sing",
+ "vu itton",
+ "unle ash",
+ "s la",
+ "pat i",
+ "shou ts",
+ "inten tions",
+ "fo amed",
+ "europe an",
+ "neighbor hoods",
+ "me er",
+ "man son",
+ "du h",
+ "br at",
+ "con es",
+ "bow l",
+ "kazakh stan",
+ "ठ¿",
+ "in appropriate",
+ "del hi",
+ "ketch up",
+ "ful ton",
+ "s ys",
+ "consul t",
+ "gar field",
+ "to go",
+ "f ml",
+ "f led",
+ "b ds",
+ "facilit ate",
+ "ree bok",
+ "selfi e",
+ "elev ate",
+ "activ ate",
+ "bi ble",
+ "ca wx",
+ "b ys",
+ "cam ille",
+ "sy ou",
+ "sk ool",
+ "her t",
+ "w bc",
+ "ple dges",
+ "recor der",
+ "po sh",
+ "ac re",
+ "so aking",
+ "mat il",
+ "v sco",
+ "shoot ings",
+ "pla r",
+ "e con",
+ "ðŁĻĮ ðŁı»",
+ "rashi d",
+ "u bi",
+ "ðŁ¤ ¤",
+ "sw inging",
+ "wi pe",
+ "rap tor",
+ "m su",
+ "music video",
+ "dur ham",
+ "at tic",
+ "apar ty",
+ "fe tus",
+ "activ ation",
+ "aa z",
+ "motiv ate",
+ "ðŁĴķ ðŁĴķðŁĴķ",
+ "j al",
+ "ठ®",
+ "ag on",
+ "sche er",
+ "stal ker",
+ "fo ster",
+ "az zo",
+ "tele gram",
+ "vi gor",
+ "s laugh",
+ "screen shots",
+ "entrepre neu",
+ "kri stin",
+ "inten tion",
+ "ch illi",
+ "fr action",
+ "don a",
+ "ge a",
+ "tc u",
+ "s ite",
+ "la k",
+ "em il",
+ "d nt",
+ "bor o",
+ "wil kinson",
+ "re cu",
+ "ato day",
+ "t anya",
+ "bl anco",
+ "cd n",
+ "brilli antly",
+ "g cc",
+ "ac c",
+ "evacu ated",
+ "ther ine",
+ "den ny",
+ "cait lin",
+ "she pard",
+ "pou ch",
+ "hand held",
+ "sou theastern",
+ "ha a",
+ "Ã ´",
+ "re solutions",
+ "led ger",
+ "sr in",
+ "r ar",
+ "shat tered",
+ "chim ney",
+ "im with",
+ "mete or",
+ "hand led",
+ "ra ke",
+ "town send",
+ "en han",
+ "shi py",
+ "duc t",
+ "tw x",
+ "inflam matory",
+ "war hammer",
+ "theat rical",
+ "gro s",
+ "sk ar",
+ "sco tty",
+ "ni el",
+ "tit o",
+ "tin i",
+ "conne ction",
+ "_ .",
+ "goldeng lobes",
+ "sha q",
+ "ðŁı ³ï¸ı",
+ "hall way",
+ "fron ts",
+ "effec tiveness",
+ "gla ston",
+ "d hs",
+ "ex pi",
+ "to h",
+ "c pl",
+ "sc s",
+ "re o",
+ "ha g",
+ "resemb lance",
+ "hor an",
+ "abu sive",
+ "qu er",
+ "virtu e",
+ "cho lester",
+ "a q",
+ "shan e",
+ "m ce",
+ "carri ers",
+ "di stress",
+ "re wind",
+ "Â ¡",
+ "voo doo",
+ "int act",
+ "ann o",
+ "ðŁĺ ¤",
+ "pi led",
+ "adi a",
+ "ãĥ ³",
+ "en ow",
+ "di gs",
+ "light ly",
+ "goo fy",
+ "turb ine",
+ "governor s",
+ "con te",
+ "re open",
+ "pa h",
+ "i ve",
+ "cra fting",
+ "swee ps",
+ "jo di",
+ "an de",
+ "zu cker",
+ "kaw aii",
+ "o ko",
+ "v ai",
+ "out line",
+ "kri sti",
+ "ts n",
+ "insp o",
+ "qu int",
+ "fil thy",
+ "lyn ne",
+ "listen ers",
+ "depar ting",
+ "or d",
+ "t weed",
+ ", &",
+ "ale k",
+ "sel fish",
+ "nor ther",
+ "recogni zes",
+ "i ps",
+ "be s",
+ "a ed",
+ "w ills",
+ "pe at",
+ "surround ings",
+ "mon uments",
+ "ais le",
+ "be cker",
+ "la v",
+ "quant ity",
+ "v ah",
+ "helicop ters",
+ "tu cked",
+ "alv arez",
+ "sha pe",
+ "o bey",
+ "ad diti",
+ "road side",
+ "m ite",
+ "bl ers",
+ "ep age",
+ "j au",
+ "ignor ant",
+ "b ins",
+ "lu lu",
+ "x o",
+ "c fo",
+ "ee eee",
+ "apprentice ship",
+ "shef fiel",
+ "to i",
+ "ho k",
+ "faken ews",
+ "deplo y",
+ "aid an",
+ "husk ers",
+ "ãĢ İ",
+ "west brook",
+ "mi ster",
+ "confi gur",
+ "car r",
+ "fic a",
+ "proceed ings",
+ "ha w",
+ "ste ak",
+ "mur derer",
+ "pay day",
+ "a jo",
+ "p vc",
+ "don ates",
+ "bi af",
+ "nom nom",
+ "be it",
+ "k ali",
+ "x rp",
+ "ahmed abad",
+ "se mic",
+ "che y",
+ "x tra",
+ "an twer",
+ "head lining",
+ "squ ares",
+ "roun ded",
+ "flu ore",
+ "bol d",
+ "disa sters",
+ "am oo",
+ "gener ic",
+ "cran es",
+ "brief ly",
+ "gi g",
+ "auster ity",
+ "anticip ation",
+ "for ti",
+ "treas urer",
+ "cann y",
+ "ce cil",
+ "dete cted",
+ "check list",
+ "ภ§",
+ "pam ela",
+ "bar bados",
+ "an field",
+ "hear ty",
+ "tx lege",
+ "peren ni",
+ "arro g",
+ "ing ram",
+ "âĹ ı",
+ "ty ne",
+ "spo on",
+ "r ation",
+ "am ba",
+ "m be",
+ "cam el",
+ "h hs",
+ "york shire",
+ "reflec tive",
+ "fre aks",
+ "to k",
+ "ju do",
+ "partic les",
+ "du bs",
+ "ban jo",
+ "accred itation",
+ "prover bs",
+ "over dose",
+ "inte gral",
+ "gu ang",
+ "mc s",
+ "super car",
+ "af b",
+ "al vin",
+ "ail s",
+ "x tre",
+ "st aging",
+ "tw ent",
+ "rabb its",
+ "mar o",
+ "inste m",
+ "dol l",
+ "cr ay",
+ "sant ana",
+ "ble ach",
+ "mini ons",
+ "che ap",
+ "man t",
+ "di vers",
+ "catal onia",
+ "lo is",
+ "mat ri",
+ "cou gar",
+ "kay ak",
+ "e gre",
+ "p so",
+ "a ia",
+ "å ®",
+ "char lton",
+ "tr acked",
+ "sc ari",
+ "pe tt",
+ "f wd",
+ "x in",
+ "gra vel",
+ "br ic",
+ "bigg boss",
+ "ar den",
+ "hu gging",
+ "pal ms",
+ "st v",
+ "li mb",
+ "the movie",
+ "handic ap",
+ "ri me",
+ "z ai",
+ "stu b",
+ "indi a",
+ "lithu ania",
+ "rhy th",
+ "p ita",
+ "maced onia",
+ "high ered",
+ "brid get",
+ "schwar z",
+ "ske let",
+ "hi kes",
+ "ant arctic",
+ "c ps",
+ "mash up",
+ "Ð °",
+ "n ell",
+ "chand ra",
+ "he ir",
+ "an us",
+ "sher idan",
+ "mi mi",
+ "muse u",
+ "bec ca",
+ "an ir",
+ "bar rie",
+ "dioce se",
+ "compar able",
+ "ðŁı³ï¸ı âĢį",
+ "yuk on",
+ "me p",
+ "hor mon",
+ "mer ic",
+ "al f",
+ "con quered",
+ "christ church",
+ "ðŁĴĻ ðŁĴĻ",
+ "hazard ous",
+ "poo h",
+ "cont ing",
+ "retro spective",
+ "par ame",
+ "na ir",
+ "con sor",
+ "ho tra",
+ "astoni shing",
+ "cater pillar",
+ "u man",
+ "ti sm",
+ "t vs",
+ "serv ic",
+ "croy don",
+ "mor ales",
+ "c g",
+ "cu m",
+ "te ur",
+ "scan ada",
+ "s all",
+ "magno lia",
+ "el ise",
+ "th our",
+ "à® ¿",
+ "ag omez",
+ "phel ps",
+ "ë°©íĥĦìĨĮëħĦëĭ ¨",
+ "wh os",
+ "weav ing",
+ "si sd",
+ "pro poses",
+ "cro ws",
+ "pre sale",
+ "econom ies",
+ "bernar do",
+ "sha hid",
+ "air show",
+ "mc cann",
+ "hor ticul",
+ "nr l",
+ "du el",
+ "mongo lia",
+ "tou lou",
+ "requi rement",
+ "struc tured",
+ "ed i",
+ "o lives",
+ "he a",
+ "cu ter",
+ "Ð º",
+ "enthusi ast",
+ "harri et",
+ "domin ion",
+ "sub mer",
+ "ðŁį ĥ",
+ "sa ab",
+ "nes burg",
+ "mo ff",
+ "def ended",
+ "bur t",
+ "rewar ded",
+ "gold man",
+ "op tics",
+ "khali d",
+ "house holds",
+ "buc kets",
+ "ce cil",
+ "che ss",
+ "substan tial",
+ "ef l",
+ "oper ation",
+ "evalu ate",
+ "st n",
+ "rece ssion",
+ "l ll",
+ "tom as",
+ "tru ths",
+ "ak bar",
+ "s words",
+ "p act",
+ "embarra ss",
+ "ha o",
+ "ay urve",
+ "scrip ture",
+ "ny cc",
+ "op t",
+ "di ameter",
+ "sc ented",
+ "organi zers",
+ "re lat",
+ "ha e",
+ "dream ers",
+ "de se",
+ "ðŁĮ »",
+ "restric ted",
+ "n ale",
+ "r hp",
+ "dol an",
+ "mun ster",
+ "ha ired",
+ "consult ants",
+ "jo ints",
+ "hu mil",
+ "d ill",
+ "relent less",
+ "t é",
+ "af il",
+ "ut ilities",
+ "japan ese",
+ "condem n",
+ "pet ite",
+ "colli de",
+ "q f",
+ "peach es",
+ "cou rier",
+ "l ore",
+ "âĺİ ï¸ı",
+ "reli ability",
+ "ch uk",
+ "ðŁĻ ĥ",
+ "stu res",
+ "ge ther",
+ "ho stel",
+ "bi er",
+ "- _-",
+ "â ĩ",
+ "e ze",
+ "ta ilo",
+ "di ent",
+ "blu ff",
+ "chu ffed",
+ "pil ip",
+ "mon arch",
+ "e em",
+ "bu chan",
+ "b ick",
+ "op au",
+ "ku ps",
+ "ภ¢",
+ "pist ons",
+ "sp ins",
+ "m and",
+ "ce st",
+ "bur ne",
+ "v ile",
+ "cher ries",
+ "bec kett",
+ "need les",
+ "pan ch",
+ "ë Ĥ",
+ "haha h",
+ "trou bles",
+ "insi sts",
+ "do you",
+ "g mc",
+ "mor tar",
+ "deleg ate",
+ "in n",
+ "g anda",
+ "sin atra",
+ "ठ¤",
+ "spee ding",
+ "pu pil",
+ "pre mises",
+ "ali gnment",
+ "pi kach",
+ "as us",
+ "j alan",
+ "Ø µ",
+ "lime stone",
+ "fol kl",
+ "parme san",
+ "ce il",
+ "mo y",
+ "shawn mendes",
+ "ac up",
+ "hu st",
+ "ot es",
+ "med ina",
+ "ma di",
+ "gta v",
+ "censor ship",
+ "ar g",
+ "swe eney",
+ "sy kes",
+ "col o",
+ "foot steps",
+ "cann ed",
+ "adv ance",
+ "gta online",
+ "healthy living",
+ "ðŁį ¾",
+ "a ig",
+ "p ality",
+ "oc s",
+ "he brew",
+ "im minent",
+ "berk shire",
+ "jeremi ah",
+ "out going",
+ "bak er",
+ "entr ata",
+ "ma ids",
+ "gro ves",
+ "bo c",
+ "a del",
+ "m fw",
+ "con science",
+ "arm ys",
+ "nut ella",
+ "conte stalert",
+ "novel ist",
+ "la h",
+ "ban ker",
+ "marque z",
+ "ðŁı ¡",
+ "to ff",
+ "out age",
+ "gr p",
+ "ðŁĺŃðŁĺŃ ðŁĺŃðŁĺŃ",
+ "musc le",
+ "du dley",
+ "nvi dia",
+ "mi di",
+ "m uni",
+ "ess ays",
+ "dat ac",
+ "car ter",
+ "ภ£",
+ "t ans",
+ "i ves",
+ "public ations",
+ "al er",
+ "ok wx",
+ "il u",
+ "cu tt",
+ "har p",
+ "out law",
+ "luther an",
+ "br ill",
+ "bo lic",
+ "do well",
+ "green land",
+ "be sties",
+ "path i",
+ "pay ton",
+ "gue st",
+ "har den",
+ "ðŁ¤ ©",
+ "ann ed",
+ "evacu ation",
+ "po ised",
+ "mc der",
+ "b han",
+ "o i",
+ "envel ope",
+ "ci d",
+ "ca vi",
+ "ta pas",
+ "book review",
+ "grey hound",
+ "âĻ ª",
+ "fe ud",
+ "lun gs",
+ "for te",
+ "rai der",
+ "ff er",
+ "oni x",
+ "dep end",
+ "yn wa",
+ "rel ating",
+ "de vs",
+ "ðŁĴ IJ",
+ "acqui res",
+ "d ha",
+ "j yo",
+ "priv ati",
+ "can ine",
+ "k b",
+ "cra b",
+ "sar din",
+ "imag ining",
+ "k j",
+ "em por",
+ "down hill",
+ "ne z",
+ "ta eyeon",
+ "nick imin",
+ "gb p",
+ "à µ",
+ "w ap",
+ "sec co",
+ "ma shed",
+ "ðŁĴ¥ ðŁĴ¥",
+ "augu stine",
+ "diss ol",
+ "dic tator",
+ "â ĵ",
+ "vi per",
+ "ed fringe",
+ "vau x",
+ "hard work",
+ "book let",
+ "no x",
+ "chi ff",
+ "ðŁĴ ¨",
+ "observ ations",
+ "xbox one",
+ "u sher",
+ "ke er",
+ "lu p",
+ "dal las",
+ "cal gary",
+ "ma dra",
+ "di ous",
+ "k bs",
+ "wood ward",
+ "hero ine",
+ "lu mber",
+ "sea world",
+ "o ws",
+ "mc ke",
+ "maver ick",
+ "gu la",
+ "cross roads",
+ "fan g",
+ "s ade",
+ "nik ol",
+ "chee tah",
+ "me c",
+ "pp g",
+ "er ick",
+ "ðŁİ µ",
+ "tox ic",
+ "bj j",
+ "viol a",
+ "sp ire",
+ "ch ino",
+ "tra vis",
+ "institu tional",
+ "ha as",
+ "low ry",
+ "w ac",
+ "ea e",
+ "hu mid",
+ "mp ton",
+ "ru ck",
+ "je w",
+ "c ine",
+ "zim mer",
+ "se f",
+ "bhar at",
+ "fre es",
+ "aam ir",
+ "ðŁĴ ħ",
+ "z inc",
+ "wan e",
+ "multi player",
+ "royal wedding",
+ "e el",
+ "preci pit",
+ "qu ery",
+ "kimber ly",
+ "isa bel",
+ "ful fill",
+ "ig an",
+ "vau l",
+ "pan e",
+ "sc y",
+ "dig it",
+ "gun n",
+ "u tah",
+ "dog day",
+ "fi on",
+ "xia omi",
+ "da c",
+ "el ast",
+ "cha vez",
+ "ro blo",
+ "g ine",
+ "ten th",
+ "ab h",
+ "ke to",
+ "hur dle",
+ "na dia",
+ "memorab ilia",
+ "ha bs",
+ "qu an",
+ "h w",
+ "hv ac",
+ "pix ar",
+ "ec cle",
+ "kram er",
+ "accu ses",
+ "ðŁĴļ ðŁĴļ",
+ "per se",
+ "mean time",
+ "wa hl",
+ "atle tico",
+ "âĢ¢âĢ¢ âĢ¢âĢ¢",
+ "ott oman",
+ "no vo",
+ "k us",
+ "conne cted",
+ "tru sts",
+ "d mv",
+ "spen cer",
+ "rahu lg",
+ "do ve",
+ "sto kes",
+ "bolog na",
+ "enthusi asts",
+ "Ã ª",
+ "rockstar games",
+ "ted cruz",
+ "du ras",
+ "s acked",
+ "late x",
+ "immer sive",
+ "cer t",
+ "lu cin",
+ "princi pals",
+ "fa res",
+ "sa ils",
+ "far n",
+ "am ent",
+ "saf fron",
+ "quent in",
+ "check point",
+ "fer ris",
+ "ex cur",
+ "ðŁijī ðŁı¼",
+ "bai ley",
+ "se h",
+ "ter re",
+ "mad am",
+ "s band",
+ "wan derers",
+ "cumber batch",
+ "yy c",
+ "digit ally",
+ "blackandwhite photography",
+ "roll in",
+ "moroc can",
+ "ðŁĮ ħ",
+ "din ner",
+ "d well",
+ "to om",
+ "m ye",
+ "ez ra",
+ "cp fc",
+ "war hol",
+ "me er",
+ "jon ah",
+ "no aa",
+ "s gate",
+ "so on",
+ "secu lar",
+ "g ating",
+ "ti o",
+ "dri ver",
+ "si ssy",
+ "assan ge",
+ "ta th",
+ "ed mund",
+ "bobc ats",
+ "ra ji",
+ "po stage",
+ "stu ds",
+ "m gm",
+ "kat o",
+ "edin burgh",
+ "meet the",
+ "shir t",
+ "fa a",
+ "mens fashion",
+ "sp reads",
+ "wi m",
+ "car ts",
+ "phoe be",
+ "j ars",
+ "bot swana",
+ "Ù Ĥ",
+ "ed war",
+ "sk ar",
+ "ri ve",
+ "gu sty",
+ "c tv",
+ "ferdin and",
+ "su therland",
+ "nickimin aj",
+ "k v",
+ "si us",
+ "bee ch",
+ "re z",
+ "desi res",
+ "on ial",
+ "camp o",
+ "quar ry",
+ "lor raine",
+ "gil more",
+ "ig gy",
+ "µ ï¸ı",
+ "ho pping",
+ "avi z",
+ "ðŁĮ º",
+ "uni sex",
+ "dedic ate",
+ "att itudes",
+ "ste er",
+ "jun kie",
+ "rail way",
+ "y b",
+ "whi sper",
+ "key an",
+ "k us",
+ "ju g",
+ "di x",
+ "a ins",
+ "sum mon",
+ "ov ich",
+ "sy ed",
+ "her ald",
+ "ma ison",
+ "me ded",
+ "wild flower",
+ "main land",
+ "ri sky",
+ "ru kh",
+ "over looked",
+ "ki c",
+ "destro ys",
+ "nam an",
+ "ki p",
+ "z ano",
+ "champion sleague",
+ "ban dit",
+ "quin cy",
+ "smi le",
+ "cal vin",
+ "open ings",
+ "ta pp",
+ "ol ulu",
+ "spec tro",
+ "accred ited",
+ "ap k",
+ "pra ised",
+ "bar nett",
+ "pol len",
+ "premi ered",
+ "selen agomez",
+ "tou red",
+ "screen ings",
+ "uu u",
+ "mis o",
+ "en se",
+ "adam lambert",
+ "guel ph",
+ "har yana",
+ "hu tto",
+ "le ar",
+ "l tc",
+ "po ached",
+ "brex it",
+ "æ Ŀ",
+ "tt c",
+ "pa vement",
+ "mon gers",
+ "ro e",
+ "ad ers",
+ "ling ton",
+ "particip ant",
+ "ca red",
+ "ga il",
+ "y ates",
+ "lan tic",
+ "dash board",
+ "jo o",
+ "feli pe",
+ "ssi onist",
+ "bu m",
+ "s end",
+ "a eri",
+ "thu gs",
+ "luci fer",
+ "a he",
+ "dete ctor",
+ "fil ly",
+ "gas oline",
+ "ham per",
+ "hump day",
+ "the ta",
+ "the band",
+ "fore casts",
+ "o hhh",
+ "lo bb",
+ "hol l",
+ "cp u",
+ "az u",
+ "ad ar",
+ "hai ley",
+ "bu b",
+ "car t",
+ "quo ted",
+ "an archy",
+ "pan cre",
+ "twit art",
+ "al den",
+ "st ash",
+ "the less",
+ "or ni",
+ "belie bers",
+ "mor mon",
+ "partic le",
+ "avi ation",
+ "⬠Ĩ",
+ "webcam toy",
+ "sad dened",
+ "cru is",
+ "ham let",
+ "n ct",
+ "roll ins",
+ "marque e",
+ "saw yer",
+ "reli ance",
+ "a ura",
+ "di ec",
+ "soo thing",
+ "sig nings",
+ "ak is",
+ "Ã ³",
+ "at kins",
+ "aer op",
+ "ðŁĮ ¿",
+ "y ab",
+ "sh ari",
+ "con nol",
+ "du bbed",
+ "manufac ture",
+ "convin cing",
+ "feelthe bern",
+ "ra u",
+ "pu lit",
+ "on ec",
+ "gem stone",
+ "ur ging",
+ "bag u",
+ "ga h",
+ "aci ds",
+ "fi anc",
+ "zodi ac",
+ "sn oop",
+ "her rera",
+ "initi ated",
+ "ven ge",
+ "profess ors",
+ "pro di",
+ "stron ger",
+ "e mission",
+ "bb a",
+ "hal le",
+ "ta pp",
+ "haw an",
+ "wh im",
+ "compe ted",
+ "myr tle",
+ "ir port",
+ "cold play",
+ "ach e",
+ "ske p",
+ "m son",
+ "ss ic",
+ "calli graphy",
+ "swim mers",
+ "me y",
+ "pp c",
+ "thri ft",
+ "po c",
+ "re places",
+ "commu ter",
+ "âģ¦ âģ¦@",
+ "go ers",
+ "lo gue",
+ "para dig",
+ "bas kets",
+ "sensiti vity",
+ "joh an",
+ "atl antis",
+ "& &",
+ "suit case",
+ "anxi ous",
+ "l h",
+ "str i",
+ "gal loway",
+ "stre ad",
+ "war den",
+ "gr ounded",
+ "ffici ency",
+ "li feat",
+ "reli c",
+ "disgu ise",
+ "island ers",
+ "f cofficial",
+ "classical music",
+ "b mc",
+ "en field",
+ "bi que",
+ "oak ley",
+ "bat man",
+ "sla ying",
+ "ner ves",
+ "mul tit",
+ "calci um",
+ "projec tor",
+ "scott sdale",
+ "ant ino",
+ "gri ps",
+ "kim mel",
+ "des mond",
+ "prote stors",
+ "hi atus",
+ "metaboli sm",
+ "conclu ded",
+ "press er",
+ "ti pping",
+ "sli de",
+ "e to",
+ "hun ting",
+ "aus open",
+ "ri k",
+ "pp ery",
+ "innov ators",
+ "pitch ers",
+ "ag ger",
+ "fun gi",
+ "z ad",
+ "proli fic",
+ "rockn roll",
+ "bl ames",
+ "ct ar",
+ "stam ford",
+ "q ad",
+ "mozz arella",
+ "insan ely",
+ "den ver",
+ "ph ouse",
+ "nom ad",
+ "ï ¿",
+ "s ris",
+ "pro du",
+ "hen ley",
+ "pag an",
+ "am trak",
+ "ru bi",
+ "in cl",
+ "tu tor",
+ "sco tia",
+ "wo es",
+ "sing apo",
+ "fun nel",
+ "turn bull",
+ "know ledge",
+ "gri mm",
+ "real madrid",
+ "we are",
+ "missi les",
+ "con sol",
+ "emo jis",
+ "sne ak",
+ "smi ths",
+ "ru iz",
+ "br ou",
+ "i el",
+ "ha ver",
+ "ðŁĮ ļ",
+ "kin gof",
+ "basil ica",
+ "circul ation",
+ "prin ters",
+ "ta pping",
+ "ri dley",
+ "dra gged",
+ "ha j",
+ "writ er",
+ "fundament als",
+ "personal ities",
+ "me tre",
+ "stereo types",
+ "bur le",
+ "best of",
+ "n ffc",
+ "ha th",
+ "mini stries",
+ "a ali",
+ "trac ing",
+ "pav ed",
+ "ł ï¸ı",
+ "g ic",
+ "insp ire",
+ "tu g",
+ "ha re",
+ "repe ated",
+ "ex pon",
+ "lol li",
+ "rho de",
+ "pre cin",
+ "install ations",
+ "instag ram",
+ "az ar",
+ "i es",
+ "sole ly",
+ "du kes",
+ "mission ary",
+ "van guard",
+ "fursuit friday",
+ "on d",
+ "pol ari",
+ "ma st",
+ "har an",
+ "jos é",
+ "jack ed",
+ "ec oun",
+ "al ities",
+ "ne ph",
+ "ra vel",
+ "moder ated",
+ "sco w",
+ "s fb",
+ "uru guay",
+ "as o",
+ "ni g",
+ "au du",
+ "p ints",
+ "lat ina",
+ "ben z",
+ "m itting",
+ "char ted",
+ "mat ology",
+ "cit ro",
+ "biop ic",
+ "ðŁij Ń",
+ "djo kovic",
+ "fox y",
+ "agu il",
+ "so to",
+ "an ada",
+ "sin king",
+ "sc rap",
+ "hair s",
+ "bethan y",
+ "fact friday",
+ "ðŁIJ IJ",
+ "unlea shed",
+ ") (",
+ "contra dic",
+ "ram on",
+ "coast line",
+ "y ong",
+ "sn sd",
+ "li gan",
+ "p ome",
+ "mit age",
+ "ge tt",
+ "wat i",
+ "ri sk",
+ "so aring",
+ "bru sh",
+ "f pl",
+ "av an",
+ "å Ĩ",
+ "lar son",
+ "sh ear",
+ "mul til",
+ "blu r",
+ "multi media",
+ "chun ky",
+ "par i",
+ "n ani",
+ "weir d",
+ "cholester ol",
+ "char les",
+ "dream ed",
+ "tan ning",
+ "puzz les",
+ "fr am",
+ "hand ball",
+ "ch ag",
+ "beli ze",
+ "al u",
+ "bang s",
+ "Ñ Ħ",
+ "detec tives",
+ "mc g",
+ "ish q",
+ "bo thered",
+ "saf c",
+ "mp ing",
+ "ten eri",
+ "g ays",
+ "sail or",
+ "an gi",
+ "mul ticul",
+ "gue ssed",
+ "ros é",
+ "high ways",
+ "bro om",
+ "chatt anoo",
+ "- '",
+ "see ker",
+ "on ed",
+ "at f",
+ "lu c",
+ "> <",
+ "bar i",
+ "per cep",
+ "jewel ry",
+ "as ph",
+ "sor row",
+ "sl ing",
+ "mam moth",
+ "jac kie",
+ "ë §",
+ "wilt shire",
+ "sa o",
+ "can cell",
+ "im paired",
+ "tor ial",
+ "bre ed",
+ "guy en",
+ "jud ice",
+ "tit le",
+ "pro spective",
+ "applic ants",
+ "ðŁį Ĭ",
+ "epis cop",
+ "e id",
+ "b yo",
+ "stock ings",
+ "ðŁĴĥ ðŁĴĥ",
+ "ll p",
+ "sna g",
+ "keep it",
+ "l ough",
+ "ol son",
+ "matur ity",
+ "!! !\"",
+ "cop ter",
+ "i sha",
+ "bl i",
+ "wil mington",
+ "tr youts",
+ "th ai",
+ "ðŁ¥ ³",
+ "pe bble",
+ "kra ft",
+ "f p",
+ "Â º",
+ "ssi vely",
+ "li vin",
+ "contest ants",
+ "tex tures",
+ "jo an",
+ "h dr",
+ "film festival",
+ "prov ence",
+ "wi do",
+ "op end",
+ "c si",
+ "sto wn",
+ "cro ati",
+ "ad just",
+ "host ile",
+ "analy sts",
+ "il an",
+ "cu ppa",
+ "bru m",
+ "newfound land",
+ "good win",
+ "me tt",
+ "mall orca",
+ "plu gs",
+ "bu k",
+ "bb hutto",
+ "wrest le",
+ "sa ire",
+ "sho pped",
+ "for za",
+ "le head",
+ "vi vo",
+ "ba st",
+ "ro xy",
+ "reg is",
+ "hard working",
+ "hon olulu",
+ "desp air",
+ "young sters",
+ "ni g",
+ "impro mp",
+ "roll tide",
+ "de emed",
+ "tre ason",
+ "ru shed",
+ "for ged",
+ "ff f",
+ "pikach u",
+ "bri ggs",
+ "do it",
+ "ac cent",
+ "la us",
+ "gla ze",
+ "compet ent",
+ "a ho",
+ "photo g",
+ "mid field",
+ "le go",
+ "har vard",
+ "min orities",
+ "re illy",
+ "slic ed",
+ "once upon",
+ "initi ally",
+ "financi ally",
+ "landscape photography",
+ "har dro",
+ "qu o",
+ "mm ers",
+ "par kinson",
+ "smu gg",
+ "read iness",
+ "bru tally",
+ "glou cester",
+ "mp ed",
+ "bbhutto zardari",
+ "mur der",
+ "ye d",
+ "dat aviz",
+ "sr t",
+ "dow ning",
+ "bi ans",
+ "m ü",
+ "fle ck",
+ "fli pped",
+ "s ly",
+ "brilli ance",
+ "ri m",
+ "k um",
+ "bubb a",
+ "ko i",
+ "knit ted",
+ "sor g",
+ "ma is",
+ "ðŁĮ ²",
+ "ti ss",
+ "su stain",
+ "sen su",
+ "ak han",
+ "zi est",
+ "exam ines",
+ "chardon nay",
+ "user name",
+ "short list",
+ "re bs",
+ "on o",
+ "dar ing",
+ "hard wood",
+ "che que",
+ "righte ous",
+ "light ening",
+ "dir k",
+ "shra dd",
+ "du ra",
+ "down stairs",
+ "sh al",
+ "ami gos",
+ "ru ff",
+ "s law",
+ "ri es",
+ "red nation",
+ "man us",
+ "ðŁĩ§ ðŁĩ·",
+ "distin ction",
+ "u bun",
+ "dur an",
+ "mi gra",
+ "thi ans",
+ "la ver",
+ "domest ic",
+ "k x",
+ "jaz zy",
+ "justi fy",
+ "belong ing",
+ "insul ation",
+ "color stv",
+ "drun ken",
+ "chann eling",
+ "qu and",
+ "xi ii",
+ "enligh ten",
+ "kan o",
+ "fati ma",
+ "teen choice",
+ "terri fied",
+ "p ba",
+ "as ley",
+ "met museum",
+ "dun e",
+ "pack er",
+ "ki o",
+ "ðŁĴľ ðŁĴľ",
+ "bo iler",
+ "fas cism",
+ "ar mored",
+ "back grounds",
+ "in mates",
+ "embarra ssed",
+ "defin es",
+ "th d",
+ "we go",
+ "silic one",
+ "lo on",
+ "el ding",
+ "bor rowed",
+ "he mp",
+ "ak sh",
+ "kaw asaki",
+ "br y",
+ "de af",
+ "kill er",
+ "dispo sal",
+ "ðŁĩ °",
+ "glaston bury",
+ "un covered",
+ "o xide",
+ "po ff",
+ "d ant",
+ "k j",
+ "ku ro",
+ "dri zzle",
+ "peop les",
+ "fe e",
+ "pro pri",
+ "dd lovato",
+ "pi ggy",
+ "ot is",
+ "aller gies",
+ "u bis",
+ "pengu in",
+ "ser a",
+ "vi z",
+ "prosp erous",
+ "ici des",
+ "tornad oes",
+ "sene gal",
+ "web cast",
+ "sto red",
+ "enchan ted",
+ "bb cone",
+ "bay area",
+ "entrepreneu rial",
+ "rednation rising",
+ "experim enting",
+ "ang an",
+ "lot to",
+ "they re",
+ "por e",
+ "er p",
+ "seren e",
+ "east wood",
+ "bro kers",
+ "bar ge",
+ "stal lion",
+ "timber lake",
+ "tailo red",
+ "dy stop",
+ "b ate",
+ "lat ors",
+ "di xit",
+ "bran son",
+ "dynam o",
+ "ky lie",
+ "shame ful",
+ "bt wn",
+ "spring time",
+ "mix ture",
+ "s ounded",
+ "lu ton",
+ "dad es",
+ "mal a",
+ "op ra",
+ "en ic",
+ "rahulg andhi",
+ "se wer",
+ "~~ ~~",
+ "ky u",
+ "nor theastern",
+ "ca er",
+ "bc u",
+ "nir vana",
+ "kitch ens",
+ "ous y",
+ "al m",
+ "river dale",
+ "hid den",
+ "fl int",
+ "sp d",
+ "pat rons",
+ "katy perry",
+ "au gh",
+ "exhib itions",
+ "sm c",
+ "shu ts",
+ "at ore",
+ "da in",
+ "some thing",
+ "ber th",
+ "bo g",
+ "por ter",
+ "gen to",
+ "con cussion",
+ "ang lic",
+ "ro we",
+ "gr illing",
+ "scar lett",
+ "master ing",
+ "mor nin",
+ "comm ented",
+ "si me",
+ "si zing",
+ "christ y",
+ "ce os",
+ "st m",
+ "at ry",
+ "tari ffs",
+ "vac ation",
+ "pre judice",
+ "p su",
+ "paren tal",
+ "far age",
+ "can a",
+ "cap com",
+ "koso vo",
+ "you re",
+ "men stru",
+ "stal in",
+ "grape fruit",
+ "br an",
+ "che sa",
+ "dav en",
+ "exc el",
+ "!! )",
+ "๠Į",
+ "distribu tor",
+ "ce a",
+ "bride sma",
+ "millenni al",
+ "wa in",
+ "ob serving",
+ "mis ery",
+ "plan etary",
+ "expo sing",
+ "bra ised",
+ "comp ton",
+ "don gha",
+ "q l",
+ "spring steen",
+ "th ul",
+ "syl ve",
+ "cab o",
+ "pal ad",
+ "niel sen",
+ "gaz ing",
+ "ba ja",
+ "r oud",
+ "orchi ds",
+ "johan nesburg",
+ "se man",
+ "d ji",
+ "oper ative",
+ "affe ction",
+ "eclec tic",
+ "at c",
+ "mut ant",
+ "aw x",
+ "nic e",
+ "mel bourne",
+ "indu lg",
+ "tu lip",
+ "dias pora",
+ "wel p",
+ "big gie",
+ "mississ auga",
+ "retri ever",
+ "or an",
+ "tam my",
+ "c ta",
+ "hipp o",
+ "seas oned",
+ "ger mans",
+ "eng v",
+ "marvell ous",
+ "im f",
+ "rela ys",
+ "mon tan",
+ "maur iti",
+ "me ister",
+ "as surance",
+ "reig ning",
+ "su fficient",
+ "han e",
+ "no thing",
+ "pos se",
+ "nav y",
+ "in love",
+ "brigh ton",
+ "en qu",
+ "ch ung",
+ "sweat y",
+ "es c",
+ "cal ed",
+ "man s",
+ "nicar agua",
+ "sl ices",
+ "mo cha",
+ "washington post",
+ "bb n",
+ "dam ned",
+ "grow ing",
+ "en burg",
+ "lo an",
+ "me s",
+ "wh oops",
+ "believ ers",
+ "spi el",
+ "vo daf",
+ "l at",
+ "s led",
+ "cricke ter",
+ "brown e",
+ "golf ers",
+ "bar ra",
+ "wat chers",
+ "lu igi",
+ "sw amy",
+ "mom s",
+ "pit ched",
+ "san tor",
+ "cr s",
+ "si re",
+ "sc amp",
+ "bo de",
+ "ste war",
+ "jon ny",
+ "ent ity",
+ "pac qui",
+ "mind ful",
+ "min india",
+ "bear ded",
+ "temp t",
+ "scorpi on",
+ "eat on",
+ "authori zed",
+ "ar to",
+ "s vp",
+ "op athy",
+ "cch ini",
+ "house music",
+ "disney world",
+ "âĢĶ @",
+ "pro pose",
+ "di y",
+ "expen se",
+ "ten g",
+ "pupp ets",
+ "sm el",
+ "d aca",
+ "per ry",
+ "fin n",
+ "boo sting",
+ "lefto vers",
+ "cou gs",
+ "satell ites",
+ "man y",
+ "az e",
+ "g ong",
+ "fi e",
+ "metho do",
+ "fer ries",
+ "ðŁ¤Ķ ðŁ¤Ķ",
+ "explore rs",
+ "load er",
+ "attrac ted",
+ "il ton",
+ "godd amn",
+ "pi azza",
+ "doc tr",
+ "sav ing",
+ "paragra ph",
+ "visu alization",
+ "may ors",
+ "work flow",
+ "ack les",
+ "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ",
+ "ठ¸",
+ "twer k",
+ "clu t",
+ "lo ver",
+ "te ases",
+ "si an",
+ "o te",
+ "deter ior",
+ "accor d",
+ "l fw",
+ "swar ovski",
+ "nat al",
+ "tra ps",
+ "k ina",
+ "analy ze",
+ "laye red",
+ "bever ages",
+ "un it",
+ "ran som",
+ "pe shaw",
+ "dest ined",
+ "astro logy",
+ "si pping",
+ "miley cyrus",
+ "cam ino",
+ "marshmal low",
+ "bli ss",
+ "out back",
+ "fa q",
+ "int oler",
+ "humil ity",
+ "po ppin",
+ "hallo ween",
+ "mon tene",
+ "op hy",
+ "nu n",
+ "tattoo ed",
+ "a as",
+ "ðŁĮ ³",
+ "dale y",
+ "qual ity",
+ "du sa",
+ "fisher men",
+ "swi f",
+ "ter rac",
+ "st au",
+ "le in",
+ "trol ling",
+ "ship ment",
+ "garden er",
+ "march madness",
+ "head band",
+ "gr t",
+ "bur nett",
+ "w and",
+ "!!!! !!!!!",
+ "gh e",
+ "du x",
+ "hu d",
+ "war ner",
+ "ðŁĩ ¦",
+ "ex ile",
+ "rescu e",
+ "rat a",
+ "d han",
+ "duc ati",
+ "dro wn",
+ "bl ends",
+ "spi e",
+ "alli gator",
+ "simul taneously",
+ "broo ke",
+ "u ke",
+ "k har",
+ "comm union",
+ "ri ka",
+ "ford fc",
+ "chin atown",
+ "you rown",
+ "me y",
+ "can al",
+ "syste matic",
+ "de pri",
+ "ox ford",
+ "an il",
+ "w ut",
+ "equ ation",
+ "be z",
+ "fle ur",
+ "the good",
+ "lang ley",
+ "ad ity",
+ "ed ith",
+ "al fie",
+ "о ÑĤ",
+ "en cry",
+ "br ill",
+ "ex emp",
+ "ce sar",
+ "mb ling",
+ "ab ri",
+ "sc icom",
+ "j ing",
+ "school ing",
+ "mi ka",
+ "mechan isms",
+ "impromp tu",
+ "rhe a",
+ "moo re",
+ "crime a",
+ "be sto",
+ "wri ght",
+ "el ders",
+ "ro ds",
+ "kam al",
+ "folkl ore",
+ "be et",
+ "mini on",
+ "reli eve",
+ "thr o",
+ "team usa",
+ "pas cal",
+ "made with",
+ "boli via",
+ "itt i",
+ "free bies",
+ "desi red",
+ "best selling",
+ "l iness",
+ "la den",
+ "ke ane",
+ "mi sts",
+ "hipp ie",
+ "atta chment",
+ "@ /",
+ "se w",
+ "flan agan",
+ "âĿĹ ï¸ı",
+ "supre mac",
+ "stl cards",
+ "si as",
+ "q u",
+ "rh ys",
+ "ste ep",
+ "val leys",
+ "v w",
+ "pav ing",
+ "disp at",
+ "al ison",
+ "por te",
+ "id u",
+ "new sc",
+ "soc ket",
+ "mo s",
+ "co star",
+ "re vo",
+ "prote ins",
+ "stanley cup",
+ "m cal",
+ "ear ring",
+ "se cs",
+ "mc lean",
+ "cap ric",
+ "nick elo",
+ "ad en",
+ "v c",
+ "shou se",
+ "adap tive",
+ "maxi mize",
+ "entertain er",
+ "pro se",
+ "gri ffi",
+ "six teen",
+ "lam ar",
+ "mi rage",
+ "saudi arabia",
+ "awe ather",
+ "ru st",
+ "in filtr",
+ "fashion week",
+ "ðŁĺĬðŁĺĬ ðŁĺĬ",
+ "selec tive",
+ "bubb le",
+ "a den",
+ "fen nel",
+ "deci sive",
+ "m ta",
+ "mock ing",
+ "mb les",
+ "st amp",
+ "mu le",
+ "bernar do",
+ "gr in",
+ "po tt",
+ "j ingle",
+ "vet tel",
+ "colom bian",
+ "cam o",
+ "motivation monday",
+ "ba han",
+ "p ly",
+ "dh ary",
+ "k ami",
+ "x men",
+ "sleep er",
+ "gar a",
+ "my sti",
+ "confi dential",
+ "conflic ts",
+ "p neu",
+ "ce s",
+ "insur tech",
+ "clean se",
+ "me rely",
+ "va is",
+ "tu x",
+ "the great",
+ "shar on",
+ "ma j",
+ "hol a",
+ "eco systems",
+ "aj ay",
+ "aa j",
+ "hu sh",
+ "har mon",
+ "backto school",
+ "wiki leaks",
+ "reflec ted",
+ "ðŁĺ ĵ",
+ "commemor ating",
+ "ac et",
+ "buck ingham",
+ "messi ah",
+ "tu ous",
+ "hor net",
+ "to be",
+ "d q",
+ "he ine",
+ "mi g",
+ "pl ate",
+ "nichol son",
+ "sp ie",
+ "cumber land",
+ "nor mal",
+ "pho bia",
+ "happy halloween",
+ "city fc",
+ "mc el",
+ "gilli an",
+ "ke to",
+ "lu de",
+ "de mise",
+ "su ga",
+ "str ate",
+ "mcgr ath",
+ "visit scotland",
+ "foo led",
+ "cb r",
+ "gc se",
+ "col ori",
+ "po td",
+ "missuni verse",
+ "fin ances",
+ "ma poli",
+ "for ks",
+ "Ø ´",
+ "cann on",
+ "medic inal",
+ "ðŁĹ ĵ",
+ "kh o",
+ "wre ck",
+ "pan to",
+ "bag el",
+ "gu ll",
+ "syndic ate",
+ "ic y",
+ "pr c",
+ "ki en",
+ "zi ka",
+ "ti sh",
+ "pe ta",
+ "c co",
+ "li za",
+ "ch ut",
+ "ex traction",
+ "el g",
+ "gl i",
+ "fu eled",
+ "pos it",
+ "respec tively",
+ "leice ster",
+ "br ink",
+ "vulner ability",
+ "im ported",
+ "e sha",
+ "ðŁ¦ ħ",
+ "r ural",
+ "re ll",
+ "gam ing",
+ "atlan tic",
+ "aband on",
+ "no ah",
+ "re solved",
+ "pro state",
+ "aller gic",
+ "ps d",
+ "âĺ ¹",
+ "dun geon",
+ "fang irl",
+ "illumin ated",
+ "m hs",
+ "white sox",
+ "d ently",
+ "ck o",
+ "endor se",
+ "over ly",
+ "dazz ling",
+ "prior iti",
+ "night life",
+ "ut il",
+ "be have",
+ "flam en",
+ "east bound",
+ "ðŁĴ Ł",
+ "ilove you",
+ "gov uk",
+ "mozam bique",
+ "alle gi",
+ "dr i",
+ "testim onial",
+ "ath s",
+ "ì§ Ģ",
+ "mm y",
+ "shab by",
+ "pro secco",
+ "friend ships",
+ "cal am",
+ "dam ages",
+ "off set",
+ "jura ssic",
+ "jun o",
+ "arre ll",
+ "ðŁĴ ©",
+ "interven tions",
+ "dare devil",
+ "car ver",
+ "run away",
+ "ran e",
+ "truste es",
+ "ha ute",
+ "dep ths",
+ "ðŁİ Ń",
+ "me in",
+ "sacrific es",
+ "con cier",
+ "ne sting",
+ "i zzy",
+ "me tam",
+ "ilove my",
+ "ur ine",
+ "du lu",
+ "mal hotra",
+ "ve ins",
+ "night ly",
+ "co at",
+ "an di",
+ "he witt",
+ "lon el",
+ "ci ble",
+ "wr ite",
+ "jen nie",
+ "sant ac",
+ "ĸ ï¸ı",
+ "str ato",
+ "singapo re",
+ "sop rano",
+ "kri sten",
+ "cheer ful",
+ "flee twood",
+ "fa iri",
+ "m eli",
+ "wa st",
+ "tur nt",
+ "sfor sale",
+ "sc rolling",
+ "angel ina",
+ "ren dition",
+ "jeric ho",
+ "nick y",
+ "or b",
+ "fla vo",
+ "patri ot",
+ "ash eville",
+ "sick ness",
+ "re fund",
+ "aggre ssion",
+ "b pl",
+ "ãĥ ĥ",
+ "elu sive",
+ "thi story",
+ "hang er",
+ "bu ffs",
+ "vil las",
+ "at kinson",
+ "sp h",
+ "ja it",
+ "decl ined",
+ "wo k",
+ "supre macy",
+ "oo tball",
+ "ey ang",
+ "ðŁİ ĵ",
+ "s ford",
+ "ath i",
+ "consu me",
+ "road ster",
+ "e so",
+ "u pro",
+ "reci pe",
+ "au f",
+ "uc i",
+ "ar on",
+ "oo oh",
+ "cs go",
+ "re ich",
+ "mc d",
+ "min ute",
+ "ladi es",
+ "pun k",
+ "rut gers",
+ "mee k",
+ "ariz on",
+ "ta j",
+ "land lord",
+ "de gra",
+ "autu mn",
+ "lyn x",
+ "us f",
+ "b hi",
+ "fairy tale",
+ "dongha e",
+ "bet sy",
+ "explo ded",
+ "chen nai",
+ "op a",
+ "pro tag",
+ "br ant",
+ "ðŁĵ °:",
+ "g f",
+ "pal li",
+ "ðŁı¼ âĢįâĻĢï¸ı",
+ "su t",
+ "ill ini",
+ "colum nist",
+ "shir tless",
+ "de centr",
+ "sear ched",
+ "ec or",
+ "bu ggy",
+ "s ack",
+ "ðŁĺĤ ðŁĺŃ",
+ "de t",
+ "ther i",
+ "or naments",
+ "bring back",
+ "to v",
+ "quarter finals",
+ "ic he",
+ "con stra",
+ "gi er",
+ "buchan an",
+ "vi x",
+ "kay aking",
+ "mu stread",
+ "swal low",
+ "mel b",
+ "sc af",
+ "op al",
+ "may oral",
+ "har at",
+ "ðŁ¦ ĭ",
+ "schedu les",
+ "id f",
+ "ha gue",
+ "ro z",
+ "a ah",
+ "d mc",
+ "du plic",
+ "ca che",
+ "orph an",
+ "frac ture",
+ "rec on",
+ "ch av",
+ "bun nies",
+ "al ain",
+ "mustaf a",
+ "ðŁİ Ļ",
+ "vac ations",
+ "dynam ite",
+ "tex ted",
+ "broad caster",
+ "ðŁĴ £",
+ "ste amed",
+ "rock er",
+ "di etary",
+ "luxury travel",
+ "inaugur ated",
+ "sa wards",
+ "vaugh n",
+ "lincoln shire",
+ "click ed",
+ "kra ja",
+ "f anc",
+ "remo ves",
+ "layo ffs",
+ "mc far",
+ "bre eds",
+ "win nie",
+ "jon ghyun",
+ "incen tive",
+ "vari ations",
+ "pat ton",
+ "atur day",
+ "persist ent",
+ "pr un",
+ "pi ers",
+ "dal es",
+ "æ ĸ",
+ "breast feeding",
+ "r ance",
+ "ta wa",
+ "Ĥ âĸ",
+ "mur doch",
+ "cap tive",
+ "thi stle",
+ "nic a",
+ "commod ity",
+ "cou ldnt",
+ "board walk",
+ "graci ous",
+ "practiti oners",
+ "n gc",
+ "scru m",
+ "ner o",
+ "camoufla ge",
+ "col on",
+ "he i",
+ "phys icist",
+ "saturday morning",
+ "ten er",
+ "si won",
+ "colum ns",
+ "bru ne",
+ "y vr",
+ "ba ir",
+ "reti res",
+ "hal am",
+ "cab er",
+ "shaz am",
+ "min u",
+ "cas cade",
+ "milk shake",
+ "gri d",
+ "d ren",
+ "vin cent",
+ "so dium",
+ "plat ter",
+ "cheer leader",
+ "chen ko",
+ "y ak",
+ "elimin ated",
+ "ty po",
+ "y man",
+ "re think",
+ "âĿ Ĺ",
+ "ts ville",
+ "bernardo kath",
+ "ex tr",
+ "ðŁĺģ ðŁĺģðŁĺģ",
+ "ta o",
+ "re per",
+ "mo ths",
+ "em powered",
+ "c iting",
+ "transpor ted",
+ "mon ks",
+ "san at",
+ "cle ars",
+ "bachelore tte",
+ "camp bell",
+ "racha el",
+ "har le",
+ "hand ler",
+ "climb s",
+ "inter ference",
+ "rele ase",
+ "sh and",
+ "r bs",
+ "hr h",
+ "ãģ ª",
+ "val le",
+ "r é",
+ "sli me",
+ "w akes",
+ "chu bby",
+ "slo an",
+ "el ves",
+ "ath en",
+ "attor neys",
+ "micro scope",
+ "ston er",
+ "sc aling",
+ "o be",
+ "c out",
+ "se man",
+ "mid week",
+ "bal sam",
+ "ðŁĺį âĿ¤",
+ "ti ful",
+ "v ish",
+ "lo tta",
+ "ri pping",
+ "re mn",
+ "ti re",
+ "le ap",
+ "ha vent",
+ "la by",
+ "hi mach",
+ "whisp ers",
+ "we in",
+ "ðŁİ ¸",
+ "wild flowers",
+ "se le",
+ "u cc",
+ "li ability",
+ "az ine",
+ "sw ings",
+ "k ya",
+ "ta ir",
+ "re main",
+ "e do",
+ "flo ps",
+ "poc ket",
+ "grand ad",
+ "exam iner",
+ "gr is",
+ "ffe ct",
+ "ðŁijĬ ðŁı»",
+ "stud ded",
+ "heart beat",
+ "de acon",
+ "firm ly",
+ "infec tious",
+ "ste f",
+ "out lines",
+ "le asing",
+ "cla ws",
+ "sen se",
+ "tab s",
+ "hoo t",
+ "mo sul",
+ "spa wn",
+ "co a",
+ "hog warts",
+ "ve in",
+ "alban ia",
+ "manu el",
+ "b ino",
+ "vaux hall",
+ "scot land",
+ "go bucks",
+ "mat ty",
+ "phy sio",
+ "tor ino",
+ "const able",
+ "investig ated",
+ "s lower",
+ "mistak en",
+ "bay er",
+ "wild fires",
+ "vo ic",
+ "x on",
+ "time to",
+ "chas sis",
+ "bar ric",
+ "pi on",
+ "bald head",
+ "woo k",
+ "regi str",
+ "dra fts",
+ "b hs",
+ "li gue",
+ "l ick",
+ "staf fordshire",
+ "baf ta",
+ "dar ry",
+ "je anne",
+ "ven ding",
+ "cor p",
+ "⼠³ï¸ı",
+ "kid dos",
+ "fen way",
+ "ca o",
+ "west bound",
+ "ðŁĺ Ļ",
+ "dv r",
+ "quick er",
+ "bla h",
+ "goo die",
+ "ðŁĴĭ ðŁĴĭ",
+ "vo x",
+ "esp er",
+ "fac ade",
+ "cor relation",
+ "red bull",
+ "rou p",
+ "decl ining",
+ "chi ve",
+ "mc gee",
+ "tur o",
+ "in der",
+ "f eller",
+ "fu g",
+ "il ysm",
+ "mar di",
+ "peshaw ar",
+ "ki eran",
+ "ine ma",
+ "meat balls",
+ "pe ck",
+ "depre ssing",
+ "sen sing",
+ "gi z",
+ "dd ington",
+ "spring watch",
+ "ro aming",
+ "yellow stone",
+ "horse shoe",
+ "am man",
+ "week day",
+ "ol or",
+ "ðŁ¥ °",
+ "boo sts",
+ "spr int",
+ "scar ves",
+ "je e",
+ "bee tro",
+ "cl an",
+ "all the",
+ "ìĦ ¸ë",
+ "enlighten ment",
+ "ado be",
+ "re generation",
+ "? @",
+ "cont ag",
+ "yach ts",
+ "to u",
+ "mor a",
+ "en voy",
+ "r ani",
+ "go li",
+ "dhanush kraja",
+ "wood working",
+ "streng ths",
+ "se di",
+ "disc s",
+ "ar ina",
+ "sc on",
+ "lit e",
+ "ano ther",
+ "ðŁ¥ Ĭ",
+ "ye men",
+ "gu ern",
+ "sav vy",
+ "lo yed",
+ "biom ed",
+ "heart break",
+ "comra des",
+ "milli e",
+ "pat ch",
+ "un f",
+ "jar vis",
+ "bl aming",
+ "commemor ation",
+ "ge y",
+ "å ¥",
+ "cardio vascular",
+ "alig ned",
+ "docu ment",
+ ". ?",
+ "aesthe tics",
+ "em u",
+ "the irs",
+ "le h",
+ "ps ic",
+ "si f",
+ "pl ateau",
+ "ex pend",
+ "domin ating",
+ "rob es",
+ "mauriti us",
+ "excep tionally",
+ "hom er",
+ "discover ies",
+ "bra un",
+ "ten nant",
+ "insul in",
+ "ðŁİ ®",
+ "car bs",
+ "te as",
+ "? !\"",
+ "zi e",
+ "franco is",
+ "brow sing",
+ "th ol",
+ "cla rence",
+ "hel per",
+ "ob tained",
+ "cas sie",
+ "le es",
+ "! ,",
+ "pome gran",
+ "hu bs",
+ "presti ge",
+ "] [",
+ "mach er",
+ "bott led",
+ "pun ch",
+ "pi pe",
+ "o ch",
+ "gall ons",
+ "deliver ies",
+ "u ra",
+ "un day",
+ "mon de",
+ "depic ts",
+ "re gency",
+ "outra geous",
+ "khal ed",
+ "car o",
+ "he arti",
+ "za g",
+ "develop mental",
+ "over coming",
+ "stati stical",
+ "flavo red",
+ "for ds",
+ "cre atives",
+ "lau rence",
+ "di as",
+ "sun screen",
+ "in ked",
+ "pre acher",
+ "n ul",
+ "impac ting",
+ "auti stic",
+ "âļ Ķï¸ı",
+ "o ss",
+ "pel icans",
+ "cele ste",
+ "v b",
+ "ru mp",
+ "mc gra",
+ "fair fax",
+ "hu mor",
+ "bbc news",
+ "row ling",
+ "cal der",
+ "seam less",
+ "ag ne",
+ "p ti",
+ "mix ed",
+ "t shirts",
+ "mer ci",
+ "b tob",
+ "women instem",
+ "genealo gy",
+ "pre ven",
+ "l our",
+ "cra dle",
+ "gi use",
+ "Ð ¾",
+ "chron o",
+ "fair ness",
+ "chocol ate",
+ "tor y",
+ "as da",
+ "pre scott",
+ "stret ched",
+ "al man",
+ "u il",
+ "re charge",
+ "in tre",
+ "ob st",
+ "hosp ital",
+ "hay ward",
+ "teneri fe",
+ "fried man",
+ "vap ing",
+ "confe ssions",
+ "ye ah",
+ "bal li",
+ "luck now",
+ "cor pse",
+ "sculp tor",
+ "amp ton",
+ "t pp",
+ "indic ates",
+ "sur plus",
+ "tru man",
+ "ðĿ Ļ",
+ "sin ha",
+ "in vo",
+ "sovere ign",
+ "ke v",
+ "establi shing",
+ "engra ved",
+ "assu ming",
+ "ðŁı ģ",
+ "sou za",
+ "fab i",
+ "ton ed",
+ "oun ge",
+ "del oit",
+ "dow ney",
+ "no ble",
+ "om or",
+ "car tridge",
+ "ðŁı IJ",
+ "u hur",
+ "hol loway",
+ "succe sses",
+ "r sa",
+ "âĦ ¢",
+ "ma zz",
+ "tw d",
+ "disc ourse",
+ ". <",
+ "y at",
+ "satis fy",
+ "com pri",
+ "ठ¹",
+ "graph ite",
+ "disser tation",
+ "ar ter",
+ "í Ķ",
+ "b ally",
+ "zom bi",
+ "ly ons",
+ "a ic",
+ "u bc",
+ "pra da",
+ "e il",
+ "da x",
+ "cla i",
+ "grand daughter",
+ "extravag anza",
+ "chall enge",
+ "ðŁ¤ ŀ",
+ "po ver",
+ "primar ily",
+ "dad dy",
+ "man a",
+ "bi kers",
+ "inqui ries",
+ "da un",
+ "fel ine",
+ "gener ative",
+ "he f",
+ "benef iting",
+ "lind sey",
+ "pol ka",
+ "demonstr ated",
+ "al le",
+ "rand y",
+ "o su",
+ "low key",
+ "weir dest",
+ "red bull",
+ "our y",
+ "n ous",
+ "wood stock",
+ "cre denti",
+ "nic er",
+ "g ado",
+ "aly ss",
+ "ap h",
+ "prepa redness",
+ "station ary",
+ "incorpor ated",
+ "dy er",
+ "sarato ga",
+ "cele sti",
+ ": \"",
+ "antibio tics",
+ "or gs",
+ "inde fin",
+ "ap ron",
+ "и Ð",
+ "fif teen",
+ "no f",
+ "ðŁĶ Ŀ",
+ "ph x",
+ "te ga",
+ "m z",
+ "organiz ational",
+ "on air",
+ "band ung",
+ "pleas ures",
+ "mor i",
+ "secre tari",
+ "rac coon",
+ "ca shi",
+ "pil ates",
+ "k on",
+ "geof frey",
+ "la o",
+ "kam p",
+ "depart ments",
+ "back packing",
+ "an am",
+ "Ã «",
+ "crack down",
+ "aun ty",
+ "on do",
+ "li zzie",
+ "ph ers",
+ "cu n",
+ "ðŁĩ ±",
+ "k pop",
+ "pu t",
+ "inten tional",
+ "connol ly",
+ "bar clays",
+ "hs fb",
+ "swin don",
+ "u ku",
+ "s ally",
+ "a int",
+ "âľ ħ",
+ "pen ang",
+ "up lifting",
+ "epile psy",
+ "inter ro",
+ "bun gal",
+ "go ku",
+ "blue berries",
+ "ठ¦",
+ "u ssia",
+ "sil ky",
+ "mou red",
+ "i stic",
+ "bri efs",
+ "me ats",
+ "go b",
+ "ch aser",
+ "state wide",
+ "pra sad",
+ "gl itch",
+ "ar in",
+ "ban ff",
+ "memb er",
+ "ðŁĺŃ âĿ¤ï¸ı",
+ "lo ving",
+ "hall a",
+ "ภ¡",
+ "smo kers",
+ "yak u",
+ "scicom m",
+ "physi o",
+ "sw ol",
+ "lem ons",
+ "gel ato",
+ "ch ool",
+ "capit als",
+ "ki stan",
+ "ti ghts",
+ "spi kes",
+ "trav ellers",
+ "ik lan",
+ "commissi oning",
+ "ar ine",
+ "emabiggest fans",
+ "empha sis",
+ "front line",
+ "pad dock",
+ "destruc tive",
+ "ba ha",
+ "l inger",
+ "je wish",
+ "shet land",
+ "mc gin",
+ "mon key",
+ "ko z",
+ "s one",
+ "raj ini",
+ "te h",
+ "y en",
+ "c vs",
+ "masqu er",
+ "gir ly",
+ "we sle",
+ "was nt",
+ "bro dy",
+ "termin ator",
+ "gil le",
+ "mag gi",
+ "bir die",
+ "jeopar dy",
+ "cu bic",
+ "vm ware",
+ "intric ate",
+ "an up",
+ "to pia",
+ "east on",
+ "sab res",
+ "investig ates",
+ "bu sting",
+ "bil ingual",
+ "valent ino",
+ "in format",
+ "fer re",
+ "advent ur",
+ "hydr ate",
+ "for sy",
+ "az iz",
+ "san to",
+ "e de",
+ "whist ler",
+ "continu ously",
+ "d ham",
+ "un used",
+ "ji had",
+ "addic tive",
+ "vi dy",
+ "do b",
+ "i do",
+ "fi ed",
+ "ni versary",
+ "n one",
+ "fu er",
+ "ðŁĺį ðŁĺĺ",
+ "coven ant",
+ "prin table",
+ "immac ulate",
+ "o em",
+ "cl t",
+ "serv ants",
+ "consu med",
+ "un released",
+ "sc um",
+ "pack aged",
+ "me re",
+ "ìĦ¸ë ¸",
+ "to by",
+ "ta f",
+ "spo ons",
+ "me al",
+ "f ball",
+ "fair field",
+ "jan et",
+ "silver stone",
+ "dart mouth",
+ "follow me",
+ "voy ager",
+ "kom bat",
+ "anni ver",
+ "ene w",
+ "mag dal",
+ "ho ve",
+ "sa th",
+ "grizz ly",
+ "car di",
+ "gart ner",
+ "sand y",
+ "kan ye",
+ "post ure",
+ "po ign",
+ "im pulse",
+ "radio logy",
+ "horiz ons",
+ "si am",
+ "aish war",
+ "= =>",
+ "no che",
+ "tr is",
+ "el yn",
+ "com me",
+ "du i",
+ "ce c",
+ "councill ors",
+ "cudd ling",
+ "creep ing",
+ "loc ke",
+ "manag es",
+ "trans ferred",
+ "ne cks",
+ "di er",
+ "dan o",
+ "v ick",
+ "lun ches",
+ "d he",
+ "en sures",
+ "cri ss",
+ "ul ster",
+ "bann on",
+ "cont enders",
+ "sp am",
+ "sweet ness",
+ "med al",
+ "hon duras",
+ "arc tic",
+ "ultra sound",
+ "in fr",
+ "disco vers",
+ "ei ffel",
+ "ca sters",
+ "ru ben",
+ "du st",
+ "awe ed",
+ "atri um",
+ "lest we",
+ "se ared",
+ "ðŁĵº :",
+ "ty ne",
+ "ex changes",
+ "little mix",
+ "l le",
+ "astron auts",
+ "hersh ey",
+ "work day",
+ "kno b",
+ "so v",
+ "re signs",
+ "today show",
+ "der man",
+ "an th",
+ "af c",
+ "ta ster",
+ "sw oo",
+ "sa eed",
+ "per ing",
+ "narrow ly",
+ "rn li",
+ "best buy",
+ "panas onic",
+ "obst acle",
+ "farmer s",
+ "ðŁİ Ļ",
+ "pa wan",
+ "ki est",
+ "ang ers",
+ "absur d",
+ "oh my",
+ "sin o",
+ "pist achi",
+ "sp ice",
+ "giu li",
+ "prime time",
+ "ko w",
+ "k ens",
+ "ex agger",
+ "! ?!",
+ "u ba",
+ "midd les",
+ "ju dd",
+ "e jec",
+ "slam med",
+ "pen sions",
+ "of a",
+ "re create",
+ "b hp",
+ "xx l",
+ "liver pool",
+ "thre sh",
+ "pur ity",
+ "ni eu",
+ "hol ics",
+ "wr ath",
+ "ra do",
+ "gli o",
+ "am ma",
+ "dile mma",
+ "cr u",
+ "lets go",
+ ".... @",
+ "âĿ ĵ",
+ "sugge sting",
+ "tru mps",
+ "hor us",
+ "f v",
+ "ic om",
+ "refer ring",
+ "predic tive",
+ "tar ts",
+ "ge tte",
+ "so ck",
+ "glo ssy",
+ "pin ky",
+ "al ec",
+ "thy me",
+ "ou ra",
+ "thero ad",
+ "pe tr",
+ "cr am",
+ "p fi",
+ "dv n",
+ "me ier",
+ "incen tives",
+ "tun nels",
+ "mobi l",
+ "rec ap",
+ "extra s",
+ "upri ght",
+ "rev amp",
+ "per severance",
+ ", -",
+ "ot p",
+ "mir ror",
+ "ar wx",
+ "ger ry",
+ "ma her",
+ "g or",
+ "hom epage",
+ "am is",
+ "ag ra",
+ "made le",
+ "best friend",
+ "sirius xm",
+ "bun dles",
+ "admir ing",
+ "t dsb",
+ "ðŁį ģ",
+ "ch as",
+ "slow ing",
+ "ro h",
+ "wall papers",
+ "âĢ¦ /",
+ "tek ken",
+ "gang s",
+ "tal a",
+ "lind say",
+ "shou l",
+ "line backer",
+ "tool kit",
+ "ur anium",
+ "caly p",
+ "ab rams",
+ "mat thi",
+ "ðŁı ¿",
+ "hon ourable",
+ "da yo",
+ "ver sail",
+ "tan k",
+ "st c",
+ "fr itz",
+ "spl end",
+ "pat ag",
+ "anno yed",
+ "on day",
+ "devast ated",
+ "chattanoo ga",
+ "national ism",
+ "mas sey",
+ "jen n",
+ "tail or",
+ "dev gn",
+ "org ans",
+ "zu cchini",
+ "on fox",
+ "sat ire",
+ "wex ford",
+ "dis grace",
+ "no to",
+ "vol ta",
+ "âĿ¤ï¸ıâĿ¤ï¸ı âĿ¤ï¸ıâĿ¤ï¸ı",
+ "à ¶",
+ "home owners",
+ "poin ter",
+ "m cr",
+ "au sten",
+ "day sto",
+ "mo ons",
+ "pal ma",
+ "gra zing",
+ "e so",
+ "influen cers",
+ "shahid kapoor",
+ "compli ant",
+ "measure ments",
+ "develop s",
+ "y d",
+ "par l",
+ "p vt",
+ "rand olph",
+ "tor tured",
+ "ger ald",
+ "eli as",
+ "deepi kap",
+ "war mup",
+ "hick ory",
+ "g ap",
+ "co ffin",
+ "am our",
+ "re neg",
+ "moun ting",
+ "seven s",
+ "ig le",
+ "hi er",
+ "dec ad",
+ "tri ght",
+ "esc apes",
+ "wer ner",
+ "t fl",
+ "ful filled",
+ "ni ger",
+ "sour dough",
+ "re aper",
+ "choo ses",
+ "spin ner",
+ "week nd",
+ "fil tered",
+ "sh uk",
+ "kat i",
+ "old ham",
+ "open source",
+ "kh anna",
+ "at elier",
+ "conne c",
+ "opho bic",
+ "gla s",
+ "complic ations",
+ "ar son",
+ "counc ils",
+ "sm ol",
+ "as sy",
+ "lur king",
+ "ling ui",
+ "han ks",
+ "e in",
+ "Ù ħ",
+ "ru gs",
+ "n guyen",
+ "nou veau",
+ "men ace",
+ "le v",
+ "alad din",
+ "ru ining",
+ "round about",
+ "k m",
+ "con or",
+ "shoo ps",
+ "may day",
+ "traum atic",
+ "prab has",
+ "ka iser",
+ "k ita",
+ "rou ter",
+ "pe dro",
+ "re tar",
+ "stun ner",
+ "spani sh",
+ "distur bed",
+ "acade my",
+ "e learning",
+ "wit ty",
+ "sen g",
+ "fer al",
+ "av y",
+ "sta b",
+ "ke aton",
+ "ur du",
+ "ko to",
+ "hu i",
+ "coo ke",
+ "ari an",
+ "the personal",
+ "u ma",
+ "se ap",
+ "a sting",
+ "rhetor ic",
+ "hand writing",
+ "munici pality",
+ "consor tium",
+ "ðŁIJ Ł",
+ "glasgo w",
+ "ra ya",
+ "eli za",
+ "polym er",
+ "bro th",
+ "prac ti",
+ "correspon dent",
+ "addic ts",
+ "gay le",
+ "ail ing",
+ "o fe",
+ "p li",
+ "hear tw",
+ "st itch",
+ "sight ings",
+ "prie sts",
+ "sam o",
+ "slo th",
+ "good wood",
+ "roc co",
+ "sab c",
+ "summ it",
+ "l ace",
+ "pres ley",
+ "itt en",
+ "cin cy",
+ "thepersonal network",
+ "s week",
+ "pe gas",
+ "af con",
+ "regi stry",
+ "ci m",
+ "le th",
+ "dic ap",
+ "cand ice",
+ "flu ent",
+ "sm ack",
+ "pede stri",
+ "al oud",
+ "car ac",
+ "priyan kach",
+ "p gh",
+ "ir ons",
+ "dol ce",
+ "lat via",
+ "dece ased",
+ "thero ck",
+ "cla p",
+ "cen e",
+ "fo am",
+ "morris sey",
+ "gre t",
+ "essenti ally",
+ "com cast",
+ "be agle",
+ "argu es",
+ "ing ed",
+ "- âĢ¦",
+ "sa g",
+ "ha san",
+ "ðŁĻ Ĩ",
+ "ðŁį °",
+ "nh ra",
+ "kann ada",
+ "indic ators",
+ "on er",
+ "bri xton",
+ "at as",
+ "screen play",
+ "sor ority",
+ "sha heed",
+ "he em",
+ "class mates",
+ "tain ment",
+ "es i",
+ "breast cancer",
+ "zucker berg",
+ "aur or",
+ "en cia",
+ "ref ers",
+ "kae per",
+ "vor tex",
+ "com part",
+ "lym ph",
+ "photograph ing",
+ "ste ff",
+ "rest ling",
+ "par sley",
+ "mom ento",
+ "th man",
+ "lac king",
+ "du tt",
+ "ocu lus",
+ "fin o",
+ "fren zy",
+ "ra sc",
+ "der n",
+ "dis missed",
+ "noo k",
+ "met gala",
+ "sh ill",
+ "rapha el",
+ "maver icks",
+ "exhib its",
+ "eag erly",
+ "c pa",
+ "amen ities",
+ ". âłĢ",
+ "exo dus",
+ "ern st",
+ "lit a",
+ "deal t",
+ "womens march",
+ "i ain",
+ "score board",
+ "campe ones",
+ "c en",
+ "ti ki",
+ "garri son",
+ "fidel ity",
+ "bra g",
+ "road map",
+ "psy chop",
+ "lo e",
+ "ble u",
+ "ðŁijĬ ðŁı¼",
+ "sau vi",
+ "spr inger",
+ "temp tation",
+ "ru dolph",
+ "ac ura",
+ "wic z",
+ "parach ute",
+ "stro l",
+ "len ny",
+ "zi k",
+ "dom s",
+ "nb af",
+ "al pac",
+ "vivi an",
+ "ro ve",
+ "pre et",
+ "perpe tu",
+ "sna ke",
+ "air soft",
+ "infl atable",
+ "prin ces",
+ "ati e",
+ "ffe y",
+ "pati ent",
+ "m ire",
+ "chel le",
+ "sl ack",
+ "groo vy",
+ "# :",
+ "up loading",
+ "!!!!!!!! !!!!!!!!",
+ "siem ens",
+ "provi sion",
+ "v fx",
+ "need y",
+ "f ats",
+ "to poli",
+ "bhu tto",
+ "sa thletics",
+ "alu ms",
+ "t winning",
+ "south western",
+ "adop ting",
+ "last night",
+ "man ne",
+ "la ga",
+ "tw ell",
+ "ac ia",
+ "-- --",
+ "eye wear",
+ "hur ley",
+ "fle e",
+ "sa ch",
+ "pe cker",
+ "cost ly",
+ "is k",
+ "cr ates",
+ "polic y",
+ "ero sion",
+ "in go",
+ "wer k",
+ "ðŁIJ į",
+ "torto ise",
+ "therap ies",
+ "inter net",
+ "chihuahu a",
+ "ri ps",
+ "fre i",
+ "ed or",
+ "tai ji",
+ "t fc",
+ "do d",
+ "demp sey",
+ "christ in",
+ "chen g",
+ "hi ps",
+ "gra eme",
+ "com passionate",
+ "cavali ers",
+ "histor ic",
+ "soul ful",
+ "crimin al",
+ "ja c",
+ "vin ci",
+ "expi red",
+ "sur at",
+ "turi smo",
+ "k ona",
+ "se aweed",
+ "ber ts",
+ "le ica",
+ "expre ssing",
+ "a al",
+ "wor t",
+ "break fast",
+ "her ring",
+ "am used",
+ "rhu barb",
+ "mar tian",
+ "cospla yer",
+ "y ash",
+ "stri al",
+ "ra ul",
+ "refer ral",
+ "dw ts",
+ "j w",
+ "ad ler",
+ "cur tains",
+ "gu r",
+ "val ence",
+ "tyr one",
+ "sw fc",
+ "coach ed",
+ "re born",
+ "diabe tic",
+ "cho ke",
+ "nor folk",
+ "investig ative",
+ "ðŁĴ¯ ðŁĴ¯",
+ "z id",
+ "v mas",
+ "phi e",
+ "objec tives",
+ "âľ ĭ",
+ "over due",
+ "di vers",
+ "mat su",
+ "ðŁİŁ ï¸ı",
+ "casu alties",
+ "ภ§",
+ "al k",
+ "stand ardi",
+ "re alist",
+ "arti facts",
+ "pand or",
+ "ke x",
+ "in vin",
+ "( !)",
+ "ine y",
+ "par aly",
+ "mr t",
+ "fay e",
+ "the voice",
+ "on ga",
+ "de ed",
+ "skin ner",
+ "az wx",
+ "speci men",
+ "priyankach opra",
+ "nu evo",
+ "bar kley",
+ "toulou se",
+ "resu mes",
+ "football ers",
+ "cit i",
+ "fe tch",
+ "è re",
+ "lestwe forget",
+ "ðŁĻ ĭ",
+ "ch unk",
+ "dri fting",
+ "manipul ation",
+ "equ als",
+ "pu tt",
+ "ky ungsoo",
+ "âĿ¤ï¸ı #",
+ "ela stic",
+ "par ano",
+ "fo y",
+ "do ping",
+ "cin cy",
+ "ss ler",
+ "interrup ted",
+ "al ay",
+ "ado res",
+ "ame thy",
+ "con voy",
+ "ãĢ ı",
+ "Ĭ ãģ",
+ "black list",
+ "gener als",
+ "sa chin",
+ "bru shed",
+ "oun ces",
+ "non stop",
+ "illi ams",
+ "bt sarmy",
+ "u av",
+ "ru ff",
+ "bur ma",
+ "bi k",
+ "defen ce",
+ "schul tz",
+ "bo asts",
+ "lonel iness",
+ "go re",
+ "trans forms",
+ "alum na",
+ "@ @",
+ "ra ppers",
+ "ne hru",
+ "car o",
+ "himalay an",
+ "wearab les",
+ "ge h",
+ "pepper mint",
+ "re development",
+ "flam ingo",
+ "cos by",
+ "big baldhead",
+ "ag ri",
+ "bare foot",
+ "sco pes",
+ "re gram",
+ "gh ana",
+ "ðŁİ «",
+ "i heart",
+ "sa die",
+ "carri e",
+ "microbi al",
+ "ku ala",
+ "sk ater",
+ "quer que",
+ "âĻ ©",
+ "gen res",
+ "reas oning",
+ "ch ased",
+ "as o",
+ "sli pped",
+ "en can",
+ "vam os",
+ "ker s",
+ "ad verse",
+ "mo il",
+ "commod ities",
+ "with you",
+ "sil ent",
+ "hy pe",
+ "an de",
+ "am ination",
+ "whi spe",
+ "lit z",
+ "âļ½ï¸ı âļ½ï¸ı",
+ "ri ff",
+ "pp y",
+ "lam bs",
+ "gan esh",
+ "ab sent",
+ "regu lator",
+ "marse ille",
+ "en roll",
+ "par cel",
+ "wa p",
+ "by rd",
+ "ðŁĩ Ń",
+ "tu ber",
+ "country music",
+ "par l",
+ "contro llers",
+ "responsi bilities",
+ "we y",
+ "ch ate",
+ "montene gro",
+ "chic o",
+ "mil an",
+ "l ms",
+ "tra inees",
+ "appropri ately",
+ "un certain",
+ "popp ies",
+ "ed sheeran",
+ "nutr itious",
+ "gar o",
+ "deut sch",
+ "awe some",
+ "ãĥ ¼",
+ "comfor tably",
+ "land marks",
+ "et i",
+ "re usable",
+ "daniel le",
+ "ro sal",
+ "co les",
+ "just ic",
+ "c cs",
+ "f anny",
+ "ni m",
+ "mc u",
+ "clin ch",
+ "at ene",
+ "mer ge",
+ "im db",
+ "ang lo",
+ "uc cino",
+ "pan ini",
+ "an not",
+ "bur berry",
+ "feat ure",
+ "predic ting",
+ "fashioni sta",
+ "s ask",
+ "imag inary",
+ "mm o",
+ "south sudan",
+ "spe ar",
+ "hu bble",
+ "jo inthe",
+ "coyo tes",
+ "sli go",
+ "ko dak",
+ "sit com",
+ "polaro id",
+ "roo ted",
+ "corru p",
+ "ðŁĻĮ ðŁĻĮ",
+ "bris ban",
+ "at z",
+ "ah l",
+ "re my",
+ "tal ent",
+ "aval on",
+ "ra da",
+ "pau line",
+ "locom otive",
+ "go ons",
+ "ne mo",
+ "maser ati",
+ "ic u",
+ "stu tt",
+ "histor ically",
+ "sm b",
+ "pres by",
+ "avo id",
+ "so oners",
+ "rhine stone",
+ "w ad",
+ "ri sing",
+ "tro t",
+ "mo des",
+ "reg ent",
+ "optimi ze",
+ "re ece",
+ "sm u",
+ "ver ti",
+ "newyork city",
+ "cor tez",
+ "ra c",
+ "in case",
+ "sin c",
+ "fiel ding",
+ "e tta",
+ "tiff any",
+ "al monds",
+ "sad dle",
+ "k rat",
+ "mat ter",
+ "g low",
+ "star ving",
+ "gl o",
+ "cra ppy",
+ "sl ur",
+ "st d",
+ "monit ors",
+ "recei pt",
+ "maymay entrata",
+ "mc il",
+ "un is",
+ "rain bows",
+ "cal dwell",
+ "pacqui ao",
+ "j op",
+ "a fe",
+ "hoo k",
+ "es sen",
+ "wiz ard",
+ "medi an",
+ "fla ws",
+ "com s",
+ "âĿ Ħ",
+ "ing h",
+ "ha ynes",
+ "anton io",
+ "tem plates",
+ "ou ter",
+ "na w",
+ "cardi gan",
+ "bel grade",
+ "ðŁĴ ī",
+ "hom o",
+ "a ise",
+ "ro pes",
+ "no ve",
+ "what you",
+ "tri gge",
+ "concep tion",
+ "ad ukone",
+ "na di",
+ "fri ars",
+ "sw er",
+ "adju sted",
+ "hot line",
+ "san ity",
+ "kau r",
+ "down loading",
+ "c gi",
+ "ten or",
+ "eth nic",
+ "app alach",
+ "ภ¸",
+ "pa g",
+ "gol ds",
+ "on set",
+ "investig ator",
+ "car tel",
+ "peace fully",
+ "jarre tt",
+ "cat alan",
+ "poli o",
+ "n um",
+ "fru stration",
+ "dhar ma",
+ "my life",
+ "âľĮ ðŁı»",
+ "aber deen",
+ "mu sa",
+ "bin der",
+ "spark ly",
+ "fle eing",
+ "instin ct",
+ "co ping",
+ "domin ance",
+ "ill ers",
+ "er a",
+ "u conn",
+ "lo oms",
+ "living ston",
+ "gal i",
+ "he s",
+ "c ma",
+ "bel a",
+ "se ley",
+ "mon k",
+ "la ch",
+ "mar x",
+ "Â ´",
+ "m erica",
+ "woman in",
+ "es sex",
+ "ra ina",
+ "jim i",
+ "nep tune",
+ "z ack",
+ "chine se",
+ "mart ins",
+ "chand elier",
+ "her n",
+ "with us",
+ "ear l",
+ "asph alt",
+ "modu les",
+ "st p",
+ "ul la",
+ "psychi atric",
+ "mile age",
+ "captiv ating",
+ "si der",
+ "men to",
+ "mor t",
+ "tran ce",
+ "tal bot",
+ "ab by",
+ "ì ĥ",
+ "âľĮ ðŁı¼",
+ "j ak",
+ "daw n",
+ "turn up",
+ "scre wed",
+ "fe ds",
+ "blue print",
+ "ðŁĴĸ ðŁĴĸ",
+ "har sh",
+ "er os",
+ "insom nia",
+ "ban kers",
+ "ta emin",
+ "mis conduct",
+ "hu mber",
+ "gi di",
+ "edu ardo",
+ "con a",
+ "musc ular",
+ "consu ming",
+ "ra sh",
+ "don nie",
+ "di pped",
+ "col lie",
+ "samu el",
+ "melt down",
+ "ðŁĺįðŁĺį ðŁĺį",
+ "me z",
+ "exam ining",
+ "schwar tz",
+ "pri stine",
+ "ðŁIJ Ŀ",
+ "ve it",
+ "ful filling",
+ "an esthe",
+ "gue sses",
+ "dra ft",
+ "som me",
+ "soli d",
+ "pati onal",
+ "ho ped",
+ "evolu tionary",
+ "all er",
+ "enter tained",
+ "sli ps",
+ "lud wig",
+ "conclu des",
+ "sen sible",
+ "bon net",
+ "cra ze",
+ "tra s",
+ "haz ards",
+ "const antine",
+ "ed ics",
+ "star trek",
+ "to c",
+ "occu pational",
+ "in cheon",
+ "deepikap adukone",
+ "pizz as",
+ "new comer",
+ "de part",
+ "oppre ssion",
+ "ebon y",
+ "foss ils",
+ "tro jan",
+ "el en",
+ "ste aks",
+ "k hou",
+ "positi oning",
+ "ug by",
+ "red cross",
+ "ak h",
+ "dol ce",
+ "us mnt",
+ "pp en",
+ "dil ig",
+ "ma vs",
+ "call er",
+ "cost ello",
+ "⼠Ħ",
+ "dy n",
+ "thing s",
+ "rhin os",
+ "a xi",
+ "sar kar",
+ "con vocation",
+ "att ers",
+ "ss ss",
+ "fun gus",
+ "eu gen",
+ "russ o",
+ "squ at",
+ "w sb",
+ "eli on",
+ "william sburg",
+ "s off",
+ "defici ency",
+ "be arer",
+ "o kin",
+ "key stone",
+ "t wain",
+ "cal ming",
+ "break able",
+ "wa res",
+ "horser acing",
+ "com bs",
+ "bun ting",
+ "u it",
+ "t land",
+ "ðŁĴĻðŁĴĻ ðŁĴĻ",
+ "ga stron",
+ "sab ot",
+ "ick ers",
+ "commissi oners",
+ "sen ate",
+ "ii ot",
+ "ath ena",
+ "nit rogen",
+ "an tony",
+ "ero tic",
+ "di alo",
+ "mis sou",
+ "hypo cr",
+ "âľ Ī",
+ "kaeper nick",
+ "can v",
+ "d roo",
+ "clevel and",
+ "o sh",
+ "mon sta",
+ "stefan o",
+ "^ )",
+ "sh ul",
+ "po ison",
+ "ha e",
+ "commerci als",
+ "ma ul",
+ "nit ro",
+ "co worker",
+ "alo e",
+ "vap or",
+ "t ents",
+ "russi an",
+ "qu id",
+ "question able",
+ "mid get",
+ "po ker",
+ "girl friends",
+ "sin the",
+ "erit rea",
+ "ten ure",
+ "depos its",
+ "buc keyes",
+ "spot ter",
+ "theod ore",
+ "trin ity",
+ "joaqu in",
+ "u cci",
+ "follow the",
+ "caf c",
+ "mp a",
+ "ðŁIJ »",
+ "plo tting",
+ "dom ino",
+ "ta ek",
+ "sion ally",
+ "dicap rio",
+ "pa p",
+ "car mel",
+ "ig er",
+ "bt cc",
+ "beth le",
+ "www bigbaldhead",
+ "foo die",
+ "bagh dad",
+ "mason ry",
+ "off ended",
+ "à ·",
+ "ภģ",
+ "sc ro",
+ "vers es",
+ "ori ent",
+ "ar ches",
+ "pi yu",
+ "know your",
+ "gre e",
+ "ta kers",
+ "gu ard",
+ "dish on",
+ "bucket list",
+ "bha fc",
+ "war dly",
+ "ðŁİīðŁİ Ĭ",
+ "leigh ton",
+ "pe w",
+ "stra y",
+ "assaul ted",
+ "in hal",
+ "ly fe",
+ "amar keting",
+ "l x",
+ "kat z",
+ "ubun tu",
+ "me o",
+ "carto onist",
+ "turno ver",
+ "mi z",
+ "dis like",
+ "mul len",
+ "mo f",
+ "bl and",
+ "hi des",
+ "emer ges",
+ "chori zo",
+ "truste e",
+ "ma hog",
+ "lan sing",
+ "paralym pic",
+ "fa int",
+ "fa una",
+ "ch al",
+ "sn ar",
+ "cat h",
+ "bent on",
+ "cast illo",
+ "sli ppery",
+ "apric ot",
+ "oec d",
+ "bar o",
+ "l z",
+ "he ming",
+ "clow ns",
+ "co workers",
+ "peru vian",
+ "commu ters",
+ "y ell",
+ "ðŁļ ´",
+ "under ing",
+ "v j",
+ "tt p",
+ "fli pk",
+ "w ana",
+ "soc ent",
+ "Ĥâĸ Ĥâĸ",
+ "ठĤ",
+ "oo sa",
+ "jag ger",
+ "di sm",
+ "e less",
+ "d ham",
+ "cali f",
+ "a official",
+ "ec lip",
+ "harro gate",
+ "gra pp",
+ "com rade",
+ "n tr",
+ "concentr ate",
+ "thi ghs",
+ "bit coin",
+ "bel arus",
+ "ë ĵ",
+ "end uring",
+ "now watching",
+ "industri al",
+ "pi p",
+ "ar on",
+ "ar at",
+ "Â ®",
+ "whit by",
+ "oooo ooo",
+ "sa ree",
+ "tic als",
+ "mis leading",
+ "yo on",
+ "year s",
+ "sle igh",
+ "roman ian",
+ "sciss ors",
+ "vam pires",
+ "ac up",
+ "ab ba",
+ "th weeksary",
+ "cent ri",
+ "fl ye",
+ "u o",
+ "c bi",
+ "bu ena",
+ "sin d",
+ "mar ino",
+ "bur r",
+ "re building",
+ "ठ²",
+ "anniver saire",
+ "ac ca",
+ "ðŁĴĢ ðŁĴĢ",
+ "gett ing",
+ "tu lips",
+ "wolf pack",
+ "âľį ï¸ı",
+ "more than",
+ "ta kin",
+ "ðŁ¤ĺ ðŁı»",
+ "u be",
+ "mon ic",
+ "dou bts",
+ "mo wer",
+ "co balt",
+ "don ne",
+ "specul ation",
+ "argu ably",
+ "kak u",
+ "htt ps",
+ "prosecu tion",
+ "din ah",
+ "stam atic",
+ "disclo sed",
+ "bever ly",
+ "fl wx",
+ "cra bs",
+ "extraordin aire",
+ "war mest",
+ "imper i",
+ "o logists",
+ "trac es",
+ "par c",
+ "lake side",
+ "am r",
+ "ter i",
+ "hour ly",
+ "domin ation",
+ "ar row",
+ "shrews bury",
+ "ance stry",
+ "wr angler",
+ "trigge red",
+ "pen sac",
+ "roo ster",
+ "survi ves",
+ "a on",
+ "bo ko",
+ "val or",
+ "love is",
+ "la g",
+ "pe y",
+ "fo cal",
+ "out laws",
+ "bl anc",
+ "artic ho",
+ "wit s",
+ "marsh all",
+ "die go",
+ "support small",
+ "u ca",
+ "sa h",
+ "je et",
+ "syn ago",
+ "gover ning",
+ "ðŁĴ ¬",
+ "sal ads",
+ "cre ate",
+ "miri am",
+ "cen sored",
+ "ami de",
+ "no u",
+ "z eta",
+ "allegi ance",
+ "* )",
+ "bl m",
+ "ric an",
+ "pa stors",
+ "oly mpus",
+ "blo c",
+ "whir l",
+ "star ry",
+ "pr one",
+ "y k",
+ "p ne",
+ "congratul ating",
+ "be v",
+ "so ber",
+ "love island",
+ "sa ir",
+ "an ing",
+ "tutor ials",
+ "q e",
+ "lun d",
+ "in ist",
+ "cle ver",
+ "taxpay er",
+ "ali z",
+ "wren ch",
+ "dd ling",
+ "cap ri",
+ "h pa",
+ "ðŁı» âĢįâĻĤï¸ı",
+ "na j",
+ "o j",
+ "futuri stic",
+ "jelly fish",
+ "ðŁĶ¥ðŁĶ¥ ðŁĶ¥ðŁĶ¥",
+ "cel ery",
+ "plan k",
+ "fil a",
+ "ne me",
+ "un healthy",
+ "lec tions",
+ "ðŁ§ ¡",
+ "rit chie",
+ "n ws",
+ "mi kha",
+ "wonder woman",
+ "âĢ İ",
+ "hip stamatic",
+ "ka g",
+ "ðŁĴľðŁĴľ ðŁĴľ",
+ "poul try",
+ "mo w",
+ "wor ds",
+ "lo ff",
+ "ðŁ¤£ ðŁ¤£",
+ "relat able",
+ "re mixes",
+ "keny atta",
+ "ke m",
+ "re signed",
+ "fo d",
+ "stra igh",
+ "j lo",
+ "hu tch",
+ "box ers",
+ "colle en",
+ "mag s",
+ "instruc tional",
+ "ko l",
+ "attrac ts",
+ "pra g",
+ "account ant",
+ "go ggles",
+ "br u",
+ "th ole",
+ "mar row",
+ "leu ke",
+ "oc to",
+ "pon ds",
+ "bubb ly",
+ "he ist",
+ "ìĹ ij",
+ "im p",
+ "a har",
+ "ha unt",
+ "hall mark",
+ "psy ch",
+ "kkkk kkkk",
+ "col umb",
+ "jump suit",
+ "cost co",
+ "si delines",
+ "ag gies",
+ "over turned",
+ "ni b",
+ "key chain",
+ "fu k",
+ "f af",
+ "mi am",
+ "assist ants",
+ "cy cled",
+ "ri der",
+ "dam mit",
+ "red wings",
+ "mag es",
+ "kin s",
+ "ì Ĥ",
+ "ho d",
+ "son t",
+ "carol ine",
+ "\" '",
+ "cu le",
+ "bra id",
+ "fel ony",
+ "ar ities",
+ "ruther ford",
+ "depic tion",
+ "isab elle",
+ "ro ach",
+ "k day",
+ "fifth harmony",
+ "em y",
+ "li gam",
+ "bari sta",
+ "albu querque",
+ "gro ss",
+ "ðŁį º",
+ "oo ks",
+ "ðŁij ¼",
+ "dun can",
+ "try in",
+ "jag s",
+ "g ould",
+ "li tho",
+ "âģ £",
+ "а Ð",
+ "sam my",
+ "tun g",
+ "cas ser",
+ "apo lo",
+ "aaaa a",
+ "man g",
+ "as ics",
+ "sh en",
+ "p ye",
+ "tur bul",
+ "ss p",
+ "saint sfc",
+ "on lin",
+ "n anny",
+ "he ster",
+ "do z",
+ "ภĶ",
+ "th read",
+ "ren ts",
+ "kh and",
+ "ðŁĴª ðŁı½",
+ "un conditional",
+ "rob son",
+ "car re",
+ "ph on",
+ "sacrific ed",
+ "Â £",
+ "auto s",
+ "par ker",
+ "oc a",
+ "log in",
+ "kee gan",
+ "hard cover",
+ "dough nuts",
+ "ðŁĮ İ",
+ "spit fire",
+ "refresh ments",
+ "saskat oon",
+ "commod ore",
+ "j f",
+ "rub ber",
+ "halam adrid",
+ "child care",
+ "stra da",
+ "io m",
+ "ri k",
+ "dak ar",
+ "ther mom",
+ "cro pped",
+ "gar u",
+ "ali k",
+ "ven i",
+ "i ft",
+ "si ka",
+ "ritu als",
+ "z ul",
+ "e ch",
+ "Â ©",
+ "su dan",
+ "l land",
+ "i me",
+ "do cker",
+ "ì ¤",
+ "fe ared",
+ "fa o",
+ "wal ter",
+ "no g",
+ "mutu als",
+ "l h",
+ "ali gn",
+ "mon ia",
+ "concep tart",
+ "ðŁĻı ðŁı¼",
+ "sco e",
+ "compet ence",
+ "sw ine",
+ "ly me",
+ "laun ch",
+ "green er",
+ "abstract art",
+ "inqu is",
+ "gran ada",
+ "ga elic",
+ "flu ff",
+ "d backs",
+ "grave yard",
+ "ba be",
+ "acade mic",
+ "adventur ous",
+ "joh ann",
+ "~ !",
+ "bi bi",
+ "| #",
+ "pl ings",
+ "gett y",
+ "as b",
+ "âĿ¤ï¸ı @",
+ "staf f",
+ "religi ons",
+ "bang or",
+ "world bookday",
+ "me gh",
+ "de vin",
+ "ash ore",
+ "meri dian",
+ "gi thub",
+ "qui z",
+ "all stars",
+ "be stest",
+ "ir resi",
+ "ack er",
+ "do te",
+ "war rington",
+ "pol ly",
+ "newor leans",
+ "cr ou",
+ "wi gs",
+ "che y",
+ "smithson ian",
+ "la sag",
+ "de tour",
+ "bor is",
+ "stra ps",
+ "mari ah",
+ "inten tionally",
+ "ko h",
+ "ðŁį ¸",
+ "ssi an",
+ "mar issa",
+ "cor al",
+ "episcop al",
+ "casu alty",
+ "tom o",
+ "supply chain",
+ "sam p",
+ "on go",
+ "ro o",
+ "cavi ar",
+ "p fw",
+ "clau dio",
+ "buff alo",
+ "s ations",
+ "mat ty",
+ "snap back",
+ "l ds",
+ "al arms",
+ "mat te",
+ "âĺ Ķï¸ı",
+ "conditi oner",
+ "d ors",
+ "he x",
+ "fi zz",
+ "a stri",
+ "sus sex",
+ "secur ity",
+ "qa eda",
+ "all star",
+ "cocac ola",
+ "as one",
+ "cl icks",
+ "sc ans",
+ "mu te",
+ "he avier",
+ "ðŁİ §",
+ "âĺ ŀ",
+ "lv l",
+ "book boost",
+ "youtu be",
+ "fla shes",
+ "f jor",
+ "c su",
+ "explo de",
+ "do dge",
+ "cair n",
+ "gonz ales",
+ "th ill",
+ "pel le",
+ "hart ley",
+ "renew able",
+ "re tin",
+ "e stre",
+ "costar ica",
+ "shipy ard",
+ "nc fc",
+ "pri ya",
+ "a ghan",
+ "an ath",
+ "plu gin",
+ "co rey",
+ "re bound",
+ "or u",
+ "kat rin",
+ "hor mone",
+ "gi m",
+ "mahin dra",
+ "s sus",
+ "park land",
+ "har per",
+ "fanta stic",
+ "infer no",
+ "ep ilo",
+ "wrest ling",
+ "fe ct",
+ "c it",
+ "ac oun",
+ "to ssed",
+ "monu mental",
+ "char tered",
+ "bu st",
+ "pe tra",
+ "âĮ ļ",
+ "wildflower hour",
+ "sweat ers",
+ "* .",
+ "bl er",
+ "ate ch",
+ "go wan",
+ "demo graphic",
+ "bra l",
+ "suici de",
+ "renov ations",
+ "vu el",
+ "sin ister",
+ "ar mani",
+ "miso gy",
+ "ph arrell",
+ "nap s",
+ "un iting",
+ "crusad ers",
+ "cor gi",
+ "insu red",
+ "than i",
+ "no or",
+ "g q",
+ "d ada",
+ "bicy cles",
+ "snu ggle",
+ "sch an",
+ "ten berg",
+ "ss al",
+ "fe mme",
+ "bo il",
+ "½ ï¸ı",
+ "re ap",
+ "occur ring",
+ "hus sein",
+ "divi d",
+ "sto ke",
+ "sh alom",
+ "na ia",
+ "o lic",
+ "frustr ating",
+ "Ù ĩ",
+ "ig s",
+ "gro ver",
+ "scen arios",
+ "n ds",
+ "bru tality",
+ "med alli",
+ "bu on",
+ "sas s",
+ "skate boarding",
+ "ony x",
+ "lor ry",
+ "ny u",
+ "gau tam",
+ "mm ings",
+ "gu g",
+ "end i",
+ "lo thian",
+ "comm ando",
+ "chal k",
+ "ph ora",
+ "asse ssing",
+ "ti gh",
+ "crun chy",
+ "ad ay",
+ "is l",
+ "ci ara",
+ "pilgri ms",
+ "kam al",
+ "p to",
+ "brit anni",
+ "t ani",
+ "sm c",
+ "l ure",
+ "app store",
+ "ab y",
+ "golf ing",
+ "cl c",
+ "fa u",
+ "an as",
+ "shu tting",
+ "regul ated",
+ "carn age",
+ "scow boys",
+ "all enge",
+ "c ma",
+ "humbold t",
+ "rel le",
+ "ku mb",
+ "her i",
+ "refin ery",
+ "sound check",
+ "d wayne",
+ "bos nia",
+ "i sp",
+ "the alth",
+ "anni v",
+ "relev ance",
+ "my a",
+ "bag gage",
+ "dre ad",
+ "s bc",
+ "th ed",
+ "bu h",
+ "hi jab",
+ "lo id",
+ "ke w",
+ "c te",
+ "respec t",
+ "lovel ies",
+ "cu bes",
+ "celebr ate",
+ "dir t",
+ "sav ers",
+ "_ ,",
+ "gar ment",
+ "pulit zer",
+ "mas jid",
+ "beat port",
+ "al arts",
+ "encry ption",
+ "s ner",
+ "ple ads",
+ "found ry",
+ "sym metry",
+ "ru mi",
+ "birth place",
+ "scallo ps",
+ "supp le",
+ "pivo tal",
+ "t ati",
+ "no de",
+ "so d",
+ "pro xim",
+ "tr ics",
+ "col dest",
+ "bren t",
+ "mand u",
+ "cla ir",
+ "e ach",
+ "and alu",
+ "hi ddleston",
+ "ðŁIJ º",
+ "mel ts",
+ "v ance",
+ "pin n",
+ "se ments",
+ "scre ened",
+ "sa chs",
+ "o bl",
+ "ic ha",
+ "âĺĺ ï¸ı",
+ "school ers",
+ "heal ed",
+ "lo gged",
+ "ðŁ¤ĺ ðŁı¼",
+ "ic us",
+ "bore dom",
+ "b ish",
+ "b ffs",
+ "tal king",
+ "sure sh",
+ "hoo kem",
+ "de on",
+ "de fl",
+ "ei leen",
+ "ðŁį ķ",
+ "women intech",
+ "ri sotto",
+ "rang er",
+ "adverti se",
+ "ภģà¸",
+ "tel ly",
+ "la go",
+ "dart moor",
+ "d ong",
+ "sk ates",
+ "lo go",
+ "un ner",
+ "mail box",
+ "ma sala",
+ "lo oooo",
+ "amethy st",
+ "che wing",
+ "c bb",
+ "australi ans",
+ "rc mp",
+ "game art",
+ "# ...",
+ "kor n",
+ "extre mism",
+ "fruit ful",
+ "anci ent",
+ "pu bg",
+ "pol ite",
+ "wh it",
+ "mur als",
+ "m gr",
+ "line man",
+ "dav ao",
+ "ste ms",
+ "ten nis",
+ "av age",
+ "tu pac",
+ "gigan tic",
+ "hs bc",
+ "auto biography",
+ "up the",
+ "ี à¹Ī",
+ "re gal",
+ "fig uring",
+ "ku l",
+ "mis sy",
+ "hoo p",
+ "gra s",
+ "for ums",
+ "back lash",
+ "abduc ted",
+ "p nw",
+ "min ic",
+ "bu tt",
+ "bott oms",
+ "at on",
+ "ven g",
+ "ðŁĮ ı",
+ "del aney",
+ "prab hu",
+ "fan club",
+ "over haul",
+ "health ye",
+ "sy no",
+ "aa f",
+ "ren amed",
+ "kim i",
+ "un cle",
+ "man city",
+ "se u",
+ "qu anti",
+ "este em",
+ "um in",
+ "en zo",
+ "mel vin",
+ "under go",
+ "j har",
+ "far ah",
+ "coast ers",
+ "humph rey",
+ "mh z",
+ "children s",
+ "^ .",
+ "d hi",
+ "disrup tive",
+ "integr ating",
+ "r nb",
+ "over sized",
+ "a ide",
+ "ne au",
+ "docu mentation",
+ "ðŁijĢ ðŁijĢ",
+ "pal o",
+ "hear th",
+ "ri yad",
+ "pun ctu",
+ "abc news",
+ "secu res",
+ "boy band",
+ "bir ch",
+ "ju co",
+ "tra ff",
+ "legislat ors",
+ "bay a",
+ "ãĤ ¯",
+ "no ises",
+ "collec ts",
+ "s warm",
+ "k ner",
+ "bi shops",
+ "stur geon",
+ "snapp ing",
+ "mo l",
+ "fre aky",
+ "chair person",
+ "tro p",
+ "lyn ch",
+ "car cin",
+ "art sy",
+ "e sto",
+ "cha i",
+ "fl ur",
+ "inv ali",
+ "sau sages",
+ "im el",
+ "j or",
+ "fun fact",
+ "wit ter",
+ "puni shed",
+ "ac ons",
+ "h ya",
+ "re versi",
+ "em c",
+ "dif fu",
+ "z x",
+ "sp aw",
+ "cla d",
+ "d mit",
+ "hol land",
+ "fre sco",
+ "pay roll",
+ "ab undant",
+ "stu ffing",
+ "mor o",
+ "c ny",
+ "boy cott",
+ "wend y",
+ "ele ven",
+ "pro voc",
+ "pil ot",
+ "tr x",
+ "be ad",
+ "climate action",
+ "ri on",
+ "assi e",
+ "ì ĸ",
+ "o sm",
+ "islam ic",
+ "ho ar",
+ "good reads",
+ "al ici",
+ "afterno ons",
+ "spoke sman",
+ "jo lie",
+ "it as",
+ "masc ara",
+ "âĻ© âĻ«",
+ "pre vail",
+ "beetro ot",
+ "lu jah",
+ "k li",
+ "dod ger",
+ "Â »",
+ "ru le",
+ "l n",
+ "scre am",
+ "ho bart",
+ "col bert",
+ "r tc",
+ "er m",
+ "pat ro",
+ "quo ting",
+ "s live",
+ "que st",
+ "non fiction",
+ "semin ary",
+ "prosecu tors",
+ "ve st",
+ "express way",
+ "g ge",
+ "nau tical",
+ "et f",
+ "ðŁİīðŁİ Ĭ",
+ "dur ation",
+ "cha ired",
+ "the film",
+ "fab io",
+ "she h",
+ "can o",
+ "ðŁĴª ðŁı»",
+ "with draw",
+ "! :)",
+ "cor pus",
+ "phen om",
+ "yel p",
+ "la wn",
+ "ent om",
+ "snapp er",
+ "but te",
+ "pin ball",
+ "pro xy",
+ "libr e",
+ "alle vi",
+ "n ada",
+ "gabri el",
+ "fo wl",
+ "eure ka",
+ "daph ne",
+ "tu nes",
+ "pun ched",
+ "wh ore",
+ "jo g",
+ "ren tial",
+ "man ners",
+ "o pe",
+ "wh ufc",
+ "gu th",
+ "revol t",
+ "sne aker",
+ "philharmon ic",
+ "ho ste",
+ "sovereign ty",
+ "ðŁĻıðŁĻı ðŁĻı",
+ "fish ing",
+ "sci art",
+ "fe ta",
+ "i pp",
+ "dump ing",
+ "kel own",
+ "gir i",
+ "dig its",
+ "sal u",
+ "san jay",
+ "twee ters",
+ "sp as",
+ "col chester",
+ "sc ab",
+ "ma dd",
+ "๠Ħà¸",
+ "Ä ĩ",
+ "ged don",
+ "march for",
+ "do p",
+ "maure en",
+ "un plugged",
+ "di do",
+ "fashion blogger",
+ "up a",
+ "mex ic",
+ "tar y",
+ "pol ye",
+ "jame son",
+ "v t",
+ "grin der",
+ "mad dy",
+ "consult ancy",
+ "¬ ë",
+ "leagueof legends",
+ "ac cents",
+ "um ni",
+ "jane iro",
+ "tu ss",
+ "h ens",
+ "ampli fier",
+ "to shi",
+ "pret tier",
+ "pre vents",
+ "new town",
+ "red wood",
+ "vant age",
+ "ball ard",
+ "ar tof",
+ "a she",
+ "a sion",
+ "lac ey",
+ "ap at",
+ "gro ve",
+ "ภĦ",
+ "rw and",
+ "real tors",
+ "tra itor",
+ "bed ding",
+ "ö r",
+ "zi on",
+ "fla shing",
+ "cam pan",
+ "boom er",
+ "secretari at",
+ "ab ol",
+ "liti gation",
+ "cont amination",
+ "se dly",
+ "shred ded",
+ "in for",
+ "do herty",
+ "bench mark",
+ "ro che",
+ "skate board",
+ "sho vel",
+ "i zz",
+ "to pper",
+ "o ster",
+ "laby rin",
+ "autu m",
+ "k ong",
+ "hum mus",
+ "vi z",
+ "tech news",
+ "kla us",
+ "am using",
+ "socialmedi amarketing",
+ "i des",
+ "cast ell",
+ "ste e",
+ "underestim ate",
+ "cal ab",
+ "pa ign",
+ "b illing",
+ "unanim ously",
+ "g mb",
+ "fly fishing",
+ "hath away",
+ "commerci al",
+ "colour ing",
+ "skul ls",
+ "pivo t",
+ "te p",
+ "tb c",
+ "motor way",
+ "x press",
+ "construc tive",
+ "pu k",
+ "under lying",
+ "kir sten",
+ "mani ac",
+ "cha o",
+ "se ma",
+ "chiff on",
+ "ðŁijĮ ðŁı»",
+ "ver ona",
+ "kom o",
+ "stan doff",
+ "wi ped",
+ "c ated",
+ "bla ir",
+ "wor kin",
+ "m sc",
+ "bethle hem",
+ "swi pe",
+ "unexpe c",
+ "pe es",
+ "pe tri",
+ "orig ami",
+ "ðŁij ħ",
+ "mex ico",
+ "flav or",
+ "ru dd",
+ "cannab is",
+ "mar u",
+ "ri ddle",
+ "wor shi",
+ "sil on",
+ "sch at",
+ "ap se",
+ "tang er",
+ "bi ous",
+ "e er",
+ "questi oned",
+ "o zar",
+ "dan k",
+ "angle sey",
+ "char an",
+ "bak u",
+ "compe ten",
+ "re pri",
+ "bat ter",
+ "sa xon",
+ "cal ves",
+ "leng ths",
+ "$ $$",
+ "âŀ ¡ï¸ı",
+ "immer sion",
+ "ga unt",
+ "car ry",
+ "cy to",
+ "b anda",
+ "shu tt",
+ "experi ence",
+ "el gin",
+ "mous se",
+ "ta z",
+ "ê µ",
+ "in correct",
+ "en z",
+ "b ham",
+ "mor on",
+ "so ver",
+ "ar un",
+ "ti pped",
+ "la ble",
+ "de arly",
+ "bau tista",
+ "í Ļ",
+ "mor tal",
+ "woo p",
+ "dt la",
+ "sho cks",
+ "dav os",
+ "ðŁĵ Ŀ",
+ "swim wear",
+ "her man",
+ "ðŁijĩ ðŁijĩ",
+ "z ir",
+ "neglec ted",
+ "grac ed",
+ "campu ses",
+ "av s",
+ "ar ora",
+ "swach hb",
+ "live pd",
+ "ac cra",
+ "enqui ries",
+ "shoo ters",
+ "kur t",
+ "vancou ver",
+ "brad ley",
+ "gar da",
+ "g ü",
+ "ol la",
+ "attrac ting",
+ "up ton",
+ "ne win",
+ "lu mia",
+ "furn ace",
+ "ev ers",
+ "e on",
+ "sw a",
+ "roo kies",
+ "a oc",
+ "v ss",
+ "bris ket",
+ "tor ch",
+ "yo da",
+ "heart land",
+ "tac o",
+ "ph ony",
+ "food bank",
+ "ab bey",
+ "bab ylon",
+ "u y",
+ "gre ate",
+ "expre sses",
+ "d andy",
+ "sc apes",
+ "survi vor",
+ "ron d",
+ "e ci",
+ "ha vin",
+ "ab el",
+ "chil dish",
+ "tor que",
+ "wav y",
+ "ur self",
+ "kanye west",
+ "year of",
+ "ale stine",
+ "o brien",
+ "al fon",
+ "sk ag",
+ "kore an",
+ "anchor age",
+ "val eri",
+ "de w",
+ "ðŁİ ¨",
+ "land slide",
+ "car ole",
+ "christ en",
+ "go phers",
+ "af i",
+ "priyan ka",
+ "q q",
+ "power of",
+ "it te",
+ "pc so",
+ "tw ol",
+ "pr y",
+ "intellec tu",
+ "guer rero",
+ "pi les",
+ "wish list",
+ "w ren",
+ "time table",
+ "ë ı",
+ "prodi gy",
+ "gibb ons",
+ ". /",
+ "ne ur",
+ "anz ac",
+ "mur ray",
+ "vie st",
+ "pla ster",
+ "la ir",
+ "art gallery",
+ "inter continental",
+ "g br",
+ "bell ator",
+ "nam joon",
+ "mam mals",
+ "am el",
+ "y aw",
+ "saras ota",
+ "cam ar",
+ "bud ding",
+ "sum mari",
+ "aco sta",
+ "la sh",
+ "ey ou",
+ "post graduate",
+ "instruc tors",
+ "ti g",
+ "const ant",
+ "were wolf",
+ "ic os",
+ "cla s",
+ "glen n",
+ "bud ge",
+ "ðŁĻ Ĥ",
+ "er ta",
+ "sta ins",
+ "persecu tion",
+ "cumb ri",
+ "o ch",
+ "syner gy",
+ "hu ang",
+ "scand in",
+ "mid terms",
+ "comment ator",
+ "regar ded",
+ "perpe tual",
+ "bo iling",
+ "al p",
+ "lan ge",
+ "sch le",
+ "fac eli",
+ "twee ta",
+ "ri dden",
+ "ok toberfest",
+ "charlotte sville",
+ "ik lan",
+ "jo u",
+ "ch atham",
+ "b sc",
+ "ðŁį ¦",
+ "stra uss",
+ "mel low",
+ "xx xx",
+ "happy hour",
+ "re actor",
+ "ww er",
+ "distr action",
+ "at orial",
+ "ðŁĴª ðŁı¼",
+ "twin peaks",
+ "fay ette",
+ "a or",
+ "ko k",
+ "bro om",
+ "sy fy",
+ "ou se",
+ "am ag",
+ "Ø ·",
+ "ubis oft",
+ "lu lu",
+ "hall mark",
+ "stu art",
+ "it ya",
+ "si deline",
+ "venge ance",
+ "re lu",
+ "sex ism",
+ "boun cing",
+ "un ites",
+ "gu stav",
+ "te ssa",
+ "stu mp",
+ "pro clamation",
+ "ima x",
+ "divid end",
+ "col by",
+ "ðŁį İ",
+ "play wright",
+ "un safe",
+ "co smo",
+ "ðŁĩ²ðŁĩ ½",
+ "cup board",
+ "constitu ents",
+ "ang lia",
+ "ram page",
+ "ðŁĺįðŁĺį ðŁĺįðŁĺįðŁĺį",
+ "than ked",
+ "take aways",
+ "shro ff",
+ "de bat",
+ "kh ur",
+ "conduc ts",
+ "format s",
+ "à ©",
+ "port age",
+ "graph ers",
+ "u ten",
+ "pre m",
+ "mo ines",
+ "condem ns",
+ "s ous",
+ "l ps",
+ "f cs",
+ "deal ership",
+ "leuke mia",
+ "bure au",
+ "ski d",
+ "guardi ola",
+ "ca ster",
+ "thir d",
+ "avoi ded",
+ "en cyclo",
+ "c sr",
+ "vi xx",
+ "analy zing",
+ "she ar",
+ "dulu th",
+ "shap iro",
+ "chan ting",
+ "stre sses",
+ "as be",
+ "mil itia",
+ "ãĥ ª",
+ "col lin",
+ "arsen e",
+ "sure sh",
+ "teach ings",
+ "yi xing",
+ "sh ill",
+ "nu des",
+ "sv u",
+ "clear water",
+ "war ped",
+ "pro life",
+ "artist son",
+ "it u",
+ "versail les",
+ "galax y",
+ "ax el",
+ "spring st",
+ "cal a",
+ "hu hu",
+ "sc u",
+ "commit ments",
+ "exe ter",
+ "poign ant",
+ "mo tion",
+ "conserv atory",
+ "row dy",
+ "rec alled",
+ "mu sk",
+ "emb elli",
+ "so the",
+ "âĺ Ģ",
+ "sto pper",
+ "sch ild",
+ "to pe",
+ "el mo",
+ "zi el",
+ "j om",
+ "barn sley",
+ "snow den",
+ "on tour",
+ "jour ney",
+ "hills borough",
+ "par ole",
+ "w ts",
+ "mo ving",
+ "ag ility",
+ "tiv o",
+ "ff ers",
+ "kindle unlimited",
+ "g wen",
+ "ann an",
+ "ah mad",
+ "tex tured",
+ "hepat itis",
+ "dra m",
+ "insi ders",
+ "tis sues",
+ "ãĥ Ħ",
+ "fc barcelona",
+ "cr atic",
+ "na acp",
+ "pe can",
+ "f gm",
+ "custom ize",
+ "concer t",
+ "g sm",
+ "pe g",
+ "p one",
+ "justin trudeau",
+ "super cars",
+ "happy holidays",
+ "bu lar",
+ "ado x",
+ "lap tops",
+ "digital health",
+ "destin ation",
+ "gradu ally",
+ "áĥ ¦",
+ "popp y",
+ "ss l",
+ "inhi bit",
+ "star light",
+ "of fro",
+ "glo omy",
+ "x per",
+ "hal der",
+ "im plants",
+ "le to",
+ "hass el",
+ "a as",
+ "un told",
+ "en ci",
+ "liber ia",
+ "or an",
+ "con tests",
+ "il ah",
+ "sma g",
+ "sc out",
+ "mari anne",
+ "cr yo",
+ "schedu ling",
+ "lo s",
+ "kan e",
+ "stutt gart",
+ "ne se",
+ "law rence",
+ "da in",
+ "pho tom",
+ "car ou",
+ "ภ£",
+ "g wy",
+ "national dogday",
+ "roa sting",
+ "band camp",
+ "kentu cky",
+ "stret ches",
+ "ke rel",
+ "ca she",
+ "ãĤ ¸",
+ "sta x",
+ "tran si",
+ "dog gie",
+ "at ric",
+ "hal le",
+ "ci vic",
+ "brow ning",
+ "lein ster",
+ "cat day",
+ "high land",
+ "joy ous",
+ "in cumb",
+ "or lando",
+ "ro mo",
+ "col ton",
+ "del ta",
+ "car ab",
+ "ro tc",
+ "aster oid",
+ "goose bumps",
+ "mo logy",
+ "yo ko",
+ "an ds",
+ "tomor rows",
+ "red carpet",
+ "sm p",
+ "ca sio",
+ "ðŁ¤£ðŁ¤£ ðŁ¤£",
+ "se au",
+ "rejec tion",
+ "rot ating",
+ "bi partisan",
+ "th un",
+ "mat i",
+ "bon i",
+ "ol l",
+ "ener gye",
+ "do it",
+ "l j",
+ "mother hood",
+ "lou ise",
+ "neck laces",
+ "el ite",
+ "ni x",
+ "l cs",
+ "en v",
+ "gl u",
+ "le sh",
+ "cran k",
+ "su sie",
+ "m clau",
+ "so tu",
+ "crow ley",
+ "rat ri",
+ "use d",
+ "bre ton",
+ "alfre do",
+ "ye o",
+ "travel pics",
+ "ti pp",
+ "elli son",
+ "sax ophone",
+ "me red",
+ "heu ghan",
+ "ta ine",
+ "f es",
+ "vi ro",
+ "suppo sedly",
+ "i as",
+ "dige stive",
+ "y le",
+ "li zzy",
+ "wildlife photography",
+ "bri anna",
+ "west field",
+ "ra ined",
+ "am her",
+ "ðŁĺĦ ðŁĺĦ",
+ "distribu te",
+ "bott om",
+ "pre serving",
+ "oil and",
+ "craf ty",
+ "de scen",
+ "col ling",
+ "shakespeare sunday",
+ "r wc",
+ "ang led",
+ "ci an",
+ "t ations",
+ "mon tage",
+ "me yers",
+ "france sca",
+ "ðŁĮ ·",
+ "wi ggins",
+ "san ford",
+ "volunte er",
+ "car ra",
+ "bar k",
+ "vari ed",
+ "pl in",
+ "am u",
+ "kap il",
+ "rock ers",
+ "qu ind",
+ "br ane",
+ "in mate",
+ "ent al",
+ "impro vis",
+ "michi gan",
+ "re tweeting",
+ "progre ssing",
+ "mercedes benz",
+ "smo ker",
+ "physi ology",
+ "dor ado",
+ "watt pad",
+ "h wa",
+ "sr bachchan",
+ "w ga",
+ "vol atility",
+ "hi re",
+ "ac ap",
+ "wn ba",
+ "hein z",
+ "stit ches",
+ "kidnapp ing",
+ "bur ys",
+ "lim b",
+ "f itters",
+ "thumb nail",
+ "ton e",
+ "mir and",
+ "desi rable",
+ "ad dison",
+ "tar an",
+ "tamil nadu",
+ "spec tator",
+ "soci ology",
+ "amit shah",
+ "remo tely",
+ "âĻ ¦",
+ "ham id",
+ "r ds",
+ "g lee",
+ "smooth ly",
+ "sch ro",
+ "er c",
+ "lali ga",
+ "he als",
+ "us f",
+ "ni shi",
+ "d hu",
+ "un il",
+ "h le",
+ "tro mb",
+ "bhu tan",
+ "pilip inas",
+ "se ung",
+ "whit man",
+ "te y",
+ "min ce",
+ "snow boarding",
+ "re au",
+ "k ker",
+ "av o",
+ "zach ary",
+ "ran veer",
+ "ti k",
+ "gover n",
+ "qu al",
+ "beck y",
+ "anthropo logy",
+ "att en",
+ "grocer ies",
+ "de bit",
+ "war p",
+ "sil icon",
+ "hawa ii",
+ "ðŁĴ ħ",
+ "pomegran ate",
+ "pe er",
+ "orang es",
+ "people schoice",
+ "end ure",
+ "ðŁĴĽ ðŁĴĽ",
+ "ãĤ¹ ãĥ",
+ "ac ial",
+ "a haha",
+ "stu k",
+ "imper ial",
+ "bl ond",
+ "pow der",
+ "kno ts",
+ "vin ce",
+ "wood lands",
+ "den a",
+ "watch in",
+ "mat cha",
+ "ma hat",
+ "galax ies",
+ "middles brough",
+ "k ö",
+ "stre e",
+ "resc ues",
+ "wal do",
+ "lero y",
+ "desp ic",
+ "real ities",
+ "tm nt",
+ "ha q",
+ "un o",
+ "pe c",
+ "bolly wood",
+ "blin ds",
+ "design thinking",
+ "he ms",
+ "and hra",
+ "ab sen",
+ "fan s",
+ "ste ch",
+ "shire hour",
+ "bla ine",
+ "shak ti",
+ "pu rely",
+ "ðŁı ı",
+ "tra fal",
+ "ke ynes",
+ "gr ate",
+ "to bias",
+ "spon taneous",
+ "satur ated",
+ "caval ry",
+ "pri sc",
+ "ðŁĺ ij",
+ "wh t",
+ "pas si",
+ "~~ ~",
+ "vir at",
+ "patt inson",
+ "la o",
+ "weir do",
+ "sym pathy",
+ "ju da",
+ "occa sionally",
+ "cred ited",
+ "stat u",
+ "es co",
+ "hil ly",
+ "esc ape",
+ "dischar ge",
+ "se er",
+ "may nard",
+ "sud bury",
+ "z lat",
+ "or al",
+ "we er",
+ "encoun tered",
+ "sm elling",
+ "over sight",
+ "ê ¸",
+ "that cher",
+ "mack ay",
+ "you can",
+ "fre ep",
+ "freed oms",
+ "prophe cy",
+ "ho e",
+ "ishq ba",
+ "dra ke",
+ "qu its",
+ "pel led",
+ "tur k",
+ "o vi",
+ "wesle yan",
+ "new music",
+ "leg g",
+ "ch eng",
+ "h illi",
+ "ay y",
+ "pan ties",
+ "ad versity",
+ "ad jac",
+ "vaccin ation",
+ "ju ke",
+ "ga c",
+ "exce ed",
+ "time sof",
+ "sta ining",
+ "ep cot",
+ "v ital",
+ "up ward",
+ "bethe sda",
+ "apar k",
+ "ma hi",
+ "camp fire",
+ "enchan ting",
+ "rha pso",
+ "h z",
+ "na ver",
+ "fa x",
+ "vali dation",
+ "ac ad",
+ "ny r",
+ "as ym",
+ "coordin ated",
+ "depar ted",
+ "all ery",
+ "var ies",
+ "spr ite",
+ "chap lin",
+ "ss occer",
+ "s wat",
+ "bre t",
+ "relu ct",
+ "tunes app",
+ "super star",
+ "reminis cing",
+ "o co",
+ "home grown",
+ "dough nut",
+ "un canny",
+ "la pd",
+ "thyro id",
+ "! âĿ¤ï¸ı",
+ "botan ic",
+ "bre s",
+ "sp ade",
+ "i ste",
+ "echo es",
+ "du lil",
+ "bur sting",
+ "qui ero",
+ "ðŁij İ",
+ "loy ola",
+ "amuse ment",
+ "ha ils",
+ "sleep y",
+ "burgl ary",
+ "âľ ı",
+ "ro gue",
+ "cot land",
+ "mo ors",
+ "low er",
+ "wic ked",
+ "ðŁĶ Ĭ",
+ "compet iti",
+ "argent ine",
+ "yvon ne",
+ "karti keyan",
+ "ili ary",
+ "gat sby",
+ "precin ct",
+ "six ty",
+ "na ji",
+ "cam s",
+ "practiti oner",
+ "ðŁĺ³ ðŁĺ³",
+ "pu ne",
+ "neg li",
+ "juli en",
+ "inv aded",
+ "cali br",
+ "cla m",
+ "duba i",
+ "mu k",
+ "lan tic",
+ "produc t",
+ "fe dex",
+ "ï¸ı :",
+ "eu ra",
+ "dari us",
+ "s ling",
+ "virtual reality",
+ "home stead",
+ "ðŁı³ï¸ıâĢį ðŁĮĪ",
+ "pac ed",
+ "in ha",
+ "pul mon",
+ "la zy",
+ "premi ering",
+ "ma stered",
+ "in he",
+ "con gregation",
+ "ba jo",
+ "sport ing",
+ "new jersey",
+ "hor ny",
+ "lma oo",
+ "leng thy",
+ "du t",
+ "yo gh",
+ "swe aring",
+ "philosoph ical",
+ "pap ua",
+ "in ski",
+ "know les",
+ "dy ke",
+ "âĢ ²",
+ "to ken",
+ "mc guire",
+ "ri ot",
+ "probab ility",
+ "mc con",
+ "gro s",
+ "su mat",
+ "c ite",
+ "da a",
+ "on da",
+ "mad dow",
+ "che w",
+ "board games",
+ "spar ked",
+ "re claimed",
+ "ad hd",
+ "ny se",
+ "imwith her",
+ "equ inox",
+ "boo ths",
+ "balsam ic",
+ "ha zy",
+ "dor chester",
+ "ag os",
+ "se aw",
+ "moder ator",
+ "seri ea",
+ "ander sen",
+ "pilgri m",
+ "âŃIJ âŃIJ",
+ "itch en",
+ "hal li",
+ "x ton",
+ "nathan iel",
+ "mun ition",
+ "celesti al",
+ "ga f",
+ "zo om",
+ "mark le",
+ "pen thouse",
+ "cal e",
+ "s fa",
+ "bar king",
+ "tu cket",
+ "em ery",
+ "cal orie",
+ "li que",
+ "ad ar",
+ "mc nam",
+ "tor tilla",
+ "wood pecker",
+ "mo town",
+ "bad ger",
+ "ayr shire",
+ "scram ble",
+ "dd ay",
+ "cra ziest",
+ "per rie",
+ "cho co",
+ "cast e",
+ "i ot",
+ "wre cked",
+ "selec ting",
+ "uss r",
+ "gra ft",
+ "pun t",
+ "lab ou",
+ "ir st",
+ "ba ek",
+ "Û Į",
+ "su ki",
+ "que u",
+ "ach at",
+ "te ster",
+ "aug mented",
+ "wc vb",
+ "sin ks",
+ "ðŁĵ »",
+ "ra ke",
+ "inter ne",
+ "be cause",
+ "belle vue",
+ "une arth",
+ "light en",
+ "ðŁĺ £",
+ "turn around",
+ "labe led",
+ "unemp loyed",
+ "twitter kurds",
+ "le ia",
+ "h ye",
+ "great er",
+ "ðŁIJ İ",
+ "tim ed",
+ "i red",
+ "e tt",
+ "limit ations",
+ "cab e",
+ "s out",
+ "bee ch",
+ "anni hil",
+ "re trac",
+ "yo ona",
+ "ang er",
+ "den nis",
+ "supp lying",
+ "di z",
+ "\" (",
+ "sc ur",
+ "gun man",
+ "su ho",
+ "sauvi gnon",
+ "ภ¥",
+ "wi ley",
+ "land on",
+ "choreo graphy",
+ "pre historic",
+ "ðŁı ĥ",
+ "var gas",
+ "assess ments",
+ "pinn acle",
+ "di i",
+ "chamber lain",
+ "ì Ī",
+ "v p",
+ "present ers",
+ "deut sche",
+ "sun shine",
+ "sal utes",
+ "r one",
+ "bu siest",
+ "- .-",
+ "motor ists",
+ "hemi sphere",
+ "al wx",
+ "ps p",
+ "ow a",
+ "den ying",
+ "cho c",
+ "gu tier",
+ "han uk",
+ "mus kete",
+ "jait ley",
+ "se wage",
+ "t ame",
+ "thin kers",
+ "shi m",
+ "se quo",
+ "pap ar",
+ "middle east",
+ "k wa",
+ "ke g",
+ "patag onia",
+ "no y",
+ "bar ça",
+ "take off",
+ "he a",
+ "à ¬",
+ "n sc",
+ "g dc",
+ "ðŁij Ī",
+ "mou stache",
+ "mel ania",
+ "thr a",
+ "â¬Ĩ ï¸ı",
+ "pier ced",
+ "ze us",
+ "fon ts",
+ "ber a",
+ "it iner",
+ "q atar",
+ "contr ary",
+ "ire land",
+ "i fy",
+ "ou los",
+ "commun al",
+ "fin s",
+ "un paid",
+ "pa a",
+ "ðŁijĩ ðŁı»",
+ "ri os",
+ "ou p",
+ "f iller",
+ "cafe teria",
+ "ภŃ",
+ "kas i",
+ "cali ber",
+ "z ulu",
+ "v sco",
+ "ts ford",
+ "dragon fly",
+ "smo kin",
+ "pi st",
+ "psycho logist",
+ "diplom at",
+ "we bs",
+ "buc cane",
+ "à® ¾",
+ "motiv ational",
+ "du ne",
+ "ba e",
+ "c fs",
+ "with out",
+ "er on",
+ "i ac",
+ "ate e",
+ "pen sion",
+ "fra zier",
+ "en sis",
+ "sk is",
+ "par ting",
+ "ger y",
+ "territ ories",
+ "nach os",
+ "eni ght",
+ "ever lasting",
+ "msd honi",
+ "tel e",
+ "sp un",
+ "po di",
+ "sab ah",
+ "environ mentally",
+ "ce ase",
+ "beau mont",
+ "mar ta",
+ "kel vin",
+ "ho ff",
+ "sun il",
+ "n da",
+ "co b",
+ "sh ale",
+ "ree dus",
+ "un boxing",
+ "u bio",
+ "re opened",
+ "n all",
+ "capsu les",
+ "mar r",
+ "himalay as",
+ "swee ter",
+ "ja z",
+ "f mr",
+ "twee ter",
+ "dha ka",
+ "na u",
+ "de mi",
+ "d fs",
+ "ta urus",
+ "fad ing",
+ "it utes",
+ "ci p",
+ "over flow",
+ "jef frey",
+ "don ny",
+ "car tunesapp",
+ "ðŁį ij",
+ "prefe cture",
+ "danc ed",
+ "c pt",
+ "ple asing",
+ "ital k",
+ "earth quakes",
+ "ul ation",
+ "hi o",
+ "ãĢ ĭ",
+ "ant an",
+ "nutri ent",
+ "de ere",
+ "selec ts",
+ "enrich ment",
+ "r iti",
+ "tram pol",
+ "bl amed",
+ "j ia",
+ "contribu tors",
+ "chesa peake",
+ "pi geons",
+ "tribun al",
+ "mad uro",
+ "w su",
+ "ilo ve",
+ "effici ently",
+ "dar cy",
+ "war ms",
+ "ar ra",
+ "ec u",
+ "ho wer",
+ "strugg led",
+ "rajini kanth",
+ "ðŁĺ¢ ðŁĺ¢",
+ "hou sing",
+ "str at",
+ "eli x",
+ "disp ro",
+ "raf fic",
+ "thi erry",
+ "na sty",
+ "c fb",
+ "staf fing",
+ "al ma",
+ "back ers",
+ "hen son",
+ "sky walker",
+ "reale state",
+ "roo s",
+ "ness y",
+ "chan ce",
+ "cair ns",
+ "c ci",
+ "pe dal",
+ "ly ft",
+ "cross word",
+ "wait er",
+ "only in",
+ "kru ger",
+ "k ir",
+ "alej andro",
+ "car tier",
+ "car rera",
+ "re paired",
+ "ou at",
+ "un clear",
+ "un breakable",
+ "today in",
+ "qu eries",
+ "jo dy",
+ "gen ital",
+ "win ner",
+ "to l",
+ "kelown a",
+ "fascin ated",
+ "ãĥ ¬",
+ "sris ri",
+ "squ ared",
+ "spr ung",
+ "negoti ate",
+ "priv ately",
+ "av en",
+ ">> >>>",
+ "g ical",
+ "gav in",
+ "chester field",
+ "zu mba",
+ "or r",
+ "nat alia",
+ "impeach ment",
+ "mn l",
+ "car at",
+ "criti que",
+ "credi ble",
+ "trac y",
+ "tan i",
+ "musi k",
+ "jig saw",
+ "gam bia",
+ "tol kien",
+ "fe u",
+ "as per",
+ "sav ory",
+ "fo xx",
+ "f itt",
+ "mar lon",
+ "l rt",
+ "v ell",
+ "p br",
+ "imprison ed",
+ "i om",
+ "chu l",
+ "wind shield",
+ "kay e",
+ "ba a",
+ "chor d",
+ "s art",
+ "al gon",
+ "minister ial",
+ "nat geo",
+ "la zio",
+ "nor ms",
+ "ðŁijį ðŁijį",
+ "lic king",
+ "fut bol",
+ "un sung",
+ "dalla scowboys",
+ "sh red",
+ "distur b",
+ "dev ine",
+ "be ards",
+ "ch f",
+ "b day",
+ "ro sso",
+ "ig or",
+ "ay i",
+ "si ren",
+ "k air",
+ "sti les",
+ "ro f",
+ "mag nets",
+ "un cover",
+ "mou se",
+ "bang ing",
+ "si ghted",
+ "spe ople",
+ "impac t",
+ "row land",
+ "kir a",
+ "environ ment",
+ "love the",
+ "p sis",
+ "mish ra",
+ "gl endale",
+ "ca jun",
+ "o che",
+ "de ception",
+ "sex ist",
+ "stra ws",
+ "s ga",
+ "buff er",
+ "apost le",
+ "sp l",
+ "pop up",
+ "ðŁļ Ĺ",
+ "r g",
+ "up er",
+ "ball in",
+ "i dy",
+ "occa sional",
+ "national park",
+ "ðŁı Ĭ",
+ "u an",
+ "innov ation",
+ "ภ«",
+ "te aparty",
+ "re tte",
+ "counter fe",
+ "b ha",
+ "rec s",
+ "ig en",
+ "ðŁĮ IJ",
+ "humming bird",
+ "cu r",
+ "ha ven",
+ "la zar",
+ "pue blo",
+ ": :",
+ "zi onist",
+ "op ath",
+ "inver ness",
+ "promo ter",
+ "carto on",
+ "cabine ts",
+ "mahog any",
+ "surve ying",
+ "r ational",
+ "feel ing",
+ "testi fy",
+ "so w",
+ "oc on",
+ "ภ¢",
+ "ne el",
+ "mar is",
+ "sol itary",
+ "che mo",
+ "rad cliffe",
+ "sim ons",
+ "ros ary",
+ "new er",
+ "jo die",
+ "re tali",
+ "pra wn",
+ "pad dy",
+ "hen ge",
+ "k ala",
+ "im plant",
+ "at y",
+ "bren twood",
+ "par adox",
+ "ene z",
+ "re designed",
+ "p our",
+ "wy d",
+ "al de",
+ "௠ģ",
+ "sol d",
+ "biomed ical",
+ "๠Ĥ",
+ "tt tt",
+ "mat teo",
+ "ys er",
+ "new ton",
+ "de bun",
+ "ner dy",
+ "loo l",
+ "wo on",
+ "elisa beth",
+ "ec c",
+ "wh i",
+ "ach o",
+ "salv age",
+ "sal aries",
+ "qu ity",
+ "navig ating",
+ "oph thal",
+ "con soles",
+ "re built",
+ "o pec",
+ "ast ers",
+ "sho red",
+ "set list",
+ "kathr yn",
+ "rhy mes",
+ "re visiting",
+ "ash ish",
+ "li ft",
+ "re post",
+ "sole il",
+ "âı ±",
+ "weal th",
+ "sa at",
+ "we c",
+ "king james",
+ "flipk art",
+ "field work",
+ "se gu",
+ "mo dal",
+ "bu b",
+ "are rs",
+ "ðŁį Ĵ",
+ "clo oney",
+ "pad dington",
+ "necess ity",
+ "guth rie",
+ "pen te",
+ "li mo",
+ "jo sie",
+ "ar tin",
+ "en c",
+ "l hs",
+ "betra yal",
+ "info graphics",
+ "i er",
+ "mo a",
+ "hear ings",
+ "bon jour",
+ "sym bolic",
+ "ag ro",
+ "wed ges",
+ "krist ina",
+ "wild flower",
+ "athle tic",
+ "photograph y",
+ "pe sh",
+ "ca hill",
+ "chi lean",
+ "gou l",
+ "fi oren",
+ "ðŁij ¶",
+ "z il",
+ "sk im",
+ "bad oo",
+ "deli a",
+ "tre ble",
+ "n cc",
+ "ðŁĩ¦ ðŁĩ",
+ "a house",
+ "bul lock",
+ "sol itude",
+ "ا٠Ĩ",
+ "can cers",
+ "futureof work",
+ "hu tch",
+ "water shed",
+ "war mongers",
+ "sp illed",
+ "colom bo",
+ "mo th",
+ "associ ations",
+ "weigh ed",
+ "global goals",
+ "not just",
+ "christ i",
+ "tor g",
+ "swe ating",
+ "man eu",
+ "clu sters",
+ "âĢ¼ï¸ı âĢ¼ï¸ı",
+ "ta ped",
+ "ul y",
+ "tru sting",
+ "yu suf",
+ "te in",
+ "ra b",
+ ", ,,,",
+ "sin ai",
+ "audi ble",
+ "explic it",
+ "cro wns",
+ "sch iz",
+ "at least",
+ "ðŁĹ £",
+ "de bra",
+ "je suit",
+ "ene gger",
+ "z hen",
+ "one sie",
+ "i it",
+ "ss f",
+ "gur gaon",
+ "chak ra",
+ "bear cats",
+ "k ran",
+ "k awa",
+ "reque sting",
+ "han over",
+ "g end",
+ "sor os",
+ "mer cy",
+ "lovel y",
+ "do omed",
+ "tim my",
+ "ku z",
+ "ul l",
+ "ab ram",
+ "sa ison",
+ "ãĥ «",
+ "clean ers",
+ "re mo",
+ "circu its",
+ "bar red",
+ "o th",
+ "mo ist",
+ "madele ine",
+ "gall o",
+ "u j",
+ "per mits",
+ "hea viest",
+ "car ols",
+ "az te",
+ "gior gio",
+ "flo ats",
+ "decl aring",
+ "us rc",
+ "min at",
+ "craf ts",
+ "pri ma",
+ "conven i",
+ "nickelo deon",
+ "danc ing",
+ "ceremon ial",
+ "blo gg",
+ "tw p",
+ "anglic an",
+ "she k",
+ "k nick",
+ "( ((",
+ "hubb ard",
+ "harve y",
+ "hit man",
+ "fen g",
+ "we some",
+ "for za",
+ "s word",
+ "op us",
+ "bro m",
+ "gi bility",
+ "z al",
+ "m unch",
+ "dance hall",
+ "gre edy",
+ "hd mi",
+ "re birth",
+ "ðŁĺĭ ðŁĺĭ",
+ "s world",
+ "figur ine",
+ "com post",
+ "k f",
+ "engra ving",
+ "gior no",
+ "st ana",
+ "k man",
+ "ham ster",
+ "compos ers",
+ "aj e",
+ "func tionality",
+ "pol k",
+ "is ons",
+ "air planes",
+ "te se",
+ "hor rors",
+ "musc at",
+ "gi ven",
+ "sp ence",
+ "ðŁĩ¸ ðŁĩ",
+ "eli ot",
+ "ach illes",
+ "fre ck",
+ "crypto currencies",
+ "sou ther",
+ "hal o",
+ "bor neo",
+ "polit ic",
+ "hahahaha h",
+ "up state",
+ "si ena",
+ "obsc ure",
+ "hau sen",
+ "lloy d",
+ "happy friday",
+ "motor bike",
+ "bon a",
+ "americ as",
+ "hol s",
+ "- (",
+ "spor ty",
+ "un aware",
+ "reven ues",
+ "christop her",
+ "bank sy",
+ "av an",
+ "ev apor",
+ "com press",
+ "eyel iner",
+ "to dos",
+ "buff y",
+ "renewable energy",
+ "ly rical",
+ "ar chan",
+ "rapi st",
+ "fair trade",
+ "lma ooo",
+ "beat z",
+ "pro active",
+ "la pse",
+ "ir ical",
+ "revers al",
+ "po de",
+ "mcin tyre",
+ "mac au",
+ "ãĥ ķãĤ",
+ "nash grier",
+ "f sa",
+ "g all",
+ "çĶ Ł",
+ "perpe tr",
+ "il ya",
+ "configur ation",
+ "% ;",
+ "str ange",
+ "rac i",
+ "ภĩ",
+ "pic kups",
+ "kov sky",
+ "mam mal",
+ "w ps",
+ "g able",
+ "compar ative",
+ "z h",
+ "save our",
+ "da vey",
+ "on etsy",
+ "mu ssels",
+ "mis er",
+ "cri stina",
+ "electr on",
+ "cra ve",
+ "lo ren",
+ "precipit ation",
+ "m z",
+ "ðŁį «",
+ "vin cen",
+ "snow board",
+ "no ida",
+ "ah n",
+ "marin ated",
+ "g tr",
+ "town hall",
+ "min is",
+ "bethe l",
+ "adv an",
+ "su ra",
+ "shi el",
+ "fur ry",
+ "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤ",
+ "lyn d",
+ "so il",
+ "sc ence",
+ "sen eca",
+ "shar jah",
+ "dick ens",
+ "credenti als",
+ "av ar",
+ "per k",
+ "requ iring",
+ "pre fer",
+ "j ian",
+ "de ca",
+ "r ach",
+ "ing for",
+ "del e",
+ "be ep",
+ "ðŁĴ »",
+ "cis ely",
+ "hu ddle",
+ "green sboro",
+ "haw king",
+ "ho ax",
+ "hang ar",
+ "ç ľ",
+ "mis o",
+ "lo vin",
+ "gre ta",
+ "ab ad",
+ "logi e",
+ "at an",
+ "snow flake",
+ "mahe sh",
+ "fear the",
+ "al kal",
+ "bobb lehead",
+ "ba hn",
+ "ju dged",
+ "fu tu",
+ "feli x",
+ "ðŁį ĵ",
+ "pi ke",
+ "der iv",
+ "notic es",
+ "au er",
+ "dis super",
+ "or da",
+ "wi pes",
+ "am ino",
+ "stri kers",
+ "foo tb",
+ "dram as",
+ "pun ching",
+ "score less",
+ "heming way",
+ "bi h",
+ "bal lad",
+ "chat ter",
+ "am mo",
+ "kle in",
+ "fabric ation",
+ "kari m",
+ "z end",
+ "hi sto",
+ "vol ta",
+ "rock y",
+ "marke ter",
+ "xtre me",
+ "sequ encing",
+ "paradig m",
+ "cle ats",
+ "boom ing",
+ "âģł âģł",
+ "block ade",
+ "promp ts",
+ "yogh urt",
+ "pur pose",
+ "nu r",
+ "regu late",
+ "nois y",
+ "ing rid",
+ "bird watching",
+ "bar tender",
+ "Ù ĥ",
+ "wor dof",
+ "cha otic",
+ "shor ty",
+ "el dest",
+ "z app",
+ "onceupon atime",
+ "fl yo",
+ "rit os",
+ "mike quind",
+ "ðŁIJ ´",
+ "regi stering",
+ ". ]",
+ "ad ol",
+ "gg gg",
+ "pur ge",
+ "kid lit",
+ "ar bor",
+ "val ves",
+ "synago gue",
+ "o th",
+ "unanim ous",
+ "veri fication",
+ "dar rell",
+ "ãģ Ħ",
+ "vander bilt",
+ "tape stry",
+ "pro sper",
+ "did dy",
+ "dra fting",
+ "de cep",
+ "marqu is",
+ "st int",
+ "michael jackson",
+ "pee led",
+ "men us",
+ "bb b",
+ "sc are",
+ "ema il",
+ "wri gley",
+ "it is",
+ "f ell",
+ "some thin",
+ "bar ra",
+ "ed gar",
+ "di pping",
+ "pu ddle",
+ "sla de",
+ "lear ner",
+ "jal en",
+ "ðŁ§ IJ",
+ "the daily",
+ "mikequind azzi",
+ "ju x",
+ "iq bal",
+ "mckin ney",
+ "ra iser",
+ "ef an",
+ "dr one",
+ "cat o",
+ "pic ket",
+ "cro we",
+ "l att",
+ "uk o",
+ "giuse ppe",
+ "hin i",
+ "synthe si",
+ "ponti fex",
+ "song writing",
+ "to d",
+ "swit ches",
+ "din ners",
+ "h q",
+ "gabri elle",
+ "pensac ola",
+ "cir cle",
+ "expo ses",
+ "ev s",
+ "riyad h",
+ "pro men",
+ "o ck",
+ "sa j",
+ "cit ation",
+ "brew co",
+ "jo si",
+ "ep aper",
+ "dri f",
+ "point less",
+ "tang led",
+ "cri pp",
+ "line ups",
+ "fairi es",
+ "daz e",
+ "mour n",
+ "bla dder",
+ "sal z",
+ "bur undi",
+ "book mark",
+ "the people",
+ "sub sequ",
+ "princi pal",
+ "sk er",
+ "court ney",
+ "a oki",
+ "rac ers",
+ "ad m",
+ "mom a",
+ "critical role",
+ "hou n",
+ "shed ding",
+ "sa ka",
+ "ace ous",
+ "mck ay",
+ "hus bands",
+ "Â ½",
+ "me da",
+ "accu sations",
+ "ro sel",
+ "nc is",
+ "witne ssing",
+ "or ama",
+ "go ds",
+ "hil ton",
+ "el man",
+ "ÃŃ n",
+ "meg ap",
+ "cra ven",
+ "announ cer",
+ "crit eri",
+ "sheffiel dissuper",
+ "milit ant",
+ "consu l",
+ "hoo ded",
+ "aby ss",
+ "b x",
+ "ma dam",
+ "lo cu",
+ "mary am",
+ "manic ure",
+ "grat is",
+ "ac tresses",
+ "ros ario",
+ "this dayin",
+ "king ly",
+ "gn ome",
+ "cel ine",
+ "r ous",
+ "he el",
+ "lil ac",
+ "vish al",
+ "ab h",
+ "thor ns",
+ "s ls",
+ "ne al",
+ "construc ting",
+ "be ren",
+ "s lang",
+ "ma ins",
+ "far ra",
+ "sar ko",
+ "pai ge",
+ "gu iller",
+ "l ala",
+ "ice berg",
+ "nou n",
+ "plann ers",
+ "u mmm",
+ "ou ses",
+ "ill ary",
+ "ma an",
+ "box ing",
+ "zi pper",
+ "srin agar",
+ "migu el",
+ "o str",
+ "mp o",
+ "responsi bly",
+ "lan terns",
+ "appli ance",
+ "x b",
+ "gren ade",
+ "neglec t",
+ "dy sle",
+ "ham mock",
+ "ne ctar",
+ "wit cher",
+ "r gv",
+ "di ence",
+ "ser bian",
+ "seed ed",
+ "cru z",
+ "bi sh",
+ "sp he",
+ "e q",
+ "sky rim",
+ "alge bra",
+ "phil ately",
+ "bungal ow",
+ "ge off",
+ "y ves",
+ "demand ed",
+ "consider ations",
+ "the vamp",
+ "pawan kalyan",
+ "co ded",
+ "grit ty",
+ "erup tion",
+ "se infeld",
+ "uni denti",
+ "ëĭ Ī",
+ "wor m",
+ "ac us",
+ "se ung",
+ "dun g",
+ "ro land",
+ "su d",
+ "di visions",
+ "ab lanc",
+ "shor test",
+ "j f",
+ "p oun",
+ "plant based",
+ "be to",
+ "tough er",
+ "mc o",
+ "don et",
+ "mark us",
+ "v fl",
+ "ðŁı ł",
+ "open ing",
+ "co ward",
+ "caber net",
+ "o xi",
+ "burle sque",
+ "sand ra",
+ "su mo",
+ "consi st",
+ "tho t",
+ "cay man",
+ "motor ola",
+ "gutier rez",
+ "d slr",
+ "y w",
+ "no bel",
+ "nov ice",
+ "moms demand",
+ "grun ge",
+ "sp or",
+ "d cc",
+ "pre sses",
+ "sli st",
+ "allot ment",
+ "voc ational",
+ "ft c",
+ "pu ja",
+ "lo ven",
+ "utt arak",
+ "tan dem",
+ "sh ep",
+ "come dians",
+ "anat om",
+ "cant wait",
+ "healthye ating",
+ "west side",
+ "mar gins",
+ "chi ang",
+ "asbe stos",
+ "stupi dity",
+ "proble matic",
+ "fit bit",
+ ": $",
+ "ceil ings",
+ "shu a",
+ "protec tions",
+ "bio tic",
+ "beng ali",
+ "re sts",
+ "bien nale",
+ "tim o",
+ "cul min",
+ "e minent",
+ "affe ction",
+ "unbeliev ably",
+ "individu ally",
+ "canvas sing",
+ "wh itt",
+ "nov asco",
+ "chin son",
+ "h pe",
+ "go w",
+ "gloucester shire",
+ "pa o",
+ "thresh old",
+ "chev ron",
+ "s ine",
+ "we ther",
+ "pp ie",
+ "aqu ino",
+ "antwer p",
+ "âĸ ¬",
+ "po on",
+ "inst af",
+ "equ ine",
+ "cinemato graphy",
+ "nbaf inals",
+ "vali ant",
+ "kil kenny",
+ "te rence",
+ "syste mic",
+ "sr l",
+ "p ound",
+ "made ira",
+ "pl ough",
+ "tre cht",
+ "mat ed",
+ "mp d",
+ "ransom ware",
+ "ph in",
+ "li qui",
+ "bb ce",
+ "boom er",
+ "i standwith",
+ "con ju",
+ "r te",
+ "nar a",
+ "foo lish",
+ "da shing",
+ "vier nes",
+ "br ite",
+ "da u",
+ "juni per",
+ "ai da",
+ "you now",
+ "ra zer",
+ "de i",
+ "repe ating",
+ "comfor ting",
+ "adjac ent",
+ "e to",
+ "ca sted",
+ "chat ur",
+ "mu er",
+ "syn th",
+ "san itary",
+ "mac le",
+ "independ ent",
+ "law ful",
+ "e erie",
+ "h or",
+ "ðŁĴ Ń",
+ "am rit",
+ "vel o",
+ "station ery",
+ "mu f",
+ "may may",
+ "contempl ating",
+ "elabor ate",
+ "gre gor",
+ "dri es",
+ "ac col",
+ "ภļ",
+ "schwarz enegger",
+ "ill nesses",
+ "day break",
+ "follow back",
+ "collu sion",
+ "electr onic",
+ "jo vi",
+ "hiro shima",
+ "ta w",
+ "hom ec",
+ "mic ah",
+ "qu itting",
+ "fro sting",
+ "ben fica",
+ "hel i",
+ "s ical",
+ "pic cad",
+ "corpor ate",
+ "ment orship",
+ "you are",
+ "sing er",
+ "shi va",
+ "ru ne",
+ "ing er",
+ "ri um",
+ "play able",
+ "doo p",
+ "wil low",
+ "ter re",
+ "ni p",
+ "at d",
+ "war bler",
+ "profession ally",
+ "er ase",
+ "proce ed",
+ "pedestri ans",
+ "mis chief",
+ "ben ding",
+ "alas kan",
+ "c kett",
+ "mo p",
+ "dd les",
+ "shut ter",
+ "ge ared",
+ "atene o",
+ "ma deline",
+ "g ations",
+ "o sha",
+ "der ick",
+ "sw ild",
+ "an gry",
+ "pat ents",
+ "hun k",
+ "decre ased",
+ "fr y",
+ "ðŁĴĸðŁĴĸ ðŁĴĸ",
+ "sal on",
+ "quant ities",
+ "d ario",
+ "ni gel",
+ "ku ma",
+ "jen n",
+ "happ ye",
+ "xx x",
+ "rex perience",
+ "pro s",
+ "au sch",
+ "rele ssly",
+ "ham burger",
+ "fuku shima",
+ "er ne",
+ "stat ec",
+ "ren d",
+ "may field",
+ "j one",
+ "lef ty",
+ "bern stein",
+ "sm il",
+ "gener ates",
+ "fore station",
+ "band its",
+ "ta yo",
+ "r ca",
+ "ac ci",
+ "rodri go",
+ "kn app",
+ "elo vers",
+ "vege tation",
+ "u ral",
+ "le ft",
+ "ħ ï¸ı",
+ "worl dre",
+ "sur i",
+ "embar k",
+ "w son",
+ "ba you",
+ "mu ller",
+ "mo vers",
+ "ðŁķ º",
+ "presby ter",
+ "l f",
+ "cre e",
+ "bat b",
+ "sal am",
+ "demonstr ations",
+ "an ec",
+ "n pc",
+ "it ics",
+ "to graphy",
+ "re inst",
+ "thur st",
+ "tal e",
+ "off ences",
+ "smart city",
+ "bro tha",
+ "ofthe year",
+ "in valuable",
+ "ear n",
+ "ðŁijı ðŁı½",
+ "kre mlin",
+ "gra dy",
+ "town fc",
+ "guern sey",
+ "ma ha",
+ "contag ious",
+ "dre x",
+ "be en",
+ "( £",
+ "nati vity",
+ "k tm",
+ "somer halder",
+ "comp ounds",
+ "íķ ĺ",
+ "\" âĢ¦",
+ "af g",
+ "ott news",
+ "h ound",
+ "fire fly",
+ "cil an",
+ "donet sk",
+ "volunte ered",
+ "ak ira",
+ "è ª",
+ "sing ul",
+ "st h",
+ "dro wned",
+ "mand o",
+ "he ir",
+ "ðŁİīðŁİ Ī",
+ "tax is",
+ "y uki",
+ "vel d",
+ "k ans",
+ "el k",
+ "ran ts",
+ "hash tag",
+ "t eng",
+ "ro g",
+ "a at",
+ "gru b",
+ "e ber",
+ "in india",
+ "colo ssus",
+ "sig ni",
+ "so ever",
+ "mile stones",
+ "der o",
+ "differen tial",
+ "phu ket",
+ "master mind",
+ "an gh",
+ "mel ani",
+ "bro ker",
+ "actor vijay",
+ "stun ned",
+ "continu ity",
+ "af fl",
+ "vo cal",
+ "perenni al",
+ "fianc é",
+ "in complete",
+ "hun ts",
+ "re issue",
+ "domin ates",
+ "tur meric",
+ "ro am",
+ "ri on",
+ "bag ged",
+ "nas sau",
+ "fu t",
+ "x ox",
+ "national trust",
+ "jo ye",
+ "san o",
+ "hearth stone",
+ "dis respect",
+ "le es",
+ "h se",
+ "siber ian",
+ "offe e",
+ "re stock",
+ "wolf gang",
+ "re gan",
+ "plan o",
+ "un wind",
+ "re par",
+ "mil le",
+ "] ,",
+ "skul l",
+ "fat ally",
+ "concep tual",
+ "ðŁĮ ²",
+ "f é",
+ "ber to",
+ "b ms",
+ "u a",
+ "mag na",
+ "notre dame",
+ "le te",
+ "la undering",
+ "heartw arming",
+ "buffe tt",
+ "go at",
+ "pe abo",
+ "wind mill",
+ "v ac",
+ "continu ally",
+ "az alea",
+ "mem brane",
+ "can cels",
+ "make yourown",
+ "athe red",
+ "p to",
+ "tor pe",
+ "ðŁĺ ł",
+ "ðŁĴ §",
+ "sc ares",
+ "le aking",
+ "z et",
+ "pix els",
+ "ac i",
+ "kh il",
+ "marath i",
+ "ðŁĻı ðŁı½",
+ "u la",
+ "tam u",
+ "chandi garh",
+ "z agre",
+ "aa b",
+ "pronoun ced",
+ "aubre y",
+ "sand er",
+ "pun ta",
+ "har low",
+ "ic elan",
+ "celebr atory",
+ "so t",
+ "unci ation",
+ "stru ly",
+ "mc dowell",
+ "deepi ka",
+ "remin ders",
+ "my stical",
+ "ct c",
+ "chat ted",
+ "s ica",
+ "bar gains",
+ "ch hat",
+ "ru bin",
+ "m net",
+ "oiland gas",
+ "pel ican",
+ "o at",
+ "mor ality",
+ "k our",
+ "i h",
+ "nu clear",
+ "gc u",
+ "ric her",
+ "vene zia",
+ "m ma",
+ "le ith",
+ "ac company",
+ "rich mond",
+ "sports net",
+ "ba ahu",
+ "smu ggling",
+ "mm i",
+ "ðŁĩ®ðŁĩ ª",
+ "twi sts",
+ "sahi b",
+ ".... .",
+ "amb itions",
+ "il lo",
+ "histor ical",
+ "fo rec",
+ "show biz",
+ "pon ies",
+ "chas ers",
+ "remo del",
+ "will ing",
+ "prince sses",
+ "am ple",
+ "cushi ons",
+ "ac les",
+ "lot r",
+ "da ch",
+ "an the",
+ "in corporate",
+ "new bury",
+ "ki ri",
+ "fried rich",
+ "ab v",
+ "ball ers",
+ "alber t",
+ "ðŁij Ń",
+ "let i",
+ "nan op",
+ "ci de",
+ "anal o",
+ "n sf",
+ ")) ))",
+ "griffi ths",
+ "valen ci",
+ "ro ano",
+ "fun run",
+ "babys itting",
+ "ca day",
+ "ent re",
+ "u ck",
+ "slu g",
+ "tic al",
+ "the sims",
+ "ro ar",
+ "car ney",
+ "g am",
+ "sto we",
+ "fi d",
+ "bun ny",
+ "sham rock",
+ "pe cu",
+ "mol ina",
+ "go cougs",
+ "con tributes",
+ "transform ation",
+ "mo y",
+ "v aj",
+ "sever y",
+ "antioxid ants",
+ "thir teen",
+ "sight seeing",
+ "l j",
+ "reversi ble",
+ "odd ly",
+ "hoo kah",
+ "nou vel",
+ "hal al",
+ "fe i",
+ "stab les",
+ "mul t",
+ "ho pped",
+ "bra ids",
+ "inter change",
+ "ghana ian",
+ "ww ww",
+ "eth no",
+ "con junction",
+ "ago v",
+ "ye ti",
+ "earth and",
+ "ts p",
+ "con serve",
+ "heir loom",
+ "metaph or",
+ "woo f",
+ "tor io",
+ "self less",
+ "n wa",
+ "em ilia",
+ "yl ene",
+ "y xe",
+ "gi ar",
+ "moder ating",
+ "pro bz",
+ "b fi",
+ "ne er",
+ "du mmy",
+ "hanuk kah",
+ "we bber",
+ "k v",
+ "eye brow",
+ "dag ger",
+ "su mp",
+ "ra ges",
+ "ork ney",
+ "tb o",
+ "hal sey",
+ "assign ments",
+ "tr onic",
+ "scri b",
+ "co on",
+ "an war",
+ "# âĢİ",
+ "jal ape",
+ "flori da",
+ "qu aid",
+ "haw keyes",
+ "âĻ¡ âĻ¡",
+ "street car",
+ "ro g",
+ "dat lantic",
+ "gran ola",
+ "un changed",
+ "expect ation",
+ "Ù ĩ",
+ "mar lin",
+ "gu mmy",
+ "ðŁĻı ðŁı¾",
+ "awareness month",
+ "oil painting",
+ "mu th",
+ "per ch",
+ "jun to",
+ "villa gers",
+ "mor g",
+ "che ated",
+ "web comic",
+ "the future",
+ "d ps",
+ "la kings",
+ "men tioning",
+ "vo or",
+ "ident ities",
+ "accor d",
+ "mc gu",
+ "l pga",
+ "rum our",
+ "massi vely",
+ "m pls",
+ "heal y",
+ "d ate",
+ "sp oli",
+ "re visited",
+ "on t",
+ "al and",
+ "scru tiny",
+ "lakel and",
+ "bl ending",
+ "< /",
+ "an kara",
+ "jami edor",
+ "metab olic",
+ "f ences",
+ "ann y",
+ "å ħ",
+ "semic on",
+ "oo tt",
+ "space ship",
+ "wack y",
+ "le ta",
+ "ap ac",
+ "she e",
+ "in herit",
+ "do res",
+ "ðŁĩ¨ðŁĩ ¦",
+ "gent e",
+ "tw ick",
+ "ri ms",
+ "gal ve",
+ "de ville",
+ "king fisher",
+ "scorpi o",
+ "ow l",
+ "al ar",
+ "vari an",
+ "ðŁĹ ĵ",
+ "vene tian",
+ "star dust",
+ "then orth",
+ "q ing",
+ "har rington",
+ "consul ate",
+ "spectac le",
+ "ho bbs",
+ "tur ks",
+ "gre er",
+ "mat ing",
+ "ðŁİ Ģ",
+ "ðŁĮ Ģ",
+ "direc ts",
+ "í ĭ",
+ "pompe o",
+ "vo iced",
+ "la os",
+ "tz u",
+ "pro me",
+ "pri sm",
+ "mer c",
+ "fortun ately",
+ "bc fc",
+ "mcdon nell",
+ "not sorry",
+ "smi led",
+ "t ba",
+ "for war",
+ "mid term",
+ "dar by",
+ "we instein",
+ "up grading",
+ "wol ff",
+ "bron co",
+ "cab ello",
+ "ðŁ¥ ĩ",
+ "fi able",
+ "shar pe",
+ "bat tered",
+ "sat o",
+ "myth ical",
+ "instap ic",
+ "pre pped",
+ "eni um",
+ "e spo",
+ "di aper",
+ "explan ations",
+ "who pping",
+ "ragn ar",
+ "pe el",
+ "antibio tic",
+ "l acks",
+ "harri son",
+ "li sm",
+ "au l",
+ "qu ail",
+ "martin a",
+ "sent encing",
+ "sc ams",
+ "di di",
+ "tr onics",
+ "ãħł ãħł",
+ "go ff",
+ "za in",
+ "param ore",
+ "cha ined",
+ "clin ton",
+ "li ff",
+ "cott ages",
+ "em on",
+ "reve rend",
+ "consu mer",
+ "ce an",
+ "t any",
+ "lum pur",
+ "e bay",
+ "sto ol",
+ "ðŁĺ» ðŁĺ»",
+ "ta pro",
+ "h ath",
+ "modern art",
+ "just ine",
+ "prover b",
+ "app y",
+ "tra x",
+ "mani fest",
+ "am bu",
+ "nai k",
+ "pe pp",
+ "r sd",
+ "mer chants",
+ "kitch ener",
+ "shi fted",
+ "li zz",
+ "âĺħâĺħ âĺħâĺħ",
+ "âĢĶâĢĶâĢĶâĢĶ âĢĶâĢĶâĢĶâĢĶ",
+ "uto pia",
+ "tom o",
+ "ou ted",
+ "com ers",
+ "chiroprac tic",
+ "book club",
+ "cin dy",
+ "pro hibition",
+ "se uss",
+ "ë¯ ¼",
+ "thin kin",
+ "rr rr",
+ "go fund",
+ "t ack",
+ "om b",
+ "catastro phic",
+ "ling u",
+ "guild ford",
+ "bo td",
+ "ॠĭ",
+ "plan ter",
+ "^ ^",
+ "win k",
+ "kath mandu",
+ "sto ppers",
+ "smooth ies",
+ "re efs",
+ "hin d",
+ "bell amy",
+ "Ħ ë",
+ "waste water",
+ "vo or",
+ "nat l",
+ "! ]",
+ "re el",
+ "y ap",
+ "scoo by",
+ "work space",
+ "corin thians",
+ "bl un",
+ "obli gation",
+ "g bbo",
+ "dy son",
+ "cra vings",
+ "ell ington",
+ "dap l",
+ "wre xham",
+ "earthand clouds",
+ "uk runchat",
+ "positi oned",
+ "kal b",
+ "four square",
+ "jo ck",
+ "im pending",
+ "even ing",
+ "ath y",
+ "pro claimed",
+ "c ites",
+ "ann apolis",
+ "san i",
+ "mar th",
+ "ir l",
+ "accom mo",
+ "ka a",
+ "fin a",
+ "y aa",
+ "di sper",
+ "ec ar",
+ "bha k",
+ "will y",
+ "ðŁĺĢ ðŁĺĢ",
+ "mcder mott",
+ "mo j",
+ "gener ational",
+ "u said",
+ "train ing",
+ "lon ely",
+ "lo res",
+ "impe cc",
+ "âĢ IJ",
+ "beav ers",
+ "ma ki",
+ "he b",
+ "aap l",
+ "å ı",
+ "wolver hampton",
+ "leader board",
+ "me u",
+ "c fa",
+ "easter n",
+ "hu r",
+ "civil war",
+ "ou rage",
+ "hor ned",
+ "le high",
+ "awar ds",
+ "evi dent",
+ "gi gab",
+ "r ous",
+ "ma del",
+ "ro byn",
+ "ur gently",
+ "k ors",
+ "en as",
+ "heis man",
+ "bam bam",
+ "fab ian",
+ "f om",
+ "evalu ating",
+ "assemb ly",
+ "out sourcing",
+ "hun tsville",
+ "ðŁĶ ª",
+ "justi fied",
+ "cashi er",
+ "sp aper",
+ "buc keye",
+ "analy tical",
+ "illumin ati",
+ "au tho",
+ "o j",
+ "sha de",
+ "geel ong",
+ "wh ey",
+ "he aton",
+ "terri bly",
+ "ele k",
+ "un charted",
+ "sd live",
+ "moto cross",
+ "her mes",
+ "dar shan",
+ "dar lington",
+ "cash mere",
+ "gri pping",
+ "cilan tro",
+ "pun ish",
+ "... :",
+ "ðŁĴ Ħ",
+ "inst ance",
+ "der i",
+ "lo bal",
+ "muk her",
+ "sp ar",
+ "thin ker",
+ "fre mont",
+ "com piled",
+ "color ado",
+ "vig ne",
+ "sm d",
+ "whe ad",
+ "villa ge",
+ "le ek",
+ "formula e",
+ "ta res",
+ "persist ence",
+ "?? ????",
+ "ped ago",
+ "he z",
+ "alzheim ers",
+ "vul ture",
+ "off ence",
+ "is great",
+ "suff ra",
+ "kick in",
+ "h mmmm",
+ "broad way",
+ "ï¸ı @",
+ "art i",
+ "alli son",
+ "endor ses",
+ "ry u",
+ "lolli pop",
+ "soy bean",
+ "kend all",
+ "cer a",
+ "inv ade",
+ "( ðŁĵ·:",
+ "conver ter",
+ "car pets",
+ "ho bo",
+ "fr it",
+ "pe ac",
+ "es qu",
+ "ern an",
+ "ou f",
+ "an il",
+ "di ffer",
+ "ch ing",
+ "bre cht",
+ "sp g",
+ "daven port",
+ "stra va",
+ "sever n",
+ "n gos",
+ "stor ians",
+ "fe te",
+ "parame dic",
+ "j hb",
+ "al amo",
+ "sne aking",
+ "gold coast",
+ "roof s",
+ "isi l",
+ "depic ted",
+ "projec tions",
+ "nu mb",
+ "o ss",
+ "ep i",
+ "glu cose",
+ "zid ane",
+ "infin iti",
+ "íĺ Ħ",
+ "ran som",
+ "ton ics",
+ "fal k",
+ "g ler",
+ "ou tw",
+ "re ss",
+ "week ly",
+ "the on",
+ "n ole",
+ "ðŁĩªðŁĩ º",
+ "vol ley",
+ "sum mar",
+ "neg ativity",
+ "sam son",
+ "ye w",
+ "aus votes",
+ "ju l",
+ "ju dy",
+ "f art",
+ "pra yed",
+ "pal ate",
+ "multicul tural",
+ "double header",
+ "cycl ones",
+ "pier re",
+ "ãģ ¨",
+ "âĺ łï¸ı",
+ "rt w",
+ "conver ting",
+ "wir ral",
+ "l ari",
+ "ir relevant",
+ "austin mahone",
+ "an che",
+ "ya an",
+ "sd f",
+ "$ .",
+ "explo ding",
+ "ulti mate",
+ "prof ici",
+ "gofund me",
+ "cell ence",
+ "ep stein",
+ "bul lied",
+ "sep tic",
+ "à® ¤",
+ "lu mber",
+ "cu ff",
+ "vsco cam",
+ "pl or",
+ "ภ¥",
+ "se ok",
+ "ro to",
+ "venezu elan",
+ "sor ta",
+ "spir ited",
+ "daniel padilla",
+ "team sisd",
+ "radio active",
+ "icelan dic",
+ "ðŁĴ ¤",
+ "ver e",
+ "accommo date",
+ "shi pp",
+ "ot ter",
+ "ol ina",
+ "e go",
+ "su la",
+ "san antonio",
+ "de as",
+ "simil arities",
+ "âļ ¾",
+ "y om",
+ "bro ward",
+ "å °",
+ "can cun",
+ "veri fy",
+ "on te",
+ "candle light",
+ "ìł ķ",
+ "inf ants",
+ "az am",
+ "ðŁĺ °",
+ "le ven",
+ "un stable",
+ "bloom ington",
+ "x ford",
+ "con tour",
+ "y p",
+ "innov ator",
+ "histor ies",
+ "po y",
+ "lolo lol",
+ "ex pires",
+ "cat alo",
+ "bill boards",
+ "an ab",
+ "el ic",
+ "novasco tia",
+ "fa ire",
+ "ìĿ ´",
+ "rock well",
+ "gr ille",
+ "az tec",
+ "joh or",
+ "ur struly",
+ "fi ren",
+ "dun lop",
+ "id le",
+ "port man",
+ "jo es",
+ "tx hsfb",
+ "hol m",
+ "cham ele",
+ "under world",
+ "lo ss",
+ "ti em",
+ "therap ists",
+ "past ure",
+ "pa ste",
+ "ing now",
+ "vul can",
+ "ra gon",
+ "lar kin",
+ "o shi",
+ "ho co",
+ "child hood",
+ "umb rel",
+ "success or",
+ "kath y",
+ "iz en",
+ "° ï¸ı",
+ "share holders",
+ "ol ga",
+ "ai b",
+ "he ap",
+ "fl aming",
+ "ro u",
+ "air tel",
+ "rat t",
+ "z ane",
+ "vo w",
+ "thor ough",
+ "sn ag",
+ "par th",
+ "un conscious",
+ "ve y",
+ "new release",
+ "gh ee",
+ "croati an",
+ "facilit ating",
+ "swan son",
+ "astor ia",
+ "to logy",
+ "master y",
+ "ðŁ¤ ij",
+ "bil bao",
+ "trou pe",
+ "the ori",
+ "chey enne",
+ "ro tt",
+ "shore line",
+ "gra sso",
+ "master chef",
+ "+ )",
+ "vi x",
+ "ellen show",
+ "as g",
+ "an ak",
+ "ku ya",
+ "safar ilive",
+ "debu ting",
+ "blu m",
+ "list ener",
+ "v ins",
+ "book shelf",
+ "smart cities",
+ "makeyourown lane",
+ "; ;",
+ "ðŁIJ ¯",
+ "ri zz",
+ "on ward",
+ "bull dog",
+ "bear ish",
+ "vir uses",
+ "fri gh",
+ "lin den",
+ "we iser",
+ "sn t",
+ "gon a",
+ "dre sden",
+ "fl anders",
+ "cu k",
+ "wheel ing",
+ "ba u",
+ "atu esday",
+ "surf ers",
+ "swi ft",
+ "mc call",
+ "arbitr ation",
+ "aw d",
+ "mon c",
+ "b ine",
+ "at x",
+ "re fr",
+ "mi ro",
+ "po sey",
+ "n are",
+ "rit ter",
+ "âģ ¦",
+ "play book",
+ "blow out",
+ "sports manship",
+ "s oooooo",
+ "malay alam",
+ "gri ms",
+ "bur bank",
+ "infin ity",
+ "sar gent",
+ "oit nb",
+ "joseph ine",
+ "ski pping",
+ "par kin",
+ "excur sion",
+ "semin ars",
+ "jo har",
+ "par tridge",
+ "post game",
+ "ll ll",
+ "blan che",
+ "temp ting",
+ "m na",
+ "lu ka",
+ "is ers",
+ "to ffee",
+ "bar ron",
+ "he mmings",
+ "sa e",
+ "go hawks",
+ "cu pid",
+ "li mbs",
+ "con se",
+ "un common",
+ "z ada",
+ "head shot",
+ "so ils",
+ "pione er",
+ "mam ma",
+ "sem itic",
+ "pan dey",
+ "jamiedor nan",
+ "spl its",
+ "vel a",
+ "son i",
+ "ra ff",
+ "t mobile",
+ "âŀ ĸ",
+ "pra wns",
+ "lit er",
+ "enjo yment",
+ "egg plant",
+ "tu b",
+ "cultur al",
+ "us ic",
+ "suspici on",
+ "sy cam",
+ "summ ed",
+ "ma du",
+ "ho ck",
+ "up wards",
+ "eye ing",
+ "ri ve",
+ "assas sins",
+ "âĤ ¬",
+ "out fy",
+ "chi ves",
+ "t ner",
+ "la is",
+ "por ridge",
+ "sad dest",
+ "w cc",
+ "vick i",
+ "sna ils",
+ "biz italk",
+ "mill an",
+ "ðŁĮ į",
+ "sam oa",
+ "j ing",
+ "mi key",
+ "gu j",
+ "chel ms",
+ "eli gibility",
+ "arma da",
+ "thro p",
+ "surger ies",
+ "ãĤ ¿",
+ "mo hawk",
+ "ex its",
+ "me m",
+ "is lington",
+ "c me",
+ "land fill",
+ "kait lyn",
+ "ðŁİ ¼",
+ "combin ations",
+ "tomorrow land",
+ "ver b",
+ "cor a",
+ "pre cisely",
+ "na om",
+ "ðŁĨ ķ",
+ "shr ink",
+ "sof tly",
+ "merce de",
+ "mand el",
+ "poo dle",
+ "ball erina",
+ "sop h",
+ "jux ta",
+ "y at",
+ "ary an",
+ "hesit ate",
+ "lo wered",
+ "gu lar",
+ "dungeon sand",
+ "ron an",
+ "my ri",
+ "sp f",
+ "men opau",
+ "gra sp",
+ "pa thi",
+ "fe asi",
+ "fla w",
+ "shi story",
+ "ste ward",
+ "gg le",
+ "fay re",
+ "cli que",
+ "credi bility",
+ "yo g",
+ "sec tion",
+ "mu sko",
+ "se ville",
+ "no tt",
+ "cal m",
+ "mate o",
+ "indic ted",
+ "fi ba",
+ "by l",
+ "lin o",
+ "u kin",
+ "!! #",
+ "enig ma",
+ "siri us",
+ "bu sc",
+ "ðŁį Ĭ",
+ "mac kerel",
+ "psal ms",
+ "a at",
+ "tomorrow spaper",
+ "ðŁĺ ĸ",
+ "p fc",
+ "........ ...",
+ "shre k",
+ "mul let",
+ "o sh",
+ "danger ously",
+ "immen sely",
+ "am ur",
+ "ðŁį Ĥ",
+ "pro por",
+ "sy a",
+ "london marathon",
+ "abo ve",
+ "obli gatory",
+ "pro v",
+ "ra cha",
+ "alex is",
+ "pri mary",
+ "sh h",
+ "ether net",
+ "d stv",
+ "cou gar",
+ "un lucky",
+ "ni l",
+ "steak house",
+ "mel a",
+ "fc bayern",
+ "cause way",
+ "ca therine",
+ "fluore scent",
+ "nx t",
+ "to kyo",
+ "au sp",
+ "releg ation",
+ "qui zz",
+ "shored itch",
+ "proud tobe",
+ "promo s",
+ "inter acting",
+ "home brew",
+ "da esh",
+ "w pg",
+ "stead ily",
+ "provin ces",
+ "bal lots",
+ "i ah",
+ "al to",
+ "< <<",
+ "you u",
+ "ri ley",
+ "prefe rence",
+ "tra verse",
+ "incen se",
+ "am munition",
+ "ho dges",
+ "# @",
+ "hail state",
+ "tart an",
+ "witch craft",
+ "vent ilation",
+ "liber tarian",
+ "! âĢ¦",
+ "ow es",
+ "% !",
+ "ong chang",
+ "bru shing",
+ "le ic",
+ "fi ber",
+ "under attack",
+ "down load",
+ "ex pir",
+ "hy o",
+ "pompe y",
+ "mc bride",
+ "y ag",
+ "stre e",
+ "com bat",
+ "ten ding",
+ "ai ra",
+ "gug gen",
+ "ab ra",
+ "in na",
+ "fli ps",
+ "aw al",
+ "m ach",
+ "dol lar",
+ "inspir ations",
+ "z um",
+ "o du",
+ "it ty",
+ "video game",
+ "aqu aman",
+ "har u",
+ "bel fast",
+ "je b",
+ "but ch",
+ "us gs",
+ "calcu lus",
+ "go yal",
+ "mor gen",
+ "x finity",
+ "stand up",
+ "contrac ep",
+ "sab re",
+ "na be",
+ "in secure",
+ "gener ously",
+ "epit ome",
+ "l w",
+ "t ca",
+ "narr atives",
+ "don nell",
+ "pand as",
+ "ber gh",
+ "tu t",
+ "ker al",
+ "fel icity",
+ "br ampton",
+ "quinte t",
+ "nom ore",
+ "ðŁĶ ij",
+ "lo i",
+ "alham dulil",
+ "ðŁĶ¥ ðŁĶĹ",
+ "ston er",
+ "shaw l",
+ "clin ical",
+ "bren dan",
+ "gon e",
+ "fla wed",
+ "tri ppy",
+ "j g",
+ "al location",
+ "po aching",
+ "ve vo",
+ "mo cks",
+ "lef tist",
+ "bon uses",
+ "condem ned",
+ "abil ity",
+ "st ating",
+ "microbi ome",
+ "bio logist",
+ "for you",
+ "wahl berg",
+ "ss or",
+ "ift ar",
+ "w ul",
+ "ÑĦ оÑĤ",
+ "pom er",
+ "me me",
+ "ver te",
+ "tre ll",
+ "tra it",
+ "in let",
+ "hormon es",
+ "deliber ately",
+ "vill ar",
+ "battle ship",
+ "p bl",
+ "tw enti",
+ "ho kies",
+ "dal ail",
+ "say a",
+ "may fair",
+ "han s",
+ "die ts",
+ "⾨ ⾨",
+ "od in",
+ "hot spur",
+ "pap i",
+ "k ana",
+ "k amp",
+ "fin na",
+ "flo tus",
+ "ti ans",
+ "unic orns",
+ "tribe ca",
+ "chang ers",
+ "fore ground",
+ "out a",
+ "inv aders",
+ "gett ys",
+ "tomorrowspaper stoday",
+ "mac millan",
+ "hand written",
+ "w fp",
+ "u de",
+ "state of",
+ "base d",
+ "âĺģ ï¸ı",
+ "cas m",
+ "psy ched",
+ "histor ians",
+ "fol d",
+ "d da",
+ "ag grav",
+ "p ans",
+ "green way",
+ "au sv",
+ "ðŁĺ ¶",
+ "shradd ha",
+ "inde x",
+ "be sti",
+ "zim mer",
+ "t ness",
+ "eye shadow",
+ "ot te",
+ "go ts",
+ "distribu ting",
+ "pro min",
+ "yo l",
+ "ace a",
+ "tram rahim",
+ "hoo per",
+ "supre me",
+ "jam min",
+ "intu itive",
+ "quali fications",
+ "sli m",
+ "sid di",
+ "jay ne",
+ "tri pping",
+ "g tx",
+ "pun s",
+ "e manuel",
+ "om g",
+ "mid summer",
+ "in to",
+ "succul ent",
+ "ri en",
+ "new mexico",
+ "o or",
+ "hoo king",
+ "in f",
+ "ðŁ¤ Ŀ",
+ "flir ting",
+ "na hi",
+ "g friend",
+ "t ps",
+ "hel ix",
+ "z s",
+ "on ie",
+ "ct f",
+ "kri s",
+ "irresi stible",
+ "fla p",
+ "ðŁijıðŁı» ðŁijıðŁı»",
+ "us wnt",
+ "ru d",
+ "ram ps",
+ "pin oy",
+ "ot w",
+ "lol z",
+ "low ering",
+ "favor ite",
+ "t mc",
+ "phra ses",
+ "her mi",
+ "aver aging",
+ "em br",
+ "ben o",
+ "estu ary",
+ "sle eve",
+ "ribb ons",
+ "ta sh",
+ "ภ¹",
+ "x f",
+ "aw gs",
+ "sun ited",
+ "brew eries",
+ "anir ud",
+ "pun ches",
+ "ol die",
+ "ip ads",
+ "wi fey",
+ "land lords",
+ "d ji",
+ "gun ner",
+ "íķ ´",
+ "tex an",
+ "ex op",
+ "cas sandra",
+ "s off",
+ "ðŁļ «",
+ "igh ton",
+ "bak ers",
+ "awareness week",
+ "v all",
+ "ear p",
+ "bts bbmas",
+ "apologi zes",
+ "âļĵ ï¸ı",
+ "was ps",
+ "states man",
+ "snat ch",
+ "watch dog",
+ "ra fi",
+ "after party",
+ "spi ke",
+ "j er",
+ "peri ph",
+ "r nc",
+ "mu ll",
+ "le en",
+ "shi es",
+ "li eu",
+ "urstruly mahesh",
+ "mer ton",
+ "de sai",
+ "shi f",
+ "ðŁĮ ±",
+ "pe dic",
+ "gos ling",
+ "arrang ing",
+ "ww g",
+ "gen y",
+ "you uu",
+ "netfli x",
+ "e ttes",
+ "k wi",
+ "bernar dino",
+ "am iga",
+ "Ø ¨",
+ "kashmir i",
+ "t ings",
+ "emer itus",
+ "de cat",
+ "ab domin",
+ "dc i",
+ "pha ses",
+ "d jan",
+ "be am",
+ "op ry",
+ "i shed",
+ "the ellenshow",
+ "the st",
+ "habit ats",
+ "to ons",
+ "mclau ghlin",
+ "ri pper",
+ "micro biology",
+ "tal aga",
+ "clu eless",
+ "ss u",
+ "cro che",
+ "bro mance",
+ "longe vity",
+ "zagre b",
+ "prev ented",
+ "tra ve",
+ "spo ilt",
+ "darry l",
+ "migra ine",
+ "al cat",
+ "dd dd",
+ "vi v",
+ "ser pent",
+ "mat tel",
+ "jam a",
+ "con quest",
+ "î Ħ",
+ "sam sung",
+ "presbyter ian",
+ "ket ch",
+ "fire fox",
+ "mo tif",
+ "le c",
+ "cho pping",
+ "cher no",
+ "j ann",
+ "ðŁIJ °",
+ "pro lon",
+ "wake up",
+ "conver gence",
+ "mersey side",
+ "heart broken",
+ "lo oming",
+ "hal lucin",
+ "mai ze",
+ "commun ism",
+ "mo h",
+ "twitter storians",
+ "serge y",
+ "res eller",
+ "favor able",
+ "ed gy",
+ "re iter",
+ "mal aga",
+ "live me",
+ "ka hn",
+ "pul sion",
+ "big g",
+ "kim kardashian",
+ "ati o",
+ "tyr anny",
+ "ru ption",
+ "q ant",
+ "pro ven",
+ "by z",
+ "pu shaw",
+ "kri stin",
+ "e er",
+ "tar dis",
+ "ri z",
+ "awak en",
+ "mi ko",
+ "un documented",
+ "path finder",
+ "indirec t",
+ "resemb les",
+ "h ler",
+ "conce aled",
+ "scand al",
+ "re im",
+ "d nb",
+ "cr itters",
+ "attend ant",
+ "apprentice ships",
+ "aa u",
+ "scre amed",
+ "l su",
+ "fa h",
+ "har bour",
+ "ed d",
+ "bat sman",
+ "li ss",
+ "mi sha",
+ "spani el",
+ "it f",
+ "advan cement",
+ "fa c",
+ "close up",
+ "cecil ia",
+ "medi c",
+ "narcis si",
+ "lav ish",
+ "gi ac",
+ "ma ys",
+ "le it",
+ "wine wednesday",
+ "pushaw ard",
+ "let to",
+ "curren ts",
+ "bug atti",
+ "out ine",
+ "w j",
+ "un do",
+ "ler osis",
+ "devo tional",
+ "ðŁij «",
+ "on na",
+ "fais al",
+ "sa una",
+ "himach al",
+ "am ii",
+ "à® ®",
+ "di zzy",
+ "screen writing",
+ "ph x",
+ "sp n",
+ "ick i",
+ "ag irl",
+ "fi shes",
+ "wb z",
+ "pi m",
+ "bo ar",
+ "ac id",
+ "! ..",
+ "rocke feller",
+ "n ga",
+ "dra stically",
+ "simpli fy",
+ "dru mming",
+ "autum nal",
+ "gur mee",
+ "lor de",
+ "jo ann",
+ "give up",
+ "b our",
+ "am ura",
+ "der land",
+ "sim pler",
+ "wat son",
+ "tri dent",
+ "concor dia",
+ "bel lum",
+ "bre k",
+ "dum plings",
+ "vi on",
+ "dungeonsand dragons",
+ "sp ri",
+ "ascen sion",
+ "wil datlantic",
+ "u st",
+ "rob ins",
+ "legi on",
+ "insi st",
+ "jar o",
+ "gue ss",
+ "so b",
+ "bigh it",
+ "pool side",
+ "negoti ating",
+ "mc gill",
+ "bil d",
+ "techn icians",
+ "miti gation",
+ "ajay devgn",
+ "b to",
+ "ant en",
+ "cosmo politan",
+ "ðŁĺĬðŁĺĬ ðŁĺĬðŁĺĬ",
+ "patri oti",
+ "temp er",
+ "promen ade",
+ "nav ajo",
+ "nam m",
+ "wrink les",
+ "dc fc",
+ "le ach",
+ "bru nette",
+ "r f",
+ "cout inho",
+ "al ti",
+ "tradition ally",
+ "op tome",
+ "na z",
+ "accord ingly",
+ "rec ard",
+ "de ets",
+ "sw ell",
+ "po sure",
+ "whit ening",
+ "strang er",
+ "illi on",
+ "here ford",
+ "u wu",
+ "ro bber",
+ "cotsw olds",
+ "cl en",
+ "gor ge",
+ "nam aste",
+ "re lish",
+ "gri ff",
+ "adren aline",
+ "bla sio",
+ "val e",
+ "ê ²",
+ "toler ate",
+ "rail minindia",
+ "jen sen",
+ "ho ven",
+ "el lu",
+ "ob sole",
+ "eisen hower",
+ "unidenti fied",
+ "than niversary",
+ "body guard",
+ "Ø ¯",
+ "i dge",
+ "sch al",
+ "stock port",
+ "sn i",
+ "re taining",
+ "po po",
+ "pix ie",
+ "oli thic",
+ "ki er",
+ "ha jj",
+ "sa z",
+ "cor bin",
+ "!!!! !!!!!!",
+ "v it",
+ "me gat",
+ "de h",
+ "circu it",
+ "af fleck",
+ "theore tical",
+ "hope less",
+ "u ab",
+ "slu mp",
+ "b ice",
+ "jam med",
+ "let stalk",
+ "can i",
+ "side ways",
+ "labyrin th",
+ "re fs",
+ "ha hn",
+ "jare d",
+ "ðŁį ¹",
+ "jam bo",
+ "ph yl",
+ "enhan cement",
+ "c tr",
+ "ful lest",
+ "se ye",
+ "do ba",
+ "cho ic",
+ "yo s",
+ "cb j",
+ "andr é",
+ "re watch",
+ "pri ma",
+ "doctr ine",
+ "for gets",
+ "u hm",
+ "ar ound",
+ "u le",
+ "art lovers",
+ "shi raz",
+ "har th",
+ "ex tor",
+ "Å ¡",
+ "unexpec tedly",
+ "eli us",
+ "y x",
+ "em my",
+ "se ac",
+ "ðŁijĩðŁijĩ ðŁijĩ",
+ "correc ted",
+ "com bu",
+ "wom anc",
+ "cou gh",
+ "what son",
+ "publi shes",
+ "divers ity",
+ "back bone",
+ "lock down",
+ "mesmeri zing",
+ "nor te",
+ "ma b",
+ "desig ner",
+ "í ģ",
+ "ra gh",
+ "mole cules",
+ "get outside",
+ "the beatles",
+ "semicon duc",
+ "nach o",
+ "lun es",
+ "ham mers",
+ "sul tan",
+ "o on",
+ "fe ren",
+ "att ach",
+ "ar qu",
+ "uttarak hand",
+ "s ash",
+ "; -",
+ "tre ad",
+ "i ko",
+ "ar thur",
+ "scandin avian",
+ "r ation",
+ "ga el",
+ "charge able",
+ "fish y",
+ "v ma",
+ "hand bags",
+ "char a",
+ "ay ne",
+ "de fam",
+ "sett lers",
+ "qad ri",
+ "pal ais",
+ "in wx",
+ "apocaly ptic",
+ "poo ja",
+ "a es",
+ "at ories",
+ "proof ing",
+ "n lp",
+ "ts la",
+ "v ina",
+ "li do",
+ "dee phouse",
+ "informat ics",
+ "v v",
+ "pp ings",
+ "di ss",
+ "Ã ¯",
+ "uhur u",
+ "st ony",
+ "betra yed",
+ "b aff",
+ "my ra",
+ "as pen",
+ "allow ance",
+ "tam ara",
+ "ci f",
+ "cor bett",
+ "ser ge",
+ "di go",
+ "ambi gu",
+ "pain ters",
+ "p cr",
+ "p ca",
+ "nom s",
+ "lo ft",
+ "ve e",
+ "opend ata",
+ "ðŁIJ ±",
+ "alex andre",
+ "identi fies",
+ "fantasy football",
+ "re production",
+ "brom ley",
+ "ware agle",
+ "mm er",
+ "p ss",
+ "cu es",
+ "ay at",
+ "hut chinson",
+ "sar ac",
+ "jack man",
+ "ira h",
+ "ap ink",
+ "col s",
+ "aussi es",
+ "ex ecs",
+ "day ton",
+ "ðŁĻ Ĩ",
+ "im v",
+ "har am",
+ "chuck le",
+ "authent icity",
+ "ar do",
+ "incub ator",
+ "ภª",
+ "photo shopped",
+ "embrac ed",
+ "fight for",
+ "gor man",
+ "zz zz",
+ "schol astic",
+ "cri sps",
+ "te apo",
+ "mid night",
+ "ga ine",
+ "col lier",
+ "s ate",
+ "de tte",
+ "å Ń",
+ "imag ine",
+ "i ff",
+ "tw ili",
+ "i fication",
+ "teat ro",
+ "nor ma",
+ "es ur",
+ "emergen cies",
+ "rise up",
+ "r inger",
+ "hass le",
+ "cait lyn",
+ "tranqu il",
+ "vers a",
+ "se b",
+ "over look",
+ "gin i",
+ "bo go",
+ "se re",
+ "may ne",
+ "henri k",
+ "contamin ated",
+ "rhapso dy",
+ "pro portion",
+ "wildatlantic way",
+ "âģ© .",
+ "organis ers",
+ "tran e",
+ "stand ard",
+ "sper m",
+ "laun cher",
+ "ric ci",
+ "her ts",
+ "paper work",
+ "showcas ed",
+ "mer yl",
+ "pen a",
+ "p imp",
+ "disa strous",
+ "^. ^",
+ "phar a",
+ "x is",
+ "fron tal",
+ "sw irl",
+ "sp ills",
+ "swag ger",
+ "smart watch",
+ "sizz ling",
+ "savi our",
+ "cat ar",
+ "bb cr",
+ "refurbi shment",
+ "dr is",
+ "citro en",
+ "absor b",
+ "patrioti sm",
+ "il leg",
+ "chro mo",
+ "fresh ers",
+ "ru s",
+ "lim iting",
+ "ef ish",
+ "down ed",
+ "man dir",
+ "hazel nut",
+ "p all",
+ "mac on",
+ "disappear ing",
+ "quali fies",
+ "bo on",
+ "bar racks",
+ "am ine",
+ "gen dere",
+ "ðŁļ ĺ",
+ "j es",
+ "ãĥ Ń",
+ "qu ito",
+ "middle weight",
+ "sch au",
+ "quad ru",
+ "aci ones",
+ "limit less",
+ "ðŁijĮ ðŁı½",
+ "ch man",
+ "ar av",
+ "regulat ors",
+ "it up",
+ "batter sea",
+ "mil ford",
+ "g z",
+ "tic king",
+ "gh ou",
+ "cru shes",
+ "tu tu",
+ "dread ful",
+ "fam ine",
+ "for change",
+ "dalail ama",
+ "ðŁĴ į",
+ "whit aker",
+ "hash mi",
+ "h us",
+ "vo d",
+ "bet te",
+ "aa ah",
+ "iso o",
+ "ðŁ¥ Ī",
+ "ha ar",
+ "la ine",
+ "b v",
+ "all day",
+ "spr out",
+ "indie games",
+ "free bie",
+ "gree ks",
+ "but ler",
+ "ill in",
+ "ha al",
+ "ware ness",
+ "si ma",
+ "public health",
+ "gam a",
+ "wa a",
+ "oun g",
+ "goo oo",
+ "okin awa",
+ "off enders",
+ "im pose",
+ "ho c",
+ "young ster",
+ "story teller",
+ "sc ap",
+ "figh ter",
+ "+ ,",
+ "whit es",
+ "music monday",
+ "re za",
+ "go ducks",
+ "bri a",
+ "mi um",
+ "cas per",
+ "cru mbs",
+ "a ad",
+ "marti alarts",
+ "ch p",
+ "ri gged",
+ "tn g",
+ "harve sted",
+ "sa k",
+ "do jo",
+ "mill wall",
+ "b nw",
+ "oc d",
+ "histor yof",
+ "t mr",
+ "si rens",
+ "fan ci",
+ "caregi vers",
+ "vir a",
+ "son i",
+ "recur ring",
+ "acknowle dged",
+ "ðŁı Ł",
+ "oph ile",
+ "bu cky",
+ "stre ssing",
+ "roo k",
+ "di gger",
+ "vi val",
+ "san do",
+ "fle et",
+ "si ers",
+ "sel caday",
+ "refre shed",
+ "anti fa",
+ "a que",
+ "po lo",
+ "disappear ance",
+ "de mb",
+ "âĮļ ï¸ı",
+ "ren ted",
+ "ber ger",
+ "g mb",
+ "cu la",
+ "ss al",
+ "goo dy",
+ "u hh",
+ "marcel o",
+ "w anna",
+ "soft ware",
+ "shop small",
+ "turt le",
+ "tom as",
+ "fri sco",
+ "ðŁĺį ðŁĴķ",
+ "jim enez",
+ "c su",
+ "day z",
+ "an do",
+ "wyn ne",
+ "choreo grapher",
+ "cerv ical",
+ "trail blazers",
+ "ed g",
+ "zend aya",
+ "travel blog",
+ "el s",
+ "whole some",
+ "co g",
+ "lab out",
+ "ar ney",
+ "del le",
+ "su isse",
+ "ma si",
+ "ine se",
+ "om be",
+ "fi ddle",
+ "re claim",
+ "pa u",
+ "wat cher",
+ "sla in",
+ "ber ty",
+ "opti mum",
+ "el ites",
+ "min is",
+ "tur key",
+ "patro ls",
+ "ger ard",
+ "au reli",
+ "wild ly",
+ "wal tz",
+ "br gy",
+ "w ob",
+ "cre st",
+ "+ ++",
+ "ve z",
+ "fro sted",
+ "davi do",
+ "the x",
+ "param edics",
+ "p into",
+ "han k",
+ "du pont",
+ "ur g",
+ "fo stering",
+ "micro poetry",
+ "spec tre",
+ "---- >",
+ "ne uro",
+ "fri da",
+ "music al",
+ "galve ston",
+ "e ffic",
+ "sc ape",
+ "pal azzo",
+ "th all",
+ "pro visional",
+ "p js",
+ "au re",
+ "ðŁĶ ľ",
+ "mam amoo",
+ "kit ties",
+ "cre e",
+ "wa k",
+ "lo ool",
+ "lu pus",
+ "cn blue",
+ "Ã º",
+ "ðŁİ ¬",
+ "rac ed",
+ "tro se",
+ "om as",
+ "stri de",
+ "co ors",
+ "⤠µï¸ı",
+ "in comparable",
+ "cy ril",
+ "broad er",
+ "arec lipse",
+ "ðŁį Ķ",
+ "inter val",
+ "ti ru",
+ "co working",
+ "w aco",
+ "a ham",
+ "a bee",
+ "flouri sh",
+ "the times",
+ "ol ini",
+ "kick boxing",
+ "lu cer",
+ "at la",
+ "as un",
+ "casser ole",
+ "mi aw",
+ "lobb ying",
+ "jan ice",
+ "cir que",
+ "re flex",
+ "le ary",
+ "sanat omy",
+ "tem pest",
+ "se mb",
+ "mur dering",
+ "us av",
+ "ro bo",
+ "on et",
+ "p cc",
+ "nati ves",
+ "life of",
+ "sa ha",
+ "ruth less",
+ "rel ates",
+ "appeti zer",
+ "pye ongchang",
+ "nor d",
+ "er u",
+ "a thing",
+ "ug ly",
+ "pl ying",
+ "bran ce",
+ "organ ise",
+ "kend ra",
+ "dat o",
+ "chees es",
+ "par ma",
+ "burn out",
+ "a stra",
+ "pre toria",
+ "adjust ment",
+ "uk u",
+ "sl o",
+ "li ken",
+ "fav ors",
+ "cli ve",
+ "be ets",
+ "snow donia",
+ "go tv",
+ "sy n",
+ "open house",
+ "pan i",
+ "portra yed",
+ "sl ated",
+ "me cca",
+ "ren al",
+ "supportsmall streamers",
+ "staf fs",
+ "da o",
+ "bi ker",
+ "vik tor",
+ "tit us",
+ "admi red",
+ "ðŁĵ ±",
+ "hurric an",
+ "he ats",
+ "gl ory",
+ "photo genic",
+ "mer i",
+ "de por",
+ "burn ham",
+ "or angu",
+ "dj ing",
+ "impre ssionism",
+ "ign ition",
+ "ca i",
+ "w ynn",
+ "de pe",
+ "cove ted",
+ "colla gen",
+ "sau s",
+ "or nam",
+ "administr ators",
+ "ss on",
+ "nh politics",
+ "hahahaha hahahaha",
+ "aspir ations",
+ "r gb",
+ "swol len",
+ "so we",
+ "sc r",
+ "diver gent",
+ "hou ghton",
+ "han oi",
+ "d ory",
+ "ni ki",
+ "land ry",
+ "b cci",
+ "ðŁijĮ ðŁijĮ",
+ "is mail",
+ "tri pod",
+ "her d",
+ "bhat t",
+ "dress age",
+ "tab by",
+ "ingu ish",
+ "hur on",
+ "à³ į",
+ "Ã ł",
+ "to das",
+ "evangel ical",
+ "chor ds",
+ "st john",
+ "slo ppy",
+ "marty r",
+ "face book",
+ "ali ght",
+ "sen sei",
+ "kath niel",
+ "r ites",
+ "zi one",
+ "u o",
+ "revel ations",
+ "weight lifting",
+ "pan o",
+ "nc wx",
+ "ac ton",
+ "à® ķ",
+ "Ø ²",
+ "som a",
+ "ภĹ",
+ "respec ting",
+ "mar che",
+ "fore man",
+ "be tty",
+ "ki k",
+ "shi bu",
+ "po on",
+ "argy le",
+ "k swx",
+ "et z",
+ "mar bella",
+ "brac kets",
+ "stand by",
+ "fire side",
+ "defi ance",
+ "v ex",
+ "britanni a",
+ "in habit",
+ "appo int",
+ "piyu sh",
+ "le ash",
+ "sci ento",
+ "fla sk",
+ "sen na",
+ "> :",
+ "at roc",
+ "sand erson",
+ "id lib",
+ "dhan ush",
+ "ðŁĺ Ļ",
+ "en thr",
+ "hit ch",
+ "de dly",
+ "al ley",
+ "dor k",
+ "mon do",
+ "cudd ly",
+ "mis sin",
+ "ye sss",
+ "night ing",
+ "j pn",
+ "w ary",
+ "ump ire",
+ "ma z",
+ "ê ³",
+ "bab s",
+ "ĭ ãģ",
+ "stan ford",
+ "posse ssed",
+ "exce eded",
+ "ðŁĶ ¶",
+ "wall art",
+ "tra p",
+ "j il",
+ "hi bis",
+ "sp ying",
+ "scri be",
+ "khali l",
+ "trans lator",
+ "lu mb",
+ "di zed",
+ "ch c",
+ "super vision",
+ "shut ter",
+ "ja g",
+ "_ *",
+ "yester days",
+ "ms f",
+ "hi hi",
+ "gonz aga",
+ "gille spie",
+ "vive k",
+ "ec static",
+ "this morning",
+ "ch us",
+ "ed es",
+ "ston ed",
+ "be es",
+ "ðŁĩ¹ ðŁĩ",
+ "tur in",
+ "ho ver",
+ "at rics",
+ "ster n",
+ "sam heughan",
+ "auti sm",
+ "mi ya",
+ "eye witness",
+ "writ ings",
+ "travel tips",
+ "chut ney",
+ "px rtg",
+ "keny ans",
+ "my stic",
+ "k rit",
+ "/ $",
+ "red head",
+ "world ly",
+ "am us",
+ "op la",
+ "le ve",
+ "gab bana",
+ "se en",
+ "o clock",
+ "gang a",
+ "keen an",
+ "sc ent",
+ "ol dies",
+ "go green",
+ "corner stone",
+ "comp ly",
+ "con cours",
+ "ðŁİ¶ ðŁİ¶",
+ "ha an",
+ "con fis",
+ "aw son",
+ "cle op",
+ "î Ģ",
+ "su zu",
+ "sau té",
+ "al gar",
+ "subscri ber",
+ "este emed",
+ "ãĤ¤ ãĥ",
+ "worth while",
+ "mel rose",
+ "flo ck",
+ "bri ghtly",
+ "viol inist",
+ "p ere",
+ "sli pping",
+ "and co",
+ "si gh",
+ "ha van",
+ "cu lo",
+ "m sa",
+ "fibro sis",
+ "matil da",
+ "ra fting",
+ "aw ard",
+ "ë ª",
+ "mm mm",
+ "ge aux",
+ "ste iner",
+ "sin n",
+ "help ers",
+ "beet les",
+ "ai mee",
+ "tai wan",
+ "pistachi o",
+ "mac beth",
+ "m zan",
+ "descend ants",
+ "on sale",
+ "in r",
+ "il m",
+ "grou se",
+ "sa ig",
+ "mo w",
+ "bi gre",
+ "adjust ments",
+ "tu la",
+ "mathe w",
+ "transl ates",
+ "mu h",
+ "bol lah",
+ "ðŁĴĽ ðŁĴĻ",
+ "amo res",
+ "ab outs",
+ "bomb shell",
+ "bla ster",
+ "x avi",
+ "s ns",
+ "k roger",
+ "ga ther",
+ "erad ic",
+ "daf t",
+ "chem o",
+ "ben ches",
+ "ðŁĩ© ðŁĩ",
+ "ut v",
+ "our a",
+ "n ko",
+ "gator ade",
+ "biaf ra",
+ "ok state",
+ "im danielpadilla",
+ "dom ains",
+ "open ingday",
+ "kid do",
+ "do i",
+ "ric e",
+ "day care",
+ "mac millan",
+ "ba thurst",
+ "cheer leading",
+ "ðŁ¦ ģ",
+ "cash back",
+ "k won",
+ "hob bies",
+ "exem pl",
+ "ries ling",
+ "âļ ª",
+ "ag les",
+ "ny s",
+ "every thing",
+ "nav is",
+ "ad di",
+ "magne sium",
+ "faceli ft",
+ "ark ham",
+ "grand es",
+ "extre mist",
+ "don at",
+ "vit ality",
+ "pump kin",
+ "be tta",
+ "sl td",
+ "arti san",
+ "li by",
+ "pe aked",
+ "ah hhhh",
+ "mary am",
+ "assi m",
+ "un sc",
+ "ment e",
+ "al aya",
+ "low ers",
+ "ar as",
+ "gri ev",
+ "le ip",
+ "gr ati",
+ "cri ses",
+ "spr ints",
+ "exe cute",
+ "w to",
+ "ms d",
+ "mag ical",
+ "re viewer",
+ "spark les",
+ "juke box",
+ "ðŁĺĤ âĿ¤ï¸ı",
+ "pay back",
+ "licen ses",
+ "dun kin",
+ "bel t",
+ "lake wood",
+ "h ateful",
+ "bud gets",
+ "rev amped",
+ "ph erson",
+ "ky iv",
+ "went worth",
+ "ro sen",
+ "cru ise",
+ "gi ggle",
+ "def star",
+ "assassin scre",
+ "ym outh",
+ "win kle",
+ "w fc",
+ "band wagon",
+ "b kk",
+ "w iring",
+ "kear ney",
+ "south side",
+ "pe tit",
+ "! ðŁĺį",
+ "nor dic",
+ "mir za",
+ "mu gabe",
+ "v l",
+ "scon es",
+ "k tv",
+ "sand al",
+ "du c",
+ "m alls",
+ "ðŁĴŀ ðŁĴŀ",
+ "it c",
+ "al ay",
+ "im pair",
+ "un rest",
+ "flo ss",
+ "c é",
+ "ab ou",
+ "var ying",
+ "muse o",
+ "ser ver",
+ "di ya",
+ "hibis cus",
+ "ero y",
+ "mer ritt",
+ "fin dom",
+ "f pp",
+ "un usually",
+ "go tt",
+ "conting ent",
+ "ali aa",
+ "ball on",
+ "jo l",
+ "hi ked",
+ "zy me",
+ "ay r",
+ "ag n",
+ "ga z",
+ "perio dic",
+ "spar ty",
+ "practi sing",
+ "lin ton",
+ "tal is",
+ "cy pri",
+ "womanin biz",
+ "radio disney",
+ "ðŁĮ ¼",
+ "jump ers",
+ "endo cr",
+ "ðŁļ¨ ðŁļ¨",
+ "and on",
+ "shar apo",
+ "mi er",
+ "ma sonic",
+ "fac tories",
+ "vi en",
+ "bb ers",
+ "ìĽ IJ",
+ "hol d",
+ "ke bab",
+ "be ak",
+ "approach ed",
+ "ac milan",
+ "mun ro",
+ "ko sher",
+ "excell ency",
+ "negoti ation",
+ "walt disneyworld",
+ "cr ouch",
+ "te asing",
+ "suppre ssion",
+ "en ya",
+ "b ce",
+ "transformation tuesday",
+ "cal lie",
+ "vis was",
+ "p gat",
+ "ic ted",
+ "end ings",
+ "esc u",
+ "recru ited",
+ "it fc",
+ "collabor ations",
+ "g ino",
+ "snu ck",
+ "ausch witz",
+ "i fc",
+ "x ii",
+ "ke sha",
+ "ger vais",
+ "clo ak",
+ "x l",
+ "sa ad",
+ "prob ation",
+ "pre cau",
+ "mac in",
+ "anasta si",
+ "le k",
+ "e azy",
+ "daysof code",
+ "mariah carey",
+ "yo g",
+ "stit ched",
+ "boy friends",
+ "sh ar",
+ "ph ile",
+ "ag u",
+ "twin kle",
+ "phi shing",
+ "week ender",
+ "ic ton",
+ "gurmee tramrahim",
+ "al ton",
+ "l eness",
+ "all an",
+ "pen ultimate",
+ "kry stal",
+ "go u",
+ "lan de",
+ "dis mant",
+ "ab using",
+ "nor se",
+ "pat erson",
+ "ed mun",
+ "ap an",
+ "xi umin",
+ "sk el",
+ "cat walk",
+ "re act",
+ "wal led",
+ "t angle",
+ "br yn",
+ "ve to",
+ "super moon",
+ "cas ablanc",
+ "appreci ates",
+ "ski d",
+ "bo th",
+ "catal ina",
+ "ele ague",
+ "cyber monday",
+ "cau tious",
+ "ðŁ¤ ĵ",
+ "nov o",
+ "hamp ton",
+ "ha ye",
+ "jose f",
+ "var an",
+ "lo bos",
+ "roano ke",
+ "orph ans",
+ "tt in",
+ "squ ads",
+ "ishqba aaz",
+ "black panther",
+ "e tu",
+ "k sh",
+ "cru mble",
+ "cess na",
+ "reli eved",
+ "scul ly",
+ "pollin ators",
+ "explore canada",
+ "ki es",
+ "kam loops",
+ "kir an",
+ "pri mal",
+ "sett lements",
+ "hot spot",
+ "brain storming",
+ "ce dric",
+ "bi ennial",
+ "sh ant",
+ "âĻ¡âĻ¡ âĻ¡",
+ "do on",
+ "hear n",
+ "walk way",
+ "fe m",
+ "ve al",
+ "deport ation",
+ "tox ins",
+ "elimin ating",
+ "descen ding",
+ "by the",
+ "bla sphe",
+ "ha sta",
+ "comple ment",
+ "as cent",
+ "ri ga",
+ "provo st",
+ "âĸ ª",
+ "wee ping",
+ "anti semitism",
+ "employe e",
+ "unearth ed",
+ "pin o",
+ "natali e",
+ "bla d",
+ "ang ola",
+ "lock heed",
+ "in ian",
+ "ag r",
+ "ni ster",
+ "im pala",
+ "m ke",
+ "fan atic",
+ "âĺħ âĺħ",
+ "ðŁij ¸",
+ "lu ch",
+ "simpli fied",
+ "gall ery",
+ "econom ic",
+ "cy borg",
+ "con i",
+ "sel ma",
+ "in ception",
+ "ko ala",
+ "dv ds",
+ "cre sted",
+ "m mor",
+ "visi ble",
+ "n sd",
+ "ðŁĻĮ ðŁı½",
+ "w under",
+ "refriger ator",
+ "re opening",
+ "e era",
+ "carou sel",
+ "as p",
+ "balli stic",
+ "victor y",
+ "mo tive",
+ "tre y",
+ "sharapo va",
+ "si i",
+ "mon ter",
+ "int end",
+ "west chester",
+ "sp e",
+ "cy mb",
+ "vi dal",
+ "ll ama",
+ "uni v",
+ "fin er",
+ "crafts manship",
+ "jazz fest",
+ "b ch",
+ "ag gio",
+ "n cc",
+ "lamb da",
+ "tranqu ility",
+ "cis co",
+ "ba den",
+ "so bbing",
+ "of i",
+ "go ta",
+ "ru mored",
+ "war med",
+ "ore an",
+ "ac ton",
+ "mar ci",
+ "gh ani",
+ "âľ ĵ",
+ "as sorted",
+ "pembro ke",
+ "pen elope",
+ "da f",
+ "at ty",
+ "aim o",
+ "pretz el",
+ "carni val",
+ "than os",
+ "ko chi",
+ "mer sal",
+ "ham radio",
+ "ar twit",
+ "cas c",
+ "guer rilla",
+ "kush ner",
+ "k app",
+ "al ise",
+ "todd lers",
+ "steward ship",
+ "o tti",
+ "ter ri",
+ "tem pe",
+ "rest less",
+ "vit o",
+ "zay ed",
+ "rsp b",
+ "pi on",
+ "hi ppo",
+ "haw thorne",
+ "in as",
+ "am ily",
+ "nut cracker",
+ "lo p",
+ "d ali",
+ "tro pic",
+ "ðŁ¤ ł",
+ "ul o",
+ "jare dle",
+ "py rene",
+ "pale o",
+ "usa ir",
+ "m ould",
+ "it ated",
+ "gene tically",
+ "biom ass",
+ "ðŁĩ³ðŁĩ ±",
+ "do dd",
+ "practic ed",
+ "monarch s",
+ "un manned",
+ "m buhari",
+ "am al",
+ "photo gra",
+ "ko ol",
+ "bren don",
+ "ju ices",
+ "cu re",
+ "world bank",
+ "poin ters",
+ "ðŁĴ Ŀ",
+ "tur f",
+ "le ds",
+ "bor ussia",
+ "bapti sm",
+ "warwick shire",
+ "moun ts",
+ "gay o",
+ "be gg",
+ "co pied",
+ "asi ans",
+ "k g",
+ "moder nist",
+ "gi d",
+ "front man",
+ "concentr ated",
+ "y t",
+ "sc avenger",
+ "iron ically",
+ "adi c",
+ "ps n",
+ "ðŁ¥ ī",
+ "cultur ally",
+ "yu v",
+ "mac arthur",
+ "fertili zer",
+ "be withyou",
+ "ri gor",
+ "min ors",
+ "z oning",
+ "âĸ ł",
+ "ri r",
+ "adole scent",
+ "vin ny",
+ "ren g",
+ "sand stone",
+ "gu et",
+ "we sth",
+ "ple dged",
+ "lac ed",
+ "sp ide",
+ "v ai",
+ "ty coon",
+ "seiz ure",
+ "du p",
+ "appalach ian",
+ "ro k",
+ "cathol ics",
+ "sey chel",
+ "posse ss",
+ "la ger",
+ "jo di",
+ "cham p",
+ "stra s",
+ "d ina",
+ "cent uri",
+ "cal der",
+ "blur ay",
+ "ðŁĩ¨ðŁĩ ³",
+ "mo do",
+ "an nette",
+ "youtu bers",
+ "chap s",
+ "ang ling",
+ "label ing",
+ "a qui",
+ "pk wy",
+ "ly le",
+ "bi sexual",
+ "lit ur",
+ "dug out",
+ "li bby",
+ "grey sanatomy",
+ "sub stances",
+ "august us",
+ "rall ying",
+ "fi del",
+ "ing ue",
+ "äº º",
+ "hallmark channel",
+ "tooth brush",
+ "m á",
+ "adi rond",
+ "ag gi",
+ "ðŁĵį :",
+ "cru sade",
+ "tax ation",
+ "k z",
+ "i ver",
+ "dou bling",
+ "room ie",
+ "wa b",
+ "en rolled",
+ "az on",
+ "a ju",
+ "grand children",
+ "as df",
+ "ðŁ¥ º",
+ "mat ic",
+ "ough ton",
+ "utili ze",
+ "ðŁĴ £",
+ "pon der",
+ "rais in",
+ "dys function",
+ "co bain",
+ "butter nut",
+ "e man",
+ "su red",
+ "dri an",
+ "and friends",
+ "with the",
+ "on omy",
+ "heine ken",
+ "bri dal",
+ "leader ship",
+ "pyram ids",
+ "deutsch land",
+ "jo cel",
+ "bo wel",
+ "y qr",
+ "horse power",
+ "be acon",
+ "ing eni",
+ "gra dient",
+ "fer mented",
+ "mo om",
+ "thing y",
+ "pot assi",
+ "wrist band",
+ "bor d",
+ "bo died",
+ "ðŁĺŃ ðŁĺį",
+ "ma pp",
+ "ka u",
+ "cyber punk",
+ "ph ish",
+ "loo king",
+ "co ates",
+ "ap ur",
+ "am ie",
+ "uk labour",
+ "at in",
+ "g la",
+ "adop table",
+ "shel by",
+ "v illi",
+ "ri ya",
+ "m ingly",
+ "cli mber",
+ "bumble bee",
+ "ðŁĺ ¸",
+ "c sd",
+ "âĿ ¥",
+ "hospit alized",
+ "c ki",
+ "hat er",
+ "ch r",
+ "re tina",
+ "it a",
+ "fan base",
+ "beat rice",
+ "gwy ne",
+ "go ss",
+ "fo s",
+ "favor ited",
+ "swachhb harat",
+ "mal ade",
+ "mon mouth",
+ "\" [",
+ "si van",
+ "sh hh",
+ "command ing",
+ "sains burys",
+ "wee d",
+ "g man",
+ "ss w",
+ "rep tile",
+ "iv y",
+ "tro pics",
+ "roll ers",
+ "over cast",
+ "ex position",
+ "masquer ade",
+ "man crush",
+ "wa ist",
+ "spr inter",
+ "sle et",
+ "le vin",
+ "j pg",
+ "_ (",
+ "o pel",
+ "explo it",
+ "ap a",
+ "po we",
+ "wrec king",
+ "jong in",
+ "or b",
+ "er ick",
+ "bo sco",
+ "pra ising",
+ "ber tr",
+ "to wing",
+ "in security",
+ "ku t",
+ "resto cked",
+ "rr p",
+ "prescri bed",
+ "trafal gar",
+ "per t",
+ "g ases",
+ "app rais",
+ "g har",
+ "music als",
+ "âĸ¬ âĸ¬",
+ "mc fad",
+ "ag ony",
+ "conditi on",
+ "equi p",
+ "shi k",
+ "atra vel",
+ "ðŁĩ¿ ðŁĩ¦",
+ "ke h",
+ "abduc tion",
+ "pe oria",
+ "wil kins",
+ "g ms",
+ "as d",
+ "ev i",
+ "ðŁĴĹ ðŁĴĹðŁĴĹ",
+ "u z",
+ "mo c",
+ "halle lujah",
+ "guad alu",
+ "lou vre",
+ "dra wing",
+ "go ve",
+ "ph ant",
+ "fri e",
+ "web dev",
+ "program mer",
+ "z able",
+ "games com",
+ "clari fy",
+ "li th",
+ "kin ky",
+ "âĿ £",
+ "labour doorstep",
+ "son ata",
+ "ju ris",
+ "mai den",
+ "vi adu",
+ "buch arest",
+ "conditi oned",
+ "capit alist",
+ "u de",
+ "ps b",
+ "sp ca",
+ "lul la",
+ "footh ills",
+ "kay o",
+ "bon d",
+ "wom b",
+ "roun der",
+ "ce sar",
+ "bur sts",
+ "ap ra",
+ "sw oon",
+ "sab rin",
+ "fra grant",
+ "cle arer",
+ "ku brick",
+ "cli max",
+ "jour no",
+ "ag le",
+ "ðŁı½ âĢįâĻĢï¸ı",
+ "poo ch",
+ "hal e",
+ "sol it",
+ "sal mon",
+ "organis ms",
+ "bron son",
+ "art en",
+ "hodg son",
+ "alo ve",
+ "vent ure",
+ "bb i",
+ "ae a",
+ "ðŁIJ ¢",
+ "ld n",
+ "d nr",
+ "o zone",
+ "el las",
+ "man ny",
+ "azz ur",
+ "un beat",
+ "tru ffles",
+ "th ong",
+ "ma ñ",
+ "las ers",
+ "ley e",
+ "gettys burg",
+ "back packs",
+ "or is",
+ "ma ison",
+ "craw ling",
+ "la bra",
+ "cl ing",
+ "dra gging",
+ "ste al",
+ "dou bt",
+ "de van",
+ "ck ers",
+ "agent sof",
+ "photo bomb",
+ "elon musk",
+ "abo y",
+ "dist ances",
+ "story line",
+ "sp i",
+ "nor than",
+ "europe ans",
+ "wh ale",
+ "ser pent",
+ "ðŁļ ²",
+ "fi or",
+ "tr it",
+ "ox o",
+ "awar ding",
+ "class mate",
+ "su fc",
+ "smar test",
+ "rich es",
+ "pr k",
+ "big foot",
+ "ar mb",
+ "bi polar",
+ "dw elling",
+ "om ars",
+ "k wan",
+ "gri me",
+ "m eng",
+ "freder ick",
+ "navar ro",
+ "sorry notsorry",
+ "jaredle to",
+ "pa ve",
+ "sl ack",
+ "barn sley",
+ "att ar",
+ "evic tion",
+ "accumul ation",
+ "o ir",
+ "cat chy",
+ "wel ter",
+ "vik as",
+ "has see",
+ "nik ita",
+ "mo yes",
+ "mathe ws",
+ "shi v",
+ "gat wick",
+ "pro filing",
+ "compan ions",
+ "mar rake",
+ "an tics",
+ "ðŁĻĮðŁĻĮ ðŁĻĮ",
+ "se se",
+ "bo i",
+ "bart lett",
+ "poison ous",
+ "ab uses",
+ "ym m",
+ "kam pala",
+ "guggen heim",
+ "imv kohli",
+ "dol om",
+ "bre e",
+ "thro ttle",
+ "gare th",
+ "fitz patrick",
+ "un ya",
+ "par ad",
+ "mar got",
+ "j nr",
+ "we a",
+ "potassi um",
+ "p nc",
+ "disgu ised",
+ "cra sh",
+ "ren ergy",
+ "ill ic",
+ "coup led",
+ "ni els",
+ "ci ones",
+ "æĹ ¥",
+ "im ent",
+ "despic able",
+ "d ye",
+ "what cha",
+ "conne ctions",
+ "paralym pics",
+ "gaunt let",
+ "wait rose",
+ "suici dal",
+ "star ship",
+ "vap or",
+ "st ou",
+ "law maker",
+ "coo led",
+ "si mo",
+ "then o",
+ "offro ad",
+ "ja den",
+ "bas que",
+ "vick y",
+ "lu kaku",
+ "centr o",
+ "tri sh",
+ "strate gist",
+ "medic ations",
+ "hor st",
+ "b fc",
+ "gra il",
+ "sharp ly",
+ "ad itya",
+ "tom b",
+ "kau fman",
+ "tri pad",
+ "sam ba",
+ "pastor al",
+ "brit ney",
+ "sag an",
+ "hill side",
+ "mas ons",
+ "sar a",
+ "z one",
+ "x u",
+ "to tes",
+ "rob bie",
+ "app en",
+ "mon tag",
+ "der o",
+ "short film",
+ "charis matic",
+ "tat ors",
+ "ki ba",
+ "and ri",
+ "al arming",
+ "split ting",
+ "ic ar",
+ "th ug",
+ "scari est",
+ "sylve ster",
+ "an an",
+ "u trecht",
+ "a difference",
+ "me ade",
+ "bu ster",
+ "air strikes",
+ "cu ffs",
+ "account ants",
+ "ðŁĺ¡ ðŁĺ¡",
+ "new t",
+ "bo tt",
+ "issu ing",
+ "cl ancy",
+ "wwen etwork",
+ "kyu hyun",
+ "rese mble",
+ "pajam as",
+ "sin k",
+ "kin ney",
+ "sul ph",
+ "or k",
+ "li es",
+ "la gh",
+ "or ton",
+ "ra hul",
+ "d sc",
+ "we will",
+ "re am",
+ "collo qui",
+ "shar ia",
+ "hec tic",
+ "sar casm",
+ "land er",
+ "tm z",
+ "endor f",
+ "ro z",
+ "ham mered",
+ "fri s",
+ "w adi",
+ "pope francis",
+ "he it",
+ "flash light",
+ "un born",
+ "op es",
+ "hol iness",
+ "ðŁIJ ¦",
+ "nach t",
+ "im sa",
+ "gr acing",
+ "bj p",
+ "ver ts",
+ "c sc",
+ "home owner",
+ "a que",
+ "bigo try",
+ "anni e",
+ "bag h",
+ "âĿ¤ï¸ı ðŁĺį",
+ "car i",
+ "thom p",
+ "dispo sable",
+ "cardio logy",
+ "pat ented",
+ "hh hhhh",
+ "ld r",
+ "stephen son",
+ "cro res",
+ "fan ning",
+ "cli mat",
+ "ðŁijį ðŁijįðŁijį",
+ "ðŁijį ðŁı¼",
+ "aer on",
+ "piccad illy",
+ "bank rupt",
+ "sil via",
+ "emplo y",
+ "don ny",
+ "commen ting",
+ "screen writer",
+ "io ta",
+ "ce an",
+ "anc ers",
+ "tu an",
+ "street wear",
+ "ठ¯",
+ "sk ine",
+ "esp a",
+ "asi f",
+ "os ce",
+ "she ppard",
+ "more cam",
+ "bott le",
+ "der s",
+ "orac le",
+ "google play",
+ "aver aged",
+ "edmon ton",
+ "steph an",
+ "sister hood",
+ "cru sted",
+ "stag gering",
+ "methodo logy",
+ "congress woman",
+ "c abo",
+ "tri ggers",
+ "mil ky",
+ "gli de",
+ "tooth paste",
+ "room mates",
+ "nu ff",
+ "gu am",
+ "sprink les",
+ "alternati ve",
+ "wat fordfc",
+ "uof t",
+ "hal ey",
+ "cont acted",
+ "bun dy",
+ "pro stitu",
+ "gh ar",
+ "pre ston",
+ "on site",
+ "hil ar",
+ "g ts",
+ "c att",
+ "hamp stead",
+ "? ?!",
+ "ðŁĩ§ ðŁĩ",
+ "bbc qt",
+ "aless andro",
+ "resi st",
+ "ma idan",
+ "t ko",
+ "shad ing",
+ "pin up",
+ "gal lo",
+ "sin u",
+ "at ec",
+ "fun k",
+ "ac lu",
+ "stri des",
+ "rhy me",
+ "wet land",
+ "bbc springwatch",
+ "t ins",
+ "wild card",
+ "st our",
+ "flamen co",
+ "pau la",
+ "onto logy",
+ "gang sta",
+ "am ade",
+ "ãĤ «",
+ "t bs",
+ "skelet al",
+ "run ner",
+ "jard in",
+ "harri er",
+ "hun ted",
+ "z hen",
+ "believein film",
+ "de mean",
+ "au diti",
+ "re start",
+ "chon dri",
+ "âĿ¤ï¸ı ðŁĴĻ",
+ "mcla ren",
+ "ga b",
+ "sh um",
+ "au sa",
+ "lewi sham",
+ "y pg",
+ "k jv",
+ "fur nished",
+ "dor o",
+ "bon ded",
+ "mor ty",
+ "lat itude",
+ "_ )",
+ "lo va",
+ "water ways",
+ "vin ai",
+ "shor th",
+ "drun k",
+ "c ay",
+ "ay ana",
+ "kap lan",
+ "capp uccino",
+ "spr o",
+ "life boat",
+ "has bro",
+ "spol ice",
+ "tor on",
+ "do ing",
+ "dam n",
+ "sh ree",
+ "foun tains",
+ "ent ation",
+ "mar u",
+ "boar der",
+ "to pless",
+ "j ada",
+ "chan ning",
+ "ul ls",
+ "en closure",
+ "gib son",
+ "fractu red",
+ "brit ton",
+ "Ã ¶",
+ "t ous",
+ "por th",
+ "dra f",
+ "tra iling",
+ "mar gate",
+ "eli fe",
+ "down ward",
+ "lin n",
+ "gla des",
+ "girl power",
+ "ak rish",
+ "u ki",
+ "ron da",
+ "ts c",
+ "appreci ationday",
+ "vis ing",
+ "lo om",
+ "ðŁį ³",
+ "mex ican",
+ "ar gos",
+ "y ya",
+ "jad ine",
+ "south port",
+ "d end",
+ "si sta",
+ "rede em",
+ "men g",
+ "bra xton",
+ "antioxid ant",
+ "s key",
+ "mp g",
+ "fin ding",
+ "vibr ation",
+ "ce u",
+ "kh art",
+ "di mini",
+ "cl ine",
+ "shel ly",
+ "hin es",
+ "ī ï¸ı",
+ "to pical",
+ "no ver",
+ "ma xx",
+ "prim itive",
+ "illustr ate",
+ "b ounds",
+ "tren ton",
+ "join tly",
+ "breed ers",
+ "u chi",
+ "wakeup america",
+ "b ada",
+ "ðŁĹ £ï¸ı",
+ "gu acam",
+ "sp heres",
+ "pere gr",
+ "youth ful",
+ "lo lo",
+ "bir min",
+ "t ly",
+ "jeremy corbyn",
+ "defe cts",
+ "co sm",
+ "a rent",
+ "v aa",
+ "bag els",
+ "medi ac",
+ "cori ander",
+ "ic ago",
+ "g haz",
+ "ab bas",
+ "re model",
+ "struc turing",
+ "pu m",
+ "out law",
+ "ad ani",
+ "r bc",
+ "gul ls",
+ "n li",
+ "confu se",
+ "ðŁijĩ ðŁı¼",
+ "vil a",
+ "mcnam ara",
+ "correc tions",
+ "mug hal",
+ "ser i",
+ "re gain",
+ "ss b",
+ "lea ve",
+ "haha hah",
+ "gran de",
+ "di stressed",
+ "re chargeable",
+ "ho a",
+ "hou sed",
+ "sti l",
+ "attribu ted",
+ "opath ic",
+ "di ps",
+ "pri t",
+ "head phone",
+ "conclu de",
+ "pil o",
+ "he t",
+ "ut sa",
+ "nit in",
+ "je m",
+ "sni ppet",
+ "tutor ing",
+ "op er",
+ "sun k",
+ "en sla",
+ "cha u",
+ "ac orn",
+ "quinte ss",
+ "ran kin",
+ "affili ated",
+ "our lives",
+ "cl int",
+ "se ater",
+ "isa ac",
+ "ba shing",
+ "sme ar",
+ "nur se",
+ "doo dling",
+ "\" ;",
+ "sa ku",
+ "atroc ities",
+ "im am",
+ "g fs",
+ "viol ating",
+ "comm end",
+ "brad shaw",
+ "er ville",
+ "b illed",
+ "b be",
+ "thul hu",
+ "i phones",
+ "moo se",
+ "di os",
+ "re w",
+ "me thane",
+ "strang ely",
+ "whis ky",
+ "ti ghtly",
+ "spiel berg",
+ "radi us",
+ "notic ing",
+ "wi f",
+ "ig nati",
+ "i fa",
+ "ap is",
+ "w ali",
+ "ha itian",
+ "bu shes",
+ "y z",
+ "v l",
+ "ex ited",
+ "asse l",
+ "tru ec",
+ "dom en",
+ "ash er",
+ "in king",
+ "newyear seve",
+ "hend ricks",
+ "bat i",
+ "ìĿ´ ì",
+ "rich ter",
+ "mon santo",
+ "con line",
+ "agre at",
+ "ðŁ¤ ¯",
+ "master pieces",
+ "ar n",
+ "rough s",
+ "cle ve",
+ "se v",
+ "fashi ons",
+ "to ya",
+ "sh ail",
+ "cop eland",
+ "aqu ari",
+ "dec als",
+ "are you",
+ "y aya",
+ "a str",
+ "fon t",
+ "ml m",
+ "ar ca",
+ "pp or",
+ "pol lock",
+ "xper ia",
+ "conserv ation",
+ "chain saw",
+ "ag gie",
+ "?! ?!?",
+ "si le",
+ "sh on",
+ "ìĹ IJ",
+ "note books",
+ "marque tte",
+ "de us",
+ "bb led",
+ "spic er",
+ "mc cabe",
+ "nor wich",
+ "modi fication",
+ "boo sted",
+ "stru m",
+ "sales man",
+ "bang le",
+ "nis san",
+ "hez bollah",
+ "brea sts",
+ "a af",
+ "anth us",
+ "sk er",
+ "ow ed",
+ "her os",
+ "gi fs",
+ "fo sters",
+ "eat ers",
+ "du es",
+ "_ /",
+ "lymph oma",
+ "sf am",
+ "me gal",
+ "afri di",
+ "ag ic",
+ "p amp",
+ "jeal ousy",
+ "ðŁijĮ ðŁı¼",
+ "calcul ate",
+ "napp ing",
+ "g ale",
+ "ðŁ¦ Ħ",
+ "lub bock",
+ "assu med",
+ "ren ting",
+ "íĥ ľ",
+ "subur b",
+ "ãĤ ·",
+ "tech nic",
+ "u cla",
+ "in front",
+ "gar net",
+ "ster oids",
+ "stri ving",
+ "ho war",
+ "mo ver",
+ "le ton",
+ "bull do",
+ "is in",
+ "ci ao",
+ "sn z",
+ "fore front",
+ "d ams",
+ "mid wife",
+ "ma wards",
+ "cla pton",
+ "we in",
+ "subsi dies",
+ "spr oud",
+ "rother ham",
+ "phan tom",
+ "ar ach",
+ "spi el",
+ "rac ket",
+ "sel amat",
+ "no on",
+ "l bc",
+ "enti ally",
+ "ðŁĴ ¸",
+ "sil ve",
+ "m oud",
+ "kine tic",
+ "y asi",
+ "ðŁİ ©",
+ "o ol",
+ "mi ku",
+ "i za",
+ "fer a",
+ "flo ren",
+ "barber shop",
+ "groo t",
+ "z est",
+ "ne ars",
+ "stan is",
+ "z and",
+ "police man",
+ "juris dic",
+ "form ations",
+ "appar atus",
+ "sp d",
+ "arti fact",
+ "to sc",
+ "motiv ating",
+ "womanc rush",
+ "re dro",
+ "diagno stics",
+ "ra za",
+ "out fitters",
+ "el xn",
+ "dod gy",
+ "ry n",
+ "sh d",
+ "ortho don",
+ "ol de",
+ "jay anti",
+ "bal ances",
+ "quic kest",
+ "can ton",
+ "friday reads",
+ "! *",
+ "na a",
+ "a ak",
+ "ðŁĶ ·",
+ "behavi ors",
+ "rasp berries",
+ "ä »",
+ "polit ical",
+ "cam il",
+ "å ľ",
+ "di k",
+ "ast ounding",
+ "lie be",
+ "novel ty",
+ "tur moil",
+ "sul ly",
+ "spring break",
+ "hon ouring",
+ "cc g",
+ "ðŁı Ĵ",
+ "my little",
+ "ky c",
+ "pro ms",
+ "ðŁķ Ĭ",
+ "Ã ¨",
+ "bi ge",
+ "av ril",
+ "ðŁĩµðŁĩ °",
+ "mari on",
+ "as ants",
+ "sur ya",
+ "oc tag",
+ "luf than",
+ "ac ron",
+ "fayette ville",
+ "ti que",
+ "love s",
+ "en ca",
+ "de kalb",
+ "ta ver",
+ "de vote",
+ "aux iliary",
+ "joh annes",
+ "tread mill",
+ "ay an",
+ "qu r",
+ "donald son",
+ "cher yl",
+ "\" ....",
+ "s ven",
+ "kir sty",
+ "gun ners",
+ "ra dish",
+ "o ahu",
+ "v sky",
+ "i ble",
+ "con course",
+ "b ps",
+ "elo qu",
+ "ash ford",
+ "te bow",
+ "roblo x",
+ "ma da",
+ "dri ving",
+ "th day",
+ "spro ject",
+ "m ms",
+ "band ed",
+ ". !!",
+ "libr arians",
+ "flan nel",
+ "intoler ance",
+ "her al",
+ "ç µ",
+ "neme sis",
+ "list a",
+ "tar ak",
+ "cry pt",
+ "star plus",
+ "vish nu",
+ "sc ale",
+ "cr is",
+ "% ),",
+ "j illian",
+ "regg ae",
+ "pegas us",
+ "ol in",
+ "ip ment",
+ "man ic",
+ "l fc",
+ "godd ard",
+ "ite am",
+ "parl our",
+ "anch ors",
+ "lee minho",
+ "talla hassee",
+ "ant it",
+ "d ho",
+ "kid ney",
+ "y ash",
+ "batt led",
+ "az ad",
+ "gar is",
+ "faul kner",
+ "sni ff",
+ "papar azzi",
+ "ed m",
+ "phy llis",
+ "con tested",
+ "aa ay",
+ "se ca",
+ "k ton",
+ "vel ve",
+ "rain ier",
+ "for um",
+ "tam pab",
+ "ho sp",
+ "trac tors",
+ "ox fordshire",
+ "no tion",
+ "guang zhou",
+ "ðŁĺ ¯",
+ "ref ill",
+ "wednesday motivation",
+ "sli der",
+ "mukher jee",
+ "pr att",
+ "fon taine",
+ "alph on",
+ "af ar",
+ "ts i",
+ "pest icides",
+ "fi ends",
+ "mo cking",
+ "bra w",
+ "tran sat",
+ "do ses",
+ "co res",
+ "hom ophobia",
+ "docu menting",
+ "zlat an",
+ "con doms",
+ "s é",
+ "sun set",
+ "kun st",
+ "ton ga",
+ "ภª",
+ "v ation",
+ "sp ray",
+ "chow der",
+ "ra ps",
+ "palla dium",
+ "nor wood",
+ "music history",
+ "hoo ker",
+ "si si",
+ "osp rey",
+ "ph ys",
+ "conce ded",
+ "bob cat",
+ "ar mad",
+ "ze it",
+ "Ù Ħ",
+ "ðŁĺģ ðŁĺģ",
+ "mer idi",
+ "ðŁĩ· ðŁĩº",
+ "corn wall",
+ "! ),",
+ "touch downs",
+ "ze it",
+ "chal et",
+ "mm m",
+ "al che",
+ "gor illa",
+ "fo ss",
+ "ati ku",
+ "lumin ous",
+ "ivan ka",
+ "be ek",
+ "sta res",
+ "sw iss",
+ "âĿ¤âĿ¤ âĿ¤âĿ¤",
+ "scru bs",
+ "me ath",
+ "gusta v",
+ "jo gging",
+ "confe tti",
+ "as os",
+ "ers fc",
+ "breit bart",
+ "applic able",
+ "autho red",
+ "ya ho",
+ "h in",
+ "displac ement",
+ "j v",
+ "ðŁĮ¹ ðŁĮ¹",
+ "ot c",
+ "non profits",
+ "diec ast",
+ "gu sto",
+ "inte stin",
+ "c ages",
+ "me en",
+ "lu kas",
+ "moon ey",
+ "ðŁĺ ·",
+ "very day",
+ "tor ah",
+ "is sion",
+ "wa c",
+ "lever aging",
+ "ish able",
+ "cu se",
+ "le wood",
+ "may an",
+ "turn table",
+ "ju ice",
+ "tru sty",
+ "tu p",
+ "eti quette",
+ "supervis ors",
+ "stu n",
+ "gu zman",
+ "confe ren",
+ "ric o",
+ "fe ast",
+ "back ward",
+ "pol aris",
+ "mic he",
+ "jo g",
+ "h ing",
+ "field house",
+ "vel ing",
+ "sho cker",
+ "esc ence",
+ "ठ¾",
+ "vi be",
+ "anasta sia",
+ "mar ched",
+ "kill ing",
+ "Ķ ë",
+ "fe tt",
+ "exop lan",
+ "... (",
+ "snow day",
+ "lo h",
+ "ir ani",
+ "la khs",
+ "del a",
+ "po caly",
+ "boom ers",
+ "dictat orship",
+ "ac er",
+ "tur keys",
+ "quarter final",
+ "muskete ers",
+ "ðŁĴĽ ðŁĴļ",
+ "sf x",
+ "museum week",
+ "sc ala",
+ "ri sis",
+ "( ðŁĵ·",
+ "ãĢ Ĥ",
+ "z ies",
+ "bo eh",
+ "hu es",
+ "lu sci",
+ "dol a",
+ "impeach trump",
+ "roo d",
+ "don caster",
+ "tor re",
+ "hero es",
+ "fo yer",
+ "tar i",
+ "blur red",
+ "ke w",
+ "frank ly",
+ "dro id",
+ "ap al",
+ "Ð ¼",
+ "y af",
+ "bre t",
+ "par agu",
+ "cac ao",
+ "ðŁĻĮ ðŁı¾",
+ "ru e",
+ "head aches",
+ "shaw ty",
+ "char ley",
+ "pal er",
+ "go wns",
+ "correc tional",
+ "ðŁĺ© ðŁĺ©",
+ "breaking bad",
+ "ol ing",
+ "da p",
+ "endeav our",
+ "cit adel",
+ "tra d",
+ "incumb ent",
+ "medit ate",
+ "foo ted",
+ "ðŁĴ µ",
+ "shab bat",
+ "dayof the",
+ "wil lem",
+ "gal way",
+ "to red",
+ "marri age",
+ "f illion",
+ "sleeve less",
+ "aud itor",
+ "jin young",
+ "invin cible",
+ "kad una",
+ "a and",
+ "volcan oes",
+ "mon eti",
+ "indie gogo",
+ "buccane ers",
+ "ðŁijī ðŁı½",
+ "ãĢ Ĥ",
+ "lay ton",
+ "cuck oo",
+ "hu mber",
+ "buzz er",
+ "Ï ī",
+ "to re",
+ "stra ins",
+ "sto m",
+ "pa ine",
+ "s we",
+ "du ff",
+ "z ou",
+ "si mi",
+ "li pp",
+ "ur n",
+ "se agu",
+ "ðŁĶ ®",
+ "sun dae",
+ "hi c",
+ "ðŁĺ ¨",
+ "bull pen",
+ "u per",
+ "flyo ver",
+ "al dridge",
+ "glo bes",
+ "ali es",
+ "ken zie",
+ "ge es",
+ "y cle",
+ "sp lin",
+ "mag enta",
+ "j ha",
+ "bal u",
+ "gh orn",
+ "ti pper",
+ "wick er",
+ "taste of",
+ "con clave",
+ "ch ale",
+ "inv asi",
+ "cat er",
+ "dio xide",
+ "me gab",
+ "win n",
+ "at p",
+ "transform ative",
+ "nest led",
+ "hi g",
+ "bri dging",
+ "lil ies",
+ "chee red",
+ "bad dest",
+ "sc rolls",
+ "real is",
+ "dipl o",
+ "ðŁĶ «",
+ "conce ssion",
+ "prefe rences",
+ "explo des",
+ "er gon",
+ "introduc tory",
+ "ine au",
+ "ch af",
+ "som es",
+ "land rover",
+ "spir ation",
+ "sex y",
+ "sco recard",
+ "illustr ates",
+ "soul mate",
+ "wi en",
+ "inter disciplinary",
+ "fore casting",
+ "ent ities",
+ "glu ed",
+ "en lar",
+ "cur t",
+ "percep tions",
+ "boot leg",
+ "mi re",
+ "asho k",
+ "v az",
+ "hor ne",
+ "cal le",
+ "ac ulture",
+ "ther oy",
+ "night time",
+ "oc al",
+ "character design",
+ "ar mist",
+ "ðŁĺı ðŁĺı",
+ "yah oo",
+ "ac eae",
+ "to se",
+ "even to",
+ "sou t",
+ "nay anth",
+ "wh om",
+ "v are",
+ "ri gging",
+ "gen us",
+ "hi ve",
+ "com mands",
+ "sti e",
+ "day a",
+ "ethan ol",
+ "en f",
+ "hi fi",
+ "flu ence",
+ "cle mson",
+ "re invent",
+ "thermom eter",
+ "humor ous",
+ "emer ging",
+ "aci ón",
+ "ðŁĺĺ ðŁĺį",
+ "s ity",
+ "haw ke",
+ "accompan ying",
+ "t ility",
+ "ðŁĺ ª",
+ "re cess",
+ "protag onist",
+ "l ery",
+ "dun dal",
+ "int l",
+ "britt any",
+ "q bs",
+ "off the",
+ "marri ages",
+ "how to",
+ "viol ated",
+ "adel aide",
+ "wit t",
+ "lanc er",
+ "pak v",
+ "hu me",
+ "st ade",
+ "bra gging",
+ "ou tright",
+ "ad c",
+ "super st",
+ "real time",
+ "cu res",
+ "garden ers",
+ "ero ck",
+ "dale jr",
+ "ver o",
+ "bar tol",
+ "mo ti",
+ "mc fly",
+ "v pn",
+ "st ink",
+ "over rated",
+ "guer ra",
+ "e tis",
+ "ath ome",
+ "twd family",
+ "th ab",
+ "tn x",
+ "rafa el",
+ "family travel",
+ "x ley",
+ "sat anic",
+ "equ ations",
+ "ru dy",
+ "wal dorf",
+ "stan i",
+ "tu be",
+ "meas les",
+ "zimmer man",
+ "obli gations",
+ "i ously",
+ "bow ser",
+ "trans former",
+ "sho ppe",
+ "shak en",
+ "gh ouse",
+ "to d",
+ "ke tball",
+ "share holder",
+ "mar ca",
+ "kp mg",
+ "ak an",
+ "given chy",
+ "coast al",
+ "au th",
+ "roller coaster",
+ "mar ches",
+ "coordin ate",
+ "cine ma",
+ "apprentic es",
+ "par lor",
+ "mit o",
+ "men on",
+ "consider able",
+ "bar re",
+ "glo ss",
+ "enh ances",
+ "jaz eera",
+ "fal mouth",
+ "thra sh",
+ "stat en",
+ "k zn",
+ "eng el",
+ "samanth ap",
+ "flo ppy",
+ "sal om",
+ "ðŁıĨ ðŁıĨ",
+ "w ack",
+ "deliber ate",
+ "osc ill",
+ "herit ag",
+ "du sted",
+ "orni thology",
+ "pad dle",
+ "fer ns",
+ "bar un",
+ "cl ans",
+ "anticip ate",
+ "a ay",
+ "mat ically",
+ "é ĩ",
+ "tu mble",
+ "post man",
+ "unic ef",
+ "tro tter",
+ "op d",
+ "leaf let",
+ "ge ist",
+ "cease fire",
+ "scre ws",
+ "cre ation",
+ "wal nuts",
+ "longh orns",
+ "under statement",
+ "ab b",
+ "proxim ity",
+ "na x",
+ "un ity",
+ "turn pike",
+ "orda ined",
+ "dub step",
+ "chak ra",
+ "me ch",
+ "love her",
+ "look alike",
+ "donne in",
+ "vir on",
+ "Ù Ī",
+ "bang ers",
+ "vari ants",
+ "out dated",
+ "in ta",
+ "cri sto",
+ "sp elt",
+ "food and",
+ "f on",
+ "stefan i",
+ "margin al",
+ "hu tton",
+ "ti ara",
+ "tel ford",
+ "qu en",
+ "fair grounds",
+ "que tta",
+ "mikha il",
+ "heal er",
+ "v ball",
+ "ty re",
+ "under grad",
+ "gl end",
+ "hom ers",
+ "scri bed",
+ "main tains",
+ "po che",
+ "mis sal",
+ "mar ko",
+ "u as",
+ "á n",
+ "sh p",
+ "con vey",
+ "pad re",
+ "sab a",
+ "pu glia",
+ "madhu ri",
+ "pa xton",
+ "chap lain",
+ "n ago",
+ "ca si",
+ "... !!!",
+ "fli rt",
+ "sal eh",
+ "k are",
+ "di re",
+ "stam ped",
+ "extre me",
+ "ðŁĺĥ ðŁĺĥ",
+ "ho ppy",
+ "guadalu pe",
+ "advant aged",
+ "eu char",
+ "p low",
+ "un n",
+ "mac qu",
+ "port land",
+ "cla sh",
+ "pe s",
+ "lou bout",
+ "y p",
+ "keep ing",
+ "arca dia",
+ "fran kie",
+ "fi u",
+ "de th",
+ "encyclo pedia",
+ "si ze",
+ "inve sts",
+ "ðŁį ©",
+ "geo logical",
+ "fran ç",
+ "con front",
+ "ðŁĺ ¥",
+ "d ys",
+ "af m",
+ "tex an",
+ "graph ene",
+ "repost app",
+ "ac f",
+ "ur sula",
+ "gaz a",
+ "dd led",
+ "fu m",
+ "wsb tv",
+ "m be",
+ "fron tiers",
+ "chrono graph",
+ "ke s",
+ "inter faith",
+ "tab oo",
+ "spar ta",
+ "won do",
+ "flori st",
+ "em braces",
+ "ca w",
+ "no el",
+ "arch ers",
+ "ðŁIJ ·",
+ "roman o",
+ "ban an",
+ "sh akers",
+ "melo dies",
+ "geo thermal",
+ "se phora",
+ "ìļ °",
+ "оР´",
+ "pro c",
+ "hand shake",
+ "pan de",
+ "popul ated",
+ "slow down",
+ "hor tons",
+ "registr ations",
+ "un deni",
+ "lan ts",
+ "pas sover",
+ "thak ur",
+ "li ef",
+ "adhe sive",
+ "pe tal",
+ "micro scopy",
+ "memph is",
+ "confir ming",
+ "air drop",
+ "mesm er",
+ "perce ived",
+ "ming le",
+ "lifel ine",
+ "gh j",
+ "worcester shire",
+ "pas sions",
+ "ach er",
+ "el lar",
+ "ah o",
+ "firen ze",
+ "bar ang",
+ "letter man",
+ "hat field",
+ "lu cha",
+ "je ter",
+ "e shop",
+ "william s",
+ "horo scope",
+ "pre de",
+ "east bourne",
+ "dur ga",
+ "di version",
+ "al trin",
+ "seis mic",
+ "premi osm",
+ "nar co",
+ "ti r",
+ "ori g",
+ "or m",
+ "land fall",
+ "ci ous",
+ "lin do",
+ "max ine",
+ "x ico",
+ "tra y",
+ "os wald",
+ "c ba",
+ "ric otta",
+ "n cr",
+ "mar au",
+ "ภ²",
+ "gladi ator",
+ "ch ery",
+ "lun g",
+ "u me",
+ "po psic",
+ "lon ging",
+ "can als",
+ "ta ya",
+ "decentr alized",
+ "sho pp",
+ "pres sures",
+ "mahar aj",
+ "eti had",
+ "wal greens",
+ "succe ssion",
+ "sign aling",
+ "li g",
+ "staf fer",
+ "north korea",
+ "def ying",
+ "as ma",
+ "de g",
+ "peri meter",
+ "oak ville",
+ "m sk",
+ "balti more",
+ "rece ip",
+ "de ple",
+ "ðŁĺŃ ðŁĺĤ",
+ "jambo ree",
+ "> .<",
+ "rsp b",
+ "puni sher",
+ "consider ably",
+ "in tothe",
+ "pari sian",
+ "acceler ated",
+ "polye ster",
+ "low es",
+ "fr ying",
+ "sauté ed",
+ "mou ths",
+ "seychel les",
+ "ra x",
+ "go dis",
+ "dak ota",
+ "house wives",
+ "the me",
+ "mat inee",
+ "black bird",
+ "ye sung",
+ "pre fers",
+ "pelle gr",
+ "in ated",
+ "trun ks",
+ "stronger together",
+ "re pet",
+ "re pairing",
+ "ped als",
+ "toler ant",
+ "her r",
+ "dun ne",
+ "indic ation",
+ "decat ur",
+ "b tv",
+ "exhibit ors",
+ "ik on",
+ "friday motivation",
+ "bra gg",
+ "live tweet",
+ "al ves",
+ "womens art",
+ "foreig ners",
+ "wal lets",
+ "min dy",
+ "lan ey",
+ "bb in",
+ "tv miaw",
+ "lif ter",
+ "tar get",
+ "tam e",
+ "dr ou",
+ "astro photography",
+ "mp c",
+ "g pu",
+ "nord strom",
+ "fric tion",
+ "run off",
+ "lov able",
+ "sp nfamily",
+ "ext ingui",
+ "bloo dy",
+ "sch el",
+ "arti stry",
+ "sw ish",
+ "scar ce",
+ "ph ils",
+ "max im",
+ "pos sum",
+ "com promised",
+ "sty li",
+ "sc fc",
+ "is sa",
+ "birmin gham",
+ "sket ched",
+ "angel ica",
+ "ordin ance",
+ "je ts",
+ "conqu er",
+ "ðŁĺ IJ",
+ "online shopping",
+ "s ori",
+ "reason ably",
+ "nue stro",
+ "ar turo",
+ "ch l",
+ "benef ici",
+ "spho to",
+ "wel t",
+ "ni kk",
+ "ðŁ¤ ŀ",
+ "dan ao",
+ "for mid",
+ "as se",
+ "af irst",
+ "âľ Ĥ",
+ "gil lette",
+ "as sor",
+ "an onym",
+ "sel ca",
+ "fe mi",
+ "bear able",
+ "y and",
+ "ar mory",
+ "cre pe",
+ "celtic fc",
+ "bra vo",
+ "in expensive",
+ "de lec",
+ "ge cko",
+ "new market",
+ "snow flakes",
+ "kab ir",
+ "con tra",
+ "can ning",
+ "mor pho",
+ "gar wal",
+ "ðŁĴĥ ðŁı»",
+ "fight ing",
+ "mu tation",
+ "woo dy",
+ "ju gg",
+ "gr aces",
+ "premiosm tvmiaw",
+ "kenne dy",
+ "gu p",
+ "sa e",
+ "op ha",
+ "off spring",
+ "fini sher",
+ "bet ts",
+ "span ning",
+ "mar j",
+ "h one",
+ "sh ing",
+ "contin ents",
+ "samanthap rabhu",
+ "un related",
+ "l acy",
+ "explo sions",
+ "benjam in",
+ "sophi e",
+ "no ting",
+ "micro soft",
+ "as sen",
+ "a hoy",
+ "i ker",
+ "ho fer",
+ "mo e",
+ "ah madi",
+ "yan n",
+ "an ak",
+ "ma hi",
+ "be u",
+ "aha h",
+ "creep er",
+ "baahu bali",
+ "am at",
+ "pri ory",
+ "haw keye",
+ "deloit te",
+ "sko da",
+ "print making",
+ "assemb ling",
+ "mirac ulous",
+ "no ch",
+ "sw o",
+ "leg a",
+ "oper ates",
+ "border lands",
+ "eli e",
+ "stron gh",
+ "rep tiles",
+ "pir ate",
+ "un fold",
+ "Â ¯",
+ "qual comm",
+ "un predictable",
+ "ot r",
+ "rose wood",
+ "direc tional",
+ "counsel ors",
+ "corn ell",
+ "liber ated",
+ "j ad",
+ "ir regular",
+ "bulgar ian",
+ "high ness",
+ "vodaf one",
+ "sw ild",
+ "mini mize",
+ "gra zie",
+ "๠ĩ",
+ "r stats",
+ "stre ep",
+ "ome tric",
+ "humb le",
+ "lu mp",
+ "l ille",
+ "b ü",
+ "home depot",
+ "tripad visor",
+ "ki wan",
+ "a via",
+ "er z",
+ "ex ico",
+ "du f",
+ "blu men",
+ "mi zing",
+ "ar ma",
+ "in im",
+ "con stan",
+ "sor a",
+ "ju al",
+ "au n",
+ "tw ell",
+ "tren ches",
+ "her a",
+ "r k",
+ "po plar",
+ "recipe oftheday",
+ "ll an",
+ "bhu ban",
+ "short ages",
+ "ing don",
+ "bridge water",
+ "ðŁIJ ĺ",
+ "fortn ite",
+ "cam den",
+ "un cture",
+ "pro w",
+ "colon ies",
+ "t ks",
+ "n go",
+ "b hm",
+ "live pd",
+ "spl ace",
+ "sli ke",
+ "happye aster",
+ "ter rence",
+ "revol ver",
+ "j ed",
+ "yy yy",
+ "office of",
+ "m ts",
+ "exist ential",
+ "r ourke",
+ "explore bc",
+ "sse d",
+ "pri est",
+ "vix en",
+ "si ding",
+ "k pa",
+ "a har",
+ "ju ic",
+ "ob struc",
+ "foren sics",
+ "uk mfg",
+ "cancell ation",
+ "we ary",
+ "ab q",
+ "ele c",
+ "pri zed",
+ "deb ts",
+ "me zz",
+ "salv atore",
+ "m dc",
+ "gre tte",
+ "c gc",
+ "th on",
+ "snow storm",
+ "ts ch",
+ "cook ery",
+ "å ¹",
+ "wa xing",
+ "n acional",
+ "mur s",
+ "ra ve",
+ "cap es",
+ "ger main",
+ "dri pping",
+ "sub mitting",
+ "ome lette",
+ "iter ation",
+ "aj es",
+ "shim mer",
+ "fu eling",
+ "ðŁĩ§ ðŁĩª",
+ "li po",
+ "bo bble",
+ "un follow",
+ "islam ist",
+ "hi ber",
+ "cat s",
+ "agentsof shield",
+ "sen si",
+ "____ _",
+ "ster ia",
+ "inst al",
+ "ausp icious",
+ "har row",
+ "over land",
+ "femini sts",
+ "inst ant",
+ "char iot",
+ "blind ness",
+ "sp ed",
+ "sc arec",
+ "nu it",
+ "mini atures",
+ "ho seok",
+ "glo ck",
+ "fifa worldcup",
+ "e te",
+ "dis m",
+ "we iner",
+ "ex foli",
+ "ear ts",
+ "ภĶ",
+ "my art",
+ "man il",
+ "iss ant",
+ "form a",
+ "in cu",
+ "buffal ob",
+ "in tim",
+ "mc cul",
+ "anj ali",
+ "po po",
+ "un doub",
+ "hil a",
+ "fun gal",
+ "thank ful",
+ "fu tur",
+ "en dish",
+ "ren ds",
+ "th ar",
+ "she ff",
+ "ring o",
+ "nichol ls",
+ "io wa",
+ "po tom",
+ "cl ams",
+ "ãģ Ħ",
+ "acon f",
+ "stadi ums",
+ "di mp",
+ "di k",
+ "residen ces",
+ "do v",
+ "caric ature",
+ "seagu ll",
+ "kl m",
+ "confe ss",
+ "sla pped",
+ "cele b",
+ "turb ines",
+ "pp v",
+ "nur ture",
+ "el ab",
+ ".... .#",
+ "tu ff",
+ "de press",
+ "al far",
+ "amii bo",
+ "di spon",
+ "e wing",
+ "que er",
+ "friend s",
+ "for re",
+ "âĺ ¼",
+ "sw t",
+ "aqu arius",
+ "head liner",
+ "cur d",
+ "fi gs",
+ "o tters",
+ "love fl",
+ "kare em",
+ "go vegan",
+ "fri yay",
+ "consol ation",
+ "at ri",
+ "ì§ Ħ",
+ "âĺĿ ï¸ı",
+ "poly ne",
+ "gu ed",
+ "o ya",
+ "la us",
+ "intestin al",
+ "cam illa",
+ "scal p",
+ "pi r",
+ "leed s",
+ "horri fying",
+ "bore tum",
+ "dand elion",
+ "fer rer",
+ "ell ic",
+ "as x",
+ "so ren",
+ "re loaded",
+ "ale ague",
+ "navig ator",
+ "ine tte",
+ "add ams",
+ "al chemist",
+ "ak shay",
+ "dystop ian",
+ "awe c",
+ "n aya",
+ "al isa",
+ "ai led",
+ "ag or",
+ "avi ator",
+ "ali zer",
+ "smo bile",
+ "findyour park",
+ "cop ying",
+ "to ddy",
+ "sh ti",
+ "mon ger",
+ "cal houn",
+ "nap kin",
+ "break up",
+ "y atra",
+ "se thu",
+ "ric hi",
+ "eras mus",
+ "fer ry",
+ "am ore",
+ "prac tise",
+ "bo bo",
+ "power point",
+ "oo se",
+ "li ffe",
+ "chin a",
+ "sh ka",
+ "fad navis",
+ "du ane",
+ "war on",
+ "fal se",
+ "ðŁļ Ĥ",
+ "wa shes",
+ "disc ip",
+ "==== ====",
+ "g k",
+ "ab b",
+ "stub born",
+ "medi eval",
+ "p ci",
+ "ðŁį ª",
+ "maril yn",
+ "h yo",
+ "man di",
+ "cr i",
+ "prede cess",
+ "continu ation",
+ "om usic",
+ "s lat",
+ "wh al",
+ "mall ory",
+ "bon n",
+ "shen zhen",
+ "ca i",
+ "âĺ ĥ",
+ "sa fest",
+ "for wards",
+ "dra wers",
+ "bla sted",
+ "sle e",
+ "mor phe",
+ "mb ta",
+ "dumb ass",
+ "ÑĦоÑĤ о",
+ "alhamdulil lah",
+ "ec lub",
+ "al beit",
+ "heal ey",
+ "ayurve da",
+ "adverti sed",
+ "cro cs",
+ "itt les",
+ "bry son",
+ "be i",
+ "nj pw",
+ "honore e",
+ "fu sed",
+ "ðŁĶ ĺ",
+ "mul tin",
+ "n aga",
+ "de parts",
+ "ko p",
+ "kin o",
+ "jhar khand",
+ "ed na",
+ "ax le",
+ "mil ton",
+ "supremac ist",
+ "marrake ch",
+ "domin ic",
+ "tran script",
+ "] [#",
+ ": ).",
+ "wo c",
+ "sur rounds",
+ "o gil",
+ "leaf lets",
+ "co well",
+ "whe w",
+ "tru de",
+ "proli fer",
+ "succe s",
+ "sports man",
+ "con dom",
+ "po che",
+ "k up",
+ "imprison ment",
+ "{ }",
+ "scram bled",
+ "å Ľ",
+ "ka ine",
+ "cell phone",
+ "metam or",
+ "con i",
+ "remn ants",
+ "ee z",
+ "down pour",
+ "afterno on",
+ "exerc ising",
+ "ber ser",
+ "architec ture",
+ "wick low",
+ "m ns",
+ "is p",
+ "bo c",
+ "n iss",
+ "mn wild",
+ "stu mble",
+ "r si",
+ "lu ffy",
+ "sil en",
+ "dd ad",
+ "bul lies",
+ "haw ker",
+ "bb cc",
+ "scu ba",
+ "e pp",
+ "que ts",
+ "for aging",
+ "pal let",
+ "ha di",
+ "cinemato grapher",
+ "cat chers",
+ "to aster",
+ "k hi",
+ "lite coin",
+ "kid lit",
+ "amher st",
+ "maur icio",
+ "ip ad",
+ "mar malade",
+ "fe y",
+ "don nelly",
+ "g to",
+ "est as",
+ "cere bral",
+ "ant grasso",
+ "zz led",
+ "vir gil",
+ "swa pped",
+ "ðŁĺħ ðŁĺħ",
+ "no dapl",
+ "greate st",
+ "nhl bruins",
+ "fra ser",
+ "b mo",
+ "ane w",
+ ". âĿ¤ï¸ı",
+ "se gregation",
+ "remark ably",
+ "mccor mick",
+ "lo gger",
+ "er as",
+ "contrac ting",
+ "âłĢ âłĢ",
+ "yor ks",
+ "uku lele",
+ "touch screen",
+ "de cked",
+ "ben n",
+ "south wark",
+ "ra vin",
+ "nu mis",
+ "ðŁ¤ Ļ",
+ "ru t",
+ "gre co",
+ "eth ic",
+ "red neck",
+ "ar r",
+ "t cs",
+ "ih ri",
+ "ðŁĩ« ðŁĩ·",
+ "l k",
+ "inher ited",
+ "zy k",
+ "viadu ct",
+ "marty red",
+ "hi gu",
+ "ss n",
+ "be in",
+ "street style",
+ "fer gie",
+ "bank of",
+ "æĹ ¥",
+ "stake holder",
+ "exempl ary",
+ "cre ss",
+ "ess a",
+ "ero tica",
+ "intre pid",
+ "gom es",
+ "bra un",
+ "bethan y",
+ "bang tan",
+ "pulmon ary",
+ "m illing",
+ "doctor ate",
+ "trump russia",
+ "ठ°",
+ "s ani",
+ "bl att",
+ "pla u",
+ "depri ved",
+ "t le",
+ "ful ly",
+ "bour n",
+ "st ak",
+ "lufthan sa",
+ "kio sk",
+ "far oo",
+ "def y",
+ "bad an",
+ "ðŁĺĺ âĿ¤ï¸ı",
+ "rit z",
+ "tri sha",
+ "ran ds",
+ "middle sex",
+ "arab s",
+ "pro j",
+ "sport scenter",
+ "repe ats",
+ "iv f",
+ "bleed blue",
+ "as sure",
+ "o bs",
+ "territ orial",
+ "ele n",
+ "bever ley",
+ "ann ah",
+ "âĿ¤ï¸ıâĿ¤ï¸ı âĿ¤ï¸ıâĿ¤ï¸ı",
+ "z l",
+ "for good",
+ "science fiction",
+ "gla u",
+ "son ya",
+ "pri th",
+ "st weets",
+ "mix ers",
+ "mari o",
+ "ant elope",
+ "writing community",
+ "went z",
+ "den ham",
+ "be di",
+ "sf o",
+ "harley davidson",
+ "look book",
+ "immuno therapy",
+ "or phe",
+ "es ville",
+ "ed ged",
+ "tas k",
+ "sb ball",
+ "corro sion",
+ "kilom eters",
+ "co sting",
+ "play back",
+ "ke ke",
+ "di visi",
+ "u ter",
+ "re location",
+ "yel led",
+ "pen g",
+ "up beat",
+ "ser ve",
+ "âļ ł",
+ "hal en",
+ "stir ring",
+ "reh man",
+ "en v",
+ "schu macher",
+ "frag ment",
+ "alkal ine",
+ "sb k",
+ "resil i",
+ "share point",
+ "rol lover",
+ "tra sh",
+ "counter part",
+ "âĻ «",
+ "ob itu",
+ "à ½",
+ "ãĤ ¹",
+ "mul berry",
+ "ðŁİ Ĩ",
+ "auton omy",
+ "spra ying",
+ "nat l",
+ "love you",
+ "fran ki",
+ "nu k",
+ "esc ar",
+ "can teen",
+ "ali baba",
+ "de plor",
+ "mole cule",
+ "pu d",
+ "fort night",
+ "blon die",
+ "sp hin",
+ "portra yal",
+ "ta che",
+ "bu te",
+ "consi sting",
+ "freep alestine",
+ "c sp",
+ "im mort",
+ "d ns",
+ "ðŁĴ¥ ðŁĴ¥",
+ "tour de",
+ "coo king",
+ "archi val",
+ "ga thers",
+ "bit t",
+ "b anc",
+ "pre mature",
+ "snow ball",
+ "poetry day",
+ "lou dly",
+ "fug itive",
+ "ed ay",
+ "em ra",
+ "ðŁĩ¸ ðŁĩª",
+ "sci en",
+ "node js",
+ "jur gen",
+ "je ong",
+ "band ana",
+ "un is",
+ "fox sports",
+ "v andy",
+ "pro visions",
+ "wee p",
+ "tu k",
+ "i ko",
+ "h oun",
+ "zig gy",
+ "z r",
+ "fil let",
+ "bat a",
+ "tin k",
+ "con e",
+ "we want",
+ "k ilo",
+ "hor ace",
+ "sl t",
+ "sc t",
+ "stay tuned",
+ "victor ia",
+ "umb ria",
+ "att acker",
+ "ingham shire",
+ "fright ening",
+ "no ir",
+ "fr at",
+ "con tempt",
+ "lia ison",
+ "ho i",
+ "br ink",
+ "tr ill",
+ "ni agar",
+ "kick ass",
+ "dun das",
+ "not my",
+ "rho de",
+ "bu mble",
+ "no xi",
+ "fa g",
+ "spec tators",
+ "mancrush monday",
+ "jin ping",
+ "distr act",
+ "dais y",
+ "wal den",
+ "portra it",
+ "ar thistory",
+ "vol tron",
+ "ev el",
+ "is c",
+ "ac m",
+ "r ite",
+ "na o",
+ "de ported",
+ "swe ats",
+ "ru fus",
+ "lo bo",
+ "labor day",
+ "gam o",
+ "ihri thik",
+ "bl it",
+ "abdomin al",
+ "ãħ¤ãħ¤ ãħ¤ãħ¤",
+ "i it",
+ "e q",
+ "bu sy",
+ "allu arjun",
+ "un disclosed",
+ "de ton",
+ "pro create",
+ "ki l",
+ "ðŁİĤ ðŁİĤ",
+ "mitch ell",
+ "ki i",
+ "inherit ance",
+ "al p",
+ "jo burg",
+ "pat rolling",
+ "compul sory",
+ "un signed",
+ "ni am",
+ "l ga",
+ "eshop suk",
+ "tr illi",
+ "ma w",
+ "appreci ating",
+ "rock ab",
+ "mañ ana",
+ "an tal",
+ "mal vern",
+ "roy o",
+ "grand prix",
+ "sut ton",
+ "go ftheday",
+ "dig i",
+ "ãħĭãħĭ ãħĭãħĭ",
+ "t les",
+ "varan asi",
+ "erec ted",
+ "discip les",
+ "cont act",
+ "ðŁĺ µ",
+ "li d",
+ "⬠ĩ",
+ "scen tre",
+ "radi ator",
+ "ing tips",
+ "trans itions",
+ "thursday motivation",
+ "chem ical",
+ "separ ati",
+ "sal is",
+ "mi m",
+ "geo graphical",
+ "book fest",
+ "/ .",
+ "âľ ĭ",
+ "v ae",
+ "cur rie",
+ "ag garwal",
+ "acceler ation",
+ "the ses",
+ "lg m",
+ "u mass",
+ "pro portions",
+ "nat a",
+ "ani ans",
+ "ku ch",
+ "be acons",
+ "ap r",
+ "@ #",
+ "ðŁĴª ðŁı¾",
+ "nu ke",
+ "sher aton",
+ "ki o",
+ "ma kati",
+ "polit ico",
+ "mor ale",
+ "ì Ļ",
+ "econom ically",
+ "gg ly",
+ "ss en",
+ "pa stries",
+ "intern ships",
+ "vic ente",
+ "fanta ken",
+ "aveng ers",
+ "accu se",
+ "slee pover",
+ "indic ated",
+ "the dream",
+ "ster one",
+ "ren ders",
+ "fro st",
+ "ou i",
+ "gre gg",
+ "d ore",
+ "⾨ ⾨⾨",
+ "pu gs",
+ "sat y",
+ "nu mb",
+ "hems worth",
+ "tam i",
+ "la ssic",
+ "schi ff",
+ "igle sias",
+ "ag awa",
+ "] \"",
+ "re shi",
+ "game stop",
+ "divor ced",
+ "theat er",
+ "clau di",
+ "un conventional",
+ "prophe ts",
+ "ac in",
+ "twel f",
+ "tow ering",
+ "t ml",
+ "sc lerosis",
+ "k wan",
+ "ge ts",
+ "distur b",
+ "na ira",
+ "ener g",
+ "pir acy",
+ "pru itt",
+ "noti fied",
+ "hen na",
+ "bra m",
+ "ground water",
+ "bl s",
+ "opti mis",
+ "$ )",
+ "luci e",
+ "biz hour",
+ "fang irling",
+ "gr ills",
+ "or l",
+ "ver se",
+ "c ina",
+ "law less",
+ "artistson twitter",
+ "tele vised",
+ "marshmal lows",
+ "radio head",
+ "bar r",
+ "m fc",
+ "bre vi",
+ "mmor pg",
+ "g aya",
+ "âĸ «",
+ "sub titles",
+ "j t",
+ "disney land",
+ "to bago",
+ "nh m",
+ "groo ve",
+ "fi awec",
+ "\" /",
+ "ba o",
+ "scra bble",
+ "om ni",
+ "ff l",
+ "um c",
+ "si mba",
+ "ali er",
+ "ter rell",
+ "plu me",
+ "mi di",
+ "dig nit",
+ "co c",
+ "bru t",
+ "ad ata",
+ "alche my",
+ "d sm",
+ "ðŁĺĨ ðŁĺĨ",
+ "win try",
+ "spa res",
+ "cu er",
+ "conclu sions",
+ "to ys",
+ "od or",
+ "fl ann",
+ "gar vey",
+ "scrip tions",
+ "inspec tions",
+ "cat ap",
+ "ang lo",
+ "st louis",
+ "heim er",
+ "at ay",
+ "tr ich",
+ "en yc",
+ "chil ds",
+ "vent il",
+ "mont p",
+ "guiller mo",
+ "circu lare",
+ "z ell",
+ "mode led",
+ "craf tsman",
+ "al ina",
+ "stimul ation",
+ "cashe w",
+ "ju das",
+ "best of",
+ "to ire",
+ "susp ends",
+ "scol lege",
+ "real ising",
+ "by tes",
+ "bloo ds",
+ "as si",
+ "ðŁĴ ¿",
+ "o hs",
+ "ðŁį ĭ",
+ "scallo p",
+ "ठµ",
+ "gi fting",
+ "camo gie",
+ "wil kes",
+ "o zzy",
+ "ðŁ¤ ¤",
+ "ver onic",
+ "sav oy",
+ "deme tri",
+ "baby girl",
+ "ðŁĺį ðŁĺŃ",
+ "so x",
+ "cly de",
+ "induc tee",
+ "count down",
+ "self care",
+ "ठľ",
+ "vi ka",
+ "tor re",
+ "phd chat",
+ "pe ars",
+ "aw h",
+ "suff rage",
+ "le sn",
+ "admir ation",
+ "mp p",
+ "shark week",
+ "schul z",
+ "santor ini",
+ "clo ver",
+ "( *",
+ "stras bourg",
+ "ex iting",
+ "so yu",
+ "finger print",
+ "che a",
+ "ãĢ ľ",
+ "vin dic",
+ "song writers",
+ "so a",
+ "prou der",
+ "nam a",
+ "= ))",
+ "simple st",
+ "delici ously",
+ "gil les",
+ "u q",
+ "mn wx",
+ "ep p",
+ "sh un",
+ "ken nel",
+ "fall on",
+ "ðŁIJ £",
+ "sin d",
+ "tra gically",
+ "out es",
+ "modern ism",
+ "co ke",
+ "gy n",
+ "spi on",
+ "âĺ¹ ï¸ı",
+ "le am",
+ "compress or",
+ "apolog ise",
+ "twent yon",
+ "fan atics",
+ "âĻ »",
+ "sco tsman",
+ "sa wa",
+ "ko u",
+ "as er",
+ "ภļ",
+ "welter weight",
+ "phen om",
+ "twick enham",
+ "stri a",
+ "p out",
+ "ka z",
+ "gi am",
+ "cd p",
+ "ho y",
+ "emplo y",
+ "red mond",
+ "ภĦà¸",
+ "sm ere",
+ "trance family",
+ "proto cols",
+ "pie ce",
+ "lu iz",
+ "iter acy",
+ "carl s",
+ "united states",
+ "har med",
+ "phd life",
+ "ch aw",
+ "foot prints",
+ "l é",
+ "cho ker",
+ "z ana",
+ "sli pper",
+ "eric sson",
+ "insul ting",
+ "articho ke",
+ "advis ing",
+ "acquis itions",
+ "op or",
+ "mut ations",
+ "re ar",
+ "ॠģ",
+ "pod cast",
+ "wi ther",
+ "kun g",
+ "íĺ ¸",
+ "win slow",
+ "di apers",
+ "ðŁĵ¸ @",
+ "ec ker",
+ "col lar",
+ "hu ey",
+ "gi ro",
+ "mono gram",
+ "kas ich",
+ "si veness",
+ "malay si",
+ "arom atic",
+ "gre s",
+ "gali leo",
+ "u ji",
+ "rob b",
+ "dr m",
+ "none theless",
+ "as a",
+ ": >",
+ "lo a",
+ "l np",
+ "at work",
+ "ag t",
+ "laksh mi",
+ "pipel ines",
+ "id al",
+ "stre l",
+ "re all",
+ "chain z",
+ "stone wall",
+ "san sk",
+ "ðŁı ´",
+ "pied mont",
+ "hoste ss",
+ "ci u",
+ "t é",
+ "analy ses",
+ "wil helm",
+ "scott y",
+ "rw by",
+ "mosqu it",
+ "use mb",
+ "qu ins",
+ "ðŁij İ",
+ "tu cker",
+ "s conf",
+ "speci fications",
+ "psychi atry",
+ "broo kes",
+ "s ils",
+ "ol af",
+ "de to",
+ "co di",
+ "cli p",
+ "fil th",
+ "womancrush wednesday",
+ "go to",
+ "ang erous",
+ "be ale",
+ "w tc",
+ "paneli st",
+ "ne x",
+ "lar sen",
+ "emili o",
+ "tab leau",
+ "h itters",
+ "conce ived",
+ "americ ani",
+ "or tega",
+ "mar di",
+ "Ñ ĥ",
+ "pain tball",
+ "thir sty",
+ "new yorker",
+ "etis ation",
+ "go ss",
+ "we aker",
+ "u gh",
+ "tro ll",
+ "har ga",
+ "du al",
+ "ght ning",
+ "at ine",
+ "ðŁĺİ ðŁĺİðŁĺİ",
+ "cook out",
+ "pyrene es",
+ "po ss",
+ "authent ication",
+ "sports wear",
+ "yun ho",
+ "kir o",
+ "archi pel",
+ "shen ko",
+ "ren der",
+ "nov ation",
+ "divin ity",
+ "ðŁij £",
+ "su fi",
+ "humb ling",
+ "ge opol",
+ "devote es",
+ "wait ress",
+ "tr ough",
+ "py ro",
+ "i ba",
+ "bl ing",
+ "gra f",
+ "epilo ts",
+ "bt r",
+ "of tball",
+ "bas king",
+ "domin os",
+ "so om",
+ "r ath",
+ "sher yl",
+ "qu el",
+ "astronom ical",
+ "wel d",
+ "track list",
+ "sig nee",
+ "slee pless",
+ "com man",
+ "ch ron",
+ "summ on",
+ "pure michigan",
+ "cri spr",
+ "sli p",
+ "la gi",
+ "ra q",
+ "um u",
+ "thal ap",
+ "char med",
+ "scru mp",
+ "quad copter",
+ "ski p",
+ "peter sen",
+ "mun i",
+ "ðŁĮ ¾",
+ "mon aghan",
+ "tra ys",
+ "ick ed",
+ "canad aday",
+ "te gr",
+ "ï¿ ½",
+ "hot ness",
+ "heavy metal",
+ "ab ar",
+ "gop debate",
+ "az ul",
+ "spider man",
+ "sun flowers",
+ "ľ ë",
+ "web comics",
+ "bar d",
+ "Ð ²",
+ "nichol as",
+ "slu sh",
+ "ram an",
+ "mark ham",
+ "ffici al",
+ "ff ler",
+ "íĬ ¸",
+ "ple ss",
+ "anush ka",
+ "to to",
+ "sk aters",
+ "pro wrestling",
+ "compet es",
+ "ay ala",
+ "myster y",
+ "thr ills",
+ "mp g",
+ "independ ently",
+ "y ul",
+ "imper ative",
+ "formid able",
+ "tire less",
+ "st acking",
+ "ton gues",
+ "mal tese",
+ "pot ts",
+ "mat ti",
+ "char ting",
+ "chill out",
+ "super nova",
+ "ome o",
+ "sky sports",
+ "nu tty",
+ "ðŁĹĵ ï¸ı",
+ "ro han",
+ "insp ired",
+ "concier ge",
+ "ser ra",
+ "ma kk",
+ "gal at",
+ "chi pp",
+ "ye v",
+ "ì £",
+ "reim bur",
+ "op ul",
+ "kimber ley",
+ "i eee",
+ "bre men",
+ "ch itec",
+ "or in",
+ "nak u",
+ "bon kers",
+ "foo ty",
+ "emer gence",
+ "ðŁĨ ĺ",
+ "sti p",
+ "serge i",
+ "zo ey",
+ "ai me",
+ "wou ld",
+ "dy es",
+ "destin y",
+ "vinai grette",
+ "dri er",
+ "circulare conomy",
+ "an archi",
+ "ss r",
+ "sch el",
+ "cin er",
+ "gro om",
+ "determin ing",
+ "gar min",
+ "cal ais",
+ "incarcer ation",
+ "bu kit",
+ "no i",
+ "chelms ford",
+ "mckin ley",
+ "chi pped",
+ "belong ed",
+ "tu mors",
+ "str oud",
+ "mi i",
+ "influen za",
+ "wwen xt",
+ "tun dra",
+ "tele communications",
+ "cat sofinstagram",
+ "t ages",
+ "beat ty",
+ "o du",
+ "ml kday",
+ "oo per",
+ "dang le",
+ "ak ley",
+ "cru mb",
+ "anti gua",
+ "ti mbers",
+ "rou hani",
+ "ðŁĴª ðŁĴªðŁĴª",
+ "ha fi",
+ "... !!",
+ "w cs",
+ "coo p",
+ "sn c",
+ "lit res",
+ "ãĢ Ĭ",
+ "ha z",
+ "co z",
+ "k ant",
+ "green field",
+ "cur ti",
+ "y ale",
+ "flye agles",
+ "what soever",
+ "wor thing",
+ "rou lette",
+ "flyeagles fly",
+ "un da",
+ "a inted",
+ "stand ing",
+ "lusci ous",
+ "h pc",
+ "effic acy",
+ "ash land",
+ "me ghan",
+ "ky wx",
+ "n pr",
+ "bath tub",
+ "ac os",
+ "h ani",
+ "mar cor",
+ "man tis",
+ "da isi",
+ "bo ba",
+ "ab bie",
+ "mu til",
+ "vi al",
+ "spy der",
+ "po z",
+ "g ti",
+ "el fie",
+ "nigh tw",
+ "metro id",
+ "anton i",
+ "mad die",
+ "dh ry",
+ "dar lings",
+ "ten ds",
+ "taek wondo",
+ "atlan ta",
+ "me ow",
+ "chlo e",
+ "ãĥ İ",
+ "ym es",
+ "siber ia",
+ "k con",
+ "gu es",
+ "mar iner",
+ "fac il",
+ "azz le",
+ "[ ...",
+ "han nover",
+ "bav aria",
+ "vir go",
+ "te uk",
+ "u sps",
+ ") #",
+ "wall a",
+ "sam pson",
+ "need less",
+ "ver bally",
+ "hay ley",
+ "bow led",
+ "pi us",
+ "lam pard",
+ "ham string",
+ "vol vo",
+ "road safety",
+ "cho king",
+ "sor bet",
+ "a hem",
+ "healthy food",
+ "brai ded",
+ "horticul ture",
+ "cr ative",
+ "che ek",
+ "ad do",
+ "the force",
+ "ko ko",
+ "schiz oph",
+ "j ie",
+ "w ada",
+ "twentyon epilots",
+ "h bcu",
+ "pro ton",
+ "pau ls",
+ "lou isa",
+ "lat am",
+ "kyr gy",
+ "com pac",
+ "sd k",
+ "sap i",
+ "?? ?",
+ "liber alism",
+ "ep silon",
+ "ai den",
+ "w usa",
+ "spra yed",
+ "baske tball",
+ "kim ono",
+ "blue wave",
+ "ali as",
+ "ë§ Ī",
+ "mug shot",
+ "ce c",
+ "do gre",
+ "ad ora",
+ "ðŁĵ· @",
+ "kra kow",
+ "intrigu ed",
+ "exhau sting",
+ "astron omer",
+ "ven ison",
+ "lady bug",
+ "ci v",
+ "bra e",
+ "us m",
+ "bri be",
+ "acup uncture",
+ "pembro ke",
+ "ke ating",
+ "chi e",
+ "y ad",
+ "t si",
+ "sm i",
+ "see ding",
+ "gate shead",
+ "lis boa",
+ "gy p",
+ "canv ass",
+ "ðŁĶ´ âļªï¸ı",
+ "op i",
+ "ni r",
+ "soci etal",
+ "ly te",
+ "ati es",
+ "c sm",
+ "ar tery",
+ "al in",
+ "aka poor",
+ "abstr acts",
+ "âĢ¦ âĢ¦",
+ "teen wolf",
+ "ne we",
+ "travel gram",
+ "sentim ental",
+ "per ched",
+ "han del",
+ "ho ek",
+ "f ay",
+ "coordin ating",
+ "anim ate",
+ "man ian",
+ "effor t",
+ "jer ky",
+ "f ck",
+ "adri enne",
+ "ma bly",
+ "tra ding",
+ "my el",
+ "spi ro",
+ "sol a",
+ "stor ing",
+ "over drive",
+ "monday morning",
+ "dream team",
+ "pul se",
+ "bon di",
+ "ber nie",
+ "pgat our",
+ "tri poli",
+ "son am",
+ "plat t",
+ "âļ ¡",
+ "ag roup",
+ "îIJ Ĵ",
+ "inv ading",
+ "v cu",
+ "k ell",
+ "ñ os",
+ "un dead",
+ "pod casting",
+ "mercede sam",
+ "mana fort",
+ "cor tex",
+ "que so",
+ "impecc able",
+ "pal mer",
+ "wil doz",
+ "sport sc",
+ "guacam ole",
+ "dispen ser",
+ "cate gori",
+ "stun ts",
+ "per il",
+ "invit ations",
+ "dune din",
+ "xi e",
+ "achi eves",
+ "saf er",
+ "pre ds",
+ "ph an",
+ "knuck les",
+ "k ak",
+ "igno res",
+ "lovemy job",
+ "aru ba",
+ "ound ation",
+ "datac enter",
+ "co vert",
+ "gr ing",
+ "cou ple",
+ "ا ر",
+ "vol i",
+ "mc cle",
+ "arti sans",
+ "lu do",
+ "kal am",
+ "arom a",
+ "under taker",
+ "hu la",
+ "wiz kid",
+ "gu mb",
+ "god frey",
+ "bakers field",
+ "ker n",
+ "engine er",
+ "car ve",
+ "pal in",
+ "guaran tees",
+ "pe bbles",
+ "b ays",
+ "zi eg",
+ "fin k",
+ "â¬ĩï¸ı â¬ĩï¸ı",
+ "down pours",
+ "ro chelle",
+ "rasp berry",
+ "ðŁĺ ®",
+ "gra phies",
+ "stom p",
+ "caf es",
+ "ari zed",
+ "utt ar",
+ "cal vary",
+ "dri e",
+ "crusad er",
+ "bus an",
+ "tux edo",
+ "si u",
+ "seam us",
+ "cul tured",
+ "blan chard",
+ "town house",
+ "ge red",
+ "butter milk",
+ "flu ctu",
+ "roger federer",
+ "hel i",
+ "ðŁ¦ ĥ",
+ "u ous",
+ "ram esh",
+ "mu ppets",
+ "email marketing",
+ "ye ss",
+ "br ice",
+ "ri zio",
+ "pel o",
+ "donnein arte",
+ "u rable",
+ "inve stin",
+ "bump ing",
+ "raji v",
+ "sav a",
+ "thro wer",
+ "fore x",
+ "o hhhh",
+ "th rust",
+ "pull man",
+ "r fid",
+ "sep sis",
+ "le ed",
+ "fri ght",
+ "roun ding",
+ "ne b",
+ "ph ins",
+ "ai sha",
+ "utili zing",
+ "squ ats",
+ "gold smith",
+ "j ic",
+ "bo ks",
+ "vau s",
+ "i po",
+ "exclu sion",
+ "tari ff",
+ "po kes",
+ "min al",
+ "land s",
+ "en force",
+ "washington dc",
+ "or char",
+ "g x",
+ "mar ys",
+ "ey our",
+ "aussi e",
+ "bak ers",
+ "un popular",
+ "latin os",
+ "lar ge",
+ "pu tnam",
+ "bol o",
+ "wa de",
+ "pel o",
+ "di zz",
+ "ob struction",
+ "fla ppy",
+ "weare the",
+ "depend ence",
+ "pajam a",
+ "e te",
+ "y ann",
+ "e wan",
+ "disc la",
+ "a ay",
+ "kar ina",
+ "e ic",
+ "an trim",
+ "w soc",
+ "neg atively",
+ "kai do",
+ "fotogra fia",
+ "dh ru",
+ "colo ssal",
+ "mcle od",
+ "k wang",
+ "mani pu",
+ "ex hilar",
+ "us atoday",
+ "summer slam",
+ "co les",
+ "tapro om",
+ "unbeat able",
+ "de ma",
+ "tic ks",
+ "k ling",
+ "fil s",
+ "campaig ners",
+ "ภķ",
+ "brew ster",
+ "audu bon",
+ "qu ay",
+ "ch s",
+ "ki gali",
+ "d ler",
+ "strength ens",
+ "som al",
+ "sign ingday",
+ "gol ds",
+ "pig ment",
+ "orche stral",
+ "g q",
+ "lin kin",
+ "ðŁı ĩ",
+ "ta w",
+ "algar ve",
+ "ho v",
+ "ear le",
+ "gold fish",
+ "am ig",
+ "ex er",
+ "ben in",
+ "dru id",
+ "ðŁIJ ¸",
+ "she m",
+ "quat tro",
+ "mer cen",
+ "men te",
+ "incorpor ating",
+ "bon anza",
+ "state fair",
+ "en de",
+ "concep tions",
+ "e es",
+ "âĻ¥ï¸ı âĻ¥ï¸ı",
+ "d son",
+ "fire arm",
+ "orb ital",
+ "we h",
+ "multi p",
+ "fo b",
+ "requi em",
+ "p light",
+ "thou se",
+ "sa id",
+ "oc re",
+ "remem brance",
+ "n old",
+ "chi pping",
+ "be v",
+ "er t",
+ "ca thy",
+ "sy m",
+ "ri ggs",
+ "m ley",
+ "dialo gues",
+ "sl ender",
+ "how l",
+ "gau teng",
+ "wd w",
+ "to bi",
+ "smo kes",
+ "im plo",
+ "b pm",
+ "ad n",
+ "mom basa",
+ "cap sul",
+ "bloom field",
+ "artic ul",
+ "cle o",
+ "goog led",
+ "flu ffy",
+ "l ard",
+ "en zyme",
+ "ve sti",
+ "ibra hi",
+ "fl ame",
+ "e mea",
+ "out ages",
+ "dispro por",
+ "ble ak",
+ "an sel",
+ "ick er",
+ "st louis",
+ "stock market",
+ "good friday",
+ "sau lt",
+ "stal led",
+ "pro m",
+ "ep som",
+ "b é",
+ "the se",
+ "sau ces",
+ "me w",
+ "lit fest",
+ "pre d",
+ "re u",
+ "kar ak",
+ "si enna",
+ "ell in",
+ "bio technology",
+ "ï¸ıâĥ£ -",
+ "tac tic",
+ "sa in",
+ "por k",
+ "mon za",
+ "ka j",
+ "lu sh",
+ "compart ment",
+ "chang ing",
+ "shraddha kapoor",
+ "fo al",
+ "ar tem",
+ "cu ando",
+ "can ola",
+ "ori ente",
+ "me sse",
+ "d ited",
+ "br c",
+ "box er",
+ "bbc two",
+ "s st",
+ "ment day",
+ "em ing",
+ "de wey",
+ "kof i",
+ "âŀĸâŀĸ âŀĸâŀĸ",
+ "reali zation",
+ "smo l",
+ "tw ood",
+ "san je",
+ "flag staff",
+ "ber wick",
+ "cor set",
+ "can ary",
+ "whistle blower",
+ "et ched",
+ "com posing",
+ "squee zed",
+ "bow er",
+ "auto desk",
+ "ne h",
+ "mathi eu",
+ "ba ja",
+ "Å Ĥ",
+ "hy dra",
+ "da im",
+ "am eri",
+ "insi sted",
+ "mer lot",
+ "gar ros",
+ "heart news",
+ "gaine sville",
+ "cut ler",
+ "bo de",
+ "ðŁĺī ðŁĺī",
+ "lew es",
+ "scoun try",
+ "g sa",
+ "us u",
+ "cc m",
+ "god awgs",
+ "phara oh",
+ "cra e",
+ "mor ley",
+ "hyp noti",
+ "f ades",
+ "neur ons",
+ "fu zz",
+ "ing co",
+ "high landers",
+ "star k",
+ "vig ne",
+ "pac kets",
+ "amar illo",
+ "reu ben",
+ "insul ts",
+ "bas ic",
+ "vec tor",
+ "n me",
+ "ac ruz",
+ "tro s",
+ "transm itter",
+ "ðŁĺ ŀ",
+ "interpre t",
+ "ðŁĺ ²",
+ "pre quel",
+ "mc gowan",
+ "dis semin",
+ "ðŁĴĺ ðŁĴĺ",
+ "mascul inity",
+ "indie gamedev",
+ "ali ve",
+ "te t",
+ "pe tal",
+ "ema iled",
+ "ar med",
+ "ko o",
+ "he er",
+ "ba ird",
+ "super junior",
+ "metro polis",
+ "delav in",
+ "decl ines",
+ "stit utes",
+ "Û ģ",
+ "p tbo",
+ "g lan",
+ "cho res",
+ "e aling",
+ "chri ssy",
+ "ste mc",
+ "vi an",
+ "assassin ated",
+ "pron ounce",
+ "illeg als",
+ "discover y",
+ "cav ill",
+ "fri fotos",
+ "f al",
+ "so i",
+ "sabot age",
+ "t int",
+ "p dc",
+ "ðŁİīðŁİ Ī",
+ "ãĤ Ĭãģ",
+ "ji o",
+ "endeav or",
+ "in sig",
+ "commit tees",
+ "she arer",
+ "me tz",
+ "mar rying",
+ "h dd",
+ "g by",
+ "fre t",
+ "tri sh",
+ "pu l",
+ "scrip ted",
+ "sa ki",
+ "l w",
+ "ke ye",
+ "shim i",
+ "nan aimo",
+ "ca h",
+ "Ã «",
+ "tem pered",
+ "ici an",
+ "du gg",
+ "dish washer",
+ "air field",
+ "s rugby",
+ "gr inch",
+ "y st",
+ "r ms",
+ "mahat ma",
+ "lan kan",
+ "disc ar",
+ "dige stion",
+ "no des",
+ "l ls",
+ "om ic",
+ "gu tter",
+ "tis garh",
+ "feder ico",
+ "election day",
+ "bo he",
+ "master card",
+ "fire ball",
+ "âľ Ķï¸ı",
+ "oy ster",
+ "p ong",
+ "do k",
+ "en route",
+ "m vc",
+ "beat the",
+ "ali stair",
+ "shu b",
+ "sh aming",
+ "cherno byl",
+ "ghi bli",
+ "the s",
+ "pin ion",
+ "d bs",
+ "sal ts",
+ "ic tion",
+ "epi ph",
+ "nc pol",
+ "in convenience",
+ "whit ley",
+ "inspec ting",
+ "wood ley",
+ "wi ener",
+ "skil let",
+ "no les",
+ "m ca",
+ "h ina",
+ "a sha",
+ "willing ness",
+ "well ness",
+ "tam ed",
+ "show time",
+ "dis advantaged",
+ "ber nat",
+ "us n",
+ "mission aries",
+ "coun selling",
+ "arrog ant",
+ "quant itative",
+ "leg alization",
+ "ho dge",
+ "energye fficiency",
+ "cameron dallas",
+ "pos sessions",
+ "p bb",
+ "harris burg",
+ "v g",
+ "hindu ism",
+ "happy thanksgiving",
+ "fi b",
+ "re acting",
+ "tweeta picture",
+ "pol iti",
+ "mu ppet",
+ "hur rah",
+ "pac e",
+ "coast guard",
+ "guar ded",
+ "as am",
+ "par ry",
+ "fore very",
+ "x q",
+ "oom f",
+ "ke anu",
+ "j ind",
+ "ri st",
+ "customer service",
+ "sac red",
+ "ðŁĺ º",
+ "ton er",
+ "occur rence",
+ "mat u",
+ "val dez",
+ "red d",
+ "is ak",
+ "power rangers",
+ "pe asant",
+ "raj ini",
+ "abra ham",
+ "e mil",
+ "car do",
+ "tr il",
+ "hair styles",
+ "obsole te",
+ "sam pler",
+ "direc tive",
+ "delavin kisses",
+ "ver ton",
+ "glo s",
+ "sp ay",
+ "paler mo",
+ "com ets",
+ "man ziel",
+ "chicag of",
+ "ski pped",
+ "pic torial",
+ "h ant",
+ "b mi",
+ "a ol",
+ "re opens",
+ "pad dling",
+ "devo s",
+ "fra ud",
+ "bas eline",
+ "que ues",
+ "sp ired",
+ "sn are",
+ "eu ve",
+ "descri ptions",
+ "daisi es",
+ "ca ching",
+ "gall eria",
+ "tri mmed",
+ "stin o",
+ "recy cla",
+ "ic ular",
+ "bir ken",
+ "raw lings",
+ "fli x",
+ "chic as",
+ "b gt",
+ "lik eli",
+ "argy ll",
+ "thel ove",
+ "ga ston",
+ "bl anca",
+ "ha k",
+ "f one",
+ "sailor moon",
+ "h aci",
+ "ima c",
+ "fl yn",
+ "de can",
+ "bel les",
+ "ap ic",
+ "zo g",
+ "taun ton",
+ "con stance",
+ "lasag na",
+ "ker nel",
+ "in ka",
+ "har bor",
+ "collec tively",
+ "calcul ated",
+ "av ille",
+ "shil pa",
+ "pur du",
+ "gi mm",
+ "fun er",
+ "a est",
+ "pembroke shire",
+ "nighting ale",
+ "n unes",
+ "hyper tension",
+ "hu bert",
+ "sli ders",
+ "infer tility",
+ "comm ended",
+ "transat lantic",
+ "metr ical",
+ "!! @",
+ "Å Ł",
+ "ss g",
+ "bac ca",
+ "inver ted",
+ "fun factfriday",
+ "it ans",
+ "albu m",
+ "acqu ainted",
+ "ri er",
+ "whel an",
+ "sar ab",
+ "mu e",
+ "snoo ze",
+ "pi ff",
+ "agre eing",
+ "sp itting",
+ "jer maine",
+ "n ye",
+ "âľı ï¸ı",
+ "am bush",
+ "ze ph",
+ "con greg",
+ "univers ity",
+ "s app",
+ "wann abe",
+ "pat rice",
+ "ib d",
+ "do glo",
+ "fri dges",
+ "sun d",
+ "king ston",
+ "ar gon",
+ "kam en",
+ "hardro ck",
+ "ds ley",
+ "do lores",
+ "ì °",
+ "ota ku",
+ "pi ping",
+ "be having",
+ "âŃIJï¸ıâŃIJï¸ı âŃIJï¸ı",
+ "blue bird",
+ "an sari",
+ "teapo t",
+ "fire work",
+ "cro p",
+ "log ans",
+ "ty ped",
+ "thick ness",
+ "ig ers",
+ "c fp",
+ "dys functional",
+ "contra sting",
+ "et ty",
+ "aston martin",
+ "tx st",
+ "dra grace",
+ "at tributes",
+ "marath on",
+ "manu scripts",
+ "john stone",
+ "ðŁĺ± ðŁĺ±",
+ "bo er",
+ "ay u",
+ "aru gula",
+ "poo rest",
+ "con du",
+ "assu mption",
+ "anag h",
+ "no h",
+ "delav in",
+ "sit ter",
+ "g ö",
+ "mor ow",
+ "kick start",
+ "com i",
+ "gl acial",
+ "ghe ad",
+ "ba in",
+ "ker shaw",
+ "en dof",
+ "fre ud",
+ "om at",
+ "i af",
+ "hu g",
+ "sign up",
+ "each other",
+ "defin ite",
+ "tu bing",
+ "shak ira",
+ "ðŁijı ðŁı½",
+ "uu uu",
+ "sw in",
+ "sham bles",
+ "ol as",
+ "sk ell",
+ "brit ain",
+ "kn w",
+ "clu tter",
+ "om y",
+ "j ens",
+ "hang ed",
+ "city scape",
+ "scra ps",
+ "un locking",
+ "dead liest",
+ "er no",
+ "breast cancer",
+ "a it",
+ "inspec t",
+ "fu ri",
+ "ðŁĴ Į",
+ "ku d",
+ "ju le",
+ "or ah",
+ "mi ds",
+ "m dt",
+ "bur gring",
+ "r attle",
+ "pu sa",
+ "stal k",
+ "cle ans",
+ "iss ance",
+ "z ek",
+ "worth it",
+ "nam eis",
+ "musko ka",
+ "council man",
+ "urban art",
+ "bar rac",
+ "un solved",
+ "tu l",
+ "g ita",
+ "white board",
+ "soy beans",
+ "em ent",
+ "cont i",
+ "saturday motivation",
+ "conveni ently",
+ "doc king",
+ "t ado",
+ "âı ©",
+ "sp ino",
+ "puppy love",
+ "po f",
+ "fabric ated",
+ "robb ers",
+ "adop ts",
+ "ti fied",
+ "kk r",
+ "indulg ence",
+ "notic eable",
+ "macqu arie",
+ "chap el",
+ "sensu al",
+ "ki ko",
+ "melan oma",
+ "lore tta",
+ "li ance",
+ "ab en",
+ "sp lus",
+ "ga al",
+ "ac ele",
+ "lib dems",
+ "compar isons",
+ "ðŁĮ µ",
+ "rhy thms",
+ "mer y",
+ "en capsul",
+ "nap ier",
+ "ðŁijĮ ðŁijĮðŁijĮ",
+ "ðŁij IJ",
+ "plat z",
+ "fre sno",
+ "re formed",
+ "ran bir",
+ "el it",
+ "the best",
+ "bhu shan",
+ "vin nie",
+ "impro vised",
+ "s ittin",
+ "re created",
+ "e ba",
+ "ec ker",
+ "ac rob",
+ "pon te",
+ "cor d",
+ "gi ddy",
+ "eur usd",
+ "fe ver",
+ "intu ition",
+ "gar i",
+ "dum mies",
+ "bud weiser",
+ "amend ments",
+ "te tra",
+ "sch nit",
+ "ay as",
+ "mar ys",
+ "ci st",
+ "k ani",
+ "ker mit",
+ "ðŁĺ±ðŁĺ± ðŁĺ±",
+ "tin ker",
+ "strol ling",
+ "di visional",
+ "niger i",
+ "omin ous",
+ "menstru al",
+ "kar ab",
+ "k hy",
+ "bw fc",
+ "pan handle",
+ "l illi",
+ "well er",
+ "stra pped",
+ "son the",
+ "transfer ring",
+ "ethe real",
+ "sne aks",
+ "ru dol",
+ "gab les",
+ "jac king",
+ "cin code",
+ "for tune",
+ "canadi ens",
+ "con for",
+ "ab normal",
+ "frank lin",
+ "tit a",
+ "mu la",
+ "persi st",
+ "cu ties",
+ "ki el",
+ "ðŁĩ± ðŁĩ",
+ "her mann",
+ "aw k",
+ "fi asco",
+ "ko to",
+ "we ta",
+ "hi ker",
+ "budd y",
+ "preven tive",
+ "mcgra w",
+ "game boy",
+ "forsy th",
+ "top shop",
+ "si ob",
+ "sad h",
+ "in tram",
+ "follow art",
+ "so aps",
+ "dragon ball",
+ "ou x",
+ "morri son",
+ "๠ĥ",
+ "lu bric",
+ "adul thood",
+ "morri sons",
+ "âļ łï¸ı",
+ "her mo",
+ "ta ka",
+ "stall one",
+ "mis use",
+ "team gb",
+ "ra gha",
+ "con fined",
+ "at y",
+ "hom ophobic",
+ "nw o",
+ "sky news",
+ "ho ya",
+ "ac rosse",
+ "wi iu",
+ "pur ée",
+ "jed dah",
+ "ðŁ¤ §",
+ "advis ers",
+ "ph ine",
+ "an is",
+ "scrump tious",
+ "ë° ķ",
+ "c ke",
+ "vin y",
+ "ter m",
+ "s dc",
+ "o do",
+ "home school",
+ "vas c",
+ "leop ards",
+ "debor ah",
+ "illic it",
+ "cur ran",
+ "as roma",
+ "nau ght",
+ "mar ig",
+ "brand i",
+ "em p",
+ "ðŁĺį ðŁijĮ",
+ "î Į",
+ "su spend",
+ "lu z",
+ "initi ation",
+ "sch aft",
+ "jensen ackles",
+ "craw ler",
+ "post doc",
+ "des ks",
+ "trail blazer",
+ "den omin",
+ "tri x",
+ "no ise",
+ "po et",
+ "± ï¸ı",
+ "s mug",
+ "vol atile",
+ "proof s",
+ "pharmac ist",
+ "sardin ia",
+ "mash able",
+ "kim chi",
+ "co ed",
+ "schal ke",
+ "doo dled",
+ "c sw",
+ "sh ur",
+ "ro x",
+ "do k",
+ "chris brown",
+ "mathemat ician",
+ "ab ound",
+ "ang elic",
+ "rock ford",
+ "d ole",
+ "yor kers",
+ "ms n",
+ "g man",
+ "xavi er",
+ "bor rowing",
+ "mark ings",
+ "longh orn",
+ "k ja",
+ "diver ted",
+ "mm it",
+ "euph oria",
+ "ay yy",
+ "te a",
+ "pa h",
+ "ck i",
+ "un cut",
+ "li ven",
+ "ky ung",
+ "fan art",
+ "mer ing",
+ "red ding",
+ "amo vie",
+ "gri di",
+ "c thulhu",
+ "schol arly",
+ "ju dah",
+ "th bewithyou",
+ "eu calyp",
+ "ðŁIJ ķ",
+ "hert fordshire",
+ "cour troom",
+ "by u",
+ "auc tioned",
+ "ple ase",
+ "mar cia",
+ "ê° ĵ",
+ "succe eded",
+ "el as",
+ "arvin d",
+ "t lot",
+ "saig on",
+ "re tt",
+ "ra kesh",
+ "fd ny",
+ "as en",
+ "se bring",
+ "gladi ators",
+ "you know",
+ "v lad",
+ "gol a",
+ "par ap",
+ "ÑĢ и",
+ "sab cnews",
+ "one team",
+ "oh l",
+ "sun e",
+ "ri j",
+ "cd c",
+ "star gate",
+ "run down",
+ "plat o",
+ "ph c",
+ "chat ter",
+ "ra viol",
+ "mn f",
+ "mand ala",
+ "li et",
+ "ภķ",
+ "mari a",
+ "hun gover",
+ "consoli dation",
+ "fer rell",
+ "tradition al",
+ "ilove art",
+ "gal ap",
+ "ðŁı Į",
+ "que zon",
+ "espa ña",
+ "ðŁĩ¨ðŁĩ Ń",
+ "ho bby",
+ "steam boat",
+ "mali gn",
+ "guil lau",
+ "pro hi",
+ "its me",
+ "íĥ Ģ",
+ "in scription",
+ "al z",
+ "mari an",
+ "k ade",
+ "mm on",
+ "adju sting",
+ "ne sts",
+ "intern ally",
+ "ci r",
+ "vik ram",
+ "mal ala",
+ "k ph",
+ "fel icia",
+ "the real",
+ "cap tivity",
+ "at is",
+ "marcor ubio",
+ "kale ido",
+ "che v",
+ "mano j",
+ "le more",
+ "gent ri",
+ "vi ps",
+ "tro pe",
+ "\" âĢĶ",
+ "pair ings",
+ "mal nutrition",
+ "fr ay",
+ "desig nation",
+ "brun omars",
+ "az e",
+ "tor rential",
+ "pan zer",
+ "ga il",
+ "under the",
+ "the ological",
+ "schizoph re",
+ "dazz le",
+ "freder ic",
+ "mo par",
+ "ad illa",
+ "so ggy",
+ "ra un",
+ "medi ocre",
+ "colo rec",
+ "i fe",
+ "p inst",
+ "blu ef",
+ "Â ²",
+ "world water",
+ "gir oud",
+ "clar inet",
+ "ad olf",
+ "tar antino",
+ "receip ts",
+ "assu mp",
+ "ðŁij Ł",
+ "coffe es",
+ "âľĬ ðŁı¾",
+ "du plex",
+ "s of",
+ "r x",
+ "lin o",
+ "timber wolves",
+ "pan dit",
+ "mo tm",
+ "e ga",
+ "ay ama",
+ "ach s",
+ "outsi der",
+ "ll en",
+ "co er",
+ "til ly",
+ "cheese burger",
+ "ma ds",
+ "ple dis",
+ "emp ty",
+ "national parks",
+ "az iz",
+ "p mi",
+ "jun kies",
+ "f ener",
+ "sq n",
+ "è s",
+ "gener ation",
+ "cleop atra",
+ "bhuban es",
+ "mosqu es",
+ "ty free",
+ "popp ins",
+ "tw c",
+ "or well",
+ "n age",
+ "ka whi",
+ "hol low",
+ "dal ai",
+ "¨¨ ¨¨",
+ "ou ro",
+ "m health",
+ "gi on",
+ "az o",
+ "vis as",
+ "reneg ade",
+ "re ic",
+ "w sop",
+ "ðŁĴļ ðŁĴĽ",
+ "e chel",
+ "tox icity",
+ "mü n",
+ "bun k",
+ "stimul ating",
+ "asth our",
+ "\\ '",
+ "ep h",
+ "ende mic",
+ "cn bc",
+ "shrin king",
+ "peabo dy",
+ "michel angelo",
+ "can yon",
+ "wal e",
+ "su mi",
+ "si ders",
+ "inu it",
+ "? .",
+ "profession alism",
+ "dr acing",
+ "plat oon",
+ "p ons",
+ "out bound",
+ "maple leafs",
+ "de sol",
+ "cen cy",
+ "a than",
+ "ver ma",
+ "ru bbing",
+ "ok an",
+ "ðŁij ł",
+ "mull ins",
+ "authent ic",
+ "Å į",
+ "alman ac",
+ "ga ia",
+ "bb q",
+ "on imo",
+ "ke h",
+ "ty a",
+ "tou ts",
+ "y av",
+ "re posit",
+ ", .",
+ "wi ght",
+ "se eyou",
+ "cal lof",
+ "done sia",
+ "bar gaining",
+ "gr anth",
+ "sd su",
+ "amphi theater",
+ "p su",
+ "re watching",
+ "wine tasting",
+ "peak district",
+ "dete cting",
+ "thur man",
+ "phe e",
+ "èª ķ",
+ "u mich",
+ "re r",
+ "sculp ted",
+ "go le",
+ "name sake",
+ "ðŁĶ ģ",
+ "serv icing",
+ "bau gh",
+ "pu gh",
+ "pen cil",
+ "dar th",
+ "munch kin",
+ "at orium",
+ "ten ers",
+ "sun y",
+ "rolling stones",
+ "mag ing",
+ "star rer",
+ "i dris",
+ "fe instein",
+ "ag ron",
+ "âĺºï¸ı âĺºï¸ı",
+ "supervis ed",
+ "chamele on",
+ "aggre gate",
+ "succe ssive",
+ "mo gul",
+ "inst yle",
+ "pol dark",
+ "custom e",
+ "ohio state",
+ "ha ya",
+ "ci des",
+ "broker age",
+ "angel ou",
+ "fifa wwc",
+ "de forestation",
+ "al ton",
+ "pam ph",
+ "hu gged",
+ "ho bo",
+ "change able",
+ "ku ber",
+ "bur roughs",
+ "demon etisation",
+ "cape cod",
+ "vers atility",
+ "or ice",
+ "le ila",
+ "womenin science",
+ "tu a",
+ "he dges",
+ "embarrass ment",
+ "ali fe",
+ "so ars",
+ "ni ghter",
+ "hy mn",
+ "gi pp",
+ "chas u",
+ "tech s",
+ "ni all",
+ "k illa",
+ "hi ka",
+ "cam els",
+ "valu e",
+ "Â ¢",
+ "sc oops",
+ "mah moud",
+ "clu sive",
+ "adri ana",
+ "pac o",
+ "oz il",
+ "un as",
+ "transl ations",
+ "whispe rer",
+ "s bi",
+ "bu xton",
+ "bio tics",
+ "indi ffe",
+ "ken ney",
+ "k lar",
+ "et ching",
+ "barra best",
+ "inst ability",
+ "se ine",
+ "vo tel",
+ "blo gged",
+ "whis key",
+ "my space",
+ "t ant",
+ "lan dia",
+ "give back",
+ "illu s",
+ "aw ak",
+ "ac ab",
+ "f bloggers",
+ "cloud computing",
+ "blat ant",
+ "syri ans",
+ "band ra",
+ "sty n",
+ "an em",
+ "ke ted",
+ "kar thik",
+ "barun sob",
+ "pin ot",
+ "gu bernat",
+ "gay e",
+ "arti ste",
+ "i fied",
+ "conven tions",
+ "hu an",
+ "geni uses",
+ "eeee ee",
+ "fol ly",
+ "somer ville",
+ "pride month",
+ "ðŁĩºðŁĩ¸ ðŁĩºðŁĩ¸",
+ "chemo therapy",
+ "paul s",
+ "bak ar",
+ "ìĦ¸ë¸ IJ",
+ "taiwan ese",
+ "fol lo",
+ "c ss",
+ "re ign",
+ "nn nn",
+ "fla un",
+ "catastro phe",
+ "iti es",
+ "frag ments",
+ "extre mists",
+ "ym oun",
+ "car men",
+ "eze kiel",
+ "conne cting",
+ "se h",
+ "man ta",
+ "remodel ing",
+ "we ymouth",
+ "at oms",
+ "ce m",
+ "ne well",
+ "lu mi",
+ "the open",
+ "mo c",
+ "mili band",
+ "g land",
+ "z shq",
+ "mag gie",
+ "mani acs",
+ "m sp",
+ "ad y",
+ "cre ams",
+ "le anne",
+ "e sta",
+ "py g",
+ "af finity",
+ "pray er",
+ "dun bar",
+ "ligh troom",
+ "ac adi",
+ "wyn onna",
+ "roman tic",
+ "state dept",
+ "sick le",
+ "wh os",
+ "lam o",
+ "et our",
+ "fin ity",
+ "shru b",
+ "shar pen",
+ "pun dit",
+ "ed on",
+ "af ore",
+ "mar s",
+ "jeff ery",
+ "ter ps",
+ "medal list",
+ "kath arine",
+ "accu sing",
+ "ta z",
+ "roy d",
+ "from home",
+ "confron tation",
+ "alle gh",
+ "ðŁijī ðŁijī",
+ "refresh er",
+ "ran veer",
+ "never land",
+ "jo jo",
+ "lu crative",
+ "en am",
+ "ca ver",
+ "pa edi",
+ "man jaro",
+ "flu ids",
+ "the ssal",
+ "oppre ssed",
+ "mu ss",
+ "joh anna",
+ "Ø ®",
+ "cn g",
+ "buil dthe",
+ "sett les",
+ "s ith",
+ "fu ego",
+ "cl amp",
+ "ar ag",
+ "pay er",
+ "ted x",
+ "mand y",
+ "inter stellar",
+ "fr c",
+ "ch and",
+ "b cc",
+ "mo lo",
+ "len til",
+ "johan sson",
+ "grims by",
+ "nature lovers",
+ "ðŁļ¨ ðŁļ¨ðŁļ¨",
+ "shin de",
+ "x in",
+ "international dayof",
+ "transiti onal",
+ "sat a",
+ "cad dy",
+ "wo d",
+ "if u",
+ "ha ys",
+ "holl yo",
+ "j ang",
+ "ir c",
+ "co im",
+ "grad able",
+ "\" \"",
+ "ðŁį ´",
+ "ঠ¾",
+ "a el",
+ "n yo",
+ "west lake",
+ "time out",
+ "sof i",
+ "phenom ena",
+ "cultiv ation",
+ "ag no",
+ "un armed",
+ "so t",
+ "con j",
+ "gen o",
+ "royal navy",
+ "nutriti on",
+ "fair mont",
+ "ti relessly",
+ "sn g",
+ "re ty",
+ "mic a",
+ "lu cent",
+ "slo ane",
+ "droo l",
+ "riz al",
+ "od ell",
+ "critici zed",
+ ". '\"",
+ "la ze",
+ "deser ted",
+ "co der",
+ "pra s",
+ "l illian",
+ "itiner ary",
+ "dav y",
+ "an ap",
+ "whi pping",
+ "hobo ken",
+ "kare ena",
+ "çľ Ł",
+ "vi us",
+ "ter n",
+ "nan tucket",
+ "mis understood",
+ "bu laga",
+ "st ant",
+ "chin ook",
+ "z am",
+ "reli es",
+ "d ss",
+ "ed mond",
+ "sket chy",
+ "m ell",
+ "fe x",
+ "rec tor",
+ "dist ill",
+ "day dream",
+ "wine maker",
+ "ri pley",
+ "billion aires",
+ "hel ene",
+ "ati f",
+ "cul prit",
+ "bertr and",
+ "wou ldnt",
+ "ma pped",
+ "v ak",
+ "gla dly",
+ "parliam ent",
+ "kidlit art",
+ "ware ness",
+ "goli ath",
+ "âĨ ĵ",
+ "view point",
+ "tat ted",
+ "fu ls",
+ "dor sey",
+ "ang lers",
+ "li ds",
+ "ki ya",
+ "bow les",
+ "be h",
+ "b ite",
+ "compati bility",
+ "ance stral",
+ "pro x",
+ "beha ved",
+ "gubernat orial",
+ "ch field",
+ "sab an",
+ "z h",
+ "teen y",
+ "shibu ya",
+ "holli day",
+ "pan cy",
+ "âĿĦï¸ı âĿĦï¸ı",
+ "seun gri",
+ "? ,",
+ "ðŁĩ¦ ðŁĩ·",
+ "im itation",
+ "impac tful",
+ "any i",
+ "gene vie",
+ "añ os",
+ "bate man",
+ "gli der",
+ "af ar",
+ "ra sheed",
+ "effor tless",
+ "sh war",
+ "dach sh",
+ "er un",
+ "at os",
+ "kin i",
+ "ch d",
+ "kha ki",
+ "k lin",
+ "felici dades",
+ "bel o",
+ "as l",
+ "to ppers",
+ "fin ley",
+ "stac ey",
+ "rigor ous",
+ "kar ting",
+ "le ppard",
+ "car michael",
+ "be ret",
+ "c se",
+ "ak hi",
+ "mer ingue",
+ "ab an",
+ "ha ke",
+ "ger i",
+ "er jee",
+ "re sto",
+ "comm anders",
+ "pr it",
+ "fl or",
+ "ad ven",
+ "ex termin",
+ "remain der",
+ "å IJ",
+ "es g",
+ "martin o",
+ "lulla by",
+ "| @",
+ "mi gn",
+ "in store",
+ "big bang",
+ "cor di",
+ "cau ley",
+ "ante bellum",
+ "dg ate",
+ "cro ck",
+ "span dex",
+ "scaf folding",
+ "ore os",
+ "ê°ĵ ìĦ¸ë¸IJ",
+ "pom ona",
+ "ma uro",
+ "uni versi",
+ "re mi",
+ "af ootball",
+ "t ant",
+ "sm alls",
+ "ne h",
+ "worl do",
+ "tropic al",
+ "mor ph",
+ "jav elin",
+ "gla r",
+ "arqu itec",
+ "reminis cent",
+ "tu bs",
+ "spide y",
+ "make u",
+ "syl la",
+ "progressi ves",
+ "blo t",
+ "shor ten",
+ "keep in",
+ "ch ak",
+ "ang st",
+ "super food",
+ "decad ent",
+ "ston y",
+ "neuro logical",
+ "ar boretum",
+ "ann ak",
+ "fe ma",
+ "per cu",
+ "dis respectful",
+ "small biz",
+ "lo x",
+ "co om",
+ "c sc",
+ "bs bi",
+ "pre valence",
+ "him ss",
+ "esp an",
+ "mo ga",
+ "fr ampton",
+ "sky map",
+ "mas se",
+ "levi athan",
+ "( ).",
+ "noctur nal",
+ "car ameli",
+ "ang or",
+ "amne sia",
+ "outsi ders",
+ "she alth",
+ "rhin o",
+ "ant ag",
+ "ag io",
+ "ðŁĴ° ðŁĴ°",
+ "take me",
+ "kab addi",
+ "c si",
+ "m sh",
+ "coch rane",
+ "thessal oni",
+ "sil a",
+ "ha us",
+ "du sting",
+ "obe se",
+ "mack lemore",
+ "mani sh",
+ "len in",
+ "m dc",
+ "gro wn",
+ "shef field",
+ "s rs",
+ "ke le",
+ "car son",
+ "ch um",
+ "dah lia",
+ "can tore",
+ "opp o",
+ "how ling",
+ "cyber crime",
+ "sur realism",
+ "sc ran",
+ "fa iz",
+ "thre n",
+ "rac ists",
+ "r out",
+ "pk not",
+ "se mana",
+ "sin i",
+ "mc cull",
+ "ma chi",
+ "alfon so",
+ "y b",
+ "sar dar",
+ "kend rick",
+ "den g",
+ "reci pro",
+ "on f",
+ "doom sday",
+ "bri bery",
+ "custom iz",
+ "art is",
+ "c pi",
+ "ðŁĻĪ ðŁĻĪ",
+ "sla va",
+ "let te",
+ "en s",
+ "âĿ¤ï¸ı ðŁĺĺ",
+ "cra yon",
+ "ad an",
+ "tr c",
+ "migr ate",
+ "simp son",
+ "row ers",
+ "king sley",
+ "farmers market",
+ "shee han",
+ "ne phe",
+ "bor non",
+ "car ton",
+ "mic key",
+ "all ure",
+ "u lu",
+ "sli pknot",
+ "heb do",
+ "gui do",
+ "dog celebration",
+ "online marketing",
+ "acceler ating",
+ ") ..",
+ "origin ated",
+ "macar oni",
+ "ed tech",
+ "out field",
+ "mit z",
+ "disc us",
+ "adverti ser",
+ "man or",
+ "ha shi",
+ "descri p",
+ "cap ita",
+ "ful bright",
+ "recep tor",
+ "con n",
+ "con ey",
+ "spion age",
+ "r attle",
+ "pre st",
+ "u li",
+ "blog post",
+ "acker ay",
+ ") âĢ¦",
+ "red velvet",
+ "mat th",
+ "inspir ing",
+ "b sd",
+ "ker ri",
+ "po con",
+ "mil lar",
+ "re pur",
+ "accent ure",
+ "ä ¹",
+ "ram bo",
+ "ragnar ok",
+ "dele ting",
+ "british museum",
+ "pat ory",
+ "leip zig",
+ "flori an",
+ "sci fi",
+ "in ers",
+ "br ate",
+ "yo y",
+ "melis sa",
+ "ab er",
+ "ma sa",
+ "po te",
+ "mosquit oes",
+ "transpl ant",
+ "r pa",
+ "; ))",
+ "bast ille",
+ "yl an",
+ "joye ux",
+ "melo dic",
+ "cap tions",
+ "atri st",
+ "roch dale",
+ "gott i",
+ "pew die",
+ "cuties aturday",
+ "who is",
+ "aqu aculture",
+ "tiv a",
+ "sp el",
+ "he ss",
+ "ha ji",
+ "fred die",
+ "co per",
+ "brand o",
+ "v k",
+ "photo book",
+ "* ,",
+ "my dayin",
+ "micha ela",
+ "brune i",
+ "sr ini",
+ "in te",
+ "Ä ±",
+ "de ol",
+ "d fc",
+ "separ ately",
+ "bun d",
+ "ve sts",
+ "to c",
+ "me ck",
+ "rein forced",
+ "constra ints",
+ "car roll",
+ "sq ft",
+ "re ver",
+ "cam per",
+ "bird man",
+ "in action",
+ "gener ators",
+ "triumph ant",
+ "pe sts",
+ "o vo",
+ "gy pt",
+ "al amo",
+ "sc aled",
+ "suresh pp",
+ "sd n",
+ "is mo",
+ "gi os",
+ ") @",
+ "justic eleague",
+ "restaur ant",
+ "gab i",
+ "den gue",
+ "next gen",
+ "exemp li",
+ "ap ex",
+ "inspir ational",
+ "down side",
+ "kid z",
+ "u pl",
+ "et na",
+ "alvar o",
+ "fel dman",
+ "bar net",
+ "m ha",
+ "es ch",
+ "bloo ded",
+ ">>>> >>>>",
+ "kan i",
+ "ho fficial",
+ "casablanc a",
+ "bir ds",
+ "ty ga",
+ "sw amp",
+ "o day",
+ "new castle",
+ "nb ap",
+ "ci sion",
+ "cho ols",
+ "af lo",
+ "ne p",
+ "mon ton",
+ "ak b",
+ "super model",
+ "down time",
+ "th os",
+ "sc wx",
+ "snoo py",
+ "ag greg",
+ "yo ke",
+ "nor cal",
+ "we tt",
+ "prolon ged",
+ "me tast",
+ "beat er",
+ "f ta",
+ "t lap",
+ "disgu sted",
+ "y h",
+ "voice over",
+ "itch y",
+ "ip c",
+ "ðŁİ ¾",
+ "phe asant",
+ "stra its",
+ "ram pant",
+ "j g",
+ "fer til",
+ "assu res",
+ "fortun es",
+ "sal inas",
+ "liz ards",
+ "kett le",
+ "i bs",
+ "cyn thi",
+ "he g",
+ "mc cr",
+ "soccer oos",
+ "happen ings",
+ "cor den",
+ "ðŁĺĤ ðŁijĮ",
+ "t ches",
+ "egre t",
+ "wolver ines",
+ "congratul ated",
+ "ho gg",
+ "bott ling",
+ "wr i",
+ "fer ri",
+ "bo sch",
+ "af ire",
+ "og den",
+ "s jo",
+ "j dm",
+ "sv t",
+ "con tex",
+ "tol lywood",
+ "min k",
+ "me se",
+ "super sonic",
+ "op oulos",
+ "å ¸",
+ "âĶ ģ",
+ "knuck le",
+ "gu ise",
+ "gam i",
+ "chu cky",
+ "z inger",
+ "radi al",
+ "compla ined",
+ "bo da",
+ "fe tal",
+ "discipl ines",
+ "cor ro",
+ "ðŁĩ®ðŁĩ ¹",
+ "op ted",
+ "filtr ation",
+ "ad nan",
+ "em cee",
+ "mi stre",
+ "insom ni",
+ "fer gus",
+ "tra jec",
+ "on don",
+ "med tech",
+ "tanger ine",
+ "madra s",
+ "gru e",
+ "cab s",
+ "z hu",
+ "sureshpp rabhu",
+ "insul ated",
+ "day swild",
+ "pp m",
+ "band ai",
+ "v day",
+ "s ff",
+ "squ id",
+ "lo thing",
+ "not dead",
+ "expre ssive",
+ "cu ll",
+ "ala stair",
+ "x u",
+ "up front",
+ "fish ers",
+ "en es",
+ "um d",
+ "dis missal",
+ "sti er",
+ "sel s",
+ "lu st",
+ "re active",
+ "prote ster",
+ "eyel ashes",
+ "al im",
+ "goo de",
+ "gre eng",
+ "da ir",
+ "com pen",
+ "anush ka",
+ "proto typing",
+ "ma pu",
+ "bear ings",
+ "ðŁIJ Ł",
+ "for me",
+ "bsbi botany",
+ "timo thy",
+ "out skirts",
+ "am bed",
+ "are tha",
+ "wend ell",
+ "stre aks",
+ "ni m",
+ "k pk",
+ "sne e",
+ "fit ter",
+ "quo ta",
+ "p ate",
+ "win ning",
+ "ðŁį Ń",
+ "sho pping",
+ "ma inst",
+ "cul ver",
+ "ste vie",
+ "mcfad den",
+ "counter parts",
+ "gren fell",
+ "fol som",
+ "dor set",
+ "tech crunch",
+ "⬠ħï¸ı",
+ "tip tuesday",
+ "us l",
+ "tre x",
+ "geor gie",
+ "ranveer official",
+ "lic ks",
+ "se wn",
+ "k f",
+ "' âĢ¦",
+ "jap s",
+ "p ate",
+ "orth op",
+ "fe sta",
+ "stra s",
+ "mon tal",
+ "hammer smith",
+ "fore most",
+ "wido ws",
+ "mad re",
+ "ite z",
+ "mito chondri",
+ "lig ans",
+ "z ona",
+ "cari bou",
+ "m ss",
+ "andre i",
+ "weather channel",
+ "gh c",
+ ": ...",
+ "ta ft",
+ "awe ather",
+ "al isation",
+ "bru tal",
+ "bliss ful",
+ "nik ola",
+ "mal icious",
+ "q m",
+ "mpg vip",
+ "bro die",
+ "bl itz",
+ "applau d",
+ "dri bb",
+ "v ague",
+ "dog go",
+ "transl ating",
+ "interpre ted",
+ "hat ched",
+ "ge tyour",
+ "benefici aries",
+ "spar ring",
+ "caes ars",
+ "aw illiams",
+ "la hat",
+ "bro ke",
+ "ti mp",
+ "virtu es",
+ "rel ying",
+ "pie tro",
+ "k tn",
+ "ici sts",
+ "pab lo",
+ "lou i",
+ "a ag",
+ "pn pp",
+ "cha st",
+ "pul ses",
+ "fini sh",
+ "usair force",
+ "type writer",
+ "thomp son",
+ "dog s",
+ "ut to",
+ "ãģ į",
+ "sand al",
+ "new ly",
+ "do ge",
+ "z w",
+ "wan kers",
+ "ne gr",
+ "mu cha",
+ "determin es",
+ "black fish",
+ "sk unk",
+ "mu ps",
+ "instru ment",
+ "phy to",
+ "daysto go",
+ "skin ned",
+ "hai der",
+ "con ten",
+ "ðŁIJ¾ ðŁIJ¾",
+ "we iler",
+ "undoub tedly",
+ "chair ing",
+ "wall is",
+ "sh ard",
+ "zind abad",
+ "adul t",
+ "absor ption",
+ "pre sto",
+ "deplo ying",
+ "drum mond",
+ "battle front",
+ "seag ulls",
+ "how dy",
+ "juda ism",
+ "des de",
+ "part ition",
+ "âľ Ŀ",
+ "no logy",
+ "national bestfriend",
+ "lesn ar",
+ "film fare",
+ "co asts",
+ "christen sen",
+ "ac an",
+ "mb u",
+ "co pped",
+ "ru bble",
+ "sw c",
+ "fun nier",
+ "far ther",
+ "where as",
+ "nano technology",
+ "with stand",
+ "pil low",
+ "bow ers",
+ "to pe",
+ "it ly",
+ "con fit",
+ "ma kar",
+ "comfor ts",
+ "bo sh",
+ "cli pper",
+ "bal la",
+ "sti k",
+ "mil b",
+ "safe guard",
+ "musi que",
+ "eas port",
+ "ya z",
+ "pad ded",
+ "bad er",
+ "fore ign",
+ "chop in",
+ "archi ve",
+ "o ka",
+ "tran sporting",
+ "tml talk",
+ "aj it",
+ "consequ ence",
+ "sc roo",
+ "ff o",
+ "collabor ated",
+ "pug chat",
+ "ye mi",
+ "jav ed",
+ "au burn",
+ "o of",
+ "ma w",
+ "sau cer",
+ "miti gate",
+ "i les",
+ "evangeli st",
+ "ter ie",
+ "re cl",
+ "indic tment",
+ "cat a",
+ "bright ness",
+ "may the",
+ "whim sical",
+ "un lv",
+ "key word",
+ "cu min",
+ "med way",
+ "west world",
+ "tra w",
+ "im posing",
+ "form ity",
+ "coul ter",
+ "ab z",
+ "ny pd",
+ "grass i",
+ "kel sey",
+ "qld pol",
+ "clock work",
+ "f dr",
+ "di anne",
+ "âĺ ij",
+ "ad h",
+ "p ann",
+ "bra vely",
+ "ae ge",
+ "un lawful",
+ "ver di",
+ "pocaly pse",
+ "phar o",
+ "kar la",
+ "reson ance",
+ "ma stiff",
+ "la dak",
+ "bu u",
+ "ma iled",
+ "hi i",
+ "craw ley",
+ "tor rent",
+ "mach ado",
+ "liby an",
+ "effort lessly",
+ "fal sely",
+ "q vist",
+ "ke ef",
+ "craf thour",
+ "cheri shed",
+ "val kyrie",
+ "s ari",
+ "kal amaz",
+ "be he",
+ "ðŁĮ Ļ",
+ "th im",
+ "ro ddy",
+ "col trane",
+ "but chers",
+ "ach im",
+ "wk end",
+ "awk ward",
+ "cab rera",
+ ":) )))",
+ "fran c",
+ "decl an",
+ "con dos",
+ "a ja",
+ "pandor amusic",
+ "char ter",
+ "ph ill",
+ "mon trose",
+ "hatch back",
+ "handic app",
+ "gre aves",
+ "eucalyp tus",
+ "ut most",
+ "t son",
+ "bur ton",
+ "mid wives",
+ "in cur",
+ "ðŁĺį #",
+ "moo d",
+ "compre ssed",
+ "tom a",
+ "must ang",
+ "mo g",
+ "as ana",
+ "te stic",
+ "sho tel",
+ "in sol",
+ "cor sair",
+ "nh q",
+ "ben ny",
+ "sm ma",
+ "kap ur",
+ "in con",
+ "jon as",
+ "ener gies",
+ "don al",
+ "as ad",
+ "se z",
+ "n pa",
+ "archi ved",
+ "stimul ate",
+ "do p",
+ "hy d",
+ "gri eving",
+ "ãĥ Ī",
+ "ron a",
+ "why te",
+ "tree house",
+ "ss ell",
+ "sand ro",
+ "ko bo",
+ "ther most",
+ "se clu",
+ "hi ya",
+ "ge ez",
+ "mam as",
+ "prisc illa",
+ "flav oured",
+ "fas s",
+ "w old",
+ "maker space",
+ "cospla y",
+ "p tv",
+ "happy valentinesday",
+ "sequo ia",
+ "love craft",
+ "gu an",
+ "d tm",
+ "ci i",
+ "yoko hama",
+ "pos thum",
+ "re q",
+ "ðŁĶµ âļªï¸ı",
+ "galat asar",
+ "dol by",
+ "hamp tons",
+ "disturb ance",
+ "stone henge",
+ "ok c",
+ "disrup ting",
+ "month sary",
+ "jun gle",
+ "head lights",
+ "du stin",
+ "micro sof",
+ "happy mothersday",
+ "ko ko",
+ "gra zi",
+ "te sto",
+ "na idu",
+ "mal ay",
+ "ari al",
+ "ru mb",
+ "ab oo",
+ "har man",
+ "tra pe",
+ "spo ils",
+ "je ho",
+ "go dly",
+ "lock screen",
+ "z un",
+ "pi ous",
+ "ma gento",
+ "l enders",
+ "prob able",
+ "corpor al",
+ "m our",
+ "aw al",
+ "su a",
+ "call me",
+ "ton ne",
+ "go vin",
+ "devast ation",
+ "x j",
+ "gear box",
+ "war lock",
+ "per me",
+ "it ate",
+ "gaza underattack",
+ "du val",
+ "paras ite",
+ "clement e",
+ "le th",
+ "i va",
+ "fro zen",
+ "tho les",
+ "to bin",
+ "cair n",
+ "s ill",
+ "luc kiest",
+ "conver ts",
+ "st ale",
+ "pan cra",
+ "euro pale",
+ "wis dom",
+ "sch ur",
+ "ì ¶",
+ "verti go",
+ "bi j",
+ "u bc",
+ "nu re",
+ "righte ousness",
+ "mt c",
+ "factor y",
+ "ver st",
+ "revers ed",
+ "hur i",
+ "hee chul",
+ "fab er",
+ "ar r",
+ "ul ous",
+ "ven om",
+ "ph at",
+ "green ery",
+ "bra dy",
+ "Ã ¦",
+ ": ((",
+ "never giveup",
+ "di sha",
+ "mo ta",
+ "health care",
+ "dun ham",
+ "dex po",
+ "den zel",
+ "bb ins",
+ "f ics",
+ "wh am",
+ "mc g",
+ "eli an",
+ "wat a",
+ "str alia",
+ "tel lu",
+ "pe sky",
+ "spin off",
+ "ar moured",
+ "re acted",
+ "do fficial",
+ "te du",
+ "sag ar",
+ "mor ally",
+ "paralle led",
+ "fi os",
+ "dow ner",
+ "dau gh",
+ "re do",
+ "world cup",
+ "tari q",
+ "bar ne",
+ "glaci ers",
+ "oc cult",
+ "barbar ian",
+ "her mosa",
+ "!! !)",
+ "y ur",
+ "inter nation",
+ "p ss",
+ "sit u",
+ "p int",
+ "american air",
+ "sw am",
+ "dopp ler",
+ "ðŁĴĻ ðŁĴľ",
+ "cincode mayo",
+ "le van",
+ "hell enic",
+ "mc ne",
+ "ju di",
+ "yu h",
+ "st x",
+ "qu are",
+ "ðŁĺĤ .",
+ "sti g",
+ "g els",
+ "mot ley",
+ "hard work",
+ "euro zone",
+ "e ad",
+ "ç¥ Ń",
+ "seab ir",
+ "ci us",
+ "la id",
+ "alpac a",
+ "presu mably",
+ "pewdie pie",
+ "boo ted",
+ "am ari",
+ "tam ine",
+ "sol ace",
+ "bar row",
+ "acade mies",
+ "x ian",
+ "om ination",
+ "dun geons",
+ "b ma",
+ "de ity",
+ "ai k",
+ "stab il",
+ "hir a",
+ "affection ate",
+ "ving ne",
+ "new port",
+ "ãħĭ ãħĭ",
+ "thir ds",
+ "re tains",
+ "aroma therapy",
+ "ski er",
+ "ni ma",
+ "do pe",
+ "cr inge",
+ "con domin",
+ "to or",
+ "anim ator",
+ "sar aj",
+ "seas cape",
+ "minim alism",
+ "lake shore",
+ "calla way",
+ "berg man",
+ "ठĹ",
+ "whisp ering",
+ "stupi d",
+ "ri ghtful",
+ "requ is",
+ "ir n",
+ "se va",
+ "ut pol",
+ "tuber culo",
+ "squ ish",
+ "de but",
+ "govern mental",
+ "christ ine",
+ "all man",
+ "weap on",
+ "s ito",
+ "bur i",
+ "lo lita",
+ "leaf y",
+ "fu ch",
+ "tin ted",
+ "mck en",
+ "a hahaha",
+ "ðŁĩµðŁĩ ¹",
+ "repe al",
+ "ne gan",
+ "ðŁķ Ĭ",
+ "tail gating",
+ "game insight",
+ "ðŁıŁ ï¸ı",
+ "yaku za",
+ "z t",
+ "ti ring",
+ "pro posing",
+ "bow lers",
+ "tra itors",
+ "ak shi",
+ "cler gy",
+ "cit o",
+ "up sets",
+ "tu scal",
+ "symph onic",
+ "sil ently",
+ "shu ff",
+ "black well",
+ "ðŁĺĤ )",
+ "ko be",
+ "rober to",
+ "ri dg",
+ "dc u",
+ "mer ino",
+ "ft p",
+ "east side",
+ ". ~",
+ "nb l",
+ "mn leg",
+ "ts for",
+ "frau dul",
+ "ca pping",
+ "in my",
+ "gymna st",
+ "ston es",
+ "ss in",
+ "twe aks",
+ "shag gy",
+ "oak land",
+ "dem sin",
+ "sang ria",
+ "mm va",
+ "hen nessy",
+ "down ton",
+ "ri ghtly",
+ "in it",
+ "aga ve",
+ "ob last",
+ "northe ast",
+ "friend ship",
+ "dal a",
+ "tro phy",
+ "ðŁij ½",
+ "mag in",
+ "margar itas",
+ "ê ·",
+ "ww fc",
+ "fa sh",
+ "di ke",
+ "cu d",
+ "char t",
+ "ðŁij ®",
+ "refuge es",
+ "jop lin",
+ "n cs",
+ "imp y",
+ "firm ware",
+ "pas cu",
+ "flam in",
+ "health tech",
+ "bell letstalk",
+ "w aka",
+ "ol ls",
+ "la go",
+ "co wan",
+ "bombar dier",
+ "sh ome",
+ "ðŁĻ ħ",
+ "mc master",
+ "na ve",
+ "well s",
+ "u ta",
+ "tell ers",
+ "mis fits",
+ "kap il",
+ "face off",
+ "af firm",
+ "a pro",
+ "whit epaper",
+ "super yacht",
+ "speci mens",
+ "al located",
+ "... ,",
+ "- __",
+ "ka w",
+ "dachsh und",
+ "djo ker",
+ "s work",
+ "qui ere",
+ "or um",
+ "ðŁIJ ł",
+ "som m",
+ "c mt",
+ "ingh our",
+ "skin ny",
+ "lgb ti",
+ "gi ggles",
+ "break away",
+ "resear ched",
+ "par ity",
+ "my al",
+ "ms l",
+ "re tained",
+ "si vity",
+ "make inindia",
+ "sol ves",
+ "defam ation",
+ "wal tham",
+ "sri racha",
+ "road way",
+ "concep tu",
+ "al in",
+ "iw ant",
+ "å Ī",
+ "del ft",
+ "tender loin",
+ "ga ins",
+ "faul ts",
+ "sw ire",
+ "st ellen",
+ "pol lo",
+ "dy ne",
+ "bornon thisday",
+ "asdf ghj",
+ "sq l",
+ "sali m",
+ "advis es",
+ "vo ip",
+ "ìĹij ìĨ",
+ "un touched",
+ "she il",
+ "ontari o",
+ "uph ill",
+ "so bre",
+ "de shi",
+ "nov ella",
+ "du tton",
+ "craw fish",
+ "ا٠Ĩ",
+ "ma a",
+ "tw ine",
+ "kal in",
+ "ðŁĩµðŁĩ Ń",
+ "ye ss",
+ "brook s",
+ "hoo siers",
+ "ton ka",
+ "umbrel las",
+ "ay ers",
+ "ate am",
+ "acqu iring",
+ "su ction",
+ "ä n",
+ "wi es",
+ "tari ans",
+ "soci o",
+ "mat tb",
+ "shepher ds",
+ "o so",
+ "charity tuesday",
+ "s logans",
+ "ninj as",
+ "al bat",
+ "by te",
+ "bash ir",
+ "trampol ine",
+ "mydayin la",
+ "i ja",
+ "bas el",
+ "ror y",
+ "gol die",
+ "fi rec",
+ "un noticed",
+ "pecu liar",
+ "sch a",
+ "ker son",
+ "mour ns",
+ "liquid ity",
+ "qu ipment",
+ "hi bs",
+ "ar s",
+ "aeron au",
+ "slide show",
+ "sla bs",
+ "delici ousness",
+ "sk itchen",
+ "hta fc",
+ "full erton",
+ "cre ighton",
+ "aer ob",
+ "procrastin ation",
+ "az ores",
+ "white hall",
+ "uss occer",
+ "medi ation",
+ "djoker nole",
+ "and me",
+ "um en",
+ "noxi ous",
+ "jo ss",
+ "ili fe",
+ "anni vers",
+ "sudan ese",
+ "et res",
+ "under mine",
+ "whole foods",
+ "diso be",
+ "kor i",
+ "ade le",
+ "eli z",
+ "can ti",
+ "al on",
+ "gymna sium",
+ "sarko die",
+ "meteoro logist",
+ "yl de",
+ "ste en",
+ "stamp collecting",
+ "nas al",
+ "lo tt",
+ "fran ks",
+ "ex ol",
+ "ack i",
+ "good year",
+ "animal rights",
+ "y les",
+ "vio lets",
+ "mm es",
+ "s thel",
+ "ra pping",
+ "tu scan",
+ "wai ver",
+ "tur ner",
+ "eat local",
+ "northe asthour",
+ "anim ations",
+ "tom morow",
+ "t sh",
+ "ff ame",
+ "bra e",
+ "pe tron",
+ "glam our",
+ "br yn",
+ "d cs",
+ "bal es",
+ "ðŁĶ ¶",
+ "bro v",
+ "bre v",
+ "b ons",
+ "physi que",
+ "car ne",
+ "x e",
+ "elix ir",
+ "vol ved",
+ "l oma",
+ "ìľ ł",
+ "æ ĺ",
+ "van u",
+ "ri gs",
+ "bal ance",
+ "va res",
+ "bon ita",
+ "sprink le",
+ "perfec to",
+ "di on",
+ "le ak",
+ "calcu tta",
+ "o ba",
+ "d ma",
+ "c mon",
+ "tun er",
+ "pneu monia",
+ "bo gus",
+ "apolo ge",
+ "cl ough",
+ "bor ne",
+ ")) ))",
+ "revi ved",
+ "o varian",
+ "ner f",
+ "c legg",
+ "fan fest",
+ "cho u",
+ "reali zes",
+ "mc n",
+ "li gu",
+ "leg alize",
+ "just saying",
+ "for ster",
+ "bo sni",
+ "k hi",
+ "in dom",
+ "hei del",
+ "en cryp",
+ "si ss",
+ "ed di",
+ "mar bles",
+ "brisban e",
+ "y ing",
+ "pre paid",
+ "wal sall",
+ "cooper ate",
+ "orche str",
+ "mar isa",
+ "ho wie",
+ "che wy",
+ "bren ner",
+ "andro meda",
+ "e gan",
+ "sto cki",
+ "cav endish",
+ "ag an",
+ "ban o",
+ "de ir",
+ "go g",
+ "bl k",
+ "re thinking",
+ "ch ig",
+ "rhe u",
+ "sni p",
+ "p eng",
+ "semin ole",
+ "m swx",
+ "an nex",
+ "lyn da",
+ "lewisham ilton",
+ "cu mul",
+ "tb l",
+ "dolph in",
+ "agu ero",
+ "........ ....",
+ "pre lude",
+ "at our",
+ "gr anger",
+ "too ting",
+ "ro tun",
+ "dis ar",
+ "home items",
+ "da res",
+ "**** ****",
+ "ðŁij Ĩ",
+ "compre h",
+ "jin x",
+ "as well",
+ "iri e",
+ "circul ating",
+ "ðŁIJ ¥",
+ "over board",
+ "cultiv ate",
+ "rhe tt",
+ "oriente ering",
+ "ca k",
+ "bal kans",
+ "s itt",
+ "jas min",
+ "britney spears",
+ "ro tor",
+ "se aling",
+ "g bc",
+ "oc ci",
+ "f as",
+ "eman cip",
+ "com er",
+ "war time",
+ "tic kle",
+ "son ny",
+ "pac es",
+ "log g",
+ "at rix",
+ "sr p",
+ "g win",
+ "do bbs",
+ "uz be",
+ "the wanted",
+ "dru sh",
+ "ex tru",
+ "m icky",
+ "honore es",
+ "dar win",
+ "re dux",
+ "mm j",
+ "ram i",
+ "jalape ño",
+ "io c",
+ "do ver",
+ "ju ju",
+ "whit ney",
+ "s eng",
+ "en ly",
+ "au ch",
+ "archipel ago",
+ "vigil ant",
+ "man gal",
+ "wil dest",
+ "parano id",
+ "hal i",
+ "bb ly",
+ "sanc tioned",
+ "real ms",
+ "con co",
+ "u ddin",
+ "c sk",
+ "play time",
+ "libr a",
+ "sav ag",
+ "oc tane",
+ "rec tan",
+ "re turn",
+ "par rish",
+ "mor rha",
+ "cc p",
+ "c mu",
+ "sa iled",
+ "se vent",
+ "ro sie",
+ "pil ing",
+ "he w",
+ "boar ded",
+ "seg ments",
+ "neph ro",
+ "( .",
+ "cr ats",
+ "bak es",
+ "ðŁį ¸",
+ "back tothe",
+ "sibl ing",
+ "kirk land",
+ "ke o",
+ "gu wa",
+ "bre ads",
+ "ðŁĺľ ðŁĺľ",
+ "t q",
+ "haras sed",
+ "ga u",
+ "wil bur",
+ "j isoo",
+ "ep er",
+ "li sam",
+ "tri ppin",
+ "sh ino",
+ "ru kh",
+ "beast mode",
+ "cho a",
+ "inst aweather",
+ "rich land",
+ "gar i",
+ "fe z",
+ "cowboy snation",
+ "fur suit",
+ "k run",
+ "a en",
+ "sycam ore",
+ "se gun",
+ "ent ennial",
+ "di h",
+ "o ax",
+ "demsin philly",
+ "ðŁĻ Ģ",
+ "sn hl",
+ "pen nies",
+ "pass words",
+ "ma kin",
+ "ty e",
+ "d eng",
+ "kni gh",
+ "jeep life",
+ "hel pline",
+ "a for",
+ "zz zz",
+ "ste amy",
+ "pic ker",
+ "iter ate",
+ "happen ingnow",
+ "ki b",
+ "bloom berg",
+ "martyr dom",
+ "bul ly",
+ "assor tment",
+ "a hora",
+ "zo e",
+ "no i",
+ "illu stri",
+ "agar wal",
+ "p sc",
+ "electr onica",
+ "recruit er",
+ "gar diner",
+ "rad ha",
+ "naf ta",
+ "dot net",
+ "pi ero",
+ "geor g",
+ "bel s",
+ "ðŁĺĤ ðŁĺį",
+ "tuberculo sis",
+ "run nin",
+ "mor is",
+ "haul ing",
+ "ev oc",
+ "bre thren",
+ "sha ir",
+ "frame works",
+ "a stu",
+ "ri gid",
+ "ku ma",
+ "kre me",
+ "jin nah",
+ "insu rers",
+ "ny u",
+ "f ere",
+ "nol lywood",
+ "good vibes",
+ "- ...",
+ "toi le",
+ "sk ril",
+ "instaweather pro",
+ "cze ch",
+ "pa vel",
+ "one piece",
+ "nike plus",
+ "fi let",
+ "cav ity",
+ "ðŁı½ âĢįâĻĤï¸ı",
+ "ðŁİ £",
+ "dra stic",
+ "dail ys",
+ "siam ese",
+ "re bu",
+ "oste o",
+ "lar k",
+ "f re",
+ "sh elling",
+ "p é",
+ "glad ys",
+ "ðŁıĢ ðŁıĢ",
+ "gusta ve",
+ "submer ged",
+ "grand stand",
+ "att u",
+ "won t",
+ "f pv",
+ "b ley",
+ "jon i",
+ "ang ames",
+ "weigh ted",
+ "al ou",
+ "ठ¶",
+ "les bians",
+ "f j",
+ "anni es",
+ "am l",
+ "dor ia",
+ "dav in",
+ "be ta",
+ "can c",
+ "madewith unity",
+ "ha j",
+ "bad lands",
+ "mu l",
+ "blu ec",
+ "pa wn",
+ "cov ington",
+ "neuro logy",
+ "htt weets",
+ "dysle xia",
+ "thel ove",
+ "ne at",
+ "fork lift",
+ "autom ate",
+ "une ven",
+ "monte ss",
+ "he in",
+ "ha g",
+ "rel ics",
+ "competiti veness",
+ "can elo",
+ "mar tens",
+ "bullet proof",
+ "sk ittles",
+ "g ya",
+ "pri mo",
+ "americ afirst",
+ "woo o",
+ "abor tions",
+ "?? !!",
+ "ma che",
+ "ld ers",
+ "rl ly",
+ "preli ms",
+ "direc t",
+ "cour se",
+ "swa in",
+ "super cell",
+ "ec centric",
+ "sting ray",
+ "ple ts",
+ "wil cox",
+ "west in",
+ "okan agan",
+ "kir an",
+ "car bo",
+ "bomb ings",
+ "ra rest",
+ "bo h",
+ "gaw d",
+ "di gg",
+ "mo ana",
+ "enti rety",
+ "en closed",
+ "dodge ball",
+ "par ton",
+ "milky way",
+ "at r",
+ "thorough bred",
+ "re ally",
+ "qant as",
+ "epiph any",
+ "ine e",
+ "aero smith",
+ "spi eth",
+ "ar thro",
+ "ell ini",
+ "du bu",
+ "bra ving",
+ "âļ½ âļ½",
+ "re structuring",
+ "illumin ate",
+ "equ ili",
+ "mp i",
+ "ash ton",
+ "pony tail",
+ "ma scots",
+ "flat tering",
+ "cru m",
+ "ast a",
+ "à® °",
+ "stranger things",
+ "bar nab",
+ "ر ÙĬ",
+ "make shift",
+ "got cha",
+ "will am",
+ "cho irs",
+ "kilom etres",
+ "gho sh",
+ "eu than",
+ "dol ly",
+ "un ning",
+ "the ar",
+ "cre we",
+ "w sw",
+ "j ace",
+ "dis miss",
+ "ke an",
+ "ho ta",
+ "kh at",
+ "~ >",
+ "thir u",
+ "ren dez",
+ "hart man",
+ "tee ssi",
+ "cas ca",
+ "z ah",
+ "hydr ange",
+ "fo d",
+ "aw p",
+ "mzan si",
+ "thick er",
+ "nago ya",
+ "ne va",
+ "sti que",
+ "cast el",
+ "dam ian",
+ "there by",
+ "ji ang",
+ "ale k",
+ "music islife",
+ "ra q",
+ "calla han",
+ "gou ache",
+ "somal iland",
+ "sean hannity",
+ "ra heem",
+ "lo se",
+ "elo ve",
+ "whar ton",
+ "rectan gular",
+ "illustr ating",
+ "har ne",
+ "auti sma",
+ "scra pped",
+ "ell and",
+ "decre e",
+ "nag pur",
+ "ki pp",
+ "so re",
+ "n md",
+ "ma as",
+ "gun a",
+ "gart ner",
+ "bel li",
+ "then ight",
+ "je on",
+ "gendere quality",
+ "gi ver",
+ "a el",
+ "gar ments",
+ "ne u",
+ "mardi gras",
+ "mar sden",
+ "ro wer",
+ "pollu ted",
+ "camer aman",
+ "vin od",
+ "be asley",
+ "cro c",
+ "ji u",
+ "hollyo aks",
+ "anesthe sia",
+ "al les",
+ "ste ward",
+ "lati mes",
+ "ðŁĩºðŁĩ¸ðŁĩºðŁĩ¸ ðŁĩºðŁĩ¸",
+ "tic ian",
+ "gor ia",
+ "come dic",
+ "ðŁ¤Ķ ðŁ¤ĶðŁ¤Ķ",
+ "nai ve",
+ "sli ons",
+ "ł Ī",
+ "bur glar",
+ "ðŁĺŃðŁĺŃ ðŁĺŃðŁĺŃðŁĺŃ",
+ "york shi",
+ "se ñ",
+ "fan boy",
+ "lau rel",
+ "inci dence",
+ "potom ac",
+ "rober ta",
+ "presi den",
+ "pr yor",
+ "os bourne",
+ "w ku",
+ "te me",
+ "pal ae",
+ "ðŁ¥ º",
+ "re boun",
+ "itu de",
+ "red dish",
+ "k hand",
+ "coloni alism",
+ "north carolina",
+ "ðĿ Ĵ",
+ "manne quin",
+ "lady bird",
+ "ta sty",
+ "knowledge able",
+ "g shore",
+ "ðŁĮ Į",
+ "à® ©",
+ "qu aker",
+ "salz burg",
+ "med alists",
+ "chy na",
+ "bridesma id",
+ "ma ori",
+ "ro p",
+ "outra ged",
+ "in adequate",
+ "truck ers",
+ "al ana",
+ "ìĿ ¼",
+ "ri x",
+ "oooo oooo",
+ "command ments",
+ "lam beth",
+ "aa j",
+ "eco friendly",
+ "bla z",
+ "morecam be",
+ "boun cy",
+ "rou x",
+ "rai ded",
+ "mi zed",
+ "sh c",
+ "gaw x",
+ "labor atories",
+ "ru bs",
+ "rest room",
+ "consult ations",
+ "ca jun",
+ "virgin i",
+ "so ir",
+ "rev ue",
+ "ple in",
+ "wag er",
+ "ç ¹",
+ "we do",
+ "growing up",
+ "! ðŁĺĬ",
+ "face ted",
+ "sin ners",
+ "ho vering",
+ "ti ene",
+ "seas oning",
+ "an ja",
+ "leg go",
+ "il is",
+ "fla x",
+ "dev o",
+ "ash ram",
+ "mati sse",
+ "ker i",
+ "go wer",
+ "bo tox",
+ "mar shes",
+ "unh cr",
+ "ts m",
+ "opti mus",
+ "dun i",
+ "stu ffs",
+ "so k",
+ "order ly",
+ "n bad",
+ "islam ophobia",
+ "raviol i",
+ "fab er",
+ "cre ds",
+ "won ka",
+ "in fusion",
+ "over weight",
+ "daily news",
+ "assi mil",
+ "acol lege",
+ "medalli on",
+ "kili manjaro",
+ "sti ff",
+ "tham es",
+ "sun ken",
+ "th ard",
+ "my dubai",
+ "hilari ously",
+ "han nel",
+ "plu mber",
+ "fair view",
+ "separ ating",
+ "rasc al",
+ "qui en",
+ "necess ities",
+ "confeder ation",
+ "ll ll",
+ ": ]",
+ "weak nesses",
+ "bron co",
+ "ra ffles",
+ "el ot",
+ "ãĤ¸ ãĥ",
+ "advent calendar",
+ "ðŁİ ¹",
+ "stra vel",
+ "tun ic",
+ "k su",
+ "im peach",
+ "e spionage",
+ "! -",
+ "di ment",
+ "cur rant",
+ "bio de",
+ "commu ting",
+ "by ron",
+ "ðŁĴĵ ðŁĴĵ",
+ "shad ed",
+ "tr uro",
+ "cray ons",
+ "ar ne",
+ "h sc",
+ "fre aked",
+ "dram ati",
+ "fle ek",
+ "u cd",
+ "marl borough",
+ "^ -",
+ "cross ings",
+ "mal o",
+ "black ops",
+ "bin ance",
+ "cho ked",
+ "chen ey",
+ "pl o",
+ "ge stures",
+ "val edic",
+ "ryan air",
+ "rem ington",
+ "v cs",
+ "mc kee",
+ "ec z",
+ "be gs",
+ "nail art",
+ "mayor of",
+ "happy fathersday",
+ "war t",
+ "pet itions",
+ "n ingly",
+ "clean energy",
+ "bro x",
+ "sl alom",
+ "exist ent",
+ "ab ay",
+ "ug liest",
+ "tom p",
+ "stom a",
+ "sel by",
+ "goal scorer",
+ "ben ji",
+ "overwhel mingly",
+ "lan s",
+ "semiconduc tor",
+ "south korea",
+ "re scheduled",
+ "sk yl",
+ "en listed",
+ "dow ski",
+ "si del",
+ "rosen berg",
+ "nas ser",
+ "white head",
+ "pri us",
+ "har are",
+ "en n",
+ "ry der",
+ "í Ĥ",
+ "mon g",
+ "clas ico",
+ "transpor ter",
+ "po tty",
+ "is me",
+ "** ***",
+ "vic e",
+ "sk it",
+ "ode ssa",
+ "l mp",
+ "her n",
+ "raci ally",
+ "pin oy",
+ "paragu ay",
+ "obitu ary",
+ "go es",
+ "bu cha",
+ "side walks",
+ "angu lar",
+ "un constitutional",
+ "transiti oning",
+ "i bu",
+ "gu ys",
+ "un packing",
+ "oooo oo",
+ "black girl",
+ "ber gs",
+ "Â ¯",
+ "wordof theday",
+ "trump train",
+ "thunder bolt",
+ "m si",
+ "fasci sts",
+ "ठ¬",
+ "t sk",
+ "collap ses",
+ "raje sh",
+ "loveis love",
+ "migr ating",
+ "set back",
+ "ðŁĺĬ âĿ¤ï¸ı",
+ "t els",
+ "safety first",
+ "nar rated",
+ "jae joong",
+ "un answered",
+ "lique ur",
+ "en nes",
+ "dal go",
+ "bill ings",
+ "salt water",
+ "mer maids",
+ "lon gs",
+ "clap ham",
+ "we arec",
+ "pic collage",
+ "n ach",
+ "h ace",
+ "pois oned",
+ "lo th",
+ "ag na",
+ "adel rey",
+ "guar dia",
+ "poli shing",
+ "peace keeping",
+ "d all",
+ "p isa",
+ "la pland",
+ "process ors",
+ "de andre",
+ "so bs",
+ "p once",
+ "dra ins",
+ "c be",
+ "ðŁİ¥ :",
+ "spla sh",
+ "meat ball",
+ "fon tana",
+ "worcester shirehour",
+ "ne v",
+ "bri sk",
+ "b int",
+ "ac r",
+ "po x",
+ "cay enne",
+ "skril lex",
+ "j fc",
+ "hahahaha hahaha",
+ "gla s",
+ "en gul",
+ "tempor al",
+ "oni zed",
+ "con cre",
+ "com pose",
+ "vibr ations",
+ "plant ers",
+ "fer t",
+ "criticalrole fanart",
+ "t bli",
+ "sch allenge",
+ "huck abee",
+ "munici pal",
+ "iam bic",
+ "radi os",
+ "ne vis",
+ "dura bility",
+ "mc cla",
+ "horse back",
+ "inst itutes",
+ "ful fill",
+ "atta ch",
+ "ate ur",
+ "ak an",
+ "resi sting",
+ "illumin ation",
+ "hand le",
+ "hair care",
+ "om ent",
+ "macle od",
+ "ka iser",
+ "g no",
+ "bear down",
+ "ly f",
+ "gl omer",
+ "distor tion",
+ "z m",
+ "san k",
+ "roo sters",
+ "is now",
+ "as ports",
+ "ag en",
+ "wo ken",
+ "st george",
+ "ro mper",
+ "my le",
+ "econom ists",
+ "ru to",
+ "t will",
+ "health and",
+ "d ito",
+ "ws l",
+ "tair p",
+ "pra kash",
+ "mic heal",
+ "h ts",
+ "w rights",
+ "kat su",
+ "fioren tina",
+ "defen seman",
+ "d itch",
+ "var sity",
+ "texan scheer",
+ "ba ham",
+ "sc anned",
+ "we il",
+ "seduc tive",
+ "ðŁijį ðŁı½",
+ "fu e",
+ "er win",
+ "dav ison",
+ "ter ran",
+ "moo ds",
+ "wool f",
+ "re source",
+ "@ .",
+ "cu sh",
+ "ðŁį °",
+ "regre ssion",
+ "cur led",
+ "la zer",
+ "jo anne",
+ "ab bott",
+ "mo z",
+ "down ers",
+ "mm mmmm",
+ "valent ina",
+ "k hair",
+ "dream t",
+ "cro ok",
+ "che k",
+ "ste aming",
+ "nephe ws",
+ "cl eric",
+ "as ober",
+ "indefin itely",
+ "w ye",
+ "us news",
+ "joy ce",
+ "flu shing",
+ "wynonna earp",
+ "ron do",
+ "kis s",
+ "hot dog",
+ "bar ns",
+ "sax ophon",
+ "far ley",
+ "gas p",
+ "decre asing",
+ "al way",
+ "pe x",
+ "l sd",
+ "shi ft",
+ "p outine",
+ "ra zz",
+ "rescu ing",
+ "ni ko",
+ "ho ch",
+ "cc l",
+ "u aap",
+ "n ts",
+ "m car",
+ "il wx",
+ "conqu ering",
+ "ket tering",
+ "stur dy",
+ "delay ing",
+ "sto k",
+ "vani shed",
+ "cath ar",
+ "bin gham",
+ "in v",
+ "ic hiro",
+ "he mo",
+ "budge ting",
+ "[... ]",
+ "be ss",
+ "sebasti an",
+ "slow ed",
+ "ðĿ ij",
+ "musli m",
+ "stun s",
+ "acton climate",
+ "ve a",
+ "se ton",
+ "rose tta",
+ "oun t",
+ "hard in",
+ "flu id",
+ "ca w",
+ "ðŁ¥ Ĥ",
+ "yach t",
+ "un l",
+ "sp hy",
+ "provoc ative",
+ "or ic",
+ "is back",
+ "__ _",
+ "nicol as",
+ "gy an",
+ "loo se",
+ "fl in",
+ "reb ate",
+ ": ::",
+ "! \"@",
+ "com icon",
+ "she ff",
+ "down stream",
+ "chic hester",
+ "beach life",
+ "mom life",
+ "diabe te",
+ "ar ra",
+ "van e",
+ "ok u",
+ "ye o",
+ "man go",
+ "try out",
+ "app ell",
+ "he irs",
+ "arjun a",
+ "dd u",
+ "na veen",
+ "movi c",
+ "soci alists",
+ "s back",
+ "criteri on",
+ "soyu z",
+ "k her",
+ "da z",
+ "yol anda",
+ "wine oclock",
+ "re ina",
+ "one w",
+ "leon ard",
+ "en dez",
+ "u bs",
+ "support local",
+ "facilit ated",
+ "carameli zed",
+ "b pa",
+ "vuel ta",
+ "my tho",
+ "m ami",
+ "spe are",
+ "nbap layoffs",
+ "fe vre",
+ "nick jonas",
+ "im print",
+ "c so",
+ "craig slist",
+ "la salle",
+ "gi deon",
+ "ha doop",
+ "dis regard",
+ "w ud",
+ "tu c",
+ "ma gee",
+ "acou stics",
+ "ta a",
+ "qui e",
+ "pol a",
+ "cr t",
+ "dw yer",
+ "dis sec",
+ "capit ol",
+ "men tion",
+ "kn oll",
+ "he igh",
+ "fin ders",
+ "plac ements",
+ "l se",
+ "indi ra",
+ "gur i",
+ "madhuri dixit",
+ "kingdom s",
+ "iambic pent",
+ "geor gina",
+ "je ky",
+ "conflic ting",
+ "bay an",
+ "aga tha",
+ "uph old",
+ "dr on",
+ "vic ar",
+ "ex pat",
+ "periph eral",
+ "pe ssi",
+ "fa f",
+ "ance stor",
+ "? ..",
+ "wid get",
+ "pun c",
+ "comm enced",
+ "beav s",
+ "air waves",
+ "ad dis",
+ "po a",
+ "de sses",
+ "co den",
+ "vu e",
+ "ru pee",
+ "kar in",
+ "spo ck",
+ "m sy",
+ "ภ°",
+ "pr ick",
+ "fill more",
+ "ti fication",
+ "thing sto",
+ "sar de",
+ "em ile",
+ "pere ira",
+ "n ad",
+ "bright ening",
+ "arre sting",
+ "wo king",
+ "usc g",
+ "sp ill",
+ "raspberry pi",
+ "hu go",
+ "ite c",
+ "is ma",
+ "cuff links",
+ "optimi zed",
+ "oc c",
+ "mi wx",
+ "en ka",
+ "el ited",
+ "afford able",
+ "sa kh",
+ "coron ado",
+ "ho h",
+ "at ul",
+ "ai oli",
+ "jim cantore",
+ "accoun ted",
+ "vin ay",
+ "her mit",
+ "groo ves",
+ "ran ch",
+ "r illa",
+ "we tter",
+ "ou tof",
+ "veter in",
+ "ni kov",
+ "ki an",
+ "fair banks",
+ "ram apho",
+ "n iti",
+ "k ko",
+ "ru sty",
+ "ne stle",
+ "tv xq",
+ "shahe er",
+ "âĿ¤âĿ¤ âĿ¤âĿ¤",
+ "penn ant",
+ "gem stones",
+ "dem debate",
+ "ðŁIJ Ĭ",
+ "auton ews",
+ "support indiefilm",
+ "mach o",
+ "ve x",
+ "new sat",
+ "ne ti",
+ "conce ssions",
+ "can died",
+ "yof the",
+ "mac au",
+ "den ds",
+ "cricke ters",
+ "san iti",
+ "mari ano",
+ "gh at",
+ "ar toftheday",
+ "¡ ľ",
+ "e gos",
+ "gen oa",
+ "chat bots",
+ "bri er",
+ "al labout",
+ "mon ty",
+ "spi ed",
+ "r tr",
+ "comfor t",
+ "sni ppets",
+ "real time",
+ "gra in",
+ "exam ined",
+ "en lightening",
+ "tt u",
+ "god bless",
+ "release the",
+ "sing ular",
+ "ki ans",
+ "ha ka",
+ "sor ren",
+ "defe ct",
+ "mar g",
+ "equ ities",
+ "d orian",
+ "su ka",
+ "per l",
+ "aishwar ya",
+ "pul lover",
+ "preci sion",
+ "fair way",
+ "ne ve",
+ "rive ting",
+ "vill anova",
+ "en com",
+ "ak o",
+ "passion ately",
+ "europale ague",
+ "siem pre",
+ "x vi",
+ "enligh tened",
+ "c fr",
+ "âĺħâĺħ âĺħâĺħ",
+ "wast eland",
+ "is f",
+ "new comers",
+ "emergen cy",
+ "amphi theatre",
+ "- .",
+ "text books",
+ "figur ative",
+ "tre mb",
+ "pe sc",
+ "ab hin",
+ "ab bot",
+ "ac acia",
+ "har ds",
+ "por sche",
+ "kau ai",
+ "el isa",
+ "car rick",
+ "abo u",
+ "elli er",
+ "be ch",
+ "neu tron",
+ "galap agos",
+ "ru ben",
+ "in nis",
+ "how to",
+ "nun s",
+ "sab ine",
+ "i ac",
+ "clin ched",
+ "no tori",
+ "fi ves",
+ "cairn gor",
+ "per i",
+ "gr c",
+ "ðŁĴ¯ ðŁĴ¯",
+ "mal m",
+ "twelf th",
+ "di ff",
+ "rout ines",
+ "marty n",
+ "lin den",
+ "synthesi zer",
+ "nu mber",
+ "game cube",
+ "fal kirk",
+ "byz antine",
+ "queu ing",
+ "gr ill",
+ "scal able",
+ "char red",
+ "rou ting",
+ "her bali",
+ "gri zz",
+ "ðŁĺŃðŁĺŃ ðŁĺŃ",
+ "tol l",
+ "termin als",
+ "l pc",
+ "ab d",
+ "war mups",
+ "remo vable",
+ "¯ \\",
+ "vi go",
+ "pap aya",
+ "ne ve",
+ "lov ingly",
+ "jo kers",
+ "ib les",
+ "sse tt",
+ "poten ti",
+ "pel e",
+ "gi gi",
+ "sadi q",
+ "leg acy",
+ "son o",
+ "ru pees",
+ "retar ded",
+ "ele e",
+ "par r",
+ "fi ance",
+ "ey re",
+ "say ers",
+ "pend ants",
+ "mak nae",
+ "al bans",
+ "adap ting",
+ "p ff",
+ "pu berty",
+ "ji u",
+ "ing rad",
+ "hypocr ite",
+ "diplom ats",
+ "phys ical",
+ "rob by",
+ "bon sai",
+ "ãģ ·",
+ "f att",
+ "catal unya",
+ "âľ ĸï¸ı",
+ "ro ma",
+ "more land",
+ "so e",
+ "conver sions",
+ "stl blues",
+ "shol m",
+ "gra ssy",
+ "pra do",
+ "on u",
+ "assaul ting",
+ "> _",
+ "sett es",
+ "dis graceful",
+ "aph ra",
+ "âļ½ï¸ı âļ½ï¸ı",
+ "ठª",
+ "kil n",
+ "goal tender",
+ "s ru",
+ "philanthro pist",
+ "b als",
+ "th n",
+ "stu den",
+ "sando val",
+ "dogre scue",
+ "eli ons",
+ "asse ssed",
+ "lar go",
+ "hec tares",
+ "sh rm",
+ "sa if",
+ "cle avage",
+ "no ches",
+ "n ene",
+ "fat alities",
+ "cur ing",
+ "clean ser",
+ "al es",
+ "p vp",
+ "south bank",
+ "pizz eria",
+ "marsh als",
+ "kni fe",
+ "an dover",
+ "tbli ghtning",
+ "sr sly",
+ "ou te",
+ "digi mon",
+ "timesof india",
+ "prome the",
+ "le bo",
+ "f su",
+ "wit z",
+ "rever e",
+ "man as",
+ "mam ba",
+ "ch ica",
+ "gu an",
+ "exhibit or",
+ "csr racing",
+ "d ere",
+ "xx xxx",
+ "gu sta",
+ "story time",
+ "ston ey",
+ "organ ics",
+ "and u",
+ "se am",
+ "min ogue",
+ "anushka sharma",
+ "ab a",
+ "ðŁİĻ ï¸ı",
+ "ugand an",
+ "chro matic",
+ "as sn",
+ "document aries",
+ "sh t",
+ "ru paul",
+ "loy d",
+ "k ats",
+ "e us",
+ "ite ch",
+ "me dusa",
+ "pan ty",
+ "kel logg",
+ "et to",
+ "talla de",
+ "sha a",
+ "do st",
+ "p ms",
+ "mari ana",
+ "je ster",
+ "croo ks",
+ "ðŁĶ ¬",
+ "min danao",
+ "ind hoven",
+ "ðŁ¤ ª",
+ "le xi",
+ "tv n",
+ "jan is",
+ "co te",
+ "ãģ Ĩ",
+ "ser rano",
+ "iw m",
+ "ðŁIJ ¬",
+ "k ke",
+ "distribu tors",
+ "cap u",
+ "counterfe it",
+ "camp site",
+ "ag gie",
+ "ðŁĺ ¼",
+ "chhat tisgarh",
+ "~ @",
+ "state u",
+ "san di",
+ "prevent able",
+ "cl s",
+ "can ne",
+ "mm c",
+ "i ver",
+ "sa haran",
+ "pal is",
+ "night out",
+ "do s",
+ "ap ia",
+ "absc bn",
+ "manag erial",
+ "aro se",
+ "mo wx",
+ "aro sa",
+ "ðŁĮ ³",
+ "under dog",
+ "remo ver",
+ "astronom ers",
+ "lent ils",
+ "su scep",
+ "smoo ther",
+ "pend leton",
+ "fau cet",
+ "e mory",
+ "dal mati",
+ "af cb",
+ "tic us",
+ "exem pt",
+ "en rol",
+ "d heim",
+ "ðŁIJ º",
+ "restric tion",
+ "star fish",
+ "sto w",
+ "snor kel",
+ "thunder birds",
+ "she ad",
+ "homo sexual",
+ "dy n",
+ "as li",
+ "andre tti",
+ "dou che",
+ "dom o",
+ "tar mac",
+ "slu mber",
+ "pr onto",
+ "first dayof",
+ "mini ature",
+ "mari achi",
+ "argu s",
+ "recomm ending",
+ "mobi les",
+ "in ce",
+ "illustri ous",
+ "or c",
+ "adver ts",
+ "gr its",
+ "wea sel",
+ "pag oda",
+ "over pass",
+ "gre ys",
+ "maxi mus",
+ "arma gh",
+ "wood land",
+ "sun ni",
+ "ðŁĴ ī",
+ "ë Ŀ",
+ "ti one",
+ "soci o",
+ "ho s",
+ "ðŁ¤Ĺ ðŁ¤Ĺ",
+ "wind sor",
+ "subsequ ent",
+ "munch ies",
+ "id h",
+ "exclu ding",
+ "e mi",
+ "cu th",
+ "z ai",
+ "week days",
+ "law suits",
+ "barn ard",
+ "Ø ª",
+ "pe tting",
+ "net es",
+ "mul ligan",
+ "pharmac ists",
+ "ra quel",
+ "e ton",
+ "cran ston",
+ "gil ded",
+ "cle ary",
+ "ce ph",
+ "ra a",
+ "pam per",
+ "lombar di",
+ "as in",
+ "sher ry",
+ "pro d",
+ "for te",
+ "ari anism",
+ "buffalob ills",
+ "æľ ¬",
+ "ðŁĶ¥ #",
+ "uu u",
+ "just ices",
+ "car ina",
+ "nat in",
+ "mas low",
+ "dro oling",
+ "cog nac",
+ "cam ber",
+ "el ong",
+ "r dr",
+ "in en",
+ "convic tions",
+ "am use",
+ "tro ck",
+ "harm less",
+ "visit ation",
+ "gen omic",
+ "bl and",
+ "beno it",
+ "chim p",
+ "tuscal oosa",
+ "gre asy",
+ "x po",
+ "gil t",
+ "se q",
+ "per mitted",
+ "christma seve",
+ "book s",
+ "mu e",
+ "old school",
+ "human right",
+ "be ati",
+ "ðŁĶ Ŀ",
+ "sh at",
+ "sculp ting",
+ "h wan",
+ "fern andes",
+ "sci utto",
+ "fu entes",
+ "endeav ors",
+ "maid stone",
+ "un paralleled",
+ "shou ted",
+ "queen of",
+ "mer c",
+ "band ic",
+ "ve da",
+ "sel angor",
+ "pi le",
+ "ja han",
+ "intimid ating",
+ "disapp ears",
+ "cl ich",
+ "za ha",
+ "w urst",
+ "hi v",
+ "fod ils",
+ "cor dless",
+ "aaaa aa",
+ "hy dra",
+ "bel inda",
+ "e els",
+ "bu f",
+ "su staining",
+ "rugby league",
+ "no c",
+ "brig itte",
+ "( ðŁĵ¸:",
+ "tromb one",
+ "soo the",
+ "smo g",
+ "ad p",
+ "stab le",
+ "ing ley",
+ "diagno se",
+ "ms g",
+ "we ss",
+ "tic keting",
+ "one e",
+ "nsw pol",
+ "e up",
+ "auto psy",
+ "adity anath",
+ "sun down",
+ "river front",
+ "si ya",
+ "p is",
+ "hier archy",
+ "dur ango",
+ "di jk",
+ "ren shaw",
+ "he aps",
+ "epide mi",
+ "david bowie",
+ "interne tof",
+ "dd i",
+ "nation ality",
+ "mb ar",
+ "air y",
+ "win der",
+ "w alia",
+ "elli ott",
+ "c x",
+ "bav arian",
+ "pl att",
+ "an tw",
+ "wi wx",
+ "sof ter",
+ "ne ha",
+ "h eller",
+ "th and",
+ "dani ela",
+ "bo ast",
+ "degra dation",
+ "ðŁĴ¦ ðŁĴ¦",
+ "transform ing",
+ "man e",
+ "av ut",
+ "ðŁĺĪ ðŁĺĪ",
+ "vo ter",
+ "the e",
+ "t ate",
+ "pu ff",
+ "in door",
+ "sop roud",
+ "boy ce",
+ "boris johnson",
+ "wait in",
+ "immun ology",
+ "ðŁıĨðŁıĨ ðŁıĨ",
+ "âĿ Į",
+ "street food",
+ "liz asober",
+ "cavali er",
+ "c elia",
+ "need le",
+ "motor ing",
+ "g ato",
+ ", )",
+ "ra de",
+ "harve st",
+ "t ms",
+ "jar pad",
+ "on ey",
+ "air men",
+ "v re",
+ "impair ment",
+ "abhi shek",
+ "snoo p",
+ "l ant",
+ "fam ously",
+ "bl ou",
+ "s ze",
+ "g ander",
+ "un touch",
+ "tu f",
+ "dee jay",
+ "col lateral",
+ "b ind",
+ "ðŁļ ©",
+ "pin ning",
+ "ic n",
+ "' ;",
+ "the economist",
+ "ul tram",
+ "worldwater day",
+ "ti poff",
+ "the i",
+ "feed ers",
+ "campa ign",
+ "sc umb",
+ "day weekend",
+ "yo m",
+ "pe dic",
+ "h ough",
+ "ps v",
+ "pl in",
+ "on de",
+ "boston marathon",
+ "az zy",
+ "* _*",
+ "con ley",
+ "thi ago",
+ "hoo o",
+ "gal erie",
+ "luci d",
+ "je tt",
+ "gl itz",
+ "final fantasy",
+ "achiev ers",
+ "y ung",
+ "peregr ine",
+ "op hi",
+ "dam es",
+ "biom ar",
+ "âĺĢï¸ı âĺĢï¸ı",
+ "sk c",
+ "l ics",
+ "fl ank",
+ "ar rahman",
+ "ho of",
+ "uphol stery",
+ "t ats",
+ "wo z",
+ "Â ¿",
+ "snor ing",
+ "ra er",
+ "l ju",
+ "ap d",
+ "pl ating",
+ "kan u",
+ "im ation",
+ "fragr ances",
+ "m ra",
+ "mor ay",
+ "mo tt",
+ "im muni",
+ "hearti es",
+ "bho pal",
+ "tim ers",
+ "g ata",
+ "color way",
+ "car nation",
+ "win get",
+ "si ghs",
+ "s ville",
+ "optimi st",
+ "chate au",
+ "olympi ans",
+ "ci o",
+ "singer songwriter",
+ "ny o",
+ "fi bers",
+ "bur ch",
+ "ag ro",
+ "mil ne",
+ "ig bo",
+ "cr amer",
+ "ation als",
+ "dan ube",
+ "pad ma",
+ "nor mani",
+ "en forced",
+ "bre ck",
+ "boeh ner",
+ "ar den",
+ "sur rendered",
+ "pros thetic",
+ "om a",
+ "ha iled",
+ "calcul ations",
+ "w fa",
+ "bi b",
+ "fcb live",
+ "fon da",
+ "west coast",
+ "que sts",
+ "friend ly",
+ "to wie",
+ "fit ch",
+ "bal ot",
+ "star dom",
+ "scrat ching",
+ "ho sa",
+ "thi ka",
+ "o ven",
+ "stro ke",
+ "out post",
+ "pharmaceu ticals",
+ "hi kari",
+ "mu y",
+ "af d",
+ "fallon tonight",
+ "squ at",
+ "or u",
+ "dra ined",
+ "chocol at",
+ "ë¯ ¼",
+ "wor ths",
+ "ri b",
+ "mu j",
+ "that s",
+ "residen te",
+ "it el",
+ "boo st",
+ "mi gos",
+ "mul led",
+ "la a",
+ "etsy shop",
+ "don keys",
+ "me k",
+ "p tc",
+ "flin ders",
+ "e hs",
+ "ro hit",
+ "mu ir",
+ "g ad",
+ "compos itions",
+ "åĨ Ļ",
+ "combu stion",
+ "i kh",
+ "yemen i",
+ "wav ed",
+ "gar ci",
+ "ak os",
+ "oo ds",
+ "fu sion",
+ "se que",
+ "s lan",
+ "pl ur",
+ "kic chasu",
+ "shenan do",
+ "s ams",
+ "worl den",
+ "horo witz",
+ "with me",
+ "mic robes",
+ "k ki",
+ "ðŁĴĶ ðŁĴĶ",
+ "w su",
+ "patch work",
+ "fre er",
+ "y aki",
+ "the art",
+ "symboli sm",
+ "mil er",
+ "bt n",
+ "ma bu",
+ "side kick",
+ "motiv ates",
+ "sag itt",
+ "natur als",
+ "serv iced",
+ "ps ori",
+ "pa ola",
+ "qu ig",
+ "i badan",
+ "gi ggs",
+ "ë ³",
+ "sciento logy",
+ "si oux",
+ "salam at",
+ "d res",
+ "cad bury",
+ "d hawan",
+ "ci ón",
+ "_ '",
+ "swa pping",
+ "maris ka",
+ "james bond",
+ "explo sives",
+ "ay les",
+ "af er",
+ "s agu",
+ "cen sor",
+ "tom a",
+ "jeff erson",
+ "ring ed",
+ "par tist",
+ "ir responsible",
+ "aguil ar",
+ "vac ay",
+ "equ itable",
+ "altrin cham",
+ "ac ur",
+ "man ish",
+ "ger min",
+ "schoo led",
+ "pu tter",
+ "ed ad",
+ "nav al",
+ "toast y",
+ "sol areclipse",
+ "dish u",
+ "coy ne",
+ "ac co",
+ "mu ck",
+ "mar an",
+ "el os",
+ "len der",
+ "cro ix",
+ "worth less",
+ "ha ber",
+ "gun men",
+ "ðŁį ĵ",
+ "zen ith",
+ "t enders",
+ "hur st",
+ "hol tz",
+ "itali ans",
+ "car low",
+ "u cd",
+ "characteri stic",
+ "bun g",
+ "av l",
+ "u th",
+ "sa sia",
+ "rs l",
+ "red man",
+ "neighbor ing",
+ "green peace",
+ "sti ps",
+ "follow party",
+ "y gk",
+ "en os",
+ "omni bus",
+ "na issance",
+ "chri ssy",
+ "secu re",
+ "call back",
+ "ji hoon",
+ "memor y",
+ "block er",
+ "l anta",
+ "daf fodils",
+ "bil t",
+ "ffer ty",
+ "fau st",
+ "ie c",
+ "nipp les",
+ "so g",
+ "m nd",
+ "jagu ar",
+ "bol dly",
+ "ab poli",
+ "pro position",
+ "gun sense",
+ "evan sville",
+ "cu tters",
+ "we go",
+ "dou n",
+ "do x",
+ "stal lions",
+ "ka j",
+ "shi ppers",
+ "j awa",
+ "vol o",
+ "le ven",
+ "pap rika",
+ "kov ich",
+ "jor di",
+ "induc tees",
+ "app alling",
+ "dial ysis",
+ "allevi ate",
+ "âĢĶ âĢĶ",
+ "pie ter",
+ "mid wi",
+ "q tr",
+ "juli ette",
+ "inter mission",
+ "haw ks",
+ "act ment",
+ "one ill",
+ "k lin",
+ "vam ps",
+ "fam ous",
+ "cou ld",
+ "autom obi",
+ "da an",
+ "west end",
+ "elli p",
+ "nh c",
+ "mel anch",
+ "web series",
+ "ton gue",
+ "snat ched",
+ "smy th",
+ "tan gible",
+ "sl i",
+ "e asing",
+ "bar stool",
+ "over lay",
+ "afford ability",
+ "ting ed",
+ "ter as",
+ "ay ush",
+ "wanna one",
+ "rh ine",
+ "dan a",
+ "sh ana",
+ "kend al",
+ "fer tile",
+ "w ir",
+ "repl eni",
+ "lar vae",
+ "is ro",
+ "con vos",
+ "ab brevi",
+ "u cc",
+ "hun gry",
+ "bur rows",
+ "ag er",
+ "nav i",
+ "mat in",
+ "du per",
+ "cer n",
+ "ma don",
+ "ķ ï¸ı",
+ "é ģ",
+ "tu ps",
+ "hy att",
+ "sh ep",
+ "friday night",
+ "wis er",
+ "hei di",
+ "hat ton",
+ "p gh",
+ "foun tain",
+ "wrist bands",
+ "ahmadi yya",
+ "aeri al",
+ "subscri bed",
+ "so los",
+ "m ace",
+ "sla yed",
+ "for fe",
+ "dul ce",
+ "christ mass",
+ "arun jaitley",
+ "viol ate",
+ "ob stru",
+ "ni eces",
+ "w vu",
+ "idy l",
+ "fa ze",
+ "pre serves",
+ "infr inge",
+ "premi ers",
+ "inter vals",
+ "agen cy",
+ "( ©",
+ "stand alone",
+ "di mes",
+ "bo er",
+ "param eters",
+ "ge tit",
+ "ðŁĺĺðŁĺĺ ðŁĺĺðŁĺĺ",
+ "tu lane",
+ "for given",
+ "scol l",
+ "mb ps",
+ "smash bros",
+ "rob bi",
+ "prima vera",
+ "ali st",
+ "ghost ly",
+ "ay at",
+ "ye ats",
+ "impre ssionist",
+ "ear phones",
+ "caul field",
+ "wai kiki",
+ "sal ute",
+ "sc ou",
+ "mu ay",
+ "louis vuitton",
+ "bak hta",
+ "ado g",
+ "inven tions",
+ "hur d",
+ "forec lo",
+ "stream line",
+ "thalai var",
+ "ch snews",
+ "will ard",
+ "t sn",
+ "euro parl",
+ "cru sher",
+ "my sore",
+ "gro wer",
+ "ra ping",
+ "pat ti",
+ "g den",
+ "sm w",
+ "muf ti",
+ "kid man",
+ "ab r",
+ "soun ders",
+ "skep tical",
+ "ðŁĶ İ",
+ "sun dar",
+ "i me",
+ "fer g",
+ "feather weight",
+ "ar lington",
+ "pas qu",
+ "ag azine",
+ "wearab le",
+ "nati c",
+ "mccl ure",
+ "inter mitt",
+ "hor de",
+ "six ties",
+ "car te",
+ "bha v",
+ "ze al",
+ "experi ential",
+ "ador ned",
+ "som mer",
+ "eno te",
+ "hypo thesis",
+ "stin ky",
+ "pro to",
+ "dead lines",
+ "vo gel",
+ "mus ings",
+ "monc ton",
+ "gu ter",
+ "f le",
+ "aci on",
+ "voice of",
+ "ta sha",
+ "inhabit ants",
+ "type face",
+ "s ba",
+ "bts x",
+ "ðŁĶ Ĵ",
+ "wor x",
+ "u hc",
+ "jo ko",
+ "cell ars",
+ "gor o",
+ "continu um",
+ "... &",
+ "weather cee",
+ "ha p",
+ "sr k",
+ "ris ers",
+ "lonely planet",
+ "un named",
+ "co eur",
+ "ðŁį Į",
+ "the world",
+ "ili ke",
+ "fa sten",
+ "ami go",
+ "ri ba",
+ "ramapho sa",
+ "staf fers",
+ "had ley",
+ "? ?\"",
+ "fi ore",
+ "sal ut",
+ "hu ff",
+ "bez os",
+ "Ñ ĭ",
+ "ra der",
+ "kam ala",
+ "in line",
+ "fill ers",
+ "um atic",
+ "all in",
+ "shat ter",
+ "re in",
+ "o ku",
+ "ch ases",
+ "fla gged",
+ "baby metal",
+ "water stones",
+ "ts b",
+ "cut out",
+ "op hel",
+ "aam a",
+ "rockab illy",
+ "sto lic",
+ "jet blue",
+ "ich ick",
+ "down ton",
+ "uzbe kistan",
+ "pat na",
+ "la q",
+ "gr ange",
+ ") _/",
+ "subsi di",
+ "sc p",
+ "newsc ast",
+ "it sa",
+ "twee tyour",
+ "e mor",
+ "archae ologists",
+ "uni fication",
+ "por ta",
+ "q x",
+ "protec tors",
+ "pro hib",
+ "charis ma",
+ "car tag",
+ "ren fre",
+ "scul pt",
+ "guwa hati",
+ "de ma",
+ "boo p",
+ "unf pa",
+ "dex ter",
+ "lay la",
+ "alleg es",
+ "sou ps",
+ "never again",
+ "l ys",
+ "cal c",
+ "bar oness",
+ "visu alize",
+ "ger ber",
+ "absor bed",
+ "i ers",
+ "a han",
+ "fon tein",
+ "detec tors",
+ "verst appen",
+ "sv c",
+ "formul ated",
+ "ac dc",
+ "li x",
+ "in competent",
+ "bh k",
+ "lour des",
+ "water house",
+ "snow ed",
+ "appreci ative",
+ "sig ma",
+ "lizasober ano",
+ "pen ned",
+ "pay check",
+ "tall inn",
+ "fanc afe",
+ "par isi",
+ "av alley",
+ "vi g",
+ "ru fc",
+ "hard ship",
+ "so cute",
+ "po ise",
+ "ì ¹",
+ "roth schild",
+ "k ly",
+ "???? ????",
+ "l hp",
+ "il ay",
+ "f hs",
+ "am ad",
+ "ide als",
+ "brad bury",
+ "bal boa",
+ "nic ot",
+ "kid nap",
+ "wol ve",
+ "tas manian",
+ "op t",
+ "matthi as",
+ "ãĥ³ ãĤ",
+ "super markets",
+ "mylittle pony",
+ "me lee",
+ "li ster",
+ "gr oun",
+ "fe dora",
+ "kind ness",
+ "en en",
+ "bra hms",
+ "¯\\ _(",
+ "ros well",
+ "mar lene",
+ "ic u",
+ "re formation",
+ "or ail",
+ "he brides",
+ "dispar ities",
+ "terrac otta",
+ "swal lows",
+ "re id",
+ "influ encing",
+ "flu or",
+ "den e",
+ "tum our",
+ "blon des",
+ "thunder bird",
+ "sh eva",
+ "moga dishu",
+ "ka b",
+ "cre eps",
+ "i ving",
+ "ene ed",
+ "anno y",
+ "âĶ Ģ",
+ "intri gue",
+ "enqu iry",
+ "ar aj",
+ "tur al",
+ "kuber netes",
+ "end lessly",
+ "divi dends",
+ "tor a",
+ "ti sh",
+ "commemor ates",
+ "un ra",
+ "tri b",
+ "pon ty",
+ "ne m",
+ "diss ent",
+ "brew ingco",
+ "ðŁĺ ½",
+ "nor mali",
+ "bi of",
+ "( ...",
+ "chil len",
+ "ì£ ¼",
+ "mell on",
+ "av is",
+ "mccor mack",
+ "ing ra",
+ "enrich ed",
+ "custome rexperience",
+ "testo sterone",
+ "snu g",
+ "sett i",
+ "ger onimo",
+ "inqui rer",
+ "bre aches",
+ "very thing",
+ "bloom ing",
+ "mu ra",
+ "dispo s",
+ "bi de",
+ "de va",
+ "shade sof",
+ "in trin",
+ "sh ev",
+ "s ven",
+ "nayanth ara",
+ "gan esha",
+ "c ws",
+ "ber ta",
+ "label led",
+ "use um",
+ "nick named",
+ "ma han",
+ "car uso",
+ "ap ur",
+ "ðŁij Ĩ",
+ "w q",
+ "orphan age",
+ "discar ded",
+ "mag nu",
+ "lu e",
+ "je on",
+ "bridge port",
+ "pac ing",
+ "mercur y",
+ "( ðŁĵ¸",
+ "marx ist",
+ "amphi bious",
+ "transplant ation",
+ "stit ching",
+ "then burg",
+ "gradu al",
+ "ãĤ Į",
+ "ro ft",
+ "ma ils",
+ "ine c",
+ "guy ana",
+ "dopp elg",
+ "ver o",
+ "re write",
+ "head less",
+ "harb augh",
+ "gate way",
+ "car sforsale",
+ "sw i",
+ "st is",
+ "mach t",
+ "un de",
+ "sura baya",
+ "stap leton",
+ "nur turing",
+ "mil ner",
+ "ya o",
+ "lma oooo",
+ "ko sh",
+ "arsen al",
+ "k ame",
+ "er ry",
+ "ar royo",
+ "dis misses",
+ "ru bbed",
+ "rc b",
+ "lew d",
+ "dil u",
+ "and or",
+ "vi de",
+ "ur in",
+ "inter sec",
+ "ha ar",
+ "al b",
+ "year swith",
+ "app leton",
+ "é al",
+ "ul livan",
+ "suc cu",
+ "monter rey",
+ "d mx",
+ "artem is",
+ "ron nie",
+ "farm land",
+ "s football",
+ "gro tto",
+ "anth i",
+ "ãĢ ģ",
+ "à® Ł",
+ "vid ya",
+ "jimmy fallon",
+ "ൠį",
+ "t zer",
+ "gravit ational",
+ "w thr",
+ "u hhh",
+ "e hr",
+ "tin ker",
+ "ti juana",
+ "scran ton",
+ "ram charan",
+ "bar clay",
+ "re van",
+ "m si",
+ "ka p",
+ "wr s",
+ "we thenorth",
+ "tor al",
+ "sat u",
+ "gro m",
+ "fac ep",
+ "erick son",
+ "z yn",
+ "se dge",
+ "oo dle",
+ "spur sofficial",
+ "ds p",
+ "sic ilian",
+ "soli hull",
+ "recei vers",
+ "ladak h",
+ "hend rick",
+ "ther i",
+ "presi ding",
+ "mc guinness",
+ "litt ers",
+ "gun nar",
+ "gh oul",
+ "wi b",
+ "n tv",
+ "kar o",
+ "fro ck",
+ "b lau",
+ "ampli fy",
+ "all is",
+ "ul lah",
+ "memo irs",
+ "kh loe",
+ "intercep tions",
+ "pet day",
+ "lo oney",
+ "con fin",
+ "ch ay",
+ "piyush goyal",
+ "frequ encies",
+ "ut z",
+ "event ual",
+ "warm ly",
+ "obli vion",
+ "an ka",
+ "ta it",
+ "âĿ¤ï¸ı .",
+ "director ial",
+ "ru lers",
+ "prince s",
+ "mu ck",
+ "stur ridge",
+ "deu ce",
+ "abri dged",
+ "bagu ette",
+ "un cles",
+ "pen du",
+ "min ding",
+ "forre ster",
+ "av ila",
+ "wall er",
+ "wall street",
+ "ment or",
+ "hin o",
+ "high way",
+ "crom well",
+ "fanart friday",
+ "mb i",
+ "co yle",
+ "a hi",
+ "tro ve",
+ "spie gel",
+ "pay tm",
+ "mcin tosh",
+ "jan sen",
+ "nit i",
+ "nash ville",
+ "len o",
+ "leicester shire",
+ "le gos",
+ "dic t",
+ "ðŁĵ ½",
+ "sp ad",
+ "beverly hills",
+ "sy rah",
+ "separ ates",
+ "z ain",
+ "un fit",
+ "dra gs",
+ "tan ia",
+ "over flowing",
+ "hri thik",
+ "haw thorn",
+ "z ani",
+ "mac far",
+ "fi de",
+ "to tem",
+ "pe ds",
+ "fundament ally",
+ "cal ico",
+ "sin ner",
+ "j ä",
+ "hil de",
+ "ds d",
+ "ten ay",
+ "ta hit",
+ "mil f",
+ "lie b",
+ "inform ing",
+ "up lift",
+ "ra el",
+ "mortg ages",
+ "lec t",
+ "ii ii",
+ "guillau me",
+ "compos ites",
+ "old smobile",
+ "l end",
+ "gar th",
+ "com mish",
+ "bapti zed",
+ "scorpi ons",
+ "ru cker",
+ "bringback our",
+ "alli ance",
+ "thalap athy",
+ "tal i",
+ "sp ans",
+ "eri dge",
+ "wither spoon",
+ "lin da",
+ "sky lar",
+ "kor n",
+ "hom s",
+ "Ä į",
+ "sil enced",
+ "caf fe",
+ "ar ty",
+ "dist inguish",
+ "to wed",
+ "pun g",
+ "jessic a",
+ "ear nest",
+ "beau fort",
+ "t ama",
+ "study abroad",
+ "si khs",
+ "new bie",
+ "nav ratri",
+ "mar ble",
+ "loun ging",
+ "lit ter",
+ "dal it",
+ "so sa",
+ "iz es",
+ "gra de",
+ "com promising",
+ "tr iton",
+ "de tta",
+ "v j",
+ "chau ffe",
+ "spec tral",
+ "powe red",
+ "montess ori",
+ "artic ulate",
+ "hal ton",
+ "al co",
+ "ye y",
+ "mn twins",
+ "acoun ty",
+ "ðŁijı ðŁı¾",
+ "âī Ī",
+ "mad men",
+ "kal a",
+ "gru m",
+ "chi k",
+ "ati s",
+ "su me",
+ "akh tar",
+ "job search",
+ "high lighter",
+ "bo ath",
+ "âĦ ¹",
+ "tar zan",
+ "lam bo",
+ "âĽĦ ï¸ı",
+ "ox fam",
+ "dump ster",
+ "pretz els",
+ "mac os",
+ "incl ined",
+ "fac tual",
+ "adverti sers",
+ "shu i",
+ "pu ree",
+ "ml pfi",
+ "anti dote",
+ "cap o",
+ "pa str",
+ "merc ado",
+ "but ton",
+ "ar min",
+ "ag g",
+ "lol la",
+ "horri bly",
+ "er rands",
+ "christop he",
+ "time snow",
+ "monday motiv",
+ "li ss",
+ "scand als",
+ "mc i",
+ "dispropor tion",
+ "âĺ İ",
+ "sur pass",
+ "samar itan",
+ "so tho",
+ "pu rest",
+ "fl att",
+ "trivi atuesday",
+ "delec table",
+ "leop old",
+ "hermi one",
+ "chou dhary",
+ "en rich",
+ "¡ ¡",
+ "subsi diary",
+ "ine qualities",
+ "bachel or",
+ "auto immune",
+ "la kota",
+ "i hop",
+ "ad jec",
+ "the simpsons",
+ "sh es",
+ "se k",
+ "gret chen",
+ "up stream",
+ "hin akhan",
+ "coper nic",
+ "x tina",
+ "lu g",
+ "tough ness",
+ "e ad",
+ "cli pped",
+ "bi us",
+ "sl v",
+ "fah ren",
+ "dee pak",
+ "ca u",
+ "x an",
+ "im mature",
+ "dig ni",
+ "bo bs",
+ "shred ding",
+ "but tery",
+ "accommod ations",
+ "de ven",
+ "chun ks",
+ "super league",
+ "sky bet",
+ "kil dare",
+ "je et",
+ "ë į",
+ "ce k",
+ "wrec ks",
+ "pro pane",
+ "oh l",
+ "tb d",
+ "quo i",
+ "trum pp",
+ "mi mo",
+ "reluct ant",
+ "ver ne",
+ "o ic",
+ "ma gh",
+ "ar nau",
+ "se ver",
+ "li dge",
+ "stair way",
+ "kicchasu deep",
+ "ðŁĶ º",
+ "mach ining",
+ "aama admi",
+ "ot i",
+ "c da",
+ "al it",
+ "pan y",
+ "inst alls",
+ "ac ct",
+ "e shop",
+ "di em",
+ "hard well",
+ "fulfill ment",
+ "sc afe",
+ "qu ack",
+ "extrac ts",
+ "swee tened",
+ "fi ghton",
+ "f di",
+ "d inger",
+ "wal tham",
+ "us ur",
+ "refe rees",
+ "seok jin",
+ "gran n",
+ "af rin",
+ "th n",
+ "sch af",
+ "par cels",
+ "bet is",
+ "amar ine",
+ "nom an",
+ "kh tar",
+ "mor itz",
+ "cou pling",
+ "bar ons",
+ "ðŁIJ ¸",
+ "Ã ¸",
+ "sl p",
+ "sad ler",
+ "x ander",
+ "tri ad",
+ "mc millan",
+ "kh z",
+ "divi ding",
+ "ìĹijìĨ Į",
+ "dar yl",
+ "zed d",
+ "le ys",
+ "pla ques",
+ "flu ori",
+ "tipper ary",
+ "on nell",
+ "di dier",
+ "lang ford",
+ "im c",
+ "the sun",
+ "bir dies",
+ "ar cha",
+ "ye ssss",
+ "t di",
+ "dar ia",
+ "cand ace",
+ "al tam",
+ "pal aces",
+ "ch it",
+ "sant am",
+ "event ful",
+ "book of",
+ "ad b",
+ "mon stax",
+ "cre ole",
+ "co el",
+ "âĸ ½",
+ "we aren",
+ "sten nis",
+ "she ath",
+ "ati sm",
+ "gron ingen",
+ "mlpfi m",
+ "le pre",
+ "wrong ly",
+ "rsp ca",
+ "rendez vous",
+ "acknowle dging",
+ "pel vic",
+ "solic itor",
+ "sla ys",
+ "nue stra",
+ "lo d",
+ "is lander",
+ "fer oci",
+ "fashion show",
+ "ra ss",
+ "dge on",
+ "adole scents",
+ "sma shes",
+ "negli gence",
+ "grate ful",
+ "ved ere",
+ "sw oop",
+ "ing l",
+ "apol ice",
+ "vand alism",
+ "gan n",
+ "jo ao",
+ "di supdates",
+ "zimbab we",
+ "under age",
+ "radi ance",
+ "w of",
+ "bour geo",
+ "pla s",
+ "cr ani",
+ "gh ue",
+ "wrec kem",
+ "warran ts",
+ "re form",
+ "jim mie",
+ "at wood",
+ "ys l",
+ "neil himself",
+ "l bj",
+ "i man",
+ "tan to",
+ "nois se",
+ "ver bs",
+ "equip o",
+ "al together",
+ "mam ent",
+ "l ice",
+ "dou glass",
+ "tier ney",
+ "pri med",
+ "j hal",
+ "furn itu",
+ "braz ili",
+ "v ill",
+ "past els",
+ "n ison",
+ "u ff",
+ "paral ysis",
+ "jay e",
+ "im po",
+ "ðŁij ģ",
+ "strate gically",
+ "pakistan is",
+ "was sup",
+ "super bike",
+ "thank u",
+ "tru elove",
+ "sha ikh",
+ "israel is",
+ "vi p",
+ "to g",
+ "li en",
+ "la ker",
+ "grey hounds",
+ "cul ars",
+ "bian chi",
+ "balot elli",
+ "ar ran",
+ "loo s",
+ "str ates",
+ "he bron",
+ "ar vo",
+ "sunder land",
+ "the al",
+ "tomb stone",
+ "sand man",
+ "c pac",
+ "thanks giving",
+ "love him",
+ "lat ino",
+ "an in",
+ "aka if",
+ "ĭ ãĤ",
+ "tor quay",
+ "di est",
+ "alli anz",
+ "ðŁĺ ķ",
+ "golf club",
+ "cl lr",
+ "wal cott",
+ "sch nau",
+ "promp ted",
+ "nomin ating",
+ "len nox",
+ "val et",
+ "mon ro",
+ "may ward",
+ "e ph",
+ "ðŁĶ Ķ",
+ "inter oper",
+ "r da",
+ "re flex",
+ "arm chair",
+ "ê° ķ",
+ "stri pper",
+ "por ti",
+ "ph arm",
+ "ham za",
+ "ni reland",
+ "ne ue",
+ "h pv",
+ "port foli",
+ "sun burn",
+ "fris bee",
+ "be al",
+ "bapti ste",
+ "x h",
+ "ty m",
+ "pr ati",
+ "o vers",
+ "haz rat",
+ "deser t",
+ "der ry",
+ "us ky",
+ "em mett",
+ "ach arya",
+ ")_/ ¯",
+ "shu d",
+ "may a",
+ "ham ill",
+ "ra im",
+ "nr c",
+ "fitt ings",
+ "cur vy",
+ "ðŁı ĩ",
+ "ster ling",
+ "ॠĢ",
+ "wal kin",
+ "short cuts",
+ "mil ly",
+ "ast ur",
+ "alpha be",
+ "pl i",
+ "pe z",
+ "miss you",
+ "rad ford",
+ "ml g",
+ "ta eyang",
+ "notjust lakes",
+ "du mps",
+ "seren dip",
+ "le ur",
+ "ra ving",
+ "e ster",
+ "de priv",
+ "absc bn",
+ "ðŁijĩ ðŁı»",
+ "scar city",
+ "o cr",
+ "mean ings",
+ "cap t",
+ "da hl",
+ "fer mentation",
+ "bri oche",
+ "to win",
+ "out lander",
+ "massi mo",
+ "en cro",
+ "ðŁ¥ ³",
+ "buil t",
+ "po tam",
+ "kir i",
+ "tm w",
+ "monit ored",
+ "k ites",
+ "peoples vote",
+ "gray son",
+ "íģ ¬",
+ "afri ka",
+ "a dies",
+ "i vote",
+ "gy ne",
+ "g annon",
+ "di x",
+ "c mc",
+ "ou ral",
+ "fox andfriends",
+ "bel i",
+ "ig ne",
+ "gl an",
+ "katrin akaif",
+ "co politics",
+ "qual itative",
+ "p si",
+ "lu cci",
+ "disc oura",
+ "âĺ ®",
+ "kel li",
+ "gau tam",
+ "carac as",
+ "reale st",
+ "pu la",
+ "in us",
+ "hill top",
+ "make aw",
+ "atten borough",
+ "tw y",
+ "r arity",
+ "peck ham",
+ "ma hon",
+ "corn elius",
+ "clin icians",
+ "ton line",
+ "tb i",
+ "paradi se",
+ "ka si",
+ "inev it",
+ "fresh ness",
+ "colling wood",
+ "lun atic",
+ "defen se",
+ "cop d",
+ "in fra",
+ "wain wright",
+ "sains bury",
+ "alab am",
+ "te ma",
+ "lac o",
+ "chec ker",
+ "releg ated",
+ "tren t",
+ "stal ks",
+ "huff post",
+ "bhubanes war",
+ "ast ral",
+ "share your",
+ "prim rose",
+ "hi me",
+ "cat an",
+ "end ment",
+ "en dow",
+ "cle mens",
+ "mal oney",
+ "hil ary",
+ "game time",
+ "den ise",
+ "collabor ators",
+ "b wo",
+ "radic als",
+ "gue tta",
+ "ici on",
+ "au a",
+ "snap matic",
+ "sat chel",
+ "excav ation",
+ "base man",
+ "s ão",
+ "gn ation",
+ "fel d",
+ "surve y",
+ "shah zad",
+ "ma st",
+ "anirud hofficial",
+ "tru cker",
+ "ot ago",
+ "geo graph",
+ "ethe l",
+ "âļ¡ï¸ı âļ¡ï¸ı",
+ "s ver",
+ "mu tt",
+ "internetof things",
+ "ancho red",
+ "wh ouse",
+ "bang la",
+ "bal main",
+ "ç¹ ĭãģ",
+ "break fa",
+ "á Ģ",
+ "twi ster",
+ "te tris",
+ "ca v",
+ "stag s",
+ "g z",
+ "au b",
+ "stor med",
+ "hel ens",
+ "yar mouth",
+ "st asy",
+ "gustav o",
+ "co sc",
+ "vin son",
+ "up p",
+ "sc ricket",
+ "assump tions",
+ "app e",
+ "nu h",
+ "u er",
+ "pre mise",
+ "n aga",
+ "e amon",
+ "coron ary",
+ "na f",
+ "north side",
+ "el mer",
+ "ro tar",
+ "out lining",
+ "el f",
+ "re surg",
+ "kat elyn",
+ "in can",
+ "hyster ia",
+ "ce e",
+ "am bani",
+ "pro lly",
+ "Į ãĤĬãģ",
+ "ax es",
+ "san jose",
+ "rem brandt",
+ "mag pie",
+ "even ly",
+ "scor sese",
+ "qu aint",
+ "f g",
+ "b buk",
+ "indian football",
+ "weare all",
+ "spd wy",
+ "pis ces",
+ "ec g",
+ "âĺħâĺħâĺħâĺħ âĺħ",
+ "pre orders",
+ ": |",
+ "ni pple",
+ "sal azar",
+ "ju me",
+ "jail break",
+ "min n",
+ "bas sett",
+ "ze tta",
+ "jef free",
+ "ad jun",
+ "tic on",
+ "san diego",
+ "drink local",
+ "chol era",
+ "solic itors",
+ "o bo",
+ "com post",
+ "ni an",
+ "wr a",
+ "tre ach",
+ "ic ic",
+ "profession al",
+ "del ve",
+ "leg ate",
+ "histor ia",
+ "cro issant",
+ "con noisse",
+ "nam o",
+ "palli ative",
+ "chem trails",
+ "i ority",
+ "global warming",
+ "comic art",
+ "behavi oural",
+ "re sted",
+ "li as",
+ "cli mates",
+ "Ł ãģĦ",
+ "rut land",
+ "nou rish",
+ "menopau se",
+ "hot ties",
+ "demen ti",
+ "ve spa",
+ "mel ville",
+ "anal ogue",
+ "tz man",
+ "str ung",
+ "im perfect",
+ "gl are",
+ "cir cling",
+ "ros berg",
+ "rec o",
+ "oc ity",
+ "lo ire",
+ "em be",
+ "do ssier",
+ "ne el",
+ "nan do",
+ "me a",
+ "gal vani",
+ "fin esse",
+ "ag p",
+ "berke ley",
+ "asi m",
+ "âĺº âĺº",
+ "quil ted",
+ "ish ere",
+ "un matched",
+ "po tion",
+ "for z",
+ "at re",
+ "selfi es",
+ "juli ana",
+ "ðŁļ ¶",
+ "âĸ º",
+ "mel ton",
+ "âłĢâłĢâłĢâłĢ âłĢâłĢâłĢâłĢ",
+ "spin rilla",
+ "pur cell",
+ "ed p",
+ "at leti",
+ "tony awards",
+ "ra ja",
+ "pro gno",
+ "mol ten",
+ "stu ff",
+ "p ally",
+ "nobel prize",
+ "âĻ» ï¸ı",
+ "spiritu al",
+ "spe ake",
+ "sa sha",
+ "bri um",
+ "tru ss",
+ "critici ze",
+ "assassinscre ed",
+ "yor uba",
+ "u lo",
+ "fire man",
+ "workin progress",
+ "ef cc",
+ "fla res",
+ "ro bot",
+ "hi kers",
+ "cl l",
+ "shado wing",
+ "pat sy",
+ "leh man",
+ "c ns",
+ "å ±",
+ "guad al",
+ "à± į",
+ "ra pe",
+ "r honda",
+ "paralle ls",
+ "son ja",
+ "langu age",
+ "land ings",
+ "z ola",
+ "cr amps",
+ "bur ning",
+ "apprais al",
+ "jol la",
+ "ham m",
+ "kas a",
+ "gul ly",
+ "f go",
+ "uly sses",
+ "ri be",
+ "ðŁĴ Ħ",
+ "ib u",
+ "eti enne",
+ "bri ar",
+ "fin ely",
+ "comb ating",
+ "y ql",
+ "go tham",
+ "we chat",
+ "to paz",
+ "primar ies",
+ "l se",
+ "iz z",
+ "hel e",
+ "dispon ible",
+ "cy stic",
+ "bel ichick",
+ "th rush",
+ "kansas city",
+ "ge om",
+ "soli di",
+ "red bubble",
+ "by stand",
+ "cambridge shire",
+ "par fait",
+ "ast le",
+ "ow o",
+ "ind ore",
+ "stom ping",
+ "sm elly",
+ "ðŁ¤ ĸ",
+ "locom o",
+ "adm itting",
+ "hol me",
+ "clock wise",
+ "min sk",
+ "mc co",
+ "for get",
+ "ev p",
+ "cam ra",
+ "ab ella",
+ "yo tes",
+ "universit yof",
+ "mé xico",
+ "silver ado",
+ "ric ket",
+ "crom bie",
+ "pu j",
+ "eradic ate",
+ "deli ght",
+ "y go",
+ "glam ping",
+ "vic a",
+ "du ggan",
+ "coun ters",
+ "cf d",
+ "sc our",
+ "react js",
+ "pu ram",
+ "paras ites",
+ "in ki",
+ "vill en",
+ "stel la",
+ "li mbo",
+ "ang as",
+ "k cr",
+ "ðŁĴļðŁĴļ ðŁĴļ",
+ "vap ori",
+ "mum ford",
+ "oli gar",
+ "à ¼",
+ "al oo",
+ "boo ties",
+ "ad r",
+ "k elli",
+ "dru mmers",
+ "av ici",
+ "nature uk",
+ "ron al",
+ "in trac",
+ "un splash",
+ "le che",
+ "g oma",
+ "el ine",
+ "envir o",
+ "bi onic",
+ "bu eno",
+ "mi k",
+ "av in",
+ "star ling",
+ "em powers",
+ "cake day",
+ "boy cot",
+ "ðŁĴļ ðŁĴļ",
+ "ðŁĮ¸ ðŁĮ¸",
+ "v ach",
+ "m ci",
+ "fractu res",
+ "ger i",
+ "sk ing",
+ "exclu ded",
+ "lu ce",
+ "ja ve",
+ "ig gy",
+ "evi den",
+ "aki stan",
+ "a wn",
+ "mor als",
+ "luci fer",
+ "ha ban",
+ "tumb ling",
+ "sunday motivation",
+ "mo sley",
+ "captain america",
+ "sch icago",
+ "the one",
+ "mo td",
+ "d ts",
+ "ðŁIJ ¼",
+ "rep ell",
+ "ii i",
+ "locu st",
+ "geo spatial",
+ "mer sey",
+ "immer se",
+ "desc end",
+ "ber nade",
+ "j s",
+ "boat sales",
+ "win der",
+ "cran k",
+ "sing leton",
+ "candid acy",
+ "ben a",
+ "ðŁı» âĢį",
+ "high lander",
+ "ol t",
+ "k prs",
+ "healthy lifestyle",
+ "four teen",
+ "end the",
+ "ith aca",
+ "circul ated",
+ "r ans",
+ "pre valent",
+ "ha vas",
+ "splend or",
+ "roo ster",
+ "kalamaz oo",
+ "jewell ers",
+ "enne dy",
+ "rou sey",
+ "es y",
+ "cann ons",
+ "ornam ental",
+ "// //",
+ "ren don",
+ "win ne",
+ "mol ding",
+ "eid mubarak",
+ "coun tess",
+ "simon a",
+ "ha wa",
+ "fo es",
+ "du ster",
+ "sb u",
+ "por tray",
+ "mar ries",
+ "goo dday",
+ "cho co",
+ "achi ever",
+ "ðŁĺ¹ ðŁĺ¹",
+ "pre neur",
+ "tr amp",
+ "tom i",
+ "n bat",
+ "garden chat",
+ "farra khan",
+ "ever glades",
+ "ab ru",
+ "sou sa",
+ "se ce",
+ "homes wee",
+ "terre strial",
+ "bar it",
+ "sri devi",
+ "ol u",
+ "mel inda",
+ "f rick",
+ "can dies",
+ "ðŁĺŃ ðŁĴķ",
+ "qu reshi",
+ "family fun",
+ "exor cist",
+ "cardin al",
+ "ny t",
+ "dies el",
+ "cu mulus",
+ "capric orn",
+ "si ology",
+ "lor na",
+ "dou gie",
+ "an die",
+ "super sport",
+ "c fl",
+ "п ÑĢи",
+ "say ang",
+ "pe ek",
+ "ภĬ",
+ "lo be",
+ "j em",
+ "ing lis",
+ "gg led",
+ "c sn",
+ "amne sty",
+ "chu ps",
+ "ba es",
+ "sau er",
+ "ðŁı IJ",
+ "mongo lian",
+ "en et",
+ "back street",
+ "dr illed",
+ "acce ssing",
+ "ce o",
+ "b se",
+ "ai ken",
+ "pur r",
+ "wor sen",
+ "whe res",
+ "war k",
+ "testi fying",
+ "bu ri",
+ "bla st",
+ "aw g",
+ "ðŁĵ ĭ",
+ "re defining",
+ "hear ing",
+ "u ci",
+ "c mp",
+ "bon i",
+ "tail oring",
+ "ta ji",
+ "noc chi",
+ "em t",
+ "stephen king",
+ "ne et",
+ "compla ins",
+ "campaig ner",
+ "luci ano",
+ "twili ght",
+ "ti esto",
+ "pas sports",
+ "flo yd",
+ "cathe dr",
+ "na ked",
+ "caregi ver",
+ "b coz",
+ "ade cides",
+ "ku ri",
+ "ly k",
+ "br aries",
+ "dren ched",
+ "disc lose",
+ "ðŁĴª ðŁı½",
+ "le blanc",
+ "je tty",
+ "gar ty",
+ "chip mun",
+ "b su",
+ "rhyth mic",
+ "ic z",
+ "fri d",
+ "anne x",
+ "ame x",
+ "solo ist",
+ "lanc ers",
+ "arro whead",
+ "speci fication",
+ "simul ated",
+ "na is",
+ "inver te",
+ "bo wing",
+ "wor ship",
+ "f z",
+ "abo ss",
+ "sha q",
+ "ì¶ ķ",
+ "challeng ers",
+ "an arch",
+ "aamaadmi party",
+ "ãħĭãħĭ ãħĭ",
+ "suffol k",
+ "so corro",
+ "sn ell",
+ "cla dding",
+ "absor bing",
+ "shaw a",
+ "particip ates",
+ "ðŁį Ķ",
+ "book stores",
+ "bak u",
+ "seap ort",
+ "ko jima",
+ "gab y",
+ "pack ard",
+ "electr ician",
+ "let it",
+ "mo wing",
+ "fa wad",
+ "young jae",
+ "hot mail",
+ "men ing",
+ "u rie",
+ "intim acy",
+ "con ti",
+ ": \")",
+ "lifeis good",
+ "in ciner",
+ "i dri",
+ "craz iness",
+ "jour nos",
+ "fran chi",
+ "bott len",
+ "al da",
+ "ff es",
+ "k x",
+ "south we",
+ "air a",
+ "clay ton",
+ "sco ti",
+ "f j",
+ "bri ga",
+ "ðŁ¤ĺ ðŁı»",
+ "demonstr ators",
+ "y z",
+ "stor k",
+ "na q",
+ "casc ades",
+ "travel chat",
+ "plat a",
+ "pad ma",
+ "fran ci",
+ "at tain",
+ "bat girl",
+ "lom bard",
+ "hoo s",
+ "d dos",
+ "neon atal",
+ "discla imer",
+ "r ss",
+ "r ant",
+ "di sen",
+ "tex aste",
+ "so cal",
+ "frac tal",
+ "cam ry",
+ "stri fe",
+ "sn acking",
+ "mu h",
+ "sant ander",
+ "mor ons",
+ "gra f",
+ "par ades",
+ "hu ston",
+ "dru pal",
+ "mi ento",
+ "kir stel",
+ "hy de",
+ "vom it",
+ "forti fied",
+ "sphin x",
+ "da v",
+ "bir yani",
+ "win nings",
+ "s baseball",
+ "mer ged",
+ "lovel ondon",
+ "ling ering",
+ "dream big",
+ "car leton",
+ "liveli hood",
+ "djan go",
+ "astri d",
+ "gri ds",
+ "down e",
+ "bru ised",
+ "s ne",
+ "scarec row",
+ "hel ium",
+ "f nc",
+ "bi ggs",
+ "an ter",
+ "restor ative",
+ "em pires",
+ "ab del",
+ "life style",
+ "kiwan is",
+ "colloqui um",
+ "me en",
+ "pr ick",
+ "anti que",
+ "ze b",
+ "mi mic",
+ "edmon ds",
+ "ðŁijĬ ðŁijĬ",
+ "q ing",
+ "pp el",
+ "mc gill",
+ "interpre ting",
+ "âŀ ķ",
+ "rash ad",
+ "do ka",
+ "narr ator",
+ "electro magnetic",
+ "ash by",
+ "sau ra",
+ "iran deal",
+ "âģ īï¸ı",
+ "krish nan",
+ "in di",
+ "ff en",
+ "bre a",
+ "os man",
+ "multin ational",
+ "chi ppe",
+ "recruit ers",
+ "aus biz",
+ "p ounding",
+ "re gen",
+ "cur sor",
+ "refu sal",
+ "mac s",
+ "in ak",
+ "ax ial",
+ "wa ifu",
+ "up cycled",
+ "hindu stan",
+ "cas sini",
+ "carly le",
+ "scrat ches",
+ "re ef",
+ "man atee",
+ "eat ery",
+ "ðŁĵ ¢",
+ "un condition",
+ "sen pai",
+ "on ther",
+ "comic book",
+ "pro sciutto",
+ "de mar",
+ "mi se",
+ "ma ge",
+ "fre ec",
+ "aye sha",
+ "al der",
+ "android games",
+ "ley ton",
+ "ho ck",
+ "door way",
+ "chicagof ire",
+ "aali yah",
+ "sw elling",
+ "bi x",
+ ". ðŁĺĤ",
+ "evan kirstel",
+ "torpe do",
+ "kon stant",
+ "genevie ve",
+ "ma ia",
+ "ha user",
+ "do torg",
+ "hide ous",
+ "fi k",
+ "sp raw",
+ "e ek",
+ "z appa",
+ "wan dered",
+ "' '",
+ "ra jan",
+ "bam bi",
+ "( $)",
+ "wid ening",
+ "tool box",
+ "sa ir",
+ "illumin ating",
+ "pra ys",
+ "out patient",
+ "i w",
+ "day o",
+ "lo b",
+ "sw fl",
+ "sha des",
+ "gu ms",
+ "coo kin",
+ "ko di",
+ "gri ffin",
+ "traum ati",
+ "ste a",
+ "slaugh tered",
+ "god bless",
+ "air time",
+ "pseu do",
+ "b sa",
+ "hau led",
+ "ar if",
+ "à¸Ńภĩ",
+ "le l",
+ "wc po",
+ "mil iti",
+ "char ters",
+ "worl da",
+ "ru k",
+ "k gs",
+ "digital india",
+ "is able",
+ "idyl lic",
+ "esp ino",
+ "marie tta",
+ "e bo",
+ "team canada",
+ "ab our",
+ "wil ton",
+ "rock stars",
+ "fav ored",
+ "phys ic",
+ "wrink le",
+ "tb r",
+ "d print",
+ "ball arat",
+ "ad al",
+ "z ey",
+ "ðŁĺį ðŁĶ¥",
+ "tom lin",
+ "mt r",
+ "pal sy",
+ "fener bah",
+ "tight en",
+ "phil ia",
+ "ir oning",
+ "ry u",
+ "b ant",
+ "enqu ire",
+ "ca ir",
+ "abur ger",
+ "tru n",
+ "green berg",
+ "chau han",
+ "ir ina",
+ "sh ani",
+ "trend setter",
+ "pre tt",
+ "zaf ar",
+ "alo ve",
+ "v ici",
+ "pan ic",
+ "no o",
+ "lu stre",
+ "disrup ted",
+ "bal lis",
+ "son sof",
+ "mon si",
+ "inst ac",
+ "ake st",
+ "ëĭ ¤",
+ "kw ame",
+ "horror movies",
+ "distric t",
+ "sau cy",
+ "mb an",
+ "ar mies",
+ "with drawn",
+ "med ics",
+ "loft us",
+ "er oom",
+ "be kind",
+ "ar ns",
+ "all on",
+ "un ison",
+ "davi ds",
+ "cr at",
+ "nicot ine",
+ "so or",
+ "sm x",
+ "on co",
+ "cospla ying",
+ "zombi es",
+ "har ms",
+ "e ger",
+ "ro sy",
+ "moon shine",
+ "fe in",
+ "ce tt",
+ "du brov",
+ "reg ents",
+ "ben itez",
+ "ðŁijıðŁı¼ ðŁijıðŁı¼",
+ "ste c",
+ "m alia",
+ "prioriti ze",
+ "ic eland",
+ "ft se",
+ "v amo",
+ "lam ont",
+ "homo sexuality",
+ "bre es",
+ "regu i",
+ "cb p",
+ "te j",
+ "sky sports",
+ "deter gent",
+ "sha sta",
+ "de rel",
+ "conserv ancy",
+ "colori zed",
+ "accol ades",
+ "vis o",
+ "show your",
+ "nan ow",
+ "bice ps",
+ "us ability",
+ "bi m",
+ "dailys ketch",
+ "pearl jam",
+ "stran gest",
+ "mega deth",
+ "broad casts",
+ "bar ren",
+ "ar ton",
+ "chri ss",
+ "confi gu",
+ "lu res",
+ "is the",
+ "e ul",
+ "railway ana",
+ "global health",
+ "gi anni",
+ "u aap",
+ "s lum",
+ "consci ously",
+ "ab re",
+ "n up",
+ "bud get",
+ "v ada",
+ "e sch",
+ "real ness",
+ "er ased",
+ "th unt",
+ "be z",
+ "armist ice",
+ "ðŁij ¹",
+ "sh run",
+ "o led",
+ "driver less",
+ "ðŁ¤· ðŁı»âĢįâĻĢï¸ı",
+ "won dr",
+ "sk an",
+ "sal aam",
+ "mother land",
+ "h wang",
+ "gen o",
+ "gang nam",
+ "tw right",
+ "endor sing",
+ "en ic",
+ "ador ation",
+ "pau sed",
+ "patric ks",
+ "do cked",
+ "plat te",
+ "ff xv",
+ "ethnic ity",
+ "auto show",
+ "side show",
+ "after life",
+ "re located",
+ "orphan ed",
+ "food network",
+ "dare to",
+ "and ra",
+ "sla ps",
+ "v live",
+ "swim s",
+ "re imagined",
+ "mist le",
+ "re vise",
+ "real ity",
+ "bhar ti",
+ "ðŁĴĻ ðŁĴĽ",
+ "late st",
+ "prou dest",
+ "gra sses",
+ "lan yard",
+ "fresh est",
+ "carcin oma",
+ "anom aly",
+ "zieg ler",
+ "sum ner",
+ "ly rix",
+ "gor g",
+ "is d",
+ "av el",
+ "swild life",
+ "me squ",
+ "john cena",
+ "euro league",
+ "sab er",
+ "master ful",
+ "yar ra",
+ "cogn ition",
+ "jacob son",
+ "abo lic",
+ "sir loin",
+ "shuk la",
+ "moj ito",
+ "su pere",
+ "st weet",
+ "me z",
+ "e sa",
+ "rudol f",
+ "gur a",
+ "where you",
+ "tt m",
+ "win s",
+ "trust worthy",
+ "ny k",
+ "bra den",
+ "table top",
+ "good food",
+ "es on",
+ "be k",
+ "lingui stic",
+ "gra ys",
+ "ch ath",
+ "h cs",
+ "mon i",
+ "de ans",
+ "cu ssions",
+ "ch ell",
+ "slo ws",
+ "he mi",
+ "d app",
+ "shar pie",
+ "boo sters",
+ "a os",
+ "str ack",
+ "se dona",
+ "mu eller",
+ "hard wick",
+ "or nate",
+ "thor a",
+ "sal ud",
+ "o twol",
+ "ch um",
+ "mi ho",
+ "for age",
+ "thel ittle",
+ "tear ful",
+ "ones elf",
+ "min dy",
+ "sm g",
+ "gmb h",
+ "emer ald",
+ "ðŁĶ´ âļªï¸ı",
+ "tu tti",
+ "recep tions",
+ "re vising",
+ "i brox",
+ "tope ka",
+ "sal ami",
+ "expan se",
+ "i books",
+ "dob son",
+ "cli o",
+ "at s",
+ "ðŁļ Į",
+ "mo ha",
+ "is ance",
+ "shu tters",
+ "moo t",
+ "jan ine",
+ "marvel comics",
+ "jor dani",
+ "pos er",
+ "kenne th",
+ "hy ung",
+ "de ja",
+ "ase ball",
+ "speci ality",
+ "eu ston",
+ "classic car",
+ "had ith",
+ "ðŁIJ ī",
+ "chas ing",
+ "iz o",
+ "gros ven",
+ "ag lia",
+ "thisdayin history",
+ "t row",
+ "om ile",
+ "hu ar",
+ "by n",
+ "sal ine",
+ "div ine",
+ "demon ic",
+ "ty ran",
+ "han dover",
+ "revit alization",
+ "pa ella",
+ "cryp tic",
+ "se dg",
+ "m end",
+ "dun kirk",
+ "bre d",
+ "wal d",
+ "sport scar",
+ "a ard",
+ "whe aton",
+ "da ener",
+ "k lan",
+ "br t",
+ "bakhta war",
+ "spi res",
+ "schu bert",
+ "ro ti",
+ "poli sh",
+ "o se",
+ "ag ame",
+ "wonder con",
+ "prote stant",
+ "bo sa",
+ "ðŁĺ Ł",
+ "d ü",
+ "joy ride",
+ "ger trude",
+ "âĿ Ŀ",
+ "gil a",
+ "v h",
+ "tw a",
+ "tra v",
+ "swal lowed",
+ "star ve",
+ "la in",
+ "ent ren",
+ "rei ki",
+ "su kh",
+ "cra ic",
+ "az u",
+ "web page",
+ "kee fe",
+ "hypo the",
+ "hir sch",
+ "hel le",
+ "camp ground",
+ "w amy",
+ "tra vi",
+ "sha hi",
+ "san deep",
+ "ru i",
+ "han uman",
+ "dw p",
+ "reposit ory",
+ "no or",
+ "no ff",
+ "un real",
+ "p ell",
+ "black history",
+ "har vick",
+ "ma scar",
+ "pay ee",
+ "pa sha",
+ "gastron omy",
+ "d ÃŃ",
+ "ai g",
+ "rosen thal",
+ "open day",
+ "embelli shed",
+ "t tip",
+ "sun bathing",
+ "go pack",
+ "end ome",
+ "ï¸ı #",
+ "invali d",
+ "final four",
+ "st fu",
+ "squish y",
+ "ra sta",
+ "mo sch",
+ "jam esc",
+ "die trich",
+ "sel a",
+ "mel b",
+ "el vi",
+ "t dp",
+ "sun i",
+ "sli t",
+ "j ha",
+ "bi za",
+ "spi ked",
+ "l li",
+ "l illard",
+ "vam pi",
+ "syno psis",
+ "az har",
+ "kendrick lamar",
+ "ĮãĤĬãģ ŁãģĦ",
+ "heart less",
+ "country file",
+ "air play",
+ "arrog ance",
+ "pre e",
+ "virtu oso",
+ "ãħłãħł ãħłãħł",
+ "raj u",
+ "le bu",
+ "for ward",
+ "tu g",
+ "dro s",
+ "mondaymotiv aton",
+ "concep cion",
+ "thel o",
+ "pad i",
+ "looo ol",
+ "ÑĢ од",
+ "it ss",
+ "eth ical",
+ "end uro",
+ "__ :",
+ "expend iture",
+ "mon ste",
+ "mas king",
+ "terri ers",
+ "ib is",
+ "e mber",
+ "cu mple",
+ "punctu ation",
+ "pi per",
+ "ir vin",
+ "ade e",
+ "yy yyyy",
+ "flash backs",
+ "cel sius",
+ "don nie",
+ "bo gota",
+ "ben evol",
+ "the script",
+ "shil pa",
+ "pro se",
+ "fin dia",
+ "ze ke",
+ "ne ko",
+ "do ves",
+ "blues lyrix",
+ "fro sh",
+ "sowe to",
+ "mp lo",
+ "al ai",
+ "sab i",
+ "raq qa",
+ "wf tv",
+ "stro ller",
+ "ian somerhalder",
+ "ðŁĶ ª",
+ "an on",
+ "mo seley",
+ "! ?!?",
+ "sta king",
+ "mol y",
+ "car tri",
+ "c sg",
+ "ast or",
+ "transc end",
+ "ma er",
+ "de ux",
+ "cow girl",
+ "sas k",
+ "pun ter",
+ "ma ken",
+ "o ates",
+ "love tt",
+ "grow ler",
+ "sag in",
+ "v n",
+ "ssi ble",
+ "officeof rg",
+ "y mc",
+ "sab ar",
+ "faul ty",
+ "ap ha",
+ "ak on",
+ "ðŁij «",
+ "snow don",
+ "ae w",
+ "raise the",
+ "ðĿ ĵ",
+ "grue some",
+ "clement ine",
+ "sp ing",
+ "lat a",
+ "worlden viron",
+ "mi mic",
+ "can aria",
+ "bakhtawar bz",
+ "ao a",
+ "fal a",
+ "ãĤ Ń",
+ "avi va",
+ "you uuu",
+ "thi gh",
+ "la dders",
+ "gu mbo",
+ "tz ky",
+ "fu zz",
+ "plastic pollution",
+ "est ate",
+ "strength ened",
+ "k ant",
+ "dr in",
+ "cal vert",
+ "transform ational",
+ "frigh tened",
+ "mac lean",
+ "elited angerous",
+ "ear thy",
+ "t son",
+ "to da",
+ "j nu",
+ ".. ,",
+ "mic hal",
+ "i ban",
+ "je ong",
+ "is real",
+ "sim coe",
+ "exclu sives",
+ "blue bells",
+ "ben e",
+ "te u",
+ "pil sner",
+ "pens ke",
+ "athe ists",
+ "m pu",
+ "cartag ena",
+ "ðŁĴĹ ðŁĴĹ",
+ "million aires",
+ "kk kk",
+ "it ar",
+ "subscri ptions",
+ "remo te",
+ "ma fi",
+ "hin ton",
+ "w cc",
+ "ho k",
+ "ds b",
+ "ab leton",
+ "sevent y",
+ "pun ks",
+ "e indhoven",
+ "sh one",
+ "mcfar lane",
+ "lim popo",
+ "empha si",
+ "Ã ¼",
+ "sin fo",
+ "pe tre",
+ "man grove",
+ "ch ino",
+ "ber tie",
+ "play lists",
+ "push awards",
+ "p af",
+ "deb bie",
+ "c do",
+ "r ino",
+ "ðŁı¾ âĢįâĻĤï¸ı",
+ "fol ke",
+ "bon nar",
+ "th ine",
+ "sl an",
+ "hal ter",
+ "evi e",
+ "aw some",
+ "vul tures",
+ "spar ky",
+ "seiz ures",
+ "âľ Ķ",
+ "ram one",
+ "ine ffe",
+ "al n",
+ "pro ctor",
+ "ast ra",
+ "the voice",
+ "gro te",
+ "sci on",
+ "dead line",
+ "am aya",
+ "tain ted",
+ "patter ned",
+ "exce eding",
+ "cross fit",
+ "kay lee",
+ "drop box",
+ "ru shes",
+ "tack led",
+ "mo by",
+ "retro gamer",
+ "n cbd",
+ "benef itting",
+ "shay kh",
+ "guild hall",
+ "gen try",
+ "dream cast",
+ "dread ed",
+ "bun dled",
+ "th aw",
+ "revol ving",
+ "n pt",
+ "kylie jenner",
+ "imagin ative",
+ "ron i",
+ "over came",
+ "family time",
+ "ds burg",
+ "car naval",
+ "relation ship",
+ "recogni zable",
+ "cor oner",
+ "ho le",
+ "fan fic",
+ "emir ates",
+ "bur ritos",
+ "analy se",
+ "thin ner",
+ "ne es",
+ "galli poli",
+ "bl r",
+ "cat woman",
+ "-- >>",
+ "au lt",
+ "ada ily",
+ "nau ghty",
+ "ili o",
+ "solit aire",
+ "mtv br",
+ "jocel yn",
+ "arun ach",
+ "rep ent",
+ "south gate",
+ "hy acin",
+ "essenti al",
+ "fent on",
+ "and um",
+ "it or",
+ "go pal",
+ "sl inger",
+ "po sei",
+ "aw il",
+ "wi elding",
+ "ra ila",
+ "eli as",
+ "a sto",
+ "Ã ¤",
+ "tend ency",
+ "str ata",
+ "ker t",
+ "< -",
+ "im acele",
+ "da es",
+ "sti mulus",
+ "han ley",
+ "fit nes",
+ "ec stasy",
+ "lim ous",
+ "ha iling",
+ "ðŁ¤ Ń",
+ "chis wick",
+ "tar ies",
+ "sla v",
+ "pul i",
+ "moderni zation",
+ "black mail",
+ "b ingham",
+ "h fx",
+ "+ +",
+ "ðŁĩ®ðŁĩ ³",
+ "ni v",
+ "we a",
+ "profess or",
+ "k off",
+ "bol ster",
+ "su ave",
+ "sequ ences",
+ "pepper oni",
+ "not te",
+ "dre n",
+ "ãģ¨ ç¹ĭãģ",
+ "hs v",
+ "o ga",
+ "ap tly",
+ "z ad",
+ "excel si",
+ "rin ka",
+ "mol dova",
+ "min n",
+ "ma bel",
+ "conferen cing",
+ "bas ing",
+ "of er",
+ "ob si",
+ "hamill himself",
+ "care less",
+ "brief ed",
+ "inhe rent",
+ "par ish",
+ "dub nation",
+ "town sville",
+ "sar awak",
+ "gee ky",
+ "doncaster isgreat",
+ "was abi",
+ "gu p",
+ "phen o",
+ "dra inthe",
+ "carrie underwood",
+ "ble eds",
+ "bbc world",
+ "ane w",
+ "alta f",
+ "dul wich",
+ "ani ston",
+ "w ti",
+ "sumat ra",
+ "gra fton",
+ "bl n",
+ "me ster",
+ "bode ga",
+ "re go",
+ "es q",
+ "an jo",
+ "sump tuous",
+ "mai sie",
+ "ï¿ ½",
+ "wil t",
+ "jak ob",
+ "el vis",
+ "se pul",
+ "mu ster",
+ "air pollution",
+ "president e",
+ "happy monday",
+ "exten sively",
+ "fl ondon",
+ "t ls",
+ "play ing",
+ "pe ed",
+ "din ho",
+ "var dy",
+ "pi ka",
+ "n iro",
+ "au cus",
+ "ðŁį ¦",
+ "nu ll",
+ "el ondon",
+ "juvent us",
+ "imag ines",
+ "dis ab",
+ "lit o",
+ "d ura",
+ "work places",
+ "promo te",
+ "mc caf",
+ "wood work",
+ "waw x",
+ "à® ª",
+ "tt ino",
+ "shar i",
+ "sem per",
+ "better together",
+ "ðŁijĬ ðŁı»",
+ "ze bra",
+ "pon dering",
+ "en chil",
+ "ho m",
+ "cosm ic",
+ "tan z",
+ "mo cked",
+ "ec cc",
+ "ath ed",
+ "abo lish",
+ "prop eller",
+ "paris agreement",
+ "assemb lies",
+ "indu stry",
+ "fraudul ent",
+ "pe sa",
+ "chang min",
+ "ax x",
+ "ðŁĴ µ",
+ "irr ational",
+ "cu sa",
+ "ramad han",
+ "octa via",
+ "on elove",
+ "jac ki",
+ "bar ak",
+ "taxi der",
+ "seri ous",
+ "nathan fillion",
+ "mc en",
+ "ch k",
+ "po part",
+ "grav ity",
+ "copp ola",
+ "reading fc",
+ "illu sions",
+ "j ig",
+ "ww x",
+ "re sh",
+ "ex porting",
+ "buzz ard",
+ "âĻ ¤",
+ "p cm",
+ "lan apar",
+ "ko s",
+ "arom as",
+ "antal ya",
+ "ww dc",
+ "ven a",
+ "phil a",
+ "ball in",
+ "ðŁij Ħ",
+ "quin ta",
+ "ma o",
+ "f ery",
+ "eigh ty",
+ "sentim ents",
+ "safe guarding",
+ "r wa",
+ "pu ffs",
+ "luc ille",
+ "de cath",
+ "sl u",
+ "nu gent",
+ "de ter",
+ "braz il",
+ "ze iss",
+ "super bowl",
+ "subsi dy",
+ "alter n",
+ "hi dalgo",
+ "enz ymes",
+ "ä ½",
+ "tag ne",
+ "hair dresser",
+ "adri en",
+ "walk out",
+ "oppo ses",
+ "can tina",
+ "bed side",
+ "af an",
+ "ðŁĶ Ĺ",
+ "prophe tic",
+ "dan es",
+ "un successful",
+ "super charged",
+ "pk k",
+ "exem ption",
+ "hart le",
+ "secu lar",
+ "cli pping",
+ "br s",
+ "united way",
+ "c net",
+ "pat chy",
+ "ha gan",
+ "e en",
+ "âļ ľ",
+ "var a",
+ "sym pathi",
+ "never trump",
+ "affir mation",
+ "om f",
+ "ny cfc",
+ "ma ja",
+ "sur ro",
+ "keer th",
+ "up scale",
+ "sandal wood",
+ "mon archy",
+ "kno bs",
+ "å ĭ",
+ "po tholes",
+ "hunger games",
+ "ter races",
+ "na sir",
+ "coun sell",
+ "welcome to",
+ "wa q",
+ "se aman",
+ "m ita",
+ "stun ningly",
+ "on theroad",
+ "in ability",
+ ") !!",
+ "bon go",
+ "ant v",
+ "sp ut",
+ "worldenviron mentday",
+ "resu sc",
+ "y td",
+ "fi m",
+ "eun hyuk",
+ "sa chin",
+ "rose anne",
+ "cler mont",
+ "ape c",
+ "am ina",
+ "v ening",
+ "n antes",
+ "al most",
+ "sin us",
+ "ex as",
+ "ty l",
+ "ti en",
+ "ple ad",
+ "lanc s",
+ "bur naby",
+ "re k",
+ "jo om",
+ "observ ers",
+ "disco graphy",
+ "cl g",
+ "âĻ ¦",
+ "sn ack",
+ "r ti",
+ "o ily",
+ "crystal li",
+ "bru te",
+ "web development",
+ "topp ings",
+ "la f",
+ "an is",
+ "ad der",
+ "reli ving",
+ "car lin",
+ "battle of",
+ "we g",
+ "syri an",
+ "pon t",
+ "n dc",
+ "lagh ate",
+ "yu ma",
+ "sp p",
+ "p iti",
+ "ro bbing",
+ "mart ing",
+ "rey kja",
+ "raj put",
+ "nc ds",
+ "kie wicz",
+ "âĢ¢ âĢ¢",
+ "vam pire",
+ "substan tially",
+ "opio ids",
+ "nepal i",
+ "k line",
+ "ar oo",
+ "under stand",
+ "lit t",
+ "u it",
+ "thro mbo",
+ "sar ies",
+ "qu ot",
+ "b alling",
+ "t tr",
+ "s gh",
+ "philip p",
+ "br ant",
+ "ac l",
+ "m ello",
+ "whit taker",
+ ". ;",
+ "defi ant",
+ "b gc",
+ "repl ying",
+ "mir ren",
+ "metamor pho",
+ "sch wab",
+ "bul ge",
+ "utili zed",
+ "pick ering",
+ "par don",
+ "d sa",
+ "ภĪ",
+ "doo ley",
+ "cumul ative",
+ "Ð »",
+ "ur gency",
+ "e mir",
+ "+ /-",
+ "¦ Ī",
+ "ot as",
+ "âı ³",
+ "station ed",
+ "grape vine",
+ "ar ac",
+ "karan johar",
+ "f ancy",
+ "sau l",
+ "coo gs",
+ "lgbt q",
+ "ا٠ħ",
+ "jav i",
+ "u mmer",
+ "pl l",
+ "den is",
+ "dai pur",
+ "pu ffin",
+ "lewi sham",
+ "fand om",
+ "co pe",
+ "ves matter",
+ "s ve",
+ "hel pless",
+ "deo dor",
+ "ostr ich",
+ "kaz an",
+ "friday the",
+ "con dor",
+ "v x",
+ "sophom ores",
+ "rob les",
+ "cu tt",
+ "cli mbers",
+ "ë¦ ¬",
+ "sle g",
+ "sn f",
+ "mac ys",
+ "hydr ating",
+ "grou pe",
+ "po yn",
+ "mou lin",
+ "hg tv",
+ "lmfa ooo",
+ "sulph ur",
+ "asdfghj kl",
+ "annab elle",
+ "hump back",
+ "bra ved",
+ "viswas am",
+ "multi purpose",
+ "hu midi",
+ "escor ted",
+ "barb ican",
+ "f ad",
+ "cor sa",
+ "ðŁ¤ «",
+ "pi ppa",
+ "here to",
+ "can y",
+ "ser gi",
+ "or cas",
+ "o vie",
+ "ed ou",
+ "s any",
+ "glob alization",
+ "man cini",
+ "food truck",
+ "f is",
+ "defi brill",
+ "sch re",
+ "sma fia",
+ "love wins",
+ "la ut",
+ "k aka",
+ "hol lande",
+ "game on",
+ "resurg ence",
+ "out side",
+ "olympi ad",
+ "int an",
+ "abstr action",
+ "rapi d",
+ "pal om",
+ "cal le",
+ "jas min",
+ "attack ers",
+ "swag g",
+ "mit ra",
+ "ky lo",
+ "à® ²",
+ "her mitage",
+ "gor do",
+ "e ira",
+ "so sfam",
+ "roll out",
+ "exc ite",
+ "sy nod",
+ "mer rill",
+ "c als",
+ "as sa",
+ "liveli hoods",
+ "ju ve",
+ "the black",
+ "gopack go",
+ "ant lers",
+ "alban ian",
+ "wool ly",
+ "qu iche",
+ "puri fication",
+ "are th",
+ "smar thome",
+ "ne k",
+ "all blacks",
+ "mex icans",
+ "is m",
+ "ger ms",
+ "comple xion",
+ "mar ck",
+ "u shi",
+ "ðŁIJ IJ",
+ "char l",
+ "ca stic",
+ "till erson",
+ "giuli ani",
+ "biode gradable",
+ "mal bec",
+ "bo is",
+ "ju bil",
+ "im es",
+ "r ame",
+ "gene tic",
+ "esp nu",
+ "ch ley",
+ "so ho",
+ "go pher",
+ "g sc",
+ "buu ren",
+ "cu be",
+ "bridesma ids",
+ "webin ars",
+ "to e",
+ "mani pur",
+ "viol ently",
+ "notic ias",
+ "ex changing",
+ "chi ev",
+ "replac eable",
+ "muay thai",
+ "bu ss",
+ "sp il",
+ "instal ment",
+ "div ya",
+ "cait lin",
+ "o lim",
+ "fil tering",
+ "whirl wind",
+ "sta red",
+ "prior it",
+ "pr am",
+ "pompe ii",
+ "mono logue",
+ "k ite",
+ "bu ka",
+ "âĢ¦ ..",
+ "vac cine",
+ "bre ro",
+ "woz ni",
+ "sol ent",
+ "re ferr",
+ "my rt",
+ "gridi ron",
+ "galatasar ay",
+ "fro ze",
+ "clare mont",
+ "ðŁ¥ ĥ",
+ "victori as",
+ "ssel dorf",
+ "pa stures",
+ "net neutrality",
+ "ch or",
+ "ðŁij ģ",
+ "ಠ¿",
+ "we ho",
+ "symp tom",
+ "jo sel",
+ "in ous",
+ "dragon con",
+ "power ball",
+ "p te",
+ "four thofjuly",
+ "ec la",
+ "ear buds",
+ "where abouts",
+ "salt life",
+ "depriv ation",
+ "ch ter",
+ "wi ggle",
+ "syste m",
+ "ps st",
+ "ch az",
+ "d any",
+ "ri mo",
+ "oax aca",
+ "lanapar rilla",
+ "barcel on",
+ "melanch oly",
+ "way back",
+ "ho tro",
+ "n si",
+ "l illy",
+ "kur o",
+ "ja han",
+ "intellec t",
+ "board game",
+ "ðŁı Ĭ",
+ "sneak peek",
+ "k prc",
+ "jail s",
+ "cand el",
+ "zan zi",
+ "mor timer",
+ "star ch",
+ "ra gs",
+ "p fa",
+ "long live",
+ "k art",
+ "gir ona",
+ "cro cker",
+ "christop h",
+ "precau tions",
+ "war ship",
+ "per m",
+ "paren t",
+ "van gogh",
+ "gif ford",
+ "allegh eny",
+ "ra yn",
+ "ut m",
+ "sten cil",
+ "rec alling",
+ "pen ney",
+ "z azzle",
+ "ìĥ Ŀ",
+ "hin ds",
+ "aren as",
+ "nu ev",
+ "law ler",
+ "gu in",
+ "do this",
+ "ðŁij ķ",
+ "ì¶ķ íķĺ",
+ "we g",
+ "ti b",
+ "ri din",
+ "complex es",
+ "turbul ent",
+ "pe sos",
+ "de marcus",
+ "vall arta",
+ "sam sun",
+ "kis ses",
+ "hein rich",
+ "deport es",
+ "wil ms",
+ "ur d",
+ "then ext",
+ "inki gayo",
+ "ho wi",
+ "fir sts",
+ "carri age",
+ "clean liness",
+ "mas war",
+ "is ch",
+ "ax el",
+ "si zzle",
+ "road house",
+ "fr ans",
+ "ent ourage",
+ "co bble",
+ "boo th",
+ "benedic t",
+ "tal on",
+ "fc u",
+ "year ofthe",
+ "ray on",
+ "raider nation",
+ "fo yle",
+ "ko val",
+ "pi anos",
+ "l pg",
+ "bur mese",
+ "man ure",
+ "geo caching",
+ "cosc ino",
+ "b np",
+ "fer ra",
+ "stro phy",
+ "mar ais",
+ "ce es",
+ "legen dof",
+ "kat niss",
+ "eno ch",
+ "av ed",
+ "you know",
+ "d prk",
+ "ðŁĺ¢ ðŁĺ¢",
+ "sp un",
+ "pro st",
+ "sor rows",
+ "cent red",
+ "ke a",
+ "gal icia",
+ "? ðŁ¤Ķ",
+ "ÑĢод а",
+ "bou chard",
+ "ðŁĴĻ ðŁĴľ",
+ "yu i",
+ "seed lings",
+ "jon ah",
+ "reco vers",
+ "ny rd",
+ "board room",
+ "su ma",
+ "my japs",
+ "tun g",
+ "sha i",
+ "ir gc",
+ "eli o",
+ "wag ons",
+ "ka shi",
+ "polic emen",
+ "john nie",
+ "ale coscino",
+ "shop ify",
+ "dot ted",
+ "de tri",
+ "va w",
+ "to fficial",
+ "in your",
+ "chal mers",
+ "trac ed",
+ "no vi",
+ "by es",
+ "ari el",
+ "nipp on",
+ "la pel",
+ "gri ez",
+ "b gs",
+ "fool ing",
+ "d ita",
+ "vijay sethu",
+ "nm wx",
+ "as ot",
+ "kr anti",
+ "hel m",
+ "ve di",
+ "sic kest",
+ "mo chi",
+ "k abo",
+ "shru bs",
+ "he red",
+ "b sp",
+ "sq m",
+ "ham r",
+ "dul kar",
+ "anth a",
+ "nr f",
+ "avoid ance",
+ "at en",
+ "publi x",
+ "be arers",
+ "nas i",
+ "ha p",
+ "h ells",
+ "ðŁĸ ¥",
+ "ภ·",
+ "thelast jedi",
+ "oh wx",
+ "ðŁį «",
+ "wa hoo",
+ "there se",
+ "rec aps",
+ "ss nhq",
+ "bird photography",
+ "v ay",
+ "pet ti",
+ "pau lo",
+ "bel vedere",
+ "( *",
+ "gr l",
+ "du vet",
+ "c pec",
+ "sa it",
+ "por sch",
+ "meas urable",
+ "avi ators",
+ "fre mantle",
+ "bre en",
+ "on om",
+ "me and",
+ "life saving",
+ "eu ref",
+ "en don",
+ "embar as",
+ "aira sia",
+ "el is",
+ "dun kin",
+ "star magic",
+ "s ill",
+ "porto bello",
+ "ki efer",
+ "ex e",
+ "mu ted",
+ "ãģ ¦",
+ "we thepeople",
+ "logi a",
+ "liber al",
+ "theforce awakens",
+ "min ed",
+ "haun ts",
+ "freck les",
+ "care taker",
+ "s india",
+ "âķ IJ",
+ "dev lin",
+ "list on",
+ "direction er",
+ "oh n",
+ "fi garo",
+ "em manuel",
+ "du bois",
+ "cl ones",
+ "bru ise",
+ "ðŁİĪ ðŁİī",
+ "disin fe",
+ "der matology",
+ "as r",
+ "s watch",
+ "dis comfort",
+ "tam anna",
+ "pi day",
+ "mack en",
+ "k atic",
+ "delu sional",
+ "shaw nee",
+ "gu d",
+ "al bino",
+ "p ali",
+ "din gh",
+ "cucu mbers",
+ "coffe y",
+ "anticip ating",
+ "treas ured",
+ "web summit",
+ "shel tered",
+ "sav or",
+ "pedago gy",
+ "m gs",
+ "sh ma",
+ "s bu",
+ "den ali",
+ "cam pos",
+ "bubble gum",
+ "o ir",
+ "le aps",
+ "y ler",
+ "r one",
+ "sansk rit",
+ "min t",
+ "meat less",
+ "futuri st",
+ "du de",
+ "a vel",
+ "prote sted",
+ "squ ire",
+ "z aki",
+ "sz n",
+ "har court",
+ "cycl one",
+ "bour dain",
+ "gather ings",
+ "d ant",
+ "advent urer",
+ "parag on",
+ "alt man",
+ "dd ing",
+ "ban erjee",
+ "snorkel ing",
+ "mother well",
+ "mis sy",
+ "en der",
+ "glo ws",
+ "ki wis",
+ "chick pea",
+ "por o",
+ "e fron",
+ "app t",
+ "u y",
+ "speci fied",
+ "gab by",
+ "e strada",
+ "com bos",
+ "bour bon",
+ "vin i",
+ "var un",
+ "steph ani",
+ "key words",
+ "car vings",
+ "amit abh",
+ "wr ought",
+ "tw al",
+ "re els",
+ "clu bbing",
+ "ubi quit",
+ "cri t",
+ "ambed kar",
+ "æ Ļ",
+ "prun ing",
+ "vaccin ated",
+ "boe ing",
+ "s ks",
+ "lo ona",
+ "hypno sis",
+ "edel man",
+ "pho l",
+ "he w",
+ "colo sse",
+ "mckin sey",
+ "u on",
+ "to te",
+ "sacrific ing",
+ "ox i",
+ "n ang",
+ "e mu",
+ "пÑĢи ÑĢода",
+ "m th",
+ "kers wednesday",
+ "argu ed",
+ "timel apse",
+ "ris king",
+ "regul ating",
+ "ni gh",
+ "likeli hood",
+ "cu bic",
+ "au ction",
+ "rein for",
+ "pi stor",
+ "no ses",
+ "ye l",
+ "snu ggles",
+ "pe i",
+ "jean ette",
+ "ta ku",
+ "ri th",
+ "guy z",
+ "ภŀ",
+ "y te",
+ "ver ted",
+ "pay soff",
+ "jau regui",
+ "hoo ligans",
+ "procedu ral",
+ "mi b",
+ "har dy",
+ "el eng",
+ "chec kers",
+ "all ine",
+ "the met",
+ "prou dof",
+ "keerth yofficial",
+ "collabor ator",
+ "ni u",
+ "infl icted",
+ "adv ani",
+ "re twee",
+ "memor iam",
+ "f icial",
+ "ti ghter",
+ "sal em",
+ "re viewers",
+ "br ics",
+ "ben digo",
+ "am ell",
+ "tur kish",
+ "sush maswar",
+ "paul son",
+ "pal awan",
+ "mol lie",
+ "stitch er",
+ "s burgh",
+ "ir u",
+ "hay dn",
+ "en ers",
+ "aro a",
+ "u zzi",
+ "saraj evo",
+ "hel a",
+ "apol lo",
+ "nine ty",
+ "vac a",
+ "sp on",
+ "vent u",
+ "jel ena",
+ "hei fer",
+ "avo ids",
+ "sp ine",
+ "pri ze",
+ "mar ist",
+ "re creating",
+ "me de",
+ "woo den",
+ "find lay",
+ "ro fl",
+ "n di",
+ "compreh end",
+ "yu go",
+ "y ü",
+ "to work",
+ "u fos",
+ "son ar",
+ "pi ston",
+ "recor ding",
+ "tent ative",
+ "art forsale",
+ "pel lets",
+ "fre do",
+ "ÙĪ ر",
+ "mu ses",
+ "custom ization",
+ "pro found",
+ "is ner",
+ "ide ally",
+ "si am",
+ "plan kton",
+ "cm dr",
+ "man ger",
+ "fran ken",
+ "customiz able",
+ "ठ®",
+ "walk away",
+ "swi vel",
+ "vast ly",
+ "no ton",
+ "lex a",
+ "ex moor",
+ "z as",
+ "tan te",
+ "reduc tions",
+ "lol ly",
+ "hip sters",
+ "benef ited",
+ "ë ²",
+ "ww www",
+ "mascul ine",
+ "fi ji",
+ "dre y",
+ "ph ill",
+ "ane ous",
+ "nic ol",
+ "men dez",
+ "disapp ro",
+ "ch ner",
+ "through s",
+ "shen mue",
+ "east man",
+ "ðŁIJ İ",
+ "yu ck",
+ "under tale",
+ "re ys",
+ "go beavs",
+ "eng en",
+ "c na",
+ "mer r",
+ "bir k",
+ "ãģ¨ç¹ĭãģ ĮãĤĬãģŁãģĦ",
+ "âĥ£ @",
+ "yn na",
+ "ste ed",
+ "offen der",
+ "at um",
+ "vani shing",
+ "presi denti",
+ "love them",
+ "g nocchi",
+ "fri ggin",
+ "per il",
+ "mad hya",
+ "ag ne",
+ "dee jay",
+ "mar nock",
+ "m tb",
+ "fold able",
+ "@ ___",
+ "stand re",
+ "bron x",
+ "bow ski",
+ "fin ite",
+ "cro ckett",
+ "b sf",
+ "ge tit",
+ "seren awilliams",
+ "mir o",
+ "ignati us",
+ "sla y",
+ "rin se",
+ "fon due",
+ "sel dom",
+ "s more",
+ "gan i",
+ "dy ce",
+ "dmit ry",
+ "cru mb",
+ "late post",
+ "pri mark",
+ "oh ana",
+ "flor als",
+ "do a",
+ "remembrance day",
+ "d ds",
+ "azi one",
+ "toon ami",
+ "air port",
+ "æĿ ±",
+ "th ad",
+ "fi st",
+ "dine sh",
+ "dr who",
+ "ad words",
+ "admi rer",
+ "pro je",
+ "kyrgy z",
+ "à «",
+ "manife station",
+ "le wan",
+ "j ic",
+ "thi bau",
+ "le ased",
+ "van ity",
+ "nouri shed",
+ "never theless",
+ "aug mente",
+ "fu elled",
+ "che ad",
+ "wil shere",
+ "ru di",
+ "p z",
+ "my co",
+ "mor ro",
+ "herbali fe",
+ "hardro ck",
+ "de man",
+ "dre ality",
+ "sp ades",
+ "ce vic",
+ "bha i",
+ "bar on",
+ "ultimat efan",
+ "hou news",
+ "to bi",
+ "stru t",
+ "ke el",
+ "affili ation",
+ "the masters",
+ "sm al",
+ "hu e",
+ "este ban",
+ "con v",
+ "om nic",
+ "datab ases",
+ "co v",
+ "ter ti",
+ "st g",
+ "snoop dogg",
+ "metab ol",
+ "leth bridge",
+ "ðŁı» âĢįâĻĢï¸ı",
+ "year ling",
+ "residente vil",
+ "nws l",
+ "iy aki",
+ "griez mann",
+ "c ous",
+ "ðŁĵĿ :",
+ "tor ian",
+ "sam i",
+ "ðŁĶ¥ðŁĶ¥ ðŁĶ¥ðŁĶ¥ðŁĶ¥",
+ "g are",
+ "alli ances",
+ "whit field",
+ "we ther",
+ "refin ing",
+ "coy i",
+ "kra ken",
+ "ðŁĺĺ âĿ¤",
+ "singul arity",
+ "lil i",
+ "h ns",
+ "bol dand",
+ "waw rinka",
+ "misogy ny",
+ "lo vers",
+ "c q",
+ "b dg",
+ "ad ona",
+ "gar ter",
+ "women of",
+ "sc d",
+ "recogn ising",
+ "mun a",
+ "str ou",
+ "sign alling",
+ "lare do",
+ "hell boy",
+ "alek sand",
+ "un available",
+ "pedi atric",
+ "as in",
+ "mer ia",
+ "ri shi",
+ "futuri sm",
+ "w ye",
+ "polari zed",
+ "e we",
+ "pro pel",
+ "in forms",
+ "cre ase",
+ "~ \"",
+ "arti ston",
+ "like for",
+ "heidel berg",
+ "er ra",
+ "life in",
+ "len ny",
+ "inter rupt",
+ "cohe rent",
+ "ca z",
+ "vick ers",
+ "le veled",
+ "f bs",
+ "cab ins",
+ "bu mmed",
+ "apost les",
+ "we h",
+ "ten don",
+ "souven irs",
+ "infu ri",
+ "pier ce",
+ "asse t",
+ "m las",
+ "go th",
+ "di ggin",
+ "ann as",
+ "yl or",
+ "th waite",
+ "sw el",
+ "pan era",
+ "mur derers",
+ "croo ked",
+ "bs go",
+ "ac u",
+ "a on",
+ "re an",
+ "one of",
+ "ko hl",
+ "bloo dh",
+ "pest icide",
+ "lost dog",
+ "fle xing",
+ "ëĤ ĺ",
+ "su pra",
+ "eter nally",
+ "ðŁļ Ļ",
+ "pa olo",
+ "ol an",
+ "mom o",
+ "is elle",
+ "captain marvel",
+ "s lou",
+ "mistak enly",
+ "akhi lesh",
+ "mer t",
+ "il inan",
+ "bu on",
+ "bal kan",
+ "mir ro",
+ "mill en",
+ "der ail",
+ "dam on",
+ "tit i",
+ "bi os",
+ "re don",
+ "pic ard",
+ "par te",
+ "ðŁ¤ Ł",
+ "Ø º",
+ "son ics",
+ "fir sth",
+ "dd c",
+ "veg ans",
+ "tur ban",
+ "ni gan",
+ "lot tie",
+ "lyn don",
+ "star buck",
+ "pink floyd",
+ "life styles",
+ "am ara",
+ "a she",
+ "r sc",
+ "val a",
+ "sm er",
+ "cw gc",
+ "cli ent",
+ "buen as",
+ "jag an",
+ "coo ps",
+ "ðŁijij ðŁijij",
+ "speci alizes",
+ "snag ged",
+ "g lar",
+ "ben net",
+ "wildlife wednesday",
+ "bow den",
+ "pi k",
+ "art in",
+ "empor ium",
+ "ar l",
+ "re ba",
+ "pas ser",
+ "disappo ints",
+ "additi ve",
+ "âľĬ ðŁı½",
+ "bay er",
+ "missou la",
+ "ha skell",
+ "comm ences",
+ "ni x",
+ "ne man",
+ "explo ited",
+ "plastic surgery",
+ "cc d",
+ "aso cial",
+ "vo t",
+ "sie gel",
+ "fro ome",
+ "kap am",
+ "far a",
+ "e ha",
+ "pro bes",
+ "mw f",
+ "meet ing",
+ "p bb",
+ "ak ins",
+ "mistle toe",
+ "kingdom hearts",
+ "for kids",
+ "ec r",
+ "bal e",
+ "escor ts",
+ "adidas originals",
+ "k wa",
+ "k ts",
+ "hallo ffame",
+ "ðŁĺį .",
+ "wag s",
+ "pot ted",
+ "o wing",
+ "honey comb",
+ "he fty",
+ "uro logy",
+ "mer le",
+ "b pd",
+ "stri pping",
+ "re ich",
+ "k state",
+ "gu ay",
+ "yon ge",
+ "shak ti",
+ "g loom",
+ "bat t",
+ "son om",
+ "n ery",
+ "el ba",
+ "blan ks",
+ "hel le",
+ "triple ts",
+ "bom bay",
+ "ak arta",
+ "ab ia",
+ "transm itted",
+ "rol f",
+ "ja is",
+ "angular js",
+ "fi erc",
+ "m ss",
+ "trac e",
+ "ॠĩ",
+ "tom bs",
+ "old man",
+ "kom bucha",
+ "fo l",
+ "e health",
+ "cere als",
+ "are lli",
+ "in ari",
+ "ðŁĴ ©",
+ "wo l",
+ "liber ties",
+ "fa wn",
+ "af firm",
+ "nun avut",
+ "hyster ical",
+ "k drama",
+ "art es",
+ "âĢ¢âĢ¢âĢ¢âĢ¢ âĢ¢âĢ¢âĢ¢âĢ¢",
+ "valent in",
+ "man slaughter",
+ "gal es",
+ "eo in",
+ "energi zed",
+ "del s",
+ "with draws",
+ "st les",
+ "sar castic",
+ "ram esh",
+ "incredi bles",
+ "lock hart",
+ "ya wn",
+ "ultimatefan live",
+ "oooooooo oooooooo",
+ "mu en",
+ "guru dev",
+ "te er",
+ "pe eling",
+ "new snow",
+ "lingui stics",
+ "direc tv",
+ "ag end",
+ "uni lever",
+ "ru ger",
+ "han dedly",
+ "ero se",
+ "li mel",
+ "the c",
+ "royal ties",
+ "fini shers",
+ "nr g",
+ "m gt",
+ "fid get",
+ "com ps",
+ "bac on",
+ "aggre ssively",
+ "ab it",
+ "ch â",
+ "tar de",
+ "slu gger",
+ "q anda",
+ "gre ening",
+ "d ats",
+ "ensla ved",
+ "spec tor",
+ "o ye",
+ "fre ef",
+ "b hand",
+ "stop brexit",
+ "mis conceptions",
+ "cav a",
+ "ðŁĺįðŁĺįðŁĺįðŁĺį ðŁĺįðŁĺįðŁĺįðŁĺį",
+ "multit asking",
+ "hou sel",
+ "ferre ira",
+ "cen time",
+ "ank les",
+ "jo dh",
+ "hel ly",
+ "fro me",
+ "out tuesday",
+ "nar nia",
+ "bal aji",
+ "l bloggers",
+ "jyo ti",
+ "ðŁį ĩ",
+ "lan cia",
+ "cap ri",
+ "y ap",
+ "nat ash",
+ "down fall",
+ ".\" âĢĶ",
+ "Ã ®",
+ "ligam ent",
+ "coat ings",
+ "ai ded",
+ "hi ko",
+ "fall ing",
+ "encryp ted",
+ "yeg food",
+ "infringe ment",
+ "cu di",
+ "ce p",
+ "ðŁĺį ðŁĺĤ",
+ "tra d",
+ "super rugby",
+ "ed win",
+ "wh iche",
+ "vi meo",
+ "lay ne",
+ "in vigor",
+ "he he",
+ "dubrov nik",
+ "bie ber",
+ "u tr",
+ "sham an",
+ "op ers",
+ "ham ill",
+ "en ig",
+ "di f",
+ "ar um",
+ "scrap book",
+ "min h",
+ "diver gence",
+ "mckin non",
+ "life time",
+ "guter res",
+ "wil le",
+ "ple as",
+ "patt y",
+ "mic ron",
+ "k z",
+ "dom aine",
+ "ru sher",
+ "m ds",
+ "ches ney",
+ "screw driver",
+ "âģ© ,",
+ "sle dge",
+ "hau er",
+ "chan a",
+ "stam ina",
+ "sprink ler",
+ "pl n",
+ "he ff",
+ "bol ton",
+ "om on",
+ "car rington",
+ "accor dion",
+ "jor ge",
+ "inter ception",
+ "in puts",
+ "gu ll",
+ "tran scription",
+ "vanu atu",
+ "it ical",
+ "eth os",
+ "tic h",
+ "spac ey",
+ "pee king",
+ "u mi",
+ "ha ger",
+ "psycho tic",
+ "illi an",
+ "illi a",
+ "bonnar oo",
+ "an ese",
+ "pu c",
+ "laghate parth",
+ "en hall",
+ "econom ical",
+ "dre dge",
+ "% -",
+ "u we",
+ "tu bular",
+ "scoun cil",
+ "pe asants",
+ "fl er",
+ "tumb ler",
+ "he p",
+ "ford ham",
+ "row ley",
+ "initi als",
+ "ev asion",
+ "er nation",
+ "plu gins",
+ "coch ran",
+ "c attle",
+ "acid ity",
+ "ðŁİĬ ðŁİī",
+ "re grann",
+ "jump man",
+ "ef ace",
+ "x ma",
+ "patri archy",
+ "esco bar",
+ "cristi an",
+ "tip ton",
+ "nu eva",
+ "hack ney",
+ "back seat",
+ "kill arney",
+ "aid an",
+ "sta dion",
+ "simul taneous",
+ "ida ho",
+ "a je",
+ "u th",
+ "figu re",
+ "clo s",
+ "bur k",
+ "volun tar",
+ "rec ite",
+ "macfar lane",
+ "cur few",
+ "bou do",
+ "w gn",
+ "sti x",
+ "sla p",
+ "scrat ched",
+ "philli p",
+ "jour ne",
+ "ex pelled",
+ "wa z",
+ "u ke",
+ "tati ana",
+ "ou e",
+ "ho pp",
+ "dimit ri",
+ "ðŁĵ £",
+ "mato logist",
+ "electri fying",
+ "blu ffs",
+ "bill smafia",
+ "az cardinals",
+ "y aa",
+ "x mas",
+ "shar a",
+ "r ith",
+ "g ills",
+ "dre s",
+ "bar ton",
+ "authori zation",
+ "imperi alism",
+ "home of",
+ "to do",
+ "foot path",
+ "band width",
+ "visit spain",
+ "moh sin",
+ "erup ted",
+ "mi ki",
+ "insig nia",
+ "mike l",
+ "ss h",
+ "ger a",
+ "bank holiday",
+ "aw an",
+ "t weak",
+ "star craft",
+ "e al",
+ "construc tion",
+ "skelet ons",
+ "le ep",
+ "ine m",
+ "bar clay",
+ "ship wreck",
+ "monsi eur",
+ "yo h",
+ "ron t",
+ "form ative",
+ "ser o",
+ "le p",
+ "horse man",
+ "hoo sier",
+ "haz mat",
+ "cylin ders",
+ "cen ti",
+ "ðŁĴ¥ðŁĴ¥ ðŁĴ¥",
+ "re em",
+ "na ire",
+ "mus ically",
+ "gras shopper",
+ "est onian",
+ "termin ology",
+ "ro main",
+ "blogger rt",
+ "tox in",
+ "stan ce",
+ "cultiv ated",
+ "an ast",
+ "ðŁIJ į",
+ "shi mano",
+ "go pher",
+ "ene i",
+ "recycla ble",
+ "gam ification",
+ "fight for",
+ "c q",
+ "avoc ados",
+ "ke ys",
+ "eli ke",
+ "gly cer",
+ "shak ur",
+ "mobili zation",
+ "gal ley",
+ "expla in",
+ "ex changed",
+ "pe th",
+ "obe dience",
+ "illa ge",
+ "en nis",
+ "ãĥ ŀ",
+ "wi v",
+ "walla bies",
+ "ma ar",
+ "ig ers",
+ "fin tech",
+ "fin alized",
+ "wo j",
+ "meaning less",
+ "in field",
+ "onna ise",
+ "e et",
+ "bron te",
+ "pass ages",
+ "ðŁij §",
+ "strick land",
+ "northern lights",
+ "lom ond",
+ "h tc",
+ "wr ay",
+ "shi fter",
+ "di alog",
+ "ðŁį į",
+ ">> >>>>",
+ "te atime",
+ "ste ch",
+ "sic huan",
+ "qu ill",
+ "fran ca",
+ "comple mentary",
+ "bar rington",
+ "marcu s",
+ "mal am",
+ "goo oo",
+ "for sa",
+ "elec tra",
+ "af s",
+ "âĹ Ĩ",
+ "tri fe",
+ "sn azzy",
+ "fo lia",
+ "and olan",
+ "after dark",
+ "wood son",
+ "stra de",
+ "litt lest",
+ "o gun",
+ "con wy",
+ "co wards",
+ "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤ ðŁĺĤðŁĺĤðŁĺĤ",
+ "íĬ ¸",
+ "se ul",
+ "mur phy",
+ "dun ks",
+ "kapil shar",
+ "jo achim",
+ "wom ack",
+ "equal ity",
+ "aver ages",
+ "a ine",
+ "ðŁ¦ Ī",
+ "tac ular",
+ "dis ability",
+ "u ked",
+ "mid century",
+ "bar thol",
+ "teas ers",
+ "tab ern",
+ "nj caa",
+ "sp out",
+ "op i",
+ "ku bball",
+ "bl om",
+ "so ar",
+ "popu lism",
+ "meth yl",
+ "ðŁijĬ ðŁı¼",
+ "o spre",
+ "alo ils",
+ "ðŁĵ ĸ",
+ "ðŁĮ ļ",
+ "x er",
+ "sp illing",
+ "publ ica",
+ "car dam",
+ "adi sh",
+ "sa cha",
+ "p kg",
+ "bu da",
+ "lyric ist",
+ "i bc",
+ "gru mp",
+ "ho ver",
+ "hal ep",
+ "anti body",
+ "anem one",
+ "âĻ¥âĻ¥ âĻ¥âĻ¥",
+ "m cl",
+ "litho graph",
+ "cc u",
+ "s fest",
+ "path ic",
+ "calli ster",
+ "otta wa",
+ "gun sn",
+ "rut ger",
+ "hali but",
+ "en vision",
+ "differenti ate",
+ "ðŁļĢ ðŁļĢ",
+ "pir an",
+ "lat el",
+ "uc n",
+ "trou bad",
+ "ra ine",
+ "fierc ely",
+ "learn english",
+ "lea se",
+ "wex mondays",
+ "em it",
+ "dray ton",
+ "bur rell",
+ "scuba diving",
+ "hol ler",
+ "dr u",
+ "clo cked",
+ "w ral",
+ "ap ro",
+ "trans lucent",
+ "w bo",
+ "patri arch",
+ "mo ja",
+ "lan nister",
+ "fish ery",
+ "ne derland",
+ "mil dly",
+ "mi rai",
+ "ma ko",
+ "ja p",
+ "ðŁĺ©ðŁĺ© ðŁĺ©",
+ "pro statec",
+ "p anna",
+ "ar ama",
+ "under taking",
+ "tomp kins",
+ "ne op",
+ "soli ds",
+ "sav oury",
+ "e ames",
+ "cut lery",
+ "wood bridge",
+ "steam er",
+ "ri zzo",
+ "wild cat",
+ "rat na",
+ "lamin ated",
+ "kin eni",
+ "jal ap",
+ "ai des",
+ "acknowle dges",
+ "?! ?!?!",
+ "! ðŁİī",
+ "w afc",
+ "mag gio",
+ "ha ves",
+ "dar je",
+ "of i",
+ "gr il",
+ "v asi",
+ "bru x",
+ "mo hd",
+ "fake speare",
+ "arn old",
+ "r mb",
+ "for be",
+ "wal leye",
+ "ro di",
+ "therapeu tics",
+ "strate gi",
+ "ob ste",
+ "mu dder",
+ "download able",
+ "dd ings",
+ "d ca",
+ "asi angames",
+ "campe on",
+ "appropri ation",
+ "th century",
+ "ram atta",
+ "dra ped",
+ "bul lion",
+ "mu c",
+ "one x",
+ "se greg",
+ "ophel ia",
+ "bod ily",
+ "âĿ¤ ðŁĺį",
+ "wi zar",
+ "te ased",
+ "ade my",
+ "to id",
+ "sur a",
+ "lazar us",
+ "sn ickers",
+ "ma se",
+ "lo h",
+ "bow ed",
+ "bibli o",
+ "x change",
+ "har lan",
+ "gho shal",
+ "flavor ful",
+ "bha gat",
+ "alle z",
+ "whiche ver",
+ "ten stein",
+ "disc er",
+ "organ iser",
+ "mt g",
+ "dream liner",
+ "t se",
+ "hok kaido",
+ "mo k",
+ "indulg ent",
+ "hick man",
+ "blin ded",
+ "al yn",
+ "aaa ah",
+ "sp ool",
+ "lough borough",
+ "inter pret",
+ "et v",
+ "aristo tle",
+ "optimi zing",
+ "avici i",
+ "madu rai",
+ "ju li",
+ "naw az",
+ "mat chups",
+ "ab ide",
+ "paint ing",
+ "w elling",
+ "vel i",
+ "octag on",
+ "in scribed",
+ "po king",
+ "plac er",
+ "life cycle",
+ "kili g",
+ "g sp",
+ "eli ves",
+ "cle ments",
+ "na sheed",
+ "me sut",
+ "incarcer ated",
+ "dist illed",
+ "wal ang",
+ "delic acy",
+ "del gado",
+ "che z",
+ "ch ita",
+ "ad ero",
+ "tu x",
+ "pati l",
+ "o do",
+ "abh cosmetics",
+ "tv c",
+ "p bc",
+ "in accurate",
+ "hardwork paysoff",
+ "ball er",
+ "quot ation",
+ "merchandi sing",
+ "ga stri",
+ "defen ses",
+ "dro gba",
+ "bex hill",
+ "ban kno",
+ "win ona",
+ "si eg",
+ "p gs",
+ "hahah ha",
+ "agu chi",
+ "su bram",
+ "mirac le",
+ "de sch",
+ "li bre",
+ "ba cher",
+ "ent ine",
+ "bbcra di",
+ "lou dest",
+ "r ps",
+ "pi erc",
+ "fr yer",
+ "storm trooper",
+ "rafael nadal",
+ "pas co",
+ "exhau stion",
+ "epic onetsy",
+ "rc tid",
+ "kel lie",
+ "ga ines",
+ "d bz",
+ "sm riti",
+ "s bridge",
+ "lim ited",
+ "cla w",
+ "technic al",
+ "bio graphical",
+ "ado red",
+ "ภ°",
+ "exclu de",
+ "ac adia",
+ "key boards",
+ "fur man",
+ "so ca",
+ "sur u",
+ "ni ps",
+ "sw aps",
+ "server less",
+ "run e",
+ "pu ffy",
+ "north ampton",
+ "nish ings",
+ "hen der",
+ "cartri dges",
+ "gun shot",
+ "ðŁĵ ¹",
+ "fil ament",
+ "respon dents",
+ "pey ton",
+ "mountaine er",
+ "mer ging",
+ "life span",
+ "intimid ation",
+ "p afc",
+ "nl wx",
+ "expan sive",
+ "pur r",
+ "f ck",
+ "ca e",
+ "at ti",
+ "tele thon",
+ "so hn",
+ "mend el",
+ "lo pes",
+ "dor i",
+ "un broken",
+ "te red",
+ "tast ings",
+ "in active",
+ "disin tegr",
+ "t assel",
+ "share the",
+ "pi ano",
+ "is lay",
+ "air space",
+ "z awa",
+ "ricci ardo",
+ "ming ton",
+ "fresh er",
+ "cur ry",
+ "re vs",
+ "pharo ah",
+ "h mv",
+ "exhilar ating",
+ "wh oo",
+ "lin kin",
+ "kri spy",
+ "competen cy",
+ "ste wards",
+ "ne bu",
+ "kat su",
+ "ad mins",
+ "baz ar",
+ "as ar",
+ "giving back",
+ "s summit",
+ "song z",
+ "lin us",
+ "raj kumar",
+ "farm ington",
+ "fanta sia",
+ "ðŁĺ´ ðŁĺ´",
+ "so bri",
+ "lis se",
+ "barry more",
+ "pri sm",
+ "blo b",
+ "sen ew",
+ "mono xide",
+ "exp ire",
+ "eigh teen",
+ "di pper",
+ "xi ao",
+ "kil t",
+ "hin ch",
+ "bbc sport",
+ "bam boo",
+ "p ter",
+ "ex al",
+ "ðŁ¦ ĭ",
+ "ham lin",
+ "expe ditions",
+ "star gazing",
+ "food security",
+ "wy lie",
+ "ul f",
+ "st ingly",
+ "on storm",
+ "lo eb",
+ "bro ome",
+ "bn ha",
+ "pancre atic",
+ "eli ve",
+ "!!!!!!!! !!!",
+ "ther apper",
+ "ortho pedic",
+ "avengers endgame",
+ "antit rust",
+ "ìļ °",
+ "go te",
+ "om d",
+ "off side",
+ "gy llen",
+ "win eries",
+ "white water",
+ "ad l",
+ "lu pita",
+ "exce eds",
+ "consi sted",
+ "chew bacca",
+ "ash leigh",
+ "nhl jets",
+ "is san",
+ "sh ld",
+ "hay at",
+ "cran berries",
+ "ðŁ¤ĺ ðŁı½",
+ "rock the",
+ "spring training",
+ "fall out",
+ "dairy free",
+ "wa j",
+ "un decided",
+ "so wn",
+ "rc n",
+ "north wales",
+ "htt r",
+ "fu mble",
+ "d its",
+ "comp elled",
+ "popu list",
+ "min ted",
+ "blan chett",
+ ". ''",
+ "pro pulsion",
+ "m illa",
+ "au berg",
+ "her tz",
+ "h ta",
+ "u daipur",
+ "serendip ity",
+ "azte cs",
+ "als ace",
+ "ðŁIJ ij",
+ "lu n",
+ "sho es",
+ "char li",
+ "gar za",
+ "ðŁĴ Ł",
+ "pro biotics",
+ "fox tv",
+ "ol is",
+ "mi ff",
+ "loc alized",
+ "diffu ser",
+ "si gue",
+ "fun ko",
+ "rend ous",
+ "ðŁĴ ij",
+ "jeky ll"
+ ]
+ }
+}
\ No newline at end of file
diff --git a/configs/tokenizer/tokenizer_config.json b/configs/tokenizer/tokenizer_config.json
new file mode 100644
index 0000000..702bb12
--- /dev/null
+++ b/configs/tokenizer/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,
+ "normalized": true,
+ "__type": "AddedToken"
+ },
+ "pad_token": "<|endoftext|>",
+ "add_prefix_space": false,
+ "errors": "replace",
+ "do_lower_case": true,
+ "name_or_path": "openai/clip-vit-base-patch32",
+ "model_max_length": 77,
+ "special_tokens_map_file": "./special_tokens_map.json",
+ "tokenizer_class": "CLIPTokenizer"
+}
diff --git a/configs/tokenizer/vocab.json b/configs/tokenizer/vocab.json
new file mode 100644
index 0000000..4297ea6
--- /dev/null
+++ b/configs/tokenizer/vocab.json
@@ -0,0 +1 @@
+{"!": 0, "\"": 1, "#": 2, "$": 3, "%": 4, "&": 5, "'": 6, "(": 7, ")": 8, "*": 9, "+": 10, ",": 11, "-": 12, ".": 13, "/": 14, "0": 15, "1": 16, "2": 17, "3": 18, "4": 19, "5": 20, "6": 21, "7": 22, "8": 23, "9": 24, ":": 25, ";": 26, "<": 27, "=": 28, ">": 29, "?": 30, "@": 31, "A": 32, "B": 33, "C": 34, "D": 35, "E": 36, "F": 37, "G": 38, "H": 39, "I": 40, "J": 41, "K": 42, "L": 43, "M": 44, "N": 45, "O": 46, "P": 47, "Q": 48, "R": 49, "S": 50, "T": 51, "U": 52, "V": 53, "W": 54, "X": 55, "Y": 56, "Z": 57, "[": 58, "\\": 59, "]": 60, "^": 61, "_": 62, "`": 63, "a": 64, "b": 65, "c": 66, "d": 67, "e": 68, "f": 69, "g": 70, "h": 71, "i": 72, "j": 73, "k": 74, "l": 75, "m": 76, "n": 77, "o": 78, "p": 79, "q": 80, "r": 81, "s": 82, "t": 83, "u": 84, "v": 85, "w": 86, "x": 87, "y": 88, "z": 89, "{": 90, "|": 91, "}": 92, "~": 93, "¡": 94, "¢": 95, "£": 96, "¤": 97, "¥": 98, "¦": 99, "§": 100, "¨": 101, "©": 102, "ª": 103, "«": 104, "¬": 105, "®": 106, "¯": 107, "°": 108, "±": 109, "²": 110, "³": 111, "´": 112, "µ": 113, "¶": 114, "·": 115, "¸": 116, "¹": 117, "º": 118, "»": 119, "¼": 120, "½": 121, "¾": 122, "¿": 123, "À": 124, "Á": 125, "Â": 126, "Ã": 127, "Ä": 128, "Å": 129, "Æ": 130, "Ç": 131, "È": 132, "É": 133, "Ê": 134, "Ë": 135, "Ì": 136, "Í": 137, "Î": 138, "Ï": 139, "Ð": 140, "Ñ": 141, "Ò": 142, "Ó": 143, "Ô": 144, "Õ": 145, "Ö": 146, "×": 147, "Ø": 148, "Ù": 149, "Ú": 150, "Û": 151, "Ü": 152, "Ý": 153, "Þ": 154, "ß": 155, "à": 156, "á": 157, "â": 158, "ã": 159, "ä": 160, "å": 161, "æ": 162, "ç": 163, "è": 164, "é": 165, "ê": 166, "ë": 167, "ì": 168, "í": 169, "î": 170, "ï": 171, "ð": 172, "ñ": 173, "ò": 174, "ó": 175, "ô": 176, "õ": 177, "ö": 178, "÷": 179, "ø": 180, "ù": 181, "ú": 182, "û": 183, "ü": 184, "ý": 185, "þ": 186, "ÿ": 187, "Ā": 188, "ā": 189, "Ă": 190, "ă": 191, "Ą": 192, "ą": 193, "Ć": 194, "ć": 195, "Ĉ": 196, "ĉ": 197, "Ċ": 198, "ċ": 199, "Č": 200, "č": 201, "Ď": 202, "ď": 203, "Đ": 204, "đ": 205, "Ē": 206, "ē": 207, "Ĕ": 208, "ĕ": 209, "Ė": 210, "ė": 211, "Ę": 212, "ę": 213, "Ě": 214, "ě": 215, "Ĝ": 216, "ĝ": 217, "Ğ": 218, "ğ": 219, "Ġ": 220, "ġ": 221, "Ģ": 222, "ģ": 223, "Ĥ": 224, "ĥ": 225, "Ħ": 226, "ħ": 227, "Ĩ": 228, "ĩ": 229, "Ī": 230, "ī": 231, "Ĭ": 232, "ĭ": 233, "Į": 234, "į": 235, "İ": 236, "ı": 237, "IJ": 238, "ij": 239, "Ĵ": 240, "ĵ": 241, "Ķ": 242, "ķ": 243, "ĸ": 244, "Ĺ": 245, "ĺ": 246, "Ļ": 247, "ļ": 248, "Ľ": 249, "ľ": 250, "Ŀ": 251, "ŀ": 252, "Ł": 253, "ł": 254, "Ń": 255, "!": 256, "\"": 257, "#": 258, "$": 259, "%": 260, "&": 261, "'": 262, "(": 263, ")": 264, "*": 265, "+": 266, ",": 267, "-": 268, ".": 269, "/": 270, "0": 271, "1": 272, "2": 273, "3": 274, "4": 275, "5": 276, "6": 277, "7": 278, "8": 279, "9": 280, ":": 281, ";": 282, "<": 283, "=": 284, ">": 285, "?": 286, "@": 287, "A": 288, "B": 289, "C": 290, "D": 291, "E": 292, "F": 293, "G": 294, "H": 295, "I": 296, "J": 297, "K": 298, "L": 299, "M": 300, "N": 301, "O": 302, "P": 303, "Q": 304, "R": 305, "S": 306, "T": 307, "U": 308, "V": 309, "W": 310, "X": 311, "Y": 312, "Z": 313, "[": 314, "\\": 315, "]": 316, "^": 317, "_": 318, "`": 319, "a": 320, "b": 321, "c": 322, "d": 323, "e": 324, "f": 325, "g": 326, "h": 327, "i": 328, "j": 329, "k": 330, "l": 331, "m": 332, "n": 333, "o": 334, "p": 335, "q": 336, "r": 337, "s": 338, "t": 339, "u": 340, "v": 341, "w": 342, "x": 343, "y": 344, "z": 345, "{": 346, "|": 347, "}": 348, "~": 349, "¡": 350, "¢": 351, "£": 352, "¤": 353, "¥": 354, "¦": 355, "§": 356, "¨": 357, "©": 358, "ª": 359, "«": 360, "¬": 361, "®": 362, "¯": 363, "°": 364, "±": 365, "²": 366, "³": 367, "´": 368, "µ": 369, "¶": 370, "·": 371, "¸": 372, "¹": 373, "º": 374, "»": 375, "¼": 376, "½": 377, "¾": 378, "¿": 379, "À": 380, "Á": 381, "Â": 382, "Ã": 383, "Ä": 384, "Å": 385, "Æ": 386, "Ç": 387, "È": 388, "É": 389, "Ê": 390, "Ë": 391, "Ì": 392, "Í": 393, "Î": 394, "Ï": 395, "Ð": 396, "Ñ": 397, "Ò": 398, "Ó": 399, "Ô": 400, "Õ": 401, "Ö": 402, "×": 403, "Ø": 404, "Ù": 405, "Ú": 406, "Û": 407, "Ü": 408, "Ý": 409, "Þ": 410, "ß": 411, "à": 412, "á": 413, "â": 414, "ã": 415, "ä": 416, "å": 417, "æ": 418, "ç": 419, "è": 420, "é": 421, "ê": 422, "ë": 423, "ì": 424, "í": 425, "î": 426, "ï": 427, "ð": 428, "ñ": 429, "ò": 430, "ó": 431, "ô": 432, "õ": 433, "ö": 434, "÷": 435, "ø": 436, "ù": 437, "ú": 438, "û": 439, "ü": 440, "ý": 441, "þ": 442, "ÿ": 443, "Ā": 444, "ā": 445, "Ă": 446, "ă": 447, "Ą": 448, "ą": 449, "Ć": 450, "ć": 451, "Ĉ": 452, "ĉ": 453, "Ċ": 454, "ċ": 455, "Č": 456, "č": 457, "Ď": 458, "ď": 459, "Đ": 460, "đ": 461, "Ē": 462, "ē": 463, "Ĕ": 464, "ĕ": 465, "Ė": 466, "ė": 467, "Ę": 468, "ę": 469, "Ě": 470, "ě": 471, "Ĝ": 472, "ĝ": 473, "Ğ": 474, "ğ": 475, "Ġ": 476, "ġ": 477, "Ģ": 478, "ģ": 479, "Ĥ": 480, "ĥ": 481, "Ħ": 482, "ħ": 483, "Ĩ": 484, "ĩ": 485, "Ī": 486, "ī": 487, "Ĭ": 488, "ĭ": 489, "Į": 490, "į": 491, "İ": 492, "ı": 493, "IJ": 494, "ij": 495, "Ĵ": 496, "ĵ": 497, "Ķ": 498, "ķ": 499, "ĸ": 500, "Ĺ": 501, "ĺ": 502, "Ļ": 503, "ļ": 504, "Ľ": 505, "ľ": 506, "Ŀ": 507, "ŀ": 508, "Ł": 509, "ł": 510, "Ń": 511, "in": 512, "th": 513, "an": 514, "re": 515, "ar": 516, "er": 517, "the": 518, "ing": 519, "ou": 520, "on": 521, "st": 522, "or": 523, "en": 524, "on": 525, "al": 526, "at": 527, "er": 528, "it": 529, "in": 530, "to": 531, "ro": 532, "is": 533, "le": 534, "ic": 535, "at": 536, "and": 537, "ed": 538, "of": 539, "ch": 540, "or": 541, "es": 542, "il": 543, "el": 544, "st": 545, "ac": 546, "om": 547, "am": 548, "lo": 549, "an": 550, "ay": 551, "sh": 552, "ri": 553, "li": 554, "ti": 555, "for": 556, "ne": 557, "ðŁ": 558, "ra": 559, "ha": 560, "de": 561, "ol": 562, "ve": 563, "si": 564, "ur": 565, "al": 566, "se": 567, "'s": 568, "un": 569, "di": 570, "be": 571, "la": 572, "wh": 573, "oo": 574, "day": 575, "en": 576, "ma": 577, "no": 578, "le": 579, "to": 580, "our": 581, "ir": 582, "gh": 583, "wit": 584, "it": 585, "yo": 586, "as": 587, "sp": 588, "this": 589, "ts": 590, "ati": 591, "you": 592, "with": 593, "ad": 594, "is": 595, "ab": 596, "ly": 597, "we": 598, "the": 599, "te": 600, "as": 601, "ag": 602, "vi": 603, "pp": 604, "su": 605, "ho": 606, "my": 607, "..": 608, "bu": 609, "com": 610, "se": 611, "ers": 612, "me": 613, "me": 614, "all": 615, "con": 616, "mo": 617, "ke": 618, "ge": 619, "out": 620, "ent": 621, "co": 622, "fe": 623, "ver": 624, "ar": 625, "fro": 626, "au": 627, "po": 628, "ce": 629, "ght": 630, "are": 631, "ss": 632, "from": 633, "ch": 634, "tr": 635, "oun": 636, "one": 637, "by": 638, "do": 639, "th": 640, "wor": 641, "ere": 642, "ke": 643, "pro": 644, "for": 645, "ds": 646, "bo": 647, "ta": 648, "we": 649, "go": 650, "he": 651, "ter": 652, "ing": 653, "de": 654, "be": 655, "ation": 656, "mor": 657, "ay": 658, "ex": 659, "ill": 660, "pe": 661, "ks": 662, "sc": 663, "lu": 664, "fu": 665, "qu": 666, "ver": 667, "ðŁĺ": 668, "ju": 669, "mu": 670, "ate": 671, "and": 672, "ve": 673, "king": 674, "mar": 675, "op": 676, "hi": 677, "...": 678, "pre": 679, "ad": 680, "ru": 681, "that": 682, "jo": 683, "of": 684, "ce": 685, "new": 686, "am": 687, "ap": 688, "gre": 689, "ss": 690, "du": 691, "now": 692, "ye": 693, "ting": 694, "your": 695, "ity": 696, "ni": 697, "ci": 698, "par": 699, "gu": 700, "fi": 701, "af": 702, "per": 703, "ter": 704, "up": 705, "so": 706, "gi": 707, "ons": 708, "gr": 709, "ge": 710, "br": 711, "pl": 712, "'t": 713, "mi": 714, "ine": 715, "wee": 716, "bi": 717, "us": 718, "sho": 719, "have": 720, "today": 721, "av": 722, "man": 723, "ent": 724, "ack": 725, "ure": 726, "our": 727, "âĢ": 728, "cu": 729, "ld": 730, "loo": 731, "im": 732, "ice": 733, "som": 734, "fin": 735, "red": 736, "ren": 737, "ood": 738, "was": 739, "tion": 740, "pi": 741, "ir": 742, "ther": 743, "ty": 744, "ph": 745, "ard": 746, "ec": 747, "!!": 748, "mon": 749, "more": 750, "will": 751, "tra": 752, "can": 753, "col": 754, "pu": 755, "te": 756, "wn": 757, "mb": 758, "so": 759, "iti": 760, "just": 761, "ning": 762, "here": 763, "tu": 764, "pa": 765, "pr": 766, "but": 767, "what": 768, "ally": 769, "fir": 770, "min": 771, 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48849, "rith": 48850, "gills": 48851, "dres": 48852, "barton": 48853, "authorization": 48854, "imperialism": 48855, "homeof": 48856, "todo": 48857, "footpath": 48858, "bandwidth": 48859, "visitspain": 48860, "mohsin": 48861, "erupted": 48862, "miki": 48863, "insignia": 48864, "mikel": 48865, "ssh": 48866, "gera": 48867, "bankholiday": 48868, "awan": 48869, "tweak": 48870, "starcraft": 48871, "eal": 48872, "construction": 48873, "skeletons": 48874, "leep": 48875, "inem": 48876, "barclay": 48877, "shipwreck": 48878, "monsieur": 48879, "yoh": 48880, "ront": 48881, "formative": 48882, "sero": 48883, "lep": 48884, "horseman": 48885, "hoosier": 48886, "hazmat": 48887, "cylinders": 48888, "centi": 48889, "ðŁĴ¥ðŁĴ¥ðŁĴ¥": 48890, "reem": 48891, "naire": 48892, "musically": 48893, "grasshopper": 48894, "estonian": 48895, "terminology": 48896, "romain": 48897, "bloggerrt": 48898, "toxin": 48899, "stance": 48900, "cultivated": 48901, "anast": 48902, "ðŁIJį": 48903, "shimano": 48904, "gopher": 48905, "enei": 48906, "recyclable": 48907, "gamification": 48908, "fightfor": 48909, "cq": 48910, "avocados": 48911, "keys": 48912, "elike": 48913, "glycer": 48914, "shakur": 48915, "mobilization": 48916, "galley": 48917, "explain": 48918, "exchanged": 48919, "peth": 48920, "obedience": 48921, "illage": 48922, "ennis": 48923, "ãĥŀ": 48924, "wiv": 48925, "wallabies": 48926, "maar": 48927, "igers": 48928, "fintech": 48929, "finalized": 48930, "woj": 48931, "meaningless": 48932, "infield": 48933, "onnaise": 48934, "eet": 48935, "bronte": 48936, "passages": 48937, "ðŁij§": 48938, "strickland": 48939, "northernlights": 48940, "lomond": 48941, "htc": 48942, "wray": 48943, "shifter": 48944, "dialog": 48945, "ðŁįį": 48946, ">>>>>>": 48947, "teatime": 48948, "stech": 48949, "sichuan": 48950, "quill": 48951, "franca": 48952, "complementary": 48953, "barrington": 48954, "marcus": 48955, "malam": 48956, "goooo": 48957, "forsa": 48958, "electra": 48959, "afs": 48960, "âĹĨ": 48961, "trife": 48962, "snazzy": 48963, "folia": 48964, "andolan": 48965, "afterdark": 48966, "woodson": 48967, "strade": 48968, "littlest": 48969, "ogun": 48970, "conwy": 48971, "cowards": 48972, "ðŁĺĤðŁĺĤðŁĺĤðŁĺĤðŁĺĤðŁĺĤðŁĺĤ": 48973, "íĬ¸": 48974, "seul": 48975, "murphy": 48976, "dunks": 48977, "kapilshar": 48978, "joachim": 48979, "womack": 48980, "equality": 48981, "averages": 48982, "aine": 48983, "ðŁ¦Ī": 48984, "tacular": 48985, "disability": 48986, "uked": 48987, "midcentury": 48988, "barthol": 48989, "teasers": 48990, "tabern": 48991, "njcaa": 48992, "spout": 48993, "opi": 48994, "kubball": 48995, "blom": 48996, "soar": 48997, "populism": 48998, "methyl": 48999, "ðŁijĬðŁı¼": 49000, "ospre": 49001, "aloils": 49002, "ðŁĵĸ": 49003, "ðŁĮļ": 49004, "xer": 49005, "spilling": 49006, "publica": 49007, "cardam": 49008, "adish": 49009, "sacha": 49010, "pkg": 49011, "buda": 49012, "lyricist": 49013, "ibc": 49014, "grump": 49015, "hover": 49016, "halep": 49017, "antibody": 49018, "anemone": 49019, "âĻ¥âĻ¥âĻ¥âĻ¥": 49020, "mcl": 49021, "lithograph": 49022, "ccu": 49023, "sfest": 49024, "pathic": 49025, "callister": 49026, "ottawa": 49027, "gunsn": 49028, "rutger": 49029, "halibut": 49030, "envision": 49031, "differentiate": 49032, "ðŁļĢðŁļĢ": 49033, "piran": 49034, "latel": 49035, "ucn": 49036, "troubad": 49037, "raine": 49038, "fiercely": 49039, "learnenglish": 49040, "lease": 49041, "wexmondays": 49042, "emit": 49043, "drayton": 49044, "burrell": 49045, "scubadiving": 49046, "holler": 49047, "dru": 49048, "clocked": 49049, "wral": 49050, "apro": 49051, "translucent": 49052, "wbo": 49053, "patriarch": 49054, "moja": 49055, "lannister": 49056, "fishery": 49057, "nederland": 49058, "mildly": 49059, "mirai": 49060, "mako": 49061, "jap": 49062, "ðŁĺ©ðŁĺ©ðŁĺ©": 49063, "prostatec": 49064, "panna": 49065, "arama": 49066, "undertaking": 49067, "tompkins": 49068, "neop": 49069, "solids": 49070, "savoury": 49071, "eames": 49072, "cutlery": 49073, "woodbridge": 49074, "steamer": 49075, "rizzo": 49076, "wildcat": 49077, "ratna": 49078, "laminated": 49079, "kineni": 49080, "jalap": 49081, "aides": 49082, "acknowledges": 49083, "?!?!?!": 49084, "!ðŁİī": 49085, "wafc": 49086, "maggio": 49087, "haves": 49088, "darje": 49089, "ofi": 49090, "gril": 49091, "vasi": 49092, "brux": 49093, "mohd": 49094, "fakespeare": 49095, "arnold": 49096, "rmb": 49097, "forbe": 49098, "walleye": 49099, "rodi": 49100, "therapeutics": 49101, "strategi": 49102, "obste": 49103, "mudder": 49104, "downloadable": 49105, "ddings": 49106, "dca": 49107, "asiangames": 49108, "campeon": 49109, "appropriation": 49110, "thcentury": 49111, "ramatta": 49112, "draped": 49113, "bullion": 49114, "muc": 49115, "onex": 49116, "segreg": 49117, "ophelia": 49118, "bodily": 49119, "âĿ¤ðŁĺį": 49120, "wizar": 49121, "teased": 49122, "ademy": 49123, "toid": 49124, "sura": 49125, "lazarus": 49126, "snickers": 49127, "mase": 49128, "loh": 49129, "bowed": 49130, "biblio": 49131, "xchange": 49132, "harlan": 49133, "ghoshal": 49134, "flavorful": 49135, "bhagat": 49136, "allez": 49137, "whichever": 49138, "tenstein": 49139, "discer": 49140, "organiser": 49141, "mtg": 49142, "dreamliner": 49143, "tse": 49144, "hokkaido": 49145, "mok": 49146, "indulgent": 49147, "hickman": 49148, "blinded": 49149, "alyn": 49150, "aaaah": 49151, "spool": 49152, "loughborough": 49153, "interpret": 49154, "etv": 49155, "aristotle": 49156, "optimizing": 49157, "avicii": 49158, "madurai": 49159, "juli": 49160, "nawaz": 49161, "matchups": 49162, "abide": 49163, "painting": 49164, "welling": 49165, "veli": 49166, "octagon": 49167, "inscribed": 49168, "poking": 49169, "placer": 49170, "lifecycle": 49171, "kilig": 49172, "gsp": 49173, "elives": 49174, "clements": 49175, "nasheed": 49176, "mesut": 49177, "incarcerated": 49178, "distilled": 49179, "walang": 49180, "delicacy": 49181, "delgado": 49182, "chez": 49183, "chita": 49184, "adero": 49185, "tux": 49186, "patil": 49187, "odo": 49188, "abhcosmetics": 49189, "tvc": 49190, "pbc": 49191, "inaccurate": 49192, "hardworkpaysoff": 49193, "baller": 49194, "quotation": 49195, "merchandising": 49196, "gastri": 49197, "defenses": 49198, "drogba": 49199, "bexhill": 49200, "bankno": 49201, "winona": 49202, "sieg": 49203, "pgs": 49204, "hahahha": 49205, "aguchi": 49206, "subram": 49207, "miracle": 49208, "desch": 49209, "libre": 49210, "bacher": 49211, "entine": 49212, "bbcradi": 49213, "loudest": 49214, "rps": 49215, "pierc": 49216, "fryer": 49217, "stormtrooper": 49218, "rafaelnadal": 49219, "pasco": 49220, "exhaustion": 49221, "epiconetsy": 49222, "rctid": 49223, "kellie": 49224, "gaines": 49225, "dbz": 49226, "smriti": 49227, "sbridge": 49228, "limited": 49229, "claw": 49230, "technical": 49231, "biographical": 49232, "adored": 49233, "ะ": 49234, "exclude": 49235, "acadia": 49236, "keyboards": 49237, "furman": 49238, "soca": 49239, "suru": 49240, "nips": 49241, "swaps": 49242, "serverless": 49243, "rune": 49244, "puffy": 49245, "northampton": 49246, "nishings": 49247, "hender": 49248, "cartridges": 49249, "gunshot": 49250, "ðŁĵ¹": 49251, "filament": 49252, "respondents": 49253, "peyton": 49254, "mountaineer": 49255, "merging": 49256, "lifespan": 49257, "intimidation": 49258, "pafc": 49259, "nlwx": 49260, "expansive": 49261, "purr": 49262, "fck": 49263, "cae": 49264, "atti": 49265, "telethon": 49266, "sohn": 49267, "mendel": 49268, "lopes": 49269, "dori": 49270, "unbroken": 49271, "tered": 49272, "tastings": 49273, "inactive": 49274, "disintegr": 49275, "tassel": 49276, "sharethe": 49277, "piano": 49278, "islay": 49279, "airspace": 49280, "zawa": 49281, "ricciardo": 49282, "mington": 49283, "fresher": 49284, "curry": 49285, "revs": 49286, "pharoah": 49287, "hmv": 49288, "exhilarating": 49289, "whoo": 49290, "linkin": 49291, "krispy": 49292, "competency": 49293, "stewards": 49294, "nebu": 49295, "katsu": 49296, "admins": 49297, "bazar": 49298, "asar": 49299, "givingback": 49300, "ssummit": 49301, "songz": 49302, "linus": 49303, "rajkumar": 49304, "farmington": 49305, "fantasia": 49306, "ðŁĺ´ðŁĺ´": 49307, "sobri": 49308, "lisse": 49309, "barrymore": 49310, "prism": 49311, "blob": 49312, "senew": 49313, "monoxide": 49314, "expire": 49315, "eighteen": 49316, "dipper": 49317, "xiao": 49318, "kilt": 49319, "hinch": 49320, "bbcsport": 49321, "bamboo": 49322, "pter": 49323, "exal": 49324, "ðŁ¦ĭ": 49325, "hamlin": 49326, "expeditions": 49327, "stargazing": 49328, "foodsecurity": 49329, "wylie": 49330, "ulf": 49331, "stingly": 49332, "onstorm": 49333, "loeb": 49334, "broome": 49335, "bnha": 49336, "pancreatic": 49337, "elive": 49338, "!!!!!!!!!!!": 49339, "therapper": 49340, "orthopedic": 49341, "avengersendgame": 49342, "antitrust": 49343, "ìļ°": 49344, "gote": 49345, "omd": 49346, "offside": 49347, "gyllen": 49348, "wineries": 49349, "whitewater": 49350, "adl": 49351, "lupita": 49352, "exceeds": 49353, "consisted": 49354, "chewbacca": 49355, "ashleigh": 49356, "nhljets": 49357, "issan": 49358, "shld": 49359, "hayat": 49360, "cranberries": 49361, "ðŁ¤ĺðŁı½": 49362, "rockthe": 49363, "springtraining": 49364, "fallout": 49365, "dairyfree": 49366, "waj": 49367, "undecided": 49368, "sown": 49369, "rcn": 49370, "northwales": 49371, "httr": 49372, "fumble": 49373, "dits": 49374, "compelled": 49375, "populist": 49376, "minted": 49377, "blanchett": 49378, ".''": 49379, "propulsion": 49380, "milla": 49381, "auberg": 49382, "hertz": 49383, "hta": 49384, "udaipur": 49385, "serendipity": 49386, "aztecs": 49387, "alsace": 49388, "ðŁIJij": 49389, "lun": 49390, "shoes": 49391, "charli": 49392, "garza": 49393, "ðŁĴŁ": 49394, "probiotics": 49395, "foxtv": 49396, "olis": 49397, "miff": 49398, "localized": 49399, "diffuser": 49400, "sigue": 49401, "funko": 49402, "rendous": 49403, "ðŁĴij": 49404, "jekyll": 49405, "<|startoftext|>": 49406, "<|endoftext|>": 49407}
\ No newline at end of file
diff --git a/configs/tokenizer_config.json b/configs/tokenizer_config.json
new file mode 100755
index 0000000..5ba7bf7
--- /dev/null
+++ b/configs/tokenizer_config.json
@@ -0,0 +1,34 @@
+{
+ "add_prefix_space": false,
+ "bos_token": {
+ "__type": "AddedToken",
+ "content": "<|startoftext|>",
+ "lstrip": false,
+ "normalized": true,
+ "rstrip": false,
+ "single_word": false
+ },
+ "do_lower_case": true,
+ "eos_token": {
+ "__type": "AddedToken",
+ "content": "<|endoftext|>",
+ "lstrip": false,
+ "normalized": true,
+ "rstrip": false,
+ "single_word": false
+ },
+ "errors": "replace",
+ "model_max_length": 77,
+ "name_or_path": "openai/clip-vit-large-patch14",
+ "pad_token": "<|endoftext|>",
+ "special_tokens_map_file": "./special_tokens_map.json",
+ "tokenizer_class": "CLIPTokenizer",
+ "unk_token": {
+ "__type": "AddedToken",
+ "content": "<|endoftext|>",
+ "lstrip": false,
+ "normalized": true,
+ "rstrip": false,
+ "single_word": false
+ }
+}
diff --git a/configs/v1-inference.yaml b/configs/v1-inference.yaml
new file mode 100644
index 0000000..d4effe5
--- /dev/null
+++ b/configs/v1-inference.yaml
@@ -0,0 +1,70 @@
+model:
+ base_learning_rate: 1.0e-04
+ target: ldm.models.diffusion.ddpm.LatentDiffusion
+ params:
+ linear_start: 0.00085
+ linear_end: 0.0120
+ num_timesteps_cond: 1
+ log_every_t: 200
+ timesteps: 1000
+ first_stage_key: "jpg"
+ cond_stage_key: "txt"
+ image_size: 64
+ channels: 4
+ cond_stage_trainable: false # Note: different from the one we trained before
+ conditioning_key: crossattn
+ monitor: val/loss_simple_ema
+ scale_factor: 0.18215
+ use_ema: False
+
+ scheduler_config: # 10000 warmup steps
+ target: ldm.lr_scheduler.LambdaLinearScheduler
+ params:
+ warm_up_steps: [ 10000 ]
+ cycle_lengths: [ 10000000000000 ] # incredibly large number to prevent corner cases
+ f_start: [ 1.e-6 ]
+ f_max: [ 1. ]
+ f_min: [ 1. ]
+
+ unet_config:
+ target: ldm.modules.diffusionmodules.openaimodel.UNetModel
+ params:
+ image_size: 32 # unused
+ in_channels: 4
+ out_channels: 4
+ model_channels: 320
+ attention_resolutions: [ 4, 2, 1 ]
+ num_res_blocks: 2
+ channel_mult: [ 1, 2, 4, 4 ]
+ num_heads: 8
+ use_spatial_transformer: True
+ transformer_depth: 1
+ context_dim: 768
+ use_checkpoint: True
+ legacy: False
+
+ first_stage_config:
+ target: ldm.models.autoencoder.AutoencoderKL
+ params:
+ embed_dim: 4
+ monitor: val/rec_loss
+ ddconfig:
+ double_z: true
+ z_channels: 4
+ resolution: 256
+ in_channels: 3
+ out_ch: 3
+ ch: 128
+ ch_mult:
+ - 1
+ - 2
+ - 4
+ - 4
+ num_res_blocks: 2
+ attn_resolutions: []
+ dropout: 0.0
+ lossconfig:
+ target: torch.nn.Identity
+
+ cond_stage_config:
+ target: ldm.modules.encoders.modules.FrozenCLIPEmbedder
diff --git a/inference.py b/inference.py
new file mode 100644
index 0000000..79ef24b
--- /dev/null
+++ b/inference.py
@@ -0,0 +1,419 @@
+from pathlib import Path
+from typing import Any, Optional, Union
+
+import fire
+import gradio as gr
+import safetensors.torch
+import torch
+from diffusers import DPMSolverMultistepScheduler, StableDiffusionPipeline
+from torchvision.utils import save_image
+
+from model import ELLA, T5TextEmbedder
+
+
+class ELLAProxyUNet(torch.nn.Module):
+ def __init__(self, ella, unet):
+ super().__init__()
+ # In order to still use the diffusers pipeline, including various workaround
+
+ self.ella = ella
+ self.unet = unet
+ self.config = unet.config
+ self.dtype = unet.dtype
+ self.device = unet.device
+
+ self.flexible_max_length_workaround = None
+
+ def forward(
+ self,
+ sample: torch.FloatTensor,
+ timestep: Union[torch.Tensor, float, int],
+ encoder_hidden_states: torch.Tensor,
+ class_labels: Optional[torch.Tensor] = None,
+ timestep_cond: Optional[torch.Tensor] = None,
+ attention_mask: Optional[torch.Tensor] = None,
+ cross_attention_kwargs: Optional[dict[str, Any]] = None,
+ added_cond_kwargs: Optional[dict[str, torch.Tensor]] = None,
+ down_block_additional_residuals: Optional[tuple[torch.Tensor]] = None,
+ mid_block_additional_residual: Optional[torch.Tensor] = None,
+ down_intrablock_additional_residuals: Optional[tuple[torch.Tensor]] = None,
+ encoder_attention_mask: Optional[torch.Tensor] = None,
+ return_dict: bool = True,
+ ):
+ if self.flexible_max_length_workaround is not None:
+ time_aware_encoder_hidden_state_list = []
+ for i, max_length in enumerate(self.flexible_max_length_workaround):
+ time_aware_encoder_hidden_state_list.append(
+ self.ella(encoder_hidden_states[i : i + 1, :max_length], timestep)
+ )
+ # No matter how many tokens are text features, the ella output must be 64 tokens.
+ time_aware_encoder_hidden_states = torch.cat(
+ time_aware_encoder_hidden_state_list, dim=0
+ )
+ else:
+ time_aware_encoder_hidden_states = self.ella(
+ encoder_hidden_states, timestep
+ )
+
+ return self.unet(
+ sample=sample,
+ timestep=timestep,
+ encoder_hidden_states=time_aware_encoder_hidden_states,
+ class_labels=class_labels,
+ timestep_cond=timestep_cond,
+ attention_mask=attention_mask,
+ cross_attention_kwargs=cross_attention_kwargs,
+ added_cond_kwargs=added_cond_kwargs,
+ down_block_additional_residuals=down_block_additional_residuals,
+ mid_block_additional_residual=mid_block_additional_residual,
+ down_intrablock_additional_residuals=down_intrablock_additional_residuals,
+ encoder_attention_mask=encoder_attention_mask,
+ return_dict=return_dict,
+ )
+
+
+def generate_image_with_flexible_max_length(
+ pipe, t5_encoder, prompt, fixed_negative=False, output_type="pt", **pipe_kwargs
+):
+ device = pipe.device
+ dtype = pipe.dtype
+ prompt = [prompt] if isinstance(prompt, str) else prompt
+ batch_size = len(prompt)
+
+ prompt_embeds = t5_encoder(prompt, max_length=None).to(device, dtype)
+ negative_prompt_embeds = t5_encoder(
+ [""] * batch_size, max_length=128 if fixed_negative else None
+ ).to(device, dtype)
+
+ # diffusers pipeline concatenate `prompt_embeds` too early...
+ # https://github.com/huggingface/diffusers/blob/b6d7e31d10df675d86c6fe7838044712c6dca4e9/src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion.py#L913
+ pipe.unet.flexible_max_length_workaround = [
+ negative_prompt_embeds.size(1)
+ ] * batch_size + [prompt_embeds.size(1)] * batch_size
+
+ max_length = max([prompt_embeds.size(1), negative_prompt_embeds.size(1)])
+ b, _, d = prompt_embeds.shape
+ prompt_embeds = torch.cat(
+ [
+ prompt_embeds,
+ torch.zeros(
+ (b, max_length - prompt_embeds.size(1), d), device=device, dtype=dtype
+ ),
+ ],
+ dim=1,
+ )
+ negative_prompt_embeds = torch.cat(
+ [
+ negative_prompt_embeds,
+ torch.zeros(
+ (b, max_length - negative_prompt_embeds.size(1), d),
+ device=device,
+ dtype=dtype,
+ ),
+ ],
+ dim=1,
+ )
+
+ images = pipe(
+ prompt_embeds=prompt_embeds,
+ negative_prompt_embeds=negative_prompt_embeds,
+ **pipe_kwargs,
+ output_type=output_type,
+ ).images
+ pipe.unet.flexible_max_length_workaround = None
+ return images
+
+
+def load_ella(filename, device, dtype):
+ ella = ELLA()
+ safetensors.torch.load_model(ella, filename, strict=True)
+ ella.to(device, dtype=dtype)
+ return ella
+
+
+def load_ella_for_pipe(pipe, ella):
+ pipe.unet = ELLAProxyUNet(ella, pipe.unet)
+
+
+def offload_ella_for_pipe(pipe):
+ pipe.unet = pipe.unet.unet
+
+
+def generate_image_with_fixed_max_length(
+ pipe, t5_encoder, prompt, output_type="pt", **pipe_kwargs
+):
+ prompt = [prompt] if isinstance(prompt, str) else prompt
+
+ prompt_embeds = t5_encoder(prompt, max_length=128).to(pipe.device, pipe.dtype)
+ negative_prompt_embeds = t5_encoder([""] * len(prompt), max_length=128).to(
+ pipe.device, pipe.dtype
+ )
+
+ return pipe(
+ prompt_embeds=prompt_embeds,
+ negative_prompt_embeds=negative_prompt_embeds,
+ **pipe_kwargs,
+ output_type=output_type,
+ ).images
+
+
+def build_demo(ella_path, sd_path="runwayml/stable-diffusion-v1-5"):
+ pipe = StableDiffusionPipeline.from_pretrained(
+ sd_path,
+ torch_dtype=torch.float16,
+ safety_checker=None,
+ feature_extractor=None,
+ requires_safety_checker=False,
+ )
+ pipe = pipe.to("cuda")
+ pipe.scheduler = DPMSolverMultistepScheduler.from_config(pipe.scheduler.config)
+
+ ella = load_ella(ella_path, pipe.device, pipe.dtype)
+ t5_encoder = T5TextEmbedder().to(pipe.device, dtype=torch.float16)
+
+ def generate_images(
+ prompt, guidance_scale, seed, num_inference_steps, size=512, _batch_size=2
+ ):
+ print("#" * 50)
+ print(prompt)
+ load_ella_for_pipe(pipe, ella)
+ image_flexible = generate_image_with_flexible_max_length(
+ pipe,
+ t5_encoder,
+ [prompt] * _batch_size,
+ guidance_scale=guidance_scale,
+ num_inference_steps=num_inference_steps,
+ height=size,
+ width=size,
+ generator=[
+ torch.Generator(device="cuda").manual_seed(seed + i)
+ for i in range(_batch_size)
+ ],
+ output_type="pil",
+ )
+ offload_ella_for_pipe(pipe)
+
+ image_ori = pipe(
+ [prompt] * _batch_size,
+ output_type="pil",
+ guidance_scale=guidance_scale,
+ num_inference_steps=num_inference_steps,
+ height=size,
+ width=size,
+ generator=[
+ torch.Generator(device="cuda").manual_seed(seed + i)
+ for i in range(_batch_size)
+ ],
+ ).images
+
+ return image_ori, image_flexible
+
+ with gr.Blocks() as app:
+ gr.Markdown(
+ """
+ # ELLA-SD1.5 vs SD1.5
+
+ [ELLA Project](https://ella-diffusion.github.io/)
+
+ ## Notes
+
+ ** short prompt also works, but the result is much better after the caption is refined. **
+
+ ### Caption Refining with In Context Learning(ICL)
+
+ caption refining instruction example:
+ ```
+ Please generate the long prompt version of the short one according to the given examples. Long prompt version should consist of 3 to 5 sentences. Long prompt version must sepcify the color, shape, texture or spatial relation of the included objects. DO NOT generate sentences that describe any atmosphere!!!
+
+ Short: A calico cat with eyes closed is perched upon a Mercedes.
+ Long: a multicolored cat perched atop a shiny black car. the car is parked in front of a building with wooden walls and a green fence. the reflection of the car and the surrounding environment can be seen on the car's glossy surface.
+
+ Short: A boys sitting on a chair holding a video game remote.
+ Long: a young boy sitting on a chair, wearing a blue shirt and a baseball cap with the letter 'm'. he has a red medal around his neck and is holding a white game controller. behind him, there are two other individuals, one of whom is wearing a backpack. to the right of the boy, there's a blue trash bin with a sign that reads 'automatic party'.
+
+ Short: A man is on the bank of the water fishing.
+ Long: a serene waterscape where a person, dressed in a blue jacket and a red beanie, stands in shallow waters, fishing with a long rod. the calm waters are dotted with several sailboats anchored at a distance, and a mountain range can be seen in the background under a cloudy sky.
+
+ Short: A kitchen with a cluttered counter and wooden cabinets.
+ Long: a well-lit kitchen with wooden cabinets, a black and white checkered floor, and a refrigerator adorned with a floral decal on its side. the kitchen countertop holds various items, including a coffee maker, jars, and fruits.
+
+ Short: a racoon holding a shiny red apple over its head
+ ```
+
+ using: https://huggingface.co/spaces/Qwen/Qwen-72B-Chat-Demo
+ got: a mischievous raccoon standing on its hind legs, holding a bright red apple aloft in its furry paws. the apple shines brightly against the backdrop of a dense forest, with leaves rustling in the gentle breeze. a few scattered rocks can be seen on the ground beneath the raccoon's feet, while a gnarled tree trunk stands nearby.
+ """
+ )
+ with gr.Row():
+ input_caption = gr.Textbox(
+ value="A vivid red book with a smooth, matte cover lies next to a glossy yellow vase. The vase, with a slightly curved silhouette, stands on a dark wood table with a noticeable grain pattern. The book appears slightly worn at the edges, suggesting frequent use, while the vase holds a fresh array of multicolored wildflowers."
+ )
+ with gr.Column():
+ guidance_scale = gr.Slider(
+ minimum=1.0, maximum=16.0, value=10, label="guidance_scale"
+ )
+ seed = gr.Slider(
+ minimum=1000, maximum=2**20, value=1000, label="random seed"
+ )
+ num_inference_steps = gr.Slider(
+ minimum=15, maximum=100, value=25, label="num_inference_steps"
+ )
+
+ with gr.Row():
+ with gr.Column():
+ gr.Markdown(f"### ORIGINAL Stable Diffusion Model")
+ sd_output_image_gallery = gr.Gallery(columns=2, label="ORIGINAL SD")
+ with gr.Column():
+ gr.Markdown(f"### ELLA")
+ ella_output_image_gallery = gr.Gallery(columns=2, label="ELLA")
+ submit_button = gr.Button()
+
+ submit_button.click(
+ fn=generate_images,
+ inputs=[input_caption, guidance_scale, seed, num_inference_steps],
+ outputs=[sd_output_image_gallery, ella_output_image_gallery],
+ )
+
+ app.queue(concurrency_count=1, api_open=False)
+ app.launch(share=False)
+
+
+def main(save_folder, ella_path):
+ save_folder = Path(save_folder)
+ save_folder.mkdir(exist_ok=True)
+
+ pipe = StableDiffusionPipeline.from_pretrained(
+ "runwayml/stable-diffusion-v1-5",
+ torch_dtype=torch.float16,
+ safety_checker=None,
+ feature_extractor=None,
+ requires_safety_checker=False,
+ )
+ pipe = pipe.to("cuda")
+ pipe.scheduler = DPMSolverMultistepScheduler.from_config(pipe.scheduler.config)
+
+ ella = load_ella(ella_path, pipe.device, pipe.dtype)
+ t5_encoder = T5TextEmbedder().to(pipe.device, dtype=torch.float16)
+
+ # prompt from ViLG-300, PartiPrompts
+ # short prompt also works, but the result is much better after the caption is refined.
+
+ # caption refining instruction example:
+ # ```
+ # Please generate the long prompt version of the short one according to the given examples. Long prompt version should consist of 3 to 5 sentences. Long prompt version must sepcify the color, shape, texture or spatial relation of the included objects. DO NOT generate sentences that describe any atmosphere!!!
+ #
+ # Short: A calico cat with eyes closed is perched upon a Mercedes.
+ # Long: a multicolored cat perched atop a shiny black car. the car is parked in front of a building with wooden walls and a green fence. the reflection of the car and the surrounding environment can be seen on the car's glossy surface.
+ #
+ # Short: A boys sitting on a chair holding a video game remote.
+ # Long: a young boy sitting on a chair, wearing a blue shirt and a baseball cap with the letter 'm'. he has a red medal around his neck and is holding a white game controller. behind him, there are two other individuals, one of whom is wearing a backpack. to the right of the boy, there's a blue trash bin with a sign that reads 'automatic party'.
+ #
+ # Short: A man is on the bank of the water fishing.
+ # Long: a serene waterscape where a person, dressed in a blue jacket and a red beanie, stands in shallow waters, fishing with a long rod. the calm waters are dotted with several sailboats anchored at a distance, and a mountain range can be seen in the background under a cloudy sky.
+ #
+ # Short: A kitchen with a cluttered counter and wooden cabinets.
+ # Long: a well-lit kitchen with wooden cabinets, a black and white checkered floor, and a refrigerator adorned with a floral decal on its side. the kitchen countertop holds various items, including a coffee maker, jars, and fruits.
+ #
+ # Short: a racoon holding a shiny red apple over its head
+ # ```
+ #
+ # using: https://huggingface.co/spaces/Qwen/Qwen-72B-Chat-Demo
+ # got: a mischievous raccoon standing on its hind legs, holding a bright red apple aloft in its furry paws. the apple shines brightly against the backdrop of a dense forest, with leaves rustling in the gentle breeze. a few scattered rocks can be seen on the ground beneath the raccoon's feet, while a gnarled tree trunk stands nearby.
+
+ prompt_name_examples1 = [
+ ("crocodile_sweater", "Crocodile in a sweater"),
+ (
+ "crocodile_sweater-gpt4_refined_caption",
+ "a large, textured green crocodile lying comfortably on a patch of grass with a cute, knitted orange sweater enveloping its scaly body. Around its neck, the sweater features a whimsical pattern of blue and yellow stripes. In the background, a smooth, grey rock partially obscures the view of a small pond with lily pads floating on the surface.",
+ ),
+ ("red_book-yellow_vase", "A red book and a yellow vase."),
+ (
+ "red_book-yellow_vase-gpt4_refined_caption",
+ "A vivid red book with a smooth, matte cover lies next to a glossy yellow vase. The vase, with a slightly curved silhouette, stands on a dark wood table with a noticeable grain pattern. The book appears slightly worn at the edges, suggesting frequent use, while the vase holds a fresh array of multicolored wildflowers.",
+ ),
+ ("racoon_apple", "a racoon holding a shiny red apple over its head"),
+ (
+ "racoon_apple_Qwen-72B-Chat-refined",
+ "a mischievous raccoon standing on its hind legs, holding a bright red apple aloft in its furry paws. the apple shines brightly against the backdrop of a dense forest, with leaves rustling in the gentle breeze. a few scattered rocks can be seen on the ground beneath the raccoon's feet, while a gnarled tree trunk stands nearby.",
+ ),
+ ]
+
+ # hard example prompt.
+ prompt_name_examples2 = [
+ (
+ "falcon_chinese",
+ "a chinese man wearing a white shirt and a checkered headscarf, holds a large falcon near his shoulder. the falcon has dark feathers with a distinctive beak. the background consists of a clear sky and a fence, suggesting an outdoor setting, possibly a desert or arid region",
+ ),
+ (
+ "wombat",
+ "A close-up photo of a wombat wearing a red backpack and raising both arms in the air. Mount Rushmore is in the background",
+ ),
+ (
+ "bakkot_AstralCodexTen_2",
+ "An oil painting of a man in a factory looking at a cat wearing a top hat",
+ ),
+ ]
+
+ for name, prompt in prompt_name_examples1 + prompt_name_examples2:
+ print("#" * 80)
+ print(f'{name}: "{prompt}"')
+ _batch_size = 1
+ size = 512
+ seed = 1001
+ prompt = [prompt] * _batch_size
+
+ load_ella_for_pipe(pipe, ella)
+ image_flexible = generate_image_with_flexible_max_length(
+ pipe,
+ t5_encoder,
+ prompt,
+ guidance_scale=12,
+ num_inference_steps=50,
+ height=size,
+ width=size,
+ generator=[
+ torch.Generator(device="cuda").manual_seed(seed + i)
+ for i in range(_batch_size)
+ ],
+ )
+ image_fixed = generate_image_with_fixed_max_length(
+ pipe,
+ t5_encoder,
+ prompt,
+ guidance_scale=12,
+ num_inference_steps=50,
+ height=size,
+ width=size,
+ generator=[
+ torch.Generator(device="cuda").manual_seed(seed + i)
+ for i in range(_batch_size)
+ ],
+ )
+ offload_ella_for_pipe(pipe)
+
+ image_ori = pipe(
+ prompt,
+ output_type="pt",
+ guidance_scale=12,
+ num_inference_steps=50,
+ height=size,
+ width=size,
+ generator=[
+ torch.Generator(device="cuda").manual_seed(seed + i)
+ for i in range(_batch_size)
+ ],
+ ).images
+
+ print(f'save image at {save_folder / f"{name}.png"}')
+ print(
+ "original SD1.5\t|\tELLA-SD1.5(fixed token length)\t|\tELLA-SD1.5(flexible token length)"
+ )
+ save_image(
+ torch.cat([image_ori, image_fixed, image_flexible], dim=0),
+ save_folder / f"{name}.png",
+ nrow=3,
+ )
+
+
+if __name__ == "__main__":
+ fire.Fire(dict(test=main, demo=build_demo))
diff --git a/nodes.py b/nodes.py
new file mode 100644
index 0000000..5b36ba2
--- /dev/null
+++ b/nodes.py
@@ -0,0 +1,261 @@
+import os
+from contextlib import nullcontext
+import torch
+try:
+ from diffusers import (
+ DPMSolverMultistepScheduler,
+ EulerDiscreteScheduler,
+ EulerAncestralDiscreteScheduler,
+ AutoencoderKL,
+ LCMScheduler,
+ DDPMScheduler,
+ DEISMultistepScheduler,
+ PNDMScheduler,
+ UniPCMultistepScheduler
+ )
+ from diffusers.loaders.single_file_utils import (
+ convert_ldm_vae_checkpoint,
+ convert_ldm_unet_checkpoint,
+ create_vae_diffusers_config,
+ create_unet_diffusers_config,
+ create_text_encoder_from_ldm_clip_checkpoint
+ )
+except:
+ raise ImportError("Diffusers version too old. Please update to 0.26.0 minimum.")
+
+from .brushnet.pipeline_brushnet import StableDiffusionBrushNetPipeline
+from .brushnet.brushnet import BrushNetModel
+from .brushnet.unet_2d_condition import UNet2DConditionModel
+
+from omegaconf import OmegaConf
+from transformers import CLIPTokenizer
+import comfy.model_management as mm
+import comfy.utils
+import folder_paths
+
+script_directory = os.path.dirname(os.path.abspath(__file__))
+
+class brushnet_model_loader:
+ @classmethod
+ def INPUT_TYPES(s):
+ return {"required": {
+ "model": ("MODEL",),
+ "clip": ("CLIP",),
+ "vae": ("VAE",),
+ "brushnet_model": (
+ [
+ "brushnet_segmentation_mask",
+ "brushnet_random_mask",
+ ], {
+ "default": "brushnet_segmentation_mask"
+ }),
+ },
+ }
+
+ RETURN_TYPES = ("BRUSHNET",)
+ RETURN_NAMES = ("brushnet",)
+ FUNCTION = "loadmodel"
+ CATEGORY = "BrushNetWrapper"
+
+ def loadmodel(self, model, clip, vae, brushnet_model):
+ mm.soft_empty_cache()
+ dtype = mm.unet_dtype()
+ vae_dtype = mm.vae_dtype()
+ device = mm.get_torch_device()
+
+ custom_config = {
+ "model": model,
+ "vae": vae,
+ "clip": clip,
+ "brushnet_model": brushnet_model
+ }
+ if not hasattr(self, "model") or self.model == None or custom_config != self.current_config:
+ pbar = comfy.utils.ProgressBar(5)
+ self.current_config = custom_config
+
+ original_config = OmegaConf.load(os.path.join(script_directory, f"configs/v1-inference.yaml"))
+ brushnet_config = OmegaConf.load(os.path.join(script_directory, f"configs/brushnet_config.json"))
+
+ brushnet_model_folder = os.path.join(folder_paths.models_dir,"brushnet")
+ checkpoint_path = os.path.join(brushnet_model_folder, f"{brushnet_model}_fp16.safetensors")
+ print(f"Loading BrushNet from {checkpoint_path}")
+
+ if not os.path.exists(checkpoint_path):
+ print(f"Selected model: {checkpoint_path} not found, downloading...")
+ from huggingface_hub import snapshot_download
+ snapshot_download(repo_id="Kijai/BrushNet-fp16", allow_patterns=[f"*{brushnet_model}*"], local_dir=brushnet_model_folder, local_dir_use_symlinks=False)
+
+ brushnet = BrushNetModel(**brushnet_config)
+ brushnet_sd = comfy.utils.load_torch_file(checkpoint_path)
+ brushnet.load_state_dict(brushnet_sd)
+ brushnet.to(dtype)
+
+ clip_sd = None
+ load_models = [model]
+ load_models.append(clip.load_model())
+ clip_sd = clip.get_sd()
+
+ comfy.model_management.load_models_gpu(load_models)
+ sd = model.model.state_dict_for_saving(clip_sd, vae.get_sd(), None)
+
+ # 1. vae
+ converted_vae_config = create_vae_diffusers_config(original_config, image_size=512)
+ converted_vae = convert_ldm_vae_checkpoint(sd, converted_vae_config)
+ vae = AutoencoderKL(**converted_vae_config)
+ vae.load_state_dict(converted_vae, strict=False)
+
+ pbar.update(1)
+ # 2. unet
+ converted_unet_config = create_unet_diffusers_config(original_config, image_size=512)
+ converted_unet = convert_ldm_unet_checkpoint(sd, converted_unet_config)
+
+ unet = UNet2DConditionModel(**converted_unet_config)
+ unet.load_state_dict(converted_unet, strict=False)
+ unet = unet.to(device)
+
+ pbar.update(1)
+ # 3. text_model
+ print("loading text model")
+ text_encoder = create_text_encoder_from_ldm_clip_checkpoint("openai/clip-vit-large-patch14",sd)
+ scheduler_config = {
+ "num_train_timesteps": 1000,
+ "beta_start": 0.00085,
+ "beta_end": 0.012,
+ "beta_schedule": "scaled_linear",
+ "steps_offset": 1
+ }
+ # 4. tokenizer
+ tokenizer_path = os.path.join(script_directory, "configs/tokenizer")
+ tokenizer = CLIPTokenizer.from_pretrained(tokenizer_path)
+
+ scheduler=DPMSolverMultistepScheduler(**scheduler_config)
+ pbar.update(1)
+ del sd
+
+ pbar.update(1)
+
+ print("creating pipeline")
+
+ self.pipe = StableDiffusionBrushNetPipeline(
+ unet=unet,
+ vae=vae,
+ text_encoder=text_encoder,
+ tokenizer=tokenizer,
+ scheduler=scheduler,
+ brushnet=brushnet,
+ requires_safety_checker=False,
+ safety_checker=None,
+ feature_extractor=None
+ )
+ print("pipeline created")
+ pbar.update(1)
+
+ brushnet = {
+ "pipe": self.pipe,
+ }
+
+ return (brushnet,)
+
+class brushnet_sampler:
+ @classmethod
+ def INPUT_TYPES(s):
+ return {"required": {
+ "brushnet": ("BRUSHNET",),
+ "image": ("IMAGE",),
+ "mask": ("MASK",),
+ "steps": ("INT", {"default": 25, "min": 1, "max": 200, "step": 1}),
+ "guidance_scale": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 20.0, "step": 0.01}),
+ "seed": ("INT", {"default": 0, "min": 0, "max": 0xffffffffffffffff}),
+ "scheduler": (
+ [
+ "DPMSolverMultistepScheduler",
+ "DPMSolverMultistepScheduler_SDE_karras",
+ "DDPMScheduler",
+ "LCMScheduler",
+ "PNDMScheduler",
+ "DEISMultistepScheduler",
+ "EulerDiscreteScheduler",
+ "EulerAncestralDiscreteScheduler",
+ "UniPCMultistepScheduler"
+ ], {
+ "default": "UniPCMultistepScheduler"
+ }),
+ "prompt": ("STRING", {"multiline": True, "default": "caption",}),
+
+ },
+ }
+
+ RETURN_TYPES = ("IMAGE",)
+ RETURN_NAMES = ("images",)
+ FUNCTION = "process"
+ CATEGORY = "BrushNetWrapper"
+
+ def process(self, brushnet, image, mask, prompt, steps, guidance_scale, seed, scheduler):
+ device = mm.get_torch_device()
+ mm.unload_all_models()
+ mm.soft_empty_cache()
+ dtype = mm.unet_dtype()
+ pipe=brushnet["pipe"]
+ pipe.to(device, dtype=dtype)
+
+ scheduler_config = {
+ "num_train_timesteps": 1000,
+ "beta_start": 0.00085,
+ "beta_end": 0.012,
+ "beta_schedule": "scaled_linear",
+ "steps_offset": 1,
+ }
+ if scheduler == "DPMSolverMultistepScheduler":
+ noise_scheduler = DPMSolverMultistepScheduler(**scheduler_config)
+ elif scheduler == "DPMSolverMultistepScheduler_SDE_karras":
+ scheduler_config.update({"algorithm_type": "sde-dpmsolver++"})
+ scheduler_config.update({"use_karras_sigmas": True})
+ noise_scheduler = DPMSolverMultistepScheduler(**scheduler_config)
+ elif scheduler == "DDPMScheduler":
+ noise_scheduler = DDPMScheduler(**scheduler_config)
+ elif scheduler == "LCMScheduler":
+ noise_scheduler = LCMScheduler(**scheduler_config)
+ elif scheduler == "PNDMScheduler":
+ scheduler_config.update({"set_alpha_to_one": False})
+ scheduler_config.update({"trained_betas": None})
+ noise_scheduler = PNDMScheduler(**scheduler_config)
+ elif scheduler == "DEISMultistepScheduler":
+ noise_scheduler = DEISMultistepScheduler(**scheduler_config)
+ elif scheduler == "EulerDiscreteScheduler":
+ noise_scheduler = EulerDiscreteScheduler(**scheduler_config)
+ elif scheduler == "EulerAncestralDiscreteScheduler":
+ noise_scheduler = EulerAncestralDiscreteScheduler(**scheduler_config)
+ elif scheduler == "UniPCMultistepScheduler":
+ noise_scheduler = UniPCMultistepScheduler(**scheduler_config)
+ pipe.scheduler = noise_scheduler
+
+
+ image = image.permute(0, 3, 1, 2).to(device)
+ mask = mask.unsqueeze(0).to(device)
+ image = image * (1-mask)
+
+ autocast_condition = (dtype != torch.float32) and not mm.is_device_mps(device)
+ with torch.autocast(mm.get_autocast_device(device), dtype=dtype) if autocast_condition else nullcontext():
+ generator = torch.Generator(device).manual_seed(seed)
+ images = pipe(
+ prompt,
+ image=image,
+ mask=mask,
+ num_inference_steps=steps,
+ generator=generator,
+ brushnet_conditioning_scale=guidance_scale,
+ output_type="pt"
+ ).images
+
+ image_out = images.permute(0, 2, 3, 1).cpu().float()
+ return (image_out,)
+
+
+NODE_CLASS_MAPPINGS = {
+ "brushnet_model_loader": brushnet_model_loader,
+ "brushnet_sampler": brushnet_sampler,
+}
+NODE_DISPLAY_NAME_MAPPINGS = {
+ "brushnet_model_loader": "BrushNet Model Loader",
+ "brushnet_sampler": "BrushNet Sampler",
+}
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..a54eaa0
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,2 @@
+diffusers>=0.26.0
+omegaconf
\ No newline at end of file