From f84de1ecc83089205ecfd172f4b99221155ade71 Mon Sep 17 00:00:00 2001 From: Sander Land Date: Wed, 23 Jul 2025 12:49:51 +0200 Subject: [PATCH 1/6] Implement and update Unicode normalizer logic in Rust core, Python, and Node.js bindings --- bindings/node/index.d.ts | 132 ++++++++++-------- bindings/node/index.js | 31 ++-- bindings/node/src/normalizers.rs | 23 +++ .../py_src/tokenizers/normalizers/__init__.py | 1 + bindings/python/src/normalizers.rs | 25 +++- bindings/python/src/processors.rs | 3 + tokenizers/Cargo.toml | 1 + tokenizers/src/normalizers/mod.rs | 11 +- tokenizers/src/normalizers/unicode.rs | 62 ++++++++ 9 files changed, 223 insertions(+), 66 deletions(-) diff --git a/bindings/node/index.d.ts b/bindings/node/index.d.ts index 1252a2623..76c83037b 100644 --- a/bindings/node/index.d.ts +++ b/bindings/node/index.d.ts @@ -3,23 +3,23 @@ /* auto-generated by NAPI-RS */ -export function bpeDecoder(suffix?: string | undefined | null): Decoder -export function byteFallbackDecoder(): Decoder -export function ctcDecoder( +export declare function bpeDecoder(suffix?: string | undefined | null): Decoder +export declare function byteFallbackDecoder(): Decoder +export declare function ctcDecoder( padToken?: string = '', wordDelimiterToken?: string | undefined | null, cleanup?: boolean | undefined | null, ): Decoder -export function fuseDecoder(): Decoder -export function metaspaceDecoder( +export declare function fuseDecoder(): Decoder +export declare function metaspaceDecoder( replacement?: string = '▁', prependScheme?: prepend_scheme = 'always', split?: split = true, ): Decoder -export function replaceDecoder(pattern: string, content: string): Decoder -export function sequenceDecoder(decoders: Array): Decoder -export function stripDecoder(content: string, left: number, right: number): Decoder -export function wordPieceDecoder(prefix?: string = '##', cleanup?: bool = true): Decoder +export declare function replaceDecoder(pattern: string, content: string): Decoder +export declare function sequenceDecoder(decoders: Array): Decoder +export declare function stripDecoder(content: string, left: number, right: number): Decoder +export declare function wordPieceDecoder(prefix?: string = '##', cleanup?: bool = true): Decoder export const enum TruncationDirection { Left = 'Left', Right = 'Right', @@ -50,8 +50,8 @@ export interface UnigramOptions { unkId?: number byteFallback?: boolean } -export function prependNormalizer(prepend: string): Normalizer -export function stripAccentsNormalizer(): Normalizer +export declare function prependNormalizer(prepend: string): Normalizer +export declare function stripAccentsNormalizer(): Normalizer export interface BertNormalizerOptions { cleanText?: boolean handleChineseChars?: boolean @@ -66,17 +66,26 @@ export interface BertNormalizerOptions { * lowercase?: bool = true * }) */ -export function bertNormalizer(options?: BertNormalizerOptions | undefined | null): Normalizer -export function nfdNormalizer(): Normalizer -export function nfkdNormalizer(): Normalizer -export function nfcNormalizer(): Normalizer -export function nfkcNormalizer(): Normalizer -export function stripNormalizer(left?: boolean | undefined | null, right?: boolean | undefined | null): Normalizer -export function sequenceNormalizer(normalizers: Array): Normalizer -export function lowercase(): Normalizer -export function replace(pattern: string, content: string): Normalizer -export function nmt(): Normalizer -export function precompiled(bytes: Array): Normalizer +export declare function bertNormalizer(options?: BertNormalizerOptions | undefined | null): Normalizer +export declare function nfdNormalizer(): Normalizer +export declare function nfkdNormalizer(): Normalizer +export declare function nfcNormalizer(): Normalizer +export declare function nfkcNormalizer(): Normalizer +export declare function stripNormalizer( + left?: boolean | undefined | null, + right?: boolean | undefined | null, +): Normalizer +export declare function sequenceNormalizer(normalizers: Array): Normalizer +export declare function lowercase(): Normalizer +export declare function replace(pattern: string, content: string): Normalizer +export declare function nmt(): Normalizer +export declare function precompiled(bytes: Array): Normalizer +export interface UnicodeFilterOptions { + filterUnassigned?: boolean + filterPrivateUse?: boolean + filterSurrogate?: boolean +} +export declare function unicodeFilter(options?: UnicodeFilterOptions | undefined | null): Normalizer export const enum JsSplitDelimiterBehavior { Removed = 'Removed', Isolated = 'Isolated', @@ -85,38 +94,42 @@ export const enum JsSplitDelimiterBehavior { Contiguous = 'Contiguous', } /** byte_level(addPrefixSpace: bool = true, useRegex: bool = true) */ -export function byteLevelPreTokenizer( +export declare function byteLevelPreTokenizer( addPrefixSpace?: boolean | undefined | null, useRegex?: boolean | undefined | null, ): PreTokenizer -export function byteLevelAlphabet(): Array -export function whitespacePreTokenizer(): PreTokenizer -export function whitespaceSplitPreTokenizer(): PreTokenizer -export function bertPreTokenizer(): PreTokenizer -export function metaspacePreTokenizer( +export declare function byteLevelAlphabet(): Array +export declare function whitespacePreTokenizer(): PreTokenizer +export declare function whitespaceSplitPreTokenizer(): PreTokenizer +export declare function bertPreTokenizer(): PreTokenizer +export declare function metaspacePreTokenizer( replacement?: string = '▁', prependScheme?: prepend_scheme = 'always', split?: split = true, ): PreTokenizer -export function splitPreTokenizer(pattern: string, behavior: string, invert?: boolean | undefined | null): PreTokenizer -export function punctuationPreTokenizer(behavior?: string | undefined | null): PreTokenizer -export function sequencePreTokenizer(preTokenizers: Array): PreTokenizer -export function charDelimiterSplit(delimiter: string): PreTokenizer -export function digitsPreTokenizer(individualDigits?: boolean | undefined | null): PreTokenizer -export function bertProcessing(sep: [string, number], cls: [string, number]): Processor -export function robertaProcessing( +export declare function splitPreTokenizer( + pattern: string, + behavior: string, + invert?: boolean | undefined | null, +): PreTokenizer +export declare function punctuationPreTokenizer(behavior?: string | undefined | null): PreTokenizer +export declare function sequencePreTokenizer(preTokenizers: Array): PreTokenizer +export declare function charDelimiterSplit(delimiter: string): PreTokenizer +export declare function digitsPreTokenizer(individualDigits?: boolean | undefined | null): PreTokenizer +export declare function bertProcessing(sep: [string, number], cls: [string, number]): Processor +export declare function robertaProcessing( sep: [string, number], cls: [string, number], trimOffsets?: boolean | undefined | null, addPrefixSpace?: boolean | undefined | null, ): Processor -export function byteLevelProcessing(trimOffsets?: boolean | undefined | null): Processor -export function templateProcessing( +export declare function byteLevelProcessing(trimOffsets?: boolean | undefined | null): Processor +export declare function templateProcessing( single: string, pair?: string | undefined | null, specialTokens?: Array<[string, number]> | undefined | null, ): Processor -export function sequenceProcessing(processors: Array): Processor +export declare function sequenceProcessing(processors: Array): Processor export const enum PaddingDirection { Left = 0, Right = 1, @@ -149,14 +162,21 @@ export interface JsFromPretrainedParameters { revision?: string authToken?: string } -export function slice(s: string, beginIndex?: number | undefined | null, endIndex?: number | undefined | null): string -export function mergeEncodings(encodings: Array, growingOffsets?: boolean | undefined | null): Encoding +export declare function slice( + s: string, + beginIndex?: number | undefined | null, + endIndex?: number | undefined | null, +): string +export declare function mergeEncodings( + encodings: Array, + growingOffsets?: boolean | undefined | null, +): Encoding /** Decoder */ -export class Decoder { +export declare class Decoder { decode(tokens: Array): string } export type JsEncoding = Encoding -export class Encoding { +export declare class Encoding { constructor() getLength(): number getNSequences(): number @@ -183,41 +203,41 @@ export class Encoding { getSequenceIds(): Array tokenToSequence(token: number): number | null } -export class Model {} +export declare class Model {} export type Bpe = BPE -export class BPE { +export declare class BPE { static empty(): Model - static init(vocab: Vocab, merges: Merges, options?: BpeOptions | undefined | null): Model + static init(vocab: Record, merges: Merges, options?: BpeOptions | undefined | null): Model static fromFile(vocab: string, merges: string, options?: BpeOptions | undefined | null): Promise } -export class WordPiece { - static init(vocab: Vocab, options?: WordPieceOptions | undefined | null): Model +export declare class WordPiece { + static init(vocab: Record, options?: WordPieceOptions | undefined | null): Model static empty(): WordPiece static fromFile(vocab: string, options?: WordPieceOptions | undefined | null): Promise } -export class WordLevel { - static init(vocab: Vocab, options?: WordLevelOptions | undefined | null): Model +export declare class WordLevel { + static init(vocab: Record, options?: WordLevelOptions | undefined | null): Model static empty(): WordLevel static fromFile(vocab: string, options?: WordLevelOptions | undefined | null): Promise } -export class Unigram { +export declare class Unigram { static init(vocab: Array<[string, number]>, options?: UnigramOptions | undefined | null): Model static empty(): Model } /** Normalizer */ -export class Normalizer { +export declare class Normalizer { normalizeString(sequence: string): string } /** PreTokenizers */ -export class PreTokenizer { +export declare class PreTokenizer { preTokenizeString(sequence: string): [string, [number, number]][] } -export class Processor {} -export class AddedToken { +export declare class Processor {} +export declare class AddedToken { constructor(token: string, isSpecial: boolean, options?: AddedTokenOptions | undefined | null) getContent(): string } -export class Tokenizer { +export declare class Tokenizer { constructor(model: Model) setPreTokenizer(preTokenizer: PreTokenizer): void setDecoder(decoder: Decoder): void @@ -258,4 +278,4 @@ export class Tokenizer { addSpecialTokens?: boolean | undefined | null, ): Encoding } -export class Trainer {} +export declare class Trainer {} diff --git a/bindings/node/index.js b/bindings/node/index.js index 8832d9c04..f16904863 100644 --- a/bindings/node/index.js +++ b/bindings/node/index.js @@ -208,15 +208,28 @@ switch (platform) { } break case 'arm': - localFileExisted = existsSync(join(__dirname, 'tokenizers.linux-arm-gnueabihf.node')) - try { - if (localFileExisted) { - nativeBinding = require('./tokenizers.linux-arm-gnueabihf.node') - } else { - nativeBinding = require('tokenizers-linux-arm-gnueabihf') + if (isMusl()) { + localFileExisted = existsSync(join(__dirname, 'tokenizers.linux-arm-musleabihf.node')) + try { + if (localFileExisted) { + nativeBinding = require('./tokenizers.linux-arm-musleabihf.node') + } else { + nativeBinding = require('tokenizers-linux-arm-musleabihf') + } + } catch (e) { + loadError = e + } + } else { + localFileExisted = existsSync(join(__dirname, 'tokenizers.linux-arm-gnueabihf.node')) + try { + if (localFileExisted) { + nativeBinding = require('./tokenizers.linux-arm-gnueabihf.node') + } else { + nativeBinding = require('tokenizers-linux-arm-gnueabihf') + } + } catch (e) { + loadError = e } - } catch (e) { - loadError = e } break case 'riscv64': @@ -304,6 +317,7 @@ const { replace, nmt, precompiled, + unicodeFilter, JsSplitDelimiterBehavior, PreTokenizer, byteLevelPreTokenizer, @@ -363,6 +377,7 @@ module.exports.lowercase = lowercase module.exports.replace = replace module.exports.nmt = nmt module.exports.precompiled = precompiled +module.exports.unicodeFilter = unicodeFilter module.exports.JsSplitDelimiterBehavior = JsSplitDelimiterBehavior module.exports.PreTokenizer = PreTokenizer module.exports.byteLevelPreTokenizer = byteLevelPreTokenizer diff --git a/bindings/node/src/normalizers.rs b/bindings/node/src/normalizers.rs index f3009ed1f..ecb0b99f3 100644 --- a/bindings/node/src/normalizers.rs +++ b/bindings/node/src/normalizers.rs @@ -186,3 +186,26 @@ pub fn precompiled(bytes: Vec) -> Result { ))), }) } + +#[napi(object)] +#[derive(Default)] +#[allow(non_snake_case)] +pub struct UnicodeFilterOptions { + pub filterUnassigned: Option, + pub filterPrivateUse: Option, + pub filterSurrogate: Option, +} + +#[napi] +pub fn unicode_filter(options: Option) -> Normalizer { + let options = options.unwrap_or_default(); + let filter = tk::normalizers::UnicodeFilter::new( + options.filterUnassigned.unwrap_or(true), + options.filterPrivateUse.unwrap_or(true), + options.filterSurrogate.unwrap_or(true) + ); + + Normalizer { + normalizer: Some(Arc::new(RwLock::new(filter.into()))), + } +} diff --git a/bindings/python/py_src/tokenizers/normalizers/__init__.py b/bindings/python/py_src/tokenizers/normalizers/__init__.py index 86d233bd2..36e69a274 100644 --- a/bindings/python/py_src/tokenizers/normalizers/__init__.py +++ b/bindings/python/py_src/tokenizers/normalizers/__init__.py @@ -16,6 +16,7 @@ Precompiled = normalizers.Precompiled Replace = normalizers.Replace ByteLevel = normalizers.ByteLevel +UnicodeFilter = normalizers.UnicodeFilter NORMALIZERS = {"nfc": NFC, "nfd": NFD, "nfkc": NFKC, "nfkd": NFKD} diff --git a/bindings/python/src/normalizers.rs b/bindings/python/src/normalizers.rs index c5697f75b..2bf32e14f 100644 --- a/bindings/python/src/normalizers.rs +++ b/bindings/python/src/normalizers.rs @@ -9,7 +9,7 @@ use serde::ser::SerializeStruct; use serde::{Deserialize, Deserializer, Serialize, Serializer}; use tk::normalizers::{ BertNormalizer, ByteLevel, Lowercase, Nmt, NormalizerWrapper, Precompiled, Prepend, Replace, - Strip, StripAccents, NFC, NFD, NFKC, NFKD, + Strip, StripAccents, NFC, NFD, NFKC, NFKD, UnicodeFilter, }; use tk::{NormalizedString, Normalizer}; use tokenizers as tk; @@ -126,6 +126,10 @@ impl PyNormalizer { .into_pyobject(py)? .into_any() .into(), + NormalizerWrapper::UnicodeFilter(_) => Py::new(py, (PyUnicodeFilter {}, base))? + .into_pyobject(py)? + .into_any() + .into(), }, }, }) @@ -794,6 +798,24 @@ impl Normalizer for PyNormalizerWrapper { } } +/// UnicodeFilter normalizer that filters out unwanted unicode categories +#[pyclass(extends=PyNormalizer, module = "tokenizers.normalizers", name = "UnicodeFilter")] +pub struct PyUnicodeFilter {} + +#[pymethods] +impl PyUnicodeFilter { + #[new] + #[pyo3(signature = (filter_unassigned = None, filter_private_use = None, filter_surrogate = None), text_signature = "(self, filter_unassigned = True, filter_private_use = True, filter_surrogate = True)")] + fn new(filter_unassigned: Option, filter_private_use: Option, filter_surrogate: Option) -> (Self, PyNormalizer) { + let filter = tk::normalizers::UnicodeFilter::new( + filter_unassigned.unwrap_or(true), + filter_private_use.unwrap_or(true), + filter_surrogate.unwrap_or(true) + ); + (PyUnicodeFilter {}, filter.into()) + } +} + /// Normalizers Module #[pymodule] pub fn normalizers(m: &Bound<'_, PyModule>) -> PyResult<()> { @@ -812,6 +834,7 @@ pub fn normalizers(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; m.add_class::()?; m.add_class::()?; + m.add_class::()?; Ok(()) } diff --git a/bindings/python/src/processors.rs b/bindings/python/src/processors.rs index 9aea79477..8a80dc372 100644 --- a/bindings/python/src/processors.rs +++ b/bindings/python/src/processors.rs @@ -8,6 +8,7 @@ use pyo3::exceptions; use pyo3::exceptions::PyException; use pyo3::prelude::*; use pyo3::types::*; +use pyo3::Python; use serde::ser::SerializeStruct; use serde::Deserializer; use serde::Serializer; @@ -806,6 +807,8 @@ impl PySequence { } } + + /// Processors Module #[pymodule] pub fn processors(m: &Bound<'_, PyModule>) -> PyResult<()> { diff --git a/tokenizers/Cargo.toml b/tokenizers/Cargo.toml index 6ed8498cf..9d45ef522 100644 --- a/tokenizers/Cargo.toml +++ b/tokenizers/Cargo.toml @@ -52,6 +52,7 @@ serde_json = "1.0" unicode-normalization-alignments = "0.1" unicode_categories = "0.1" unicode-segmentation = "1.11" +unicode-general-category = "0.6.0" indicatif = {version = "0.17", optional = true} itertools = "0.14" log = "0.4" diff --git a/tokenizers/src/normalizers/mod.rs b/tokenizers/src/normalizers/mod.rs index f400f13da..65d56e906 100644 --- a/tokenizers/src/normalizers/mod.rs +++ b/tokenizers/src/normalizers/mod.rs @@ -12,7 +12,7 @@ pub use crate::normalizers::precompiled::Precompiled; pub use crate::normalizers::prepend::Prepend; pub use crate::normalizers::replace::Replace; pub use crate::normalizers::strip::{Strip, StripAccents}; -pub use crate::normalizers::unicode::{Nmt, NFC, NFD, NFKC, NFKD}; +pub use crate::normalizers::unicode::{Nmt, NFC, NFD, NFKC, NFKD, UnicodeFilter}; pub use crate::normalizers::utils::{Lowercase, Sequence}; use serde::{Deserialize, Deserializer, Serialize}; @@ -36,6 +36,7 @@ pub enum NormalizerWrapper { Replace(Replace), Prepend(Prepend), ByteLevel(ByteLevel), + UnicodeFilter(UnicodeFilter), } impl<'de> Deserialize<'de> for NormalizerWrapper { @@ -66,6 +67,7 @@ impl<'de> Deserialize<'de> for NormalizerWrapper { Replace, Prepend, ByteLevel, + UnicodeFilter, } #[derive(Deserialize)] @@ -92,6 +94,7 @@ impl<'de> Deserialize<'de> for NormalizerWrapper { Replace(Replace), Prepend(Prepend), ByteLevel(ByteLevel), + UnicodeFilter(UnicodeFilter), } let helper = NormalizerHelper::deserialize(deserializer)?; @@ -151,6 +154,9 @@ impl<'de> Deserialize<'de> for NormalizerWrapper { EnumType::ByteLevel => NormalizerWrapper::ByteLevel( serde_json::from_value(values).map_err(serde::de::Error::custom)?, ), + EnumType::UnicodeFilter => NormalizerWrapper::UnicodeFilter( + serde_json::from_value(values).map_err(serde::de::Error::custom)?, + ), } } @@ -175,6 +181,7 @@ impl<'de> Deserialize<'de> for NormalizerWrapper { NormalizerUntagged::Replace(bpe) => NormalizerWrapper::Replace(bpe), NormalizerUntagged::Prepend(bpe) => NormalizerWrapper::Prepend(bpe), NormalizerUntagged::ByteLevel(bpe) => NormalizerWrapper::ByteLevel(bpe), + NormalizerUntagged::UnicodeFilter(uf) => NormalizerWrapper::UnicodeFilter(uf), } } }) @@ -198,6 +205,7 @@ impl Normalizer for NormalizerWrapper { Self::Replace(lc) => lc.normalize(normalized), Self::Prepend(lc) => lc.normalize(normalized), Self::ByteLevel(lc) => lc.normalize(normalized), + Self::UnicodeFilter(uf) => uf.normalize(normalized), } } } @@ -216,6 +224,7 @@ impl_enum_from!(Precompiled, NormalizerWrapper, Precompiled); impl_enum_from!(Replace, NormalizerWrapper, Replace); impl_enum_from!(Prepend, NormalizerWrapper, Prepend); impl_enum_from!(ByteLevel, NormalizerWrapper, ByteLevel); +impl_enum_from!(UnicodeFilter, NormalizerWrapper, UnicodeFilter); #[cfg(test)] mod tests { diff --git a/tokenizers/src/normalizers/unicode.rs b/tokenizers/src/normalizers/unicode.rs index 502b4239b..d4382b900 100644 --- a/tokenizers/src/normalizers/unicode.rs +++ b/tokenizers/src/normalizers/unicode.rs @@ -82,10 +82,72 @@ impl Normalizer for Nmt { } } +use unicode_general_category::{get_general_category, GeneralCategory}; +use serde::{Deserialize, Serialize}; + +#[derive(Clone, Debug, Serialize, Deserialize)] +pub struct UnicodeFilter { + filter_unassigned: bool, + filter_private_use: bool, + filter_surrogate: bool, +} + +impl Default for UnicodeFilter { + fn default() -> Self { + Self { + filter_unassigned: true, + filter_private_use: true, + filter_surrogate: true, + } + } +} + +impl UnicodeFilter { + /// Filters unicode characters based on their general category. + /// Args: + /// filter_unassigned: Whether to filter out unassigned unicode characters + /// filter_private_use: Whether to filter out private use unicode characters + /// filter_surrogate: Whether to filter out surrogate unicode characters + pub fn new(filter_unassigned: bool, filter_private_use: bool, filter_surrogate: bool) -> Self { + Self { + filter_unassigned, + filter_private_use, + filter_surrogate, + } + } +} + +impl Normalizer for UnicodeFilter { + fn normalize(&self, normalized: &mut NormalizedString) -> Result<()> { + normalized.filter(|c| { + let category = get_general_category(c); + !(self.filter_unassigned && category == GeneralCategory::Unassigned || + self.filter_private_use && category == GeneralCategory::PrivateUse || + self.filter_surrogate && category == GeneralCategory::Surrogate) + }); + Ok(()) + } +} + #[cfg(test)] mod tests { use super::*; + #[test] + fn test_unicode_filter() { + // Test with default settings (filter all categories) + let original = "A\u{20AC}\u{10FFFF}\u{E000}".to_string(); // Regular + Euro + Unassigned + Private Use + let normalized = "A\u{20AC}".to_string(); // Keep only valid chars + let mut n = NormalizedString::from(original.clone()); + UnicodeFilter::default().normalize(&mut n).unwrap(); + assert_eq!(n.get(), normalized); + + // Test with only filtering unassigned + let mut n = NormalizedString::from(original); + UnicodeFilter::new(true, false, false).normalize(&mut n).unwrap(); + assert_eq!(n.get(), format!("A\u{20AC}\u{E000}")); // Keep private use, filter unassigned + } + #[test] fn test_nfkc() { let original = "\u{fb01}".to_string(); From 889f90a478d6b097b3bd46b64e771216a38d1a9d Mon Sep 17 00:00:00 2001 From: Sander Land Date: Wed, 23 Jul 2025 12:55:24 +0200 Subject: [PATCH 2/6] clean --- .../hf_vs_self-checkpoint.ipynb | 393 + bindings/node/index.d.ts | 46 +- .../node/lib/bindings/normalizers.test.ts | 47 +- bindings/node/package-lock.json | 10763 + bindings/node/yarn.lock | 11922 +- .../python/tests/bindings/test_normalizers.py | 37 + eng_latn_300mb-hf.json | 250303 +++++++++++++++ hf_vs_self.ipynb | 389 + 8 files changed, 266995 insertions(+), 6905 deletions(-) create mode 100644 .ipynb_checkpoints/hf_vs_self-checkpoint.ipynb create mode 100644 bindings/node/package-lock.json create mode 100644 eng_latn_300mb-hf.json create mode 100644 hf_vs_self.ipynb diff --git a/.ipynb_checkpoints/hf_vs_self-checkpoint.ipynb b/.ipynb_checkpoints/hf_vs_self-checkpoint.ipynb new file mode 100644 index 000000000..722f01c24 --- /dev/null +++ b/.ipynb_checkpoints/hf_vs_self-checkpoint.ipynb @@ -0,0 +1,393 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "41a70ba8-5cca-41ac-bd4b-4523e170ee62", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/sander/Desktop/tokenizers/.venv/lib/python3.13/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "from datasets import load_dataset\n", + "import json, gzip\n", + "\n", + "corpus_name=\"eng_latn_300mb\"\n", + "#corpus_name = 'tha_thai_300mb'\n", + "dataset = load_dataset(\n", + " \"sanderland/monolingual-tokenizer-data\",\n", + " data_files=[f\"{corpus_name}.txt\"],\n", + " split=\"train\",\n", + " streaming=False,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "307b4c0d-246e-4823-9a92-1f4d9d6a3727", + "metadata": {}, + "outputs": [], + "source": [ + "tokfile = f\"{corpus_name}-hf.json\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a8bb392d-36b9-42a7-aaff-866eb4bb1ab2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "[4.20s] Merging \"i\"(73) and \"od\"(454) with count 11612 -> id 1926\n", + "[4.20s] Merging \"Ġ\"(221) and \")\"(9) with count 11612 -> id 1927\n", + "[4.20s] Merging \"Ġhe\"(350) and \"art\"(424) with count 11612 -> id 1928\n", + "\n" + ] + } + ], + "source": [ + "from tokenizers import Tokenizer, pre_tokenizers\n", + "from tokenizers.models import BPE\n", + "from tokenizers.trainers import BpeTrainer\n", + "from tokenizers.pre_tokenizers import ByteLevel\n", + "from tokenizers.normalizers import NFC, Lowercase, Sequence\n", + "\n", + "tokenizer = Tokenizer(BPE(unk_token=\"<|endoftext|>\"))\n", + "tokenizer.normalizer = Sequence([NFC()])\n", + "tokenizer.pre_tokenizer = ByteLevel(add_prefix_space=False)\n", + "\n", + "trainer = BpeTrainer(vocab_size=50257, special_tokens=[\"<|endoftext|>\"], initial_alphabet=pre_tokenizers.ByteLevel.alphabet() )\n", + "def get_training_corpus():\n", + " for row in dataset:\n", + " yield row[\"text\"]\n", + "\n", + "# 4. Train the tokenizer using the new iterator\n", + "tokenizer.train_from_iterator(get_training_corpus(), trainer=trainer)\n", + "\n", + "tokenizer.save(tokfile)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "885e06e1-1ef1-40cc-a1fc-cc1d0e281e6f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Encoded string: ['Hello', ',', 'Ġthis', 'Ġis', 'Ġa', 'Ġtest', 'Ġof', 'Ġthe', 'Ġnew', 'ĠGP', 'T', '-', '2', 'Ġstyle', 'Ġtoken', 'izer', '.']\n", + "Encoded IDs: [10452, 12, 417, 315, 258, 1343, 289, 263, 617, 8929, 52, 13, 18, 2493, 17741, 6208, 14]\n", + "\n", + "Encoded complex string: ['ĠĠĠ', 'ĠMultiple', 'Ġspaces', 'Ġand', 'Ġspecial', 'Ġcharacters', 'Ġlike', \"Ġ'\", 'é', \"'\", '!']\n", + "Encoded complex IDs: [44242, 17800, 6320, 286, 1439, 4077, 584, 1111, 2849, 7, 1]\n" + ] + } + ], + "source": [ + "tokenizer = Tokenizer.from_file(tokfile)\n", + "\n", + "encoded = tokenizer.encode(\"Hello, this is a test of the new GPT-2 style tokenizer.\")\n", + "print(\"Encoded string:\", encoded.tokens)\n", + "print(\"Encoded IDs:\", encoded.ids)\n", + "\n", + "encoded_complex = tokenizer.encode(\" Multiple spaces and special characters like 'é'!\")\n", + "print(\"\\nEncoded complex string:\", encoded_complex.tokens)\n", + "print(\"Encoded complex IDs:\", encoded_complex.ids)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d2799286-beed-4362-a080-25722caefa15", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "--- Top 20 BPE Merges ---\n", + "1: ['Ġ', 't']\n", + "2: ['Ġ', 'a']\n", + "3: ['i', 'n']\n", + "4: ['h', 'e']\n", + "5: ['r', 'e']\n", + "6: ['o', 'n']\n", + "7: ['Ġt', 'he']\n", + "8: ['e', 'r']\n", + "9: ['Ġ', 's']\n", + "10: ['Ġ', 'w']\n", + "11: ['Ġ', 'o']\n", + "12: ['a', 't']\n", + "13: ['n', 'd']\n", + "14: ['Ġ', 'c']\n", + "15: ['i', 't']\n", + "16: ['e', 's']\n", + "17: ['o', 'u']\n", + "18: ['o', 'r']\n", + "19: ['i', 's']\n", + "20: ['Ġ', 'f']\n" + ] + } + ], + "source": [ + "# 8. Load the saved tokenizer file to inspect its contents\n", + "with open(tokfile, \"r\") as f:\n", + " tokenizer_data = json.load(f)\n", + "merges = tokenizer_data['model']['merges']\n", + "\n", + "n = 20\n", + "print(f\"\\n--- Top {n} BPE Merges ---\")\n", + "for i, merge in enumerate(merges[:n]):\n", + " print(f\"{i + 1}: {merge!r}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2f740b1a-e573-47ed-bab3-c5dd8ce4e720", + "metadata": {}, + "outputs": [], + "source": [ + "with gzip.open(f\"/Users/sander/Desktop/script_bpe/results/tokenizers/{corpus_name}/n50000/bytes_gpt2.json.gz\") as f:\n", + " my_tok = json.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "95c8a134-b86b-4d1a-b732-643100e2a99c", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def bytes_to_char():\n", + " bs = list(range(ord(\"!\"), ord(\"~\")+1))+list(range(ord(\"¡\"), ord(\"¬\")+1))+list(range(ord(\"®\"), ord(\"ÿ\")+1))\n", + " cs = bs[:]\n", + " n = 0\n", + " for b in range(2**8):\n", + " if b not in bs:\n", + " bs.append(b)\n", + " cs.append(2**8+n)\n", + " n += 1\n", + " cs = [chr(n) for n in cs]\n", + " return dict(zip(bs, cs))\n", + "char_to_byte = {v:k for k,v in bytes_to_char().items()}\n", + "\n", + "def demangle_hf_token(token_string: str) -> bytes:\n", + " \"\"\"\n", + " Converts a token string from the HF tokenizer's vocab or merges\n", + " (which uses special characters to represent bytes) back into a raw bytes object.\n", + " \n", + " Example: demangle_hf_token('âĢ') -> b'\\xe2\\x80'\n", + " \"\"\"\n", + " byte_values = [char_to_byte[char] for char in token_string]\n", + " return bytes(byte_values).decode(errors='backslashreplace')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0d3b4f06-256d-4c62-9896-510af8b3afca", + "metadata": {}, + "outputs": [], + "source": [ + "my_vocab = set()\n", + "hf_vocab = set()\n", + "\n", + "my_merges = my_tok['metadata']['tokens'][256:]\n", + "for i, (hf_merge, my_merge) in enumerate(zip(merges, my_merges)):\n", + " hf_froma, hf_fromb = hf_merge\n", + " hf_to = demangle_hf_token(hf_froma+hf_fromb)\n", + " my_to = my_merge['vocab']\n", + " my_vocab.add(my_to)\n", + " hf_vocab.add(hf_to) \n", + " if hf_to != my_to and i< 1680:\n", + " print(f\"{i}: hf {hf_to!r} \\tmy {my_to!r}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "bac7c815-8db8-4d2f-a4d7-73e6758dc470", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "set()" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "my_vocab - hf_vocab" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b649064b-2f28-4fa5-a600-7d48bf5335d3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "set()" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hf_vocab - my_vocab" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "700a3b24-3cc3-46e6-9ef4-67862898ccd1", + "metadata": {}, + "outputs": [], + "source": [ + "my_merges = my_tok['metadata']['tokens'][256:]\n", + "for i, (hf_merge, my_merge) in enumerate(zip(merges, my_merges)):\n", + " hf_froma, hf_fromb = hf_merge\n", + " hf_to = demangle_hf_token(hf_froma+hf_fromb)\n", + " my_to = my_merge['vocab']\n", + " no_match = (hf_to != my_to)\n", + " if my_to not in hf_vocab or hf_to not in my_vocab or no_match:\n", + " if my_to not in hf_vocab:\n", + " marker = 'm'\n", + " elif hf_to not in my_vocab:\n", + " marker = 'h'\n", + " else:\n", + " marker = '?'\n", + " print(f\"{marker} {i}: hf {repr(hf_to):20} \\tmy {repr(my_to):20}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8752ff29-9885-446b-a4a5-8af9c5a9a328", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Map: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████| 846440/846440 [00:29<00:00, 28823.96 examples/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "--- Corpus Compression Statistics ---\n", + "Total bytes in original text: 299,153,665\n", + "Total number of tokens generated: 63,629,873\n", + "Compression Ratio (Bytes/Token): 4.7015\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "from tokenizers import Tokenizer\n", + "from tqdm import tqdm\n", + "\n", + "# 2. Initialize counters\n", + "total_original_bytes = 0\n", + "total_tokens = 0\n", + "\n", + "# 3. Define a function to process a batch of texts\n", + "def process_batch(batch):\n", + " global total_original_bytes, total_tokens\n", + " # Calculate the byte size of the original text (in UTF-8)\n", + " # The 'text' column is assumed to contain your text data.\n", + " text_list = batch[\"text\"]\n", + " total_original_bytes += sum(len(text.encode('utf-8')) for text in text_list if text)\n", + " \n", + " # Tokenize the text and count the number of tokens\n", + " # Using batch_encode is much faster than encoding one by one.\n", + " encoded_batch = tokenizer.encode_batch(text_list)\n", + " total_tokens += sum(len(encoding.ids) for encoding in encoded_batch)\n", + "\n", + "dataset.map(\n", + " process_batch,\n", + " batched=True,\n", + " batch_size=1000,\n", + ")\n", + "\n", + "compression_ratio = total_original_bytes / total_tokens\n", + "print(\"\\n--- Corpus Compression Statistics ---\")\n", + "print(f\"Total bytes in original text: {total_original_bytes:,}\")\n", + "print(f\"Total number of tokens generated: {total_tokens:,}\")\n", + "print(f\"Compression Ratio (Bytes/Token): {compression_ratio:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eaab4da1-cf22-4377-99e9-e1809bb247eb", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "620dc2bd-6964-420e-831f-c15f62ac0e20", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/bindings/node/index.d.ts b/bindings/node/index.d.ts index 76c83037b..acd1bc23e 100644 --- a/bindings/node/index.d.ts +++ b/bindings/node/index.d.ts @@ -3,23 +3,23 @@ /* auto-generated by NAPI-RS */ -export declare function bpeDecoder(suffix?: string | undefined | null): Decoder -export declare function byteFallbackDecoder(): Decoder -export declare function ctcDecoder( +export function bpeDecoder(suffix?: string | undefined | null): Decoder +export function byteFallbackDecoder(): Decoder +export function ctcDecoder( padToken?: string = '', wordDelimiterToken?: string | undefined | null, cleanup?: boolean | undefined | null, ): Decoder -export declare function fuseDecoder(): Decoder -export declare function metaspaceDecoder( +export function fuseDecoder(): Decoder +export function metaspaceDecoder( replacement?: string = '▁', prependScheme?: prepend_scheme = 'always', split?: split = true, ): Decoder -export declare function replaceDecoder(pattern: string, content: string): Decoder -export declare function sequenceDecoder(decoders: Array): Decoder -export declare function stripDecoder(content: string, left: number, right: number): Decoder -export declare function wordPieceDecoder(prefix?: string = '##', cleanup?: bool = true): Decoder +export function replaceDecoder(pattern: string, content: string): Decoder +export function sequenceDecoder(decoders: Array): Decoder +export function stripDecoder(content: string, left: number, right: number): Decoder +export function wordPieceDecoder(prefix?: string = '##', cleanup?: bool = true): Decoder export const enum TruncationDirection { Left = 'Left', Right = 'Right', @@ -50,8 +50,8 @@ export interface UnigramOptions { unkId?: number byteFallback?: boolean } -export declare function prependNormalizer(prepend: string): Normalizer -export declare function stripAccentsNormalizer(): Normalizer +export function prependNormalizer(prepend: string): Normalizer +export function stripAccentsNormalizer(): Normalizer export interface BertNormalizerOptions { cleanText?: boolean handleChineseChars?: boolean @@ -66,26 +66,26 @@ export interface BertNormalizerOptions { * lowercase?: bool = true * }) */ -export declare function bertNormalizer(options?: BertNormalizerOptions | undefined | null): Normalizer -export declare function nfdNormalizer(): Normalizer -export declare function nfkdNormalizer(): Normalizer -export declare function nfcNormalizer(): Normalizer -export declare function nfkcNormalizer(): Normalizer -export declare function stripNormalizer( +export function bertNormalizer(options?: BertNormalizerOptions | undefined | null): Normalizer +export function nfdNormalizer(): Normalizer +export function nfkdNormalizer(): Normalizer +export function nfcNormalizer(): Normalizer +export function nfkcNormalizer(): Normalizer +export function stripNormalizer( left?: boolean | undefined | null, right?: boolean | undefined | null, ): Normalizer -export declare function sequenceNormalizer(normalizers: Array): Normalizer -export declare function lowercase(): Normalizer -export declare function replace(pattern: string, content: string): Normalizer -export declare function nmt(): Normalizer -export declare function precompiled(bytes: Array): Normalizer +export function sequenceNormalizer(normalizers: Array): Normalizer +export function lowercase(): Normalizer +export function replace(pattern: string, content: string): Normalizer +export function nmt(): Normalizer +export function precompiled(bytes: Array): Normalizer export interface UnicodeFilterOptions { filterUnassigned?: boolean filterPrivateUse?: boolean filterSurrogate?: boolean } -export declare function unicodeFilter(options?: UnicodeFilterOptions | undefined | null): Normalizer +export function unicodeFilter(options?: UnicodeFilterOptions | undefined | null): Normalizer export const enum JsSplitDelimiterBehavior { Removed = 'Removed', Isolated = 'Isolated', diff --git a/bindings/node/lib/bindings/normalizers.test.ts b/bindings/node/lib/bindings/normalizers.test.ts index e9f11fe92..f153224bb 100644 --- a/bindings/node/lib/bindings/normalizers.test.ts +++ b/bindings/node/lib/bindings/normalizers.test.ts @@ -1,4 +1,4 @@ -import { prependNormalizer, stripAccentsNormalizer, stripNormalizer } from '../../' +import { prependNormalizer, stripAccentsNormalizer, stripNormalizer, unicodeFilter } from '../../' describe('stripNormalizer', () => { it('instantiates with no parameters', () => { @@ -42,3 +42,48 @@ describe('stripAccentsNormalizer', () => { expect(normalizer.constructor.name).toEqual('Normalizer') }) }) + +describe('unicodeFilter', () => { + it('instantiates with defaults', () => { + const normalizer = unicodeFilter() + expect(normalizer.constructor.name).toEqual('Normalizer') + }) + + it('handles default filtering', () => { + const normalizer = unicodeFilter() // Default filters out Unassigned, PrivateUse, Surrogate + const input = 'Hello' + String.fromCharCode(0xE000) + String.fromCodePoint(0xF0000) + String.fromCodePoint(0x10FFFF) + expect(normalizer.normalizeString(input)).toEqual('Hello') + }) + + it('accepts custom filter options', () => { + // Only filter private use areas + const normalizer = unicodeFilter({ + filterUnassigned: false, + filterPrivateUse: true, + filterSurrogate: false + }) + const input = 'Hello' + String.fromCharCode(0xE000) + String.fromCodePoint(0xF0000) + String.fromCodePoint(0x10FFFF) + const expected = 'Hello' + String.fromCodePoint(0x10FFFF) + expect(normalizer.normalizeString(input)).toEqual(expected) + }) + + it('accepts undefined options', () => { + const normalizer = unicodeFilter({ + filterUnassigned: undefined, + filterPrivateUse: undefined, + filterSurrogate: undefined + }) + const input = 'Hello' + String.fromCharCode(0xE000) + String.fromCodePoint(0xF0000) + String.fromCodePoint(0x10FFFF) + expect(normalizer.normalizeString(input)).toEqual('Hello') + }) + + it('can disable all filtering', () => { + const normalizer = unicodeFilter({ + filterUnassigned: false, + filterPrivateUse: false, + filterSurrogate: false + }) + const input = 'Hello' + String.fromCharCode(0xE000) + String.fromCodePoint(0xF0000) + String.fromCodePoint(0x10FFFF) + expect(normalizer.normalizeString(input)).toEqual(input) + }) +}) diff --git a/bindings/node/package-lock.json b/bindings/node/package-lock.json new file mode 100644 index 000000000..7a22556c1 --- /dev/null +++ b/bindings/node/package-lock.json @@ -0,0 +1,10763 @@ +{ + "name": "tokenizers", + "version": "0.15.3-dev0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "tokenizers", + "version": "0.15.3-dev0", + "license": "Apache-2.0", + "devDependencies": { + "@napi-rs/cli": "^2.14.6", + "@swc-node/register": "^1.5.5", + "@swc/core": "^1.3.32", + "@taplo/cli": "^0.5.2", + "@types/jest": "^29.5.1", + "@typescript-eslint/eslint-plugin": "^5.50.0", + "@typescript-eslint/parser": "^5.50.0", + "ava": "^5.1.1", + "benny": "^3.7.1", + "chalk": "^5.2.0", + "eslint": "^8.33.0", + 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+ yargs-parser "^21.1.1" + +yocto-queue@^0.1.0: + version "0.1.0" + resolved "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz" + integrity sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q== + +yocto-queue@^1.0.0: + version "1.2.1" + resolved "https://registry.npmjs.org/yocto-queue/-/yocto-queue-1.2.1.tgz" + integrity sha512-AyeEbWOu/TAXdxlV9wmGcR0+yh2j3vYPGOECcIj2S7MkrLyC7ne+oye2BKTItt0ii2PHk4cDy+95+LshzbXnGg== diff --git a/bindings/python/tests/bindings/test_normalizers.py b/bindings/python/tests/bindings/test_normalizers.py index 99ab07d39..e3edc7b45 100644 --- a/bindings/python/tests/bindings/test_normalizers.py +++ b/bindings/python/tests/bindings/test_normalizers.py @@ -12,6 +12,7 @@ Strip, Prepend, Replace, + UnicodeFilter, ) @@ -201,6 +202,42 @@ def test_can_modify(self): assert normalizer.prepend == "-" +class TestUnicodeFilter: + def test_instantiate(self): + assert isinstance(UnicodeFilter(), Normalizer) + assert isinstance(UnicodeFilter(), UnicodeFilter) + assert isinstance(pickle.loads(pickle.dumps(UnicodeFilter())), UnicodeFilter) + + def test_default_filtering(self): + normalizer = UnicodeFilter() # Default filters out Unassigned, PrivateUse, Surrogate + output = normalizer.normalize_str("Hello\uE000\U000F0000\U0010FFFF") # Hello + Private Use + Private Use B + Unassigned + assert output == "Hello" # Only valid chars remain + + def test_custom_filtering(self): + # Only filter private use areas + normalizer = UnicodeFilter( + filter_unassigned=False, + filter_private_use=True, + filter_surrogate=False + ) + output = normalizer.normalize_str("Hello\uE000\U000F0000\U0010FFFF") + assert output == "Hello\U0010FFFF" # Private use removed, others kept + + def test_can_modify(self): + normalizer = UnicodeFilter() + output = normalizer.normalize_str("Hello\uE000\U000F0000\U0010FFFF") + assert output == "Hello" # All filtered by default + + # Disable all filtering + normalizer = UnicodeFilter( + filter_unassigned=False, + filter_private_use=False, + filter_surrogate=False + ) + output = normalizer.normalize_str("Hello\uE000\U000F0000\U0010FFFF") + assert output == "Hello\uE000\U000F0000\U0010FFFF" # Nothing filtered + + class TestCustomNormalizer: class BadCustomNormalizer: def normalize(self, normalized, wrong): diff --git a/eng_latn_300mb-hf.json b/eng_latn_300mb-hf.json new file mode 100644 index 000000000..6365c5371 --- /dev/null +++ b/eng_latn_300mb-hf.json @@ -0,0 +1,250303 @@ +{ + "version": "1.0", + "truncation": null, + "padding": null, + "added_tokens": [ + { + "id": 0, + "content": "<|endoftext|>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + } + ], + "normalizer": { + "type": "Sequence", + "normalizers": [ + { + "type": "NFC" + } + ] + }, + "pre_tokenizer": { + "type": "ByteLevel", + "add_prefix_space": false, + "trim_offsets": true, + "use_regex": true + }, + "post_processor": null, + "decoder": null, + 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"Ġconsequence": 15136, + "Ġinexpensive": 15137, + "Due": 15138, + "Je": 15139, + "Min": 15140, + "PH": 15141, + "cond": 15142, + "oard": 15143, + "reate": 15144, + "Ġpile": 15145, + "Ġdign": 15146, + "start": 15147, + "ĠSent": 15148, + "immer": 15149, + "amas": 15150, + "ablished": 15151, + "Ġquarant": 15152, + "Ġ67": 15153, + "Ġinterf": 15154, + "Ġmetrics": 15155, + "ĠArgent": 15156, + "Ġmarry": 15157, + "Ġsolved": 15158, + "Ġbeginner": 15159, + "Ġdefinitions": 15160, + "Ġenhancing": 15161, + "Ġmechanics": 15162, + "ĠPalm": 15163, + "Ġbackgrounds": 15164, + "Ġdietary": 15165, + "ĠDecor": 15166, + "Ġastron": 15167, + "Ġlecture": 15168, + "ĠBluetooth": 15169, + "Further": 15170, + "Ġtan": 15171, + "erial": 15172, + "Ġfract": 15173, + "encer": 15174, + "Ġdread": 15175, + "ĠPul": 15176, + "Ġcongreg": 15177, + "Ġfright": 15178, + "osc": 15179, + "Ġoffline": 15180, + "Ġtract": 15181, + "cycl": 15182, + "ĠAnim": 15183, + "Ġclassification": 15184, + "Ġpromo": 15185, + "Ġcheckout": 15186, + 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"Ġillustrations": 15237, + "ĠLeader": 15238, + "imensional": 15239, + "RNA": 15240, + "bone": 15241, + "nings": 15242, + "woman": 15243, + "xual": 15244, + "Ġliv": 15245, + "ĠBatter": 15246, + "ulative": 15247, + "ĠFer": 15248, + "ĠEL": 15249, + "ĠJi": 15250, + "plan": 15251, + "pless": 15252, + "obs": 15253, + "oca": 15254, + "Ġ69": 15255, + "Ġ97": 15256, + "Ġdefining": 15257, + "Ġpassive": 15258, + "Ġgrape": 15259, + "Ġquicker": 15260, + "Ġrailway": 15261, + "Maybe": 15262, + "isible": 15263, + "Ġreck": 15264, + "verted": 15265, + "Ġcongress": 15266, + "ĠLiqu": 15267, + "acre": 15268, + "ĠUI": 15269, + "ĠWeather": 15270, + "Ġthoughtful": 15271, + "Ġmissions": 15272, + "Ġadaptation": 15273, + "Ġupgrades": 15274, + "ĠFilter": 15275, + "Ġgamers": 15276, + "ĠTher": 15277, + "opl": 15278, + "ĠNord": 15279, + "anking": 15280, + "ggers": 15281, + "Ġrecommends": 15282, + "ourage": 15283, + "Ġdishwasher": 15284, + "Ġrows": 15285, + "ĠImprove": 15286, + ".âĢ¦": 15287, + "Ġdin": 15288, + "Ġforty": 15289, + "ĠDR": 15290, + "ĠIng": 15291, + "ĠSha": 15292, + "Ġcorros": 15293, + "bec": 15294, + "ĠAdvert": 15295, + "ĠCondition": 15296, + "Ġappetite": 15297, + "Mus": 15298, + "OH": 15299, + "icone": 15300, + "ĠCu": 15301, + "Ġproceeds": 15302, + "Ġsofa": 15303, + "Ġartic": 15304, + "insp": 15305, + "Ġfreezer": 15306, + "Ġapprove": 15307, + "ĠBrun": 15308, + "Ġtouches": 15309, + "borne": 15310, + "ĠTransportation": 15311, + "Ġtribute": 15312, + "Ġgroom": 15313, + "Ġforb": 15314, + "oooo": 15315, + "Ġpole": 15316, + "Ġbreeding": 15317, + "Ġcapac": 15318, + "ĠMedium": 15319, + "strong": 15320, + "wellery": 15321, + "categ": 15322, + "gary": 15323, + "Ġcuc": 15324, + "asury": 15325, + "Ġfrustration": 15326, + "ĠFly": 15327, + "Ġspicy": 15328, + "Ġorganised": 15329, + "Ġupdating": 15330, + "Ġpursuant": 15331, + "ĠCabinet": 15332, + "Ġgratitude": 15333, + "dig": 15334, + "Ġlazy": 15335, + "ĠStick": 15336, + "Ġambitious": 15337, + "Ġassure": 15338, + "Ġdistress": 15339, + "Ġpots": 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"âĢ¯": 18338, + "Ġranch": 18339, + "odka": 18340, + "Ġnewborn": 18341, + "oves": 18342, + "Ġaviation": 18343, + "Ġendurance": 18344, + "ornings": 18345, + "Ġbedding": 18346, + "ĠMinor": 18347, + "Ġreflective": 18348, + "Ġnecklace": 18349, + "Ġodor": 18350, + "Ġreferen": 18351, + "ĠVictorian": 18352, + "Ġincurred": 18353, + "Link": 18354, + "Ġcensus": 18355, + "Ġpc": 18356, + "usable": 18357, + "ithium": 18358, + "ĠDear": 18359, + "embers": 18360, + "Ġleaks": 18361, + "Ġtrump": 18362, + "amped": 18363, + "Ġpayable": 18364, + "Ġversatility": 18365, + "Ġforemost": 18366, + "Ġmoms": 18367, + "Ġdownloads": 18368, + "ĠFlore": 18369, + "Ġcollagen": 18370, + "Ġpanor": 18371, + "Ġrequesting": 18372, + "Ġdivisions": 18373, + "Ġprediction": 18374, + "Ġpowd": 18375, + "ĠMillion": 18376, + "Ġpredictions": 18377, + "Ġdisappointment": 18378, + "Ġilleg": 18379, + "Ġpulse": 18380, + "ĠYOUR": 18381, + "Ġdesperately": 18382, + "ĠScripture": 18383, + "Ġinfinite": 18384, + "Ġumbrella": 18385, + "Ġdosage": 18386, + "ĠBattery": 18387, + "cra": 18388, + "esc": 18389, + "ĠPG": 18390, + "opa": 18391, + "Ġleap": 18392, + "Ġoutreach": 18393, + "Ġpartnered": 18394, + "Ġoverlooking": 18395, + "ĠSeat": 18396, + "Ġsecular": 18397, + "airo": 18398, + "ieth": 18399, + "Ġgenres": 18400, + "Ġmisunder": 18401, + "Ġirrigation": 18402, + "Ġfurnish": 18403, + "Ġarguably": 18404, + "Ġ1971": 18405, + "Ġdecreases": 18406, + "Ġpolls": 18407, + "Ġsanctions": 18408, + "Ġprisoners": 18409, + "ĠFemale": 18410, + "ĠMitchell": 18411, + "Ġunforgettable": 18412, + "Det": 18413, + "March": 18414, + "city": 18415, + "eur": 18416, + "Ġpestic": 18417, + "imer": 18418, + "estly": 18419, + "Ġ220": 18420, + "ĠOracle": 18421, + "performance": 18422, + "pleasant": 18423, + "Ġtyping": 18424, + "Ġmilestone": 18425, + "Ġdecorating": 18426, + "ĠUnderstanding": 18427, + "Ġtorque": 18428, + "ĠĠĠĠĠĠĠĠ": 18429, + "ĠVarious": 18430, + "Ġinconven": 18431, + "VR": 18432, + "every": 18433, + "ã": 18434, + "": 18435, + "Ġlb": 18436, + "ĠTask": 18437, + "ĠShip": 18438, + "ĠHaven": 18439, + "induced": 18440, + "Ġevac": 18441, + "Ġexpans": 18442, + "Ġwritings": 18443, + "Ġlitter": 18444, + "ĠActivities": 18445, + "roller": 18446, + "Ġdemanded": 18447, + "ĠProjects": 18448, + "Ġspawn": 18449, + "ridges": 18450, + "ĠOFF": 18451, + "Ġtribe": 18452, + "ĠCandid": 18453, + "Ġinvaluable": 18454, + "ĠCompetition": 18455, + "Ro": 18456, + "WC": 18457, + "à¥": 18458, + "Ġthats": 18459, + "ĠMode": 18460, + "mental": 18461, + "ĠHunting": 18462, + "ĠDol": 18463, + "ureth": 18464, + "ieg": 18465, + "Ġpeas": 18466, + "Ġaddict": 18467, + "Ġmarvel": 18468, + "Ġsolic": 18469, + "eek": 18470, + "Ġeconomical": 18471, + "Ġlifes": 18472, + "ICK": 18473, + "Ġurine": 18474, + "Ġvulnerability": 18475, + "Enjoy": 18476, + "Ġfibers": 18477, + "ĠPortugal": 18478, + "Ġaccompanying": 18479, + "Ġlivest": 18480, + "-)": 18481, + "QU": 18482, + "kh": 18483, + "vine": 18484, + "Ġfart": 18485, + "ĠRM": 18486, + "ĠGL": 18487, + "ĠEM": 18488, + "Ġsoak": 18489, + "phalt": 18490, + "Ġinvasive": 18491, + "Ġheadache": 18492, + "Ġstorytelling": 18493, + "Ġpolitically": 18494, + "Ġsensory": 18495, + "Ġfuels": 18496, + "Ġdeputy": 18497, + "Ġobsessed": 18498, + "Ġsoldier": 18499, + "Ġprophe": 18500, + "uclear": 18501, + "Ġsupposedly": 18502, + "Ġflee": 18503, + "Ġbreathtaking": 18504, + "ĠTreasury": 18505, + "Ġscripts": 18506, + "Ġmacro": 18507, + "Ġconvincing": 18508, + "payers": 18509, + "ĠMovement": 18510, + "!),": 18511, + "Hand": 18512, + "ais": 18513, + "unds": 18514, + "yll": 18515, + "Ġcod": 18516, + "Ġfixtures": 18517, + "Ġbats": 18518, + "Ġrelying": 18519, + "uble": 18520, + "Ġinvasion": 18521, + "Ġreminis": 18522, + "Ġfines": 18523, + "Ġinsu": 18524, + "Ġcrude": 18525, + "shirts": 18526, + "Ġmultitude": 18527, + "ĠFlu": 18528, + "ĠBoiler": 18529, + "Ġskincare": 18530, + "itcher": 18531, + "Ġrivals": 18532, + "Beaut": 18533, + "Ġjournalism": 18534, + "Ġnegotiate": 18535, + "Ġfibre": 18536, + "ĠSheriff": 18537, + "erred": 18538, + "itant": 18539, + "oro": 18540, + "Ġdrought": 18541, + "asper": 18542, + "oter": 18543, + "ĠCant": 18544, + "Ġitiner": 18545, + "Ġnotch": 18546, + "ĠEat": 18547, + "ĠEPA": 18548, + "ĠOliver": 18549, + "reating": 18550, + "Ġcommemor": 18551, + "Inter": 18552, + "Ġairlines": 18553, + "ĠBoat": 18554, + "Ġcredibility": 18555, + "ylan": 18556, + "***": 18557, + "Ġquantitative": 18558, + "Ġ1968": 18559, + "Ġmalware": 18560, + "Ġantibodies": 18561, + "ĠPublished": 18562, + "ĠProcessing": 18563, + "ĠImperial": 18564, + "homes": 18565, + "pdf": 18566, + "Ġfighter": 18567, + "Ġpars": 18568, + "Ġinbox": 18569, + "ĠCities": 18570, + "ĠLanc": 18571, + "osuction": 18572, + "ĠUg": 18573, + "Ġcoloured": 18574, + "Ġbehave": 18575, + "Ġidentifies": 18576, + "uffs": 18577, + "ĠContemporary": 18578, + "ĠBranch": 18579, + "Ġexamining": 18580, + "Ġdigging": 18581, + "Child": 18582, + "ettes": 18583, + "ĠTypically": 18584, + "Ġmonitored": 18585, + "ĠOpera": 18586, + "Ġnomination": 18587, + "ĠOkay": 18588, + "Ġobserving": 18589, + "Ġrecipients": 18590, + "generation": 18591, + "ocytes": 18592, + "ĠVeterans": 18593, + "Ġwelding": 18594, + "pathy": 18595, + "ĠMack": 18596, + "ĠPatt": 18597, + "Ġdementia": 18598, + "ĠRating": 18599, + "ivo": 18600, + "ubric": 18601, + "Ġspelling": 18602, + "reading": 18603, + "Ġcricket": 18604, + "ĠSpider": 18605, + "Ġpracticed": 18606, + "Ġdrums": 18607, + "Ġoriginated": 18608, + "Ġfurnace": 18609, + "ĠMilan": 18610, + "Ġforgiveness": 18611, + "Ġlettuce": 18612, + "ĠStanford": 18613, + "Several": 18614, + "hall": 18615, + "lining": 18616, + "leased": 18617, + "Ġnort": 18618, + "ampton": 18619, + "abi": 18620, + "oping": 18621, + "ĠLP": 18622, + "Ġoutfits": 18623, + "ĠWee": 18624, + "Ġautism": 18625, + "minster": 18626, + "cerpt": 18627, + "Ġquestioned": 18628, + "ĠDirectory": 18629, + "Ġrocket": 18630, + "Show": 18631, + "Ġthicker": 18632, + "Ġsplash": 18633, + "Ġempir": 18634, + "Ġuncommon": 18635, + "ĠRequire": 18636, + "ĠHindi": 18637, + "Ġsculpture": 18638, + "ĠPodcast": 18639, + "ĠKashmir": 18640, + "Os": 18641, + "VA": 18642, + "Ġwives": 18643, + "Ġthriving": 18644, + "idian": 18645, + "ilings": 18646, + "rium": 18647, + "ĠRuth": 18648, + "umbo": 18649, + "ĠLCD": 18650, + "ĠEdd": 18651, + "ĠEVER": 18652, + "Ġchalk": 18653, + "Ġkicks": 18654, + "Ġtwitter": 18655, + "Ġbackdrop": 18656, + "Ġendors": 18657, + "ahu": 18658, + "Ġ1800": 18659, + "brush": 18660, + "Ġquestioning": 18661, + "balls": 18662, + "naire": 18663, + "Ġlicence": 18664, + "roidery": 18665, + "Ġincorporates": 18666, + "olitical": 18667, + "Ġjerseys": 18668, + "ĠPilates": 18669, + "April": 18670, + "onies": 18671, + "ĠCel": 18672, + "ĠAur": 18673, + "Ġstained": 18674, + "ĠTheater": 18675, + "quin": 18676, + "Ins": 18677, + "Ġrealizing": 18678, + "Ġtermination": 18679, + "Ġsupervisor": 18680, + "Ġencryption": 18681, + "ĠNeuro": 18682, + "ĠHighland": 18683, + "ĠIncluded": 18684, + "Ġadopting": 18685, + "Ġoptimistic": 18686, + "ĠBenjamin": 18687, + "Ġbespoke": 18688, + "Ġflooding": 18689, + "Ġknocked": 18690, + "Ġoriented": 18691, + "juven": 18692, + "Ġsqueeze": 18693, + "Ġplaintiff": 18694, + "eg": 18695, + "atisf": 18696, + "anim": 18697, + "lli": 18698, + "ĠTC": 18699, + "ĠPuerto": 18700, + "rik": 18701, + "usted": 18702, + "Ġchi": 18703, + "uba": 18704, + "Ġinsist": 18705, + "arnish": 18706, + "Ġswelling": 18707, + "Ġutmost": 18708, + "Ġstatutory": 18709, + "Ġradius": 18710, + "uka": 18711, + "Ġtransforming": 18712, + "Ġmiracle": 18713, + "Ġgalleries": 18714, + "Ġcoalition": 18715, + "ĠCertification": 18716, + "Blue": 18717, + "Ġvoter": 18718, + "ĠWHO": 18719, + "Ġchickens": 18720, + "Att": 18721, + "SR": 18722, + "dec": 18723, + "ois": 18724, + "hee": 18725, + "Ġcage": 18726, + "orp": 18727, + "urst": 18728, + "ĠWol": 18729, + "ĠEt": 18730, + "Ġfocal": 18731, + "Ġinterference": 18732, + "Ġskull": 18733, + "Ġbrokers": 18734, + "ĠScale": 18735, + "Ġforefront": 18736, + "Ġshoppers": 18737, + "uffle": 18738, + "Ġcalorie": 18739, + "ĠNeither": 18740, 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"Ġadvers": 18791, + "ĠKil": 18792, + "Ġrecession": 18793, + "Ġbetray": 18794, + "Ġfled": 18795, + "Ġevenings": 18796, + "ĠShar": 18797, + "Ġopenings": 18798, + "ĠIndigenous": 18799, + "clusion": 18800, + "Ġverses": 18801, + "Ġzinc": 18802, + "Ġdefinitive": 18803, + "Ġcommitments": 18804, + "Ġcapturing": 18805, + "ĠVegan": 18806, + "ĠLighting": 18807, + "Ġfucked": 18808, + "ĠPoints": 18809, + "Ġrigorous": 18810, + "quiry": 18811, + "ĠIndependence": 18812, + "Id": 18813, + "cook": 18814, + "cuts": 18815, + "alan": 18816, + "Ġthrows": 18817, + "Ġlavender": 18818, + "ĠWoo": 18819, + "Ġtraction": 18820, + "Ġrefine": 18821, + "apper": 18822, + "Ġlandmark": 18823, + "Ġvirtue": 18824, + "Ġtransported": 18825, + "ĠRemote": 18826, + "ĠHelen": 18827, + "Ġallergies": 18828, + "Ġweaknesses": 18829, + "ĠAlternatively": 18830, + "ichever": 18831, + "Ġsusceptible": 18832, + "BE": 18833, + "IRE": 18834, + "Power": 18835, + "Rob": 18836, + "iage": 18837, + "Ġtier": 18838, + "hea": 18839, + "Ġslope": 18840, + "Ġcad": 18841, + "ĠIoT": 18842, + "ĠTak": 18843, + "imo": 18844, + "Ġproclaim": 18845, + "ĠWITH": 18846, + "riel": 18847, + "Ġalk": 18848, + "Ġperceive": 18849, + "eller": 18850, + "Ġlasted": 18851, + "Ġplanes": 18852, + "Ġsingular": 18853, + "Ġexamines": 18854, + "Ġroutines": 18855, + "Ġverbal": 18856, + "Ġknit": 18857, + "Ġdatas": 18858, + "ĠVolunte": 18859, + "Ġhooked": 18860, + "Ġreinforced": 18861, + "ĠSatan": 18862, + "Ġallocated": 18863, + "ĠGrove": 18864, + "Ġinquiries": 18865, + "Ġutterly": 18866, + "ĠCoupon": 18867, + "Ġdoctrine": 18868, + "COM": 18869, + "Jul": 18870, + "say": 18871, + "Ġsaturated": 18872, + "Ġfade": 18873, + "Ġbac": 18874, + "Ġhipp": 18875, + "ĠSierra": 18876, + "ĠAWS": 18877, + "Ġ(+": 18878, + "Ġwasher": 18879, + "ĠLG": 18880, + "Ġloft": 18881, + "ĠKill": 18882, + "Ġbucks": 18883, + "ĠRevenue": 18884, + "ĠSouthwest": 18885, + "Ġsurprises": 18886, + "Ġinfluen": 18887, + "ĠConservation": 18888, + "Ġ1972": 18889, + "Ġcoordinator": 18890, + "Ġproceeding": 18891, + "Ġalpha": 18892, + "110": 18893, + "GH": 18894, + "June": 18895, + "bags": 18896, + "yards": 18897, + "Ġul": 18898, + "itus": 18899, + "entry": 18900, + "ĠSr": 18901, + "ĠDictionary": 18902, + "ĠGRE": 18903, + "uded": 18904, + "Ġaboard": 18905, + "ĠChap": 18906, + "ixon": 18907, + "Ġcharitable": 18908, + "ername": 18909, + "Ġmuscular": 18910, + "Ġ°": 18911, + "Ġsupermarket": 18912, + "ĠFlowers": 18913, + "Ġessentials": 18914, + "liner": 18915, + "ĠTyler": 18916, + "Cloud": 18917, + "Ġrotating": 18918, + "ĠDawn": 18919, + "Ġinevitably": 18920, + "Ġrendering": 18921, + "Currently": 18922, + "cano": 18923, + "hare": 18924, + "wiches": 18925, + "onents": 18926, + "Ġdude": 18927, + "ĠApex": 18928, + "ĠHua": 18929, + "Ġexh": 18930, + "sover": 18931, + "ĠReplacement": 18932, + "Ġstudios": 18933, + "ĠCompar": 18934, + "Ġassass": 18935, + "Ġinstallment": 18936, + "ĠNeil": 18937, + "Ġstatute": 18938, + "castle": 18939, + "Ġarchitects": 18940, + "ĠCameron": 18941, + "ĠHistoric": 18942, + "ĠTesting": 18943, + "Ġshaping": 18944, + "Ġinclined": 18945, + "Ġillnesses": 18946, + "ĠLinda": 18947, + "Works": 18948, + "ĠRepresentative": 18949, + "roductive": 18950, + "namese": 18951, + "Ġbolt": 18952, + "otine": 18953, + "ĠSample": 18954, + "irie": 18955, + "ĠDent": 18956, + "ĠFel": 18957, + "ĠFried": 18958, + "ĠKel": 18959, + "ĠBrush": 18960, + "degree": 18961, + "Ġsubjected": 18962, + "Ġprinters": 18963, + "Ġtouring": 18964, + "Ġbalancing": 18965, + "Ġdepri": 18966, + "ĠParish": 18967, + "Ġlacks": 18968, + "Ġattracting": 18969, + "ĠPosts": 18970, + "Ġrobots": 18971, + "Ġimplant": 18972, + "Ġcartridge": 18973, + "ĠHistorical": 18974, + "Ġ1969": 18975, + "Ġfellowship": 18976, + "Ġillustrate": 18977, + "othered": 18978, + "Contact": 18979, + "Ġinfectious": 18980, + "ĠBuddha": 18981, + "ĠEventually": 18982, + "operative": 18983, + "ĠAnswers": 18984, + "ĠBristol": 18985, + "Given": 18986, + "mia": 18987, + "ĠCable": 18988, + "Ġstun": 18989, + "ĠParent": 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21402, + "ĠDanish": 21403, + "ĠGin": 21404, + "ardon": 21405, + "ĠUPS": 21406, + "Ġperceptions": 21407, + "compl": 21408, + "Ġcheat": 21409, + "ĠBeen": 21410, + "Ġwatering": 21411, + "ĠIsle": 21412, + "Ġsalads": 21413, + "Ġfriendships": 21414, + "ĠGram": 21415, + "scill": 21416, + "Ġgeometry": 21417, + "ĠAreas": 21418, + "Ġviolated": 21419, + "Ġbeliever": 21420, + "ĠDesigns": 21421, + "Ġsymptom": 21422, + "Ġbelongings": 21423, + "Ġcrochet": 21424, + "ĠFloyd": 21425, + "Ġtweeted": 21426, + "Ġseminars": 21427, + "ĠBryan": 21428, + "ĠAdvertising": 21429, + "Ġlivestock": 21430, + "Cy": 21431, + "House": 21432, + "Mag": 21433, + "aan": 21434, + "kens": 21435, + "pieces": 21436, + "var": 21437, + "yon": 21438, + "β": 21439, + "Ġobey": 21440, + "Ġmaid": 21441, + "Ġlan": 21442, + "ĠCort": 21443, + "ĠWritten": 21444, + "ĠDian": 21445, + "ĠDES": 21446, + "Ġsucks": 21447, + "Ġadren": 21448, + "ogens": 21449, + "Ġimpaired": 21450, + "comb": 21451, + "Ġmemoir": 21452, + "ennial": 21453, + "Ġyoungsters": 21454, + "Ġdiffers": 21455, + "ONG": 21456, + "ĠTranslation": 21457, + "ĠOpening": 21458, + "raditional": 21459, + "Ġclimbed": 21460, + "Ġterrorists": 21461, + "consuming": 21462, + "ĠNaval": 21463, + "Ġstereo": 21464, + "Ġpredominantly": 21465, + "Ġinadequate": 21466, + ")âĢİ": 21467, + "Est": 21468, + "cot": 21469, + "fat": 21470, + "ê": 21471, + "inarily": 21472, + "Ġwander": 21473, + "Ġcros": 21474, + "Ġbothered": 21475, + "Ġinduct": 21476, + "sted": 21477, + "ĠCone": 21478, + "ĠPand": 21479, + "ĠWS": 21480, + "Ġseiz": 21481, + "ĠHear": 21482, + "ĠFerg": 21483, + "third": 21484, + "Ġabbre": 21485, + "inea": 21486, + "ibre": 21487, + "ĠInj": 21488, + "reatment": 21489, + "Ġ1945": 21490, + "aiver": 21491, + "ARY": 21492, + "ĠDrink": 21493, + "ĠMcD": 21494, + "Ġmidfield": 21495, + "Ġdoubles": 21496, + "Ġunfamiliar": 21497, + "Ġscratches": 21498, + "Ġschol": 21499, + "Ġoxid": 21500, + "ĠBasin": 21501, + "smanship": 21502, + "Ġtolerate": 21503, + "Ġculmin": 21504, + "ĠCRM": 21505, + "ĠMessage": 21506, + "Ġterrifying": 21507, + "ĠScheme": 21508, + "intendent": 21509, + "ĠGiants": 21510, + "ĠCoalition": 21511, + "ĠSymphony": 21512, + "Ġantioxidant": 21513, + "Ġnutritious": 21514, + ",[": 21515, + "Categ": 21516, + "Es": 21517, + "VM": 21518, + "lain": 21519, + "pic": 21520, + "ride": 21521, + "wives": 21522, + "Ġwig": 21523, + "ĠBin": 21524, + "ĠWes": 21525, + "ĠGaza": 21526, + "ĠOption": 21527, + "teenth": 21528, + "Ġenlargement": 21529, + "Ġperformer": 21530, + "ĠResidential": 21531, + "Ġperiodically": 21532, + "opsis": 21533, + "ĠPrecision": 21534, + "ĠGlad": 21535, + "Ġregulators": 21536, + "Should": 21537, + "Ġrepeating": 21538, + "Ġmagnesium": 21539, + "Ġpairing": 21540, + "ĠCamera": 21541, + "ĠArchives": 21542, + "Ġcoordinating": 21543, + "ĠDevice": 21544, + "Ġcooperative": 21545, + "ĠCollabor": 21546, + "current": 21547, + "Organ": 21548, + "Ġempowering": 21549, + "ĠEmbassy": 21550, + "ĠAdministrator": 21551, + "Former": 21552, + "ĠUganda": 21553, + "450": 21554, + "Cap": 21555, + "Sum": 21556, + "VI": 21557, + "js": 21558, + "lot": 21559, + "official": 21560, + "Ġtidy": 21561, + "ete": 21562, + "ĠPoss": 21563, + "Ġnephew": 21564, + "aca": 21565, + "Ġarter": 21566, + "Ġneedles": 21567, + "ullivan": 21568, + "Think": 21569, + "Ġcurtains": 21570, + "odend": 21571, + "Ġpotassium": 21572, + "llington": 21573, + "ĠMyers": 21574, + "Ġquestionnaire": 21575, + "Ġbarg": 21576, + "ARK": 21577, + "Ġrespects": 21578, + "Ġmixes": 21579, + "ĠMarkets": 21580, + "holding": 21581, + "Ġknitting": 21582, + "Ġmerge": 21583, + "University": 21584, + "ĠMilwaukee": 21585, + "ĠHandle": 21586, + "ĠLogin": 21587, + "vanized": 21588, + "Ġsickness": 21589, + "THE": 21590, + "ĠKnife": 21591, + "ĠBrandon": 21592, + "Ġfertility": 21593, + "Ġexploitation": 21594, + "Ġqueue": 21595, + "Ġmerger": 21596, + "ĠVincent": 21597, + "approved": 21598, + "&#": 21599, + "IAL": 21600, + "mid": 21601, + "mag": 21602, + "moon": 21603, + "oother": 21604, + "safe": 21605, + "Ġcows": 21606, + "Ġinduction": 21607, + "Ġlashes": 21608, + "ĠSue": 21609, + "Ġexcerpt": 21610, + "ĠFully": 21611, + "umat": 21612, + "Ġcanon": 21613, + "Ġalbeit": 21614, + "Ġplush": 21615, + "ocal": 21616, + "ugal": 21617, + "Ġgravy": 21618, + "Ġversa": 21619, + "Ġexaminations": 21620, + "Ġcollects": 21621, + "Ġembroidery": 21622, + "ĠTypes": 21623, + "blue": 21624, + "ĠRocky": 21625, + "Ġpreparations": 21626, + "ĠLooks": 21627, + "ĠLinks": 21628, + "Ġforecasts": 21629, + "ĠRenew": 21630, + "Ġprivileged": 21631, + "Ġthyroid": 21632, + "Ġstrawberry": 21633, + "ĠRepresentatives": 21634, + "Ġkayak": 21635, + "Ġantioxidants": 21636, + "240": 21637, + "BB": 21638, + "Law": 21639, + "bc": 21640, + "dates": 21641, + "Ġfoul": 21642, + "omore": 21643, + "Ġreef": 21644, + "cht": 21645, + "Ġorbit": 21646, + "Ġvault": 21647, + "ĠLounge": 21648, + "Ġchooses": 21649, + "agging": 21650, + "Ġcompares": 21651, + "Ġoutright": 21652, + "Ġoutlines": 21653, + "ĠYarn": 21654, + "Ġcovid": 21655, + "oba": 21656, + "riched": 21657, + "Ġsmarter": 21658, + "Ġbladder": 21659, + "ĠComfort": 21660, + "Ġministers": 21661, + "Ġpatrons": 21662, + "Ġfiltered": 21663, + "Ġconstru": 21664, + "Ġdemons": 21665, + "ĠCoin": 21666, + "Ġmultif": 21667, + "Ġtemples": 21668, + "ĠMega": 21669, + "180": 21670, + "Choose": 21671, + "175": 21672, + "Ġdestiny": 21673, + "Ġfrequencies": 21674, + "Ġburger": 21675, + "Ġattracts": 21676, + "Ġcomplained": 21677, + "ĠViews": 21678, + "Ġrainfall": 21679, + "ĠVolvo": 21680, + "respons": 21681, + "ĠTerrit": 21682, + "Ġhelpless": 21683, + "Ġhackers": 21684, + "Ġcubic": 21685, + "ĠDefinitely": 21686, + "Ġperfume": 21687, + "ocaust": 21688, + "Ġfrankly": 21689, + "Ġscrutiny": 21690, + "ĠFlorence": 21691, + "urethane": 21692, + "paralleled": 21693, + "Nice": 21694, + "hored": 21695, + "ø": 21696, + "inest": 21697, + "Ġtheology": 21698, + "Ġgems": 21699, + "uting": 21700, + "ĠAware": 21701, + "ĠArena": 21702, + "verter": 21703, + "ĠMul": 21704, + "ĠPrest": 21705, + "ĠPoke": 21706, + "ĠEtsy": 21707, + "ĠNit": 21708, + "oco": 21709, + "âĢ¦,": 21710, + "asonable": 21711, + "Ġ104": 21712, + "Ġretros": 21713, + "Ġteammates": 21714, + "Ġspeculation": 21715, + "Ġheadline": 21716, + "Ġstealing": 21717, + "ĠRescue": 21718, + "Ġidentities": 21719, + "ĠGrass": 21720, + "ĠSynd": 21721, + "Ġcollector": 21722, + "Ġgeometric": 21723, + "ĠAssociated": 21724, + "Ġturf": 21725, + "Ġmotivate": 21726, + "Ġtasted": 21727, + "Ġpods": 21728, + "between": 21729, + "Ġbeneficiaries": 21730, + "Ġmuffins": 21731, + "ĠAmbassador": 21732, + "ĠFamilies": 21733, + ")!": 21734, + "/-": 21735, + "Cs": 21736, + "Jesus": 21737, + "Ġted": 21738, + "Ġfaint": 21739, + "Ġfittings": 21740, + "stones": 21741, + "ĠCrew": 21742, + "amy": 21743, + "Ġstip": 21744, + "ĠMouse": 21745, + "illas": 21746, + "ĠDale": 21747, + "iesel": 21748, + "Ġworkload": 21749, + "plants": 21750, + "Ġscans": 21751, + "Ġwhereby": 21752, + "Ġsuburban": 21753, + "Ġpurse": 21754, + "ĠCarroll": 21755, + "ĠCOMP": 21756, + "playing": 21757, + "Ġcollectors": 21758, + "ĠRegulations": 21759, + "ĠAdded": 21760, + "Ġhoused": 21761, + "OUT": 21762, + "ĠStanding": 21763, + "Ġanticipation": 21764, + "Ġshowcasing": 21765, + "ĠInstallation": 21766, + "Ġstubborn": 21767, + "Ġrehears": 21768, + "Sal": 21769, + "Vol": 21770, + "gus": 21771, + "nan": 21772, + "Ġinh": 21773, + "ĠCelt": 21774, + "Ġconceived": 21775, + "Ġcanned": 21776, + "Ġalot": 21777, + "ĠEy": 21778, + "ĠEvaluation": 21779, + "index": 21780, + "Ġaccents": 21781, + "cester": 21782, + "Ġtraject": 21783, + "Ġundergoing": 21784, + "Ġcoron": 21785, + "Ġpatents": 21786, + "Ġpublicity": 21787, + "ĠZoo": 21788, + "Ġdevotion": 21789, + "Ġswear": 21790, + "Ġ304": 21791, + "Ġdefinite": 21792, + "Ġsweater": 21793, + "Ġlowering": 21794, + "ĠWarriors": 21795, + "Ġgarment": 21796, + "Ġmalicious": 21797, + "Ġtablespoon": 21798, + "ĠHolder": 21799, + "ĠBullet": 21800, + "Ġhunter": 21801, + "Ġenergies": 21802, + "Ġgiants": 21803, + "Ġcombustion": 21804, + "DT": 21805, + "WE": 21806, + "rone": 21807, + "Ġbob": 21808, + "Ġbakery": 21809, + "Ġhp": 21810, + "ĠSie": 21811, + "ĠSME": 21812, + "ĠCop": 21813, + "irting": 21814, + "estation": 21815, + "esteem": 21816, + "ĠLem": 21817, + "Ġusa": 21818, + "ĠNaturally": 21819, + "Ġensemble": 21820, + "ĠYosemite": 21821, + "ĠRebecca": 21822, + "oyal": 21823, + "Ġcharcoal": 21824, + "Ġ911": 21825, + "Ġrefuses": 21826, + "Ġintoler": 21827, + "ĠQing": 21828, + "Ġpopulated": 21829, + "Ġblooms": 21830, + "Ġsuccessor": 21831, + "Ġeducating": 21832, + "ĠSyl": 21833, + "Ġtextbook": 21834, + "Ġhairs": 21835, + "Ġsweeping": 21836, + "Ġsimilarities": 21837, + "Ġfootwear": 21838, + "Ġnegot": 21839, + "Ġignoring": 21840, + "ippers": 21841, + "without": 21842, + "Ġassumes": 21843, + "ĠHyundai": 21844, + "Ġauthenticity": 21845, + "ĠAlternative": 21846, + "ĠGraphics": 21847, + "Ġdespair": 21848, + "ĠJohann": 21849, + "AI": 21850, + "Easy": 21851, + "Give": 21852, + "Rober": 21853, + "Ġpens": 21854, + "Ġnarc": 21855, + "umed": 21856, + "ĠLiz": 21857, + "Ġcanine": 21858, + "Ġpledge": 21859, + "ĠInch": 21860, + "placed": 21861, + "issue": 21862, + "themed": 21863, + "ĠZimbabwe": 21864, + "Ġdrift": 21865, + "Ġmentioning": 21866, + "Ġheaters": 21867, + "Ġjointly": 21868, + "OWN": 21869, + "Nothing": 21870, + "ĠDivine": 21871, + "Ġoutputs": 21872, + "Ġatmospheric": 21873, + "canic": 21874, + "Ġtablespoons": 21875, + "Ġrebell": 21876, + "ĠAccounting": 21877, + "Ġnicotine": 21878, + "ĠOriginally": 21879, + "Ġhurting": 21880, + "Ġdiligence": 21881, + "ĠFacility": 21882, + "Ġdividend": 21883, + "ĠMortgage": 21884, + "ĠRecommended": 21885, + "Ġfarther": 21886, + "365": 21887, + "bps": 21888, + "caster": 21889, + "ä¸": 21890, + "Ġts": 21891, + "Ġfist": 21892, + "Ġlava": 21893, + "imental": 21894, + "chard": 21895, + "Ġasphalt": 21896, + "Ġdisreg": 21897, + "Ġsmoother": 21898, + "Ġdoesnt": 21899, + "Ġdetergent": 21900, + "Ġrealization": 21901, + "bee": 21902, + "Ġdealership": 21903, + "Ġcompetence": 21904, + "Ġcircuits": 21905, + "Ġswept": 21906, + "Along": 21907, + "Ġmatte": 21908, + "oultry": 21909, + "Ġregulator": 21910, + "Ġprincip": 21911, + "Ġvalidated": 21912, + "Ġrotate": 21913, + "Ġthrust": 21914, + "ĠKeeping": 21915, + "ĠIllustr": 21916, + "ĠProvince": 21917, + "ĠSecondary": 21918, + "ĠAlfred": 21919, + ".(": 21920, + "Access": 21921, + "Ent": 21922, + "King": 21923, + "tration": 21924, + "Ġferry": 21925, + "Ġreopen": 21926, + "Ġstakes": 21927, + "olics": 21928, + "ĠMR": 21929, + "ĠPets": 21930, + "Ġvoy": 21931, + "ĠLect": 21932, + "ivate": 21933, + "Ġrooft": 21934, + "Ġwells": 21935, + "Ġdownward": 21936, + "Ġhighs": 21937, + "venile": 21938, + "ĠProtocol": 21939, + "Ġexpired": 21940, + "Ġprocessors": 21941, + "ĠBeef": 21942, + "ĠAdapt": 21943, + "Ġpatrol": 21944, + "Ġveins": 21945, + "Ġwavelength": 21946, + "Ġmotif": 21947, + "Ġfreak": 21948, + "ĠBritt": 21949, + "Ġamazingly": 21950, + "Ġcontracted": 21951, + "ĠAcid": 21952, + "Ġemergencies": 21953, + "ĠAviation": 21954, + "ĠEngineers": 21955, + "ĠTommy": 21956, + "ĠLucy": 21957, + "ĠLegacy": 21958, + "ĠPilot": 21959, + "Ġboilers": 21960, + "ĠYankees": 21961, + "maybe": 21962, + "ĠGeneva": 21963, + "Ġirrelevant": 21964, + "Ġpudding": 21965, + "Ġempirical": 21966, + "Ġnegotiation": 21967, + "Turn": 21968, + "cross": 21969, + "ciliation": 21970, + "Ġcivic": 21971, + "ayette": 21972, + "Ġheck": 21973, + "ĠBatt": 21974, + "ĠThem": 21975, + "anti": 21976, + "ĠLis": 21977, + "ĠNom": 21978, + "ivable": 21979, + "Ġsocket": 21980, + "again": 21981, + "Ġcompilation": 21982, + "Ġadorn": 21983, + "access": 21984, + "Ġincap": 21985, + "Ġgoat": 21986, + "ĠKin": 21987, + "enson": 21988, + "ritish": 21989, + "alsa": 21990, + "axis": 21991, + "Ġformulas": 21992, + "Ġconfirms": 21993, + "Ġtrader": 21994, + "Ġhygien": 21995, + "ĠAutomatic": 21996, + "Ġcorrected": 21997, + "Ġkitchens": 21998, + "Ġundes": 21999, + "holm": 22000, + "ĠSunshine": 22001, + "ĠLoans": 22002, + "Ġadviser": 22003, + "ĠREAD": 22004, + 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25276, + "Ġplague": 25277, + "ĠThr": 25278, + "ysics": 25279, + "Ġbrunch": 25280, + "Ġintermedi": 25281, + "pray": 25282, + "ahan": 25283, + "Ġdefenses": 25284, + "ĠLevi": 25285, + "autical": 25286, + "Ġoppression": 25287, + "Ġdrained": 25288, + "Ġcutter": 25289, + "Ġshareholder": 25290, + "Ġgenetics": 25291, + "Ġstocked": 25292, + "Ġcontractual": 25293, + "Always": 25294, + "unters": 25295, + "rosis": 25296, + "missible": 25297, + "ĠJoan": 25298, + "Ġnavigating": 25299, + "elfare": 25300, + "Ġfacilitated": 25301, + "Ġhallway": 25302, + "Ġparamount": 25303, + "munition": 25304, + "Ġcompliments": 25305, + "ĠVenus": 25306, + "ĠPowell": 25307, + "Ġcultivated": 25308, + "Ġdominance": 25309, + "ĠChalleng": 25310, + "ĠRainbow": 25311, + "Ġintimidating": 25312, + "Ġerupt": 25313, + "Ġelders": 25314, + "ĠFerguson": 25315, + "Brand": 25316, + "East": 25317, + "Sty": 25318, + "Win": 25319, + "bike": 25320, + "harm": 25321, + "lived": 25322, + "present": 25323, + "youtube": 25324, + "antha": 25325, + "rob": 25326, + "roots": 25327, + "ĠICT": 25328, + "ĠCaf": 25329, + "ĠMau": 25330, + "Ġhaird": 25331, + "ulus": 25332, + "ĠWife": 25333, + "abolic": 25334, + "ĠHerald": 25335, + "ĠDed": 25336, + "antry": 25337, + "ĠLone": 25338, + "ĠGH": 25339, + "ĠGor": 25340, + "ĠGiving": 25341, + "Ġsued": 25342, + "ĠOaks": 25343, + "Ġenrol": 25344, + "Ġcontag": 25345, + "ĠVend": 25346, + "ĠVatican": 25347, + "Ġrods": 25348, + "Ġammon": 25349, + "ndering": 25350, + "Ġsciss": 25351, + "Ġscars": 25352, + "Ġtraced": 25353, + "Ġunderwear": 25354, + "kswagen": 25355, + "Ġgoodies": 25356, + "Ġacet": 25357, + "Ġplayoffs": 25358, + "Ġcheeks": 25359, + "Ġcoral": 25360, + "ĠAdmin": 25361, + "ĠArri": 25362, + "Ġcontrollers": 25363, + "Ġreviewer": 25364, + "Ġanalogy": 25365, + "ropolis": 25366, + "Ġ114": 25367, + "ARN": 25368, + "dev": 25369, + "Ġ135": 25370, + "Ġcyt": 25371, + "Ġsilica": 25372, + "Ġslowed": 25373, + "ETH": 25374, + "Ġhydration": 25375, + "ĠDeterm": 25376, + "Ġcomprehension": 25377, + "Ġurinary": 25378, + "ĠTrends": 25379, + "Ġplugs": 25380, + "Ġsaucepan": 25381, + "ĠKnown": 25382, + "Ġsuspense": 25383, + "ĠCreation": 25384, + "Ġbathing": 25385, + "Ġblinds": 25386, + "Ġloosely": 25387, + "Christmas": 25388, + "ĠNormally": 25389, + "ĠIcelandic": 25390, + "ĠPiper": 25391, + "Ġexpedition": 25392, + "Ġproficient": 25393, + "iocese": 25394, + "Ġamusement": 25395, + "Ġhefty": 25396, + "Bob": 25397, + "KA": 25398, + "Later": 25399, + "fires": 25400, + "Ġsip": 25401, + "ataka": 25402, + "isol": 25403, + "Ġbast": 25404, + "ĠSense": 25405, + "ĠCav": 25406, + "Ġstaggering": 25407, + "ulents": 25408, + "ĠDot": 25409, + "pei": 25410, + "Ġ119": 25411, + "ĠOw": 25412, + "Ġabide": 25413, + "indle": 25414, + "Ġenclosure": 25415, + "Ġloaf": 25416, + "uez": 25417, + "Ġperimeter": 25418, + "ffield": 25419, + "ĠChad": 25420, + "Ġaromatic": 25421, + "Ġdownstream": 25422, + "Ġexpiration": 25423, + "Information": 25424, + "ĠClothing": 25425, + "ĠTeach": 25426, + "posure": 25427, + "ĠUSS": 25428, + "ĠCoil": 25429, + "ĠSuz": 25430, + "Ġmilit": 25431, + "ĠXC": 25432, + "Ġmotions": 25433, + "Ġcalibration": 25434, + "ĠChester": 25435, + "Ġextrav": 25436, + "ĠTracy": 25437, + "backed": 25438, + "Ġfirearm": 25439, + "Ġballots": 25440, + "ĠâĻ": 25441, + "hetically": 25442, + "ĠKingston": 25443, + "2003": 25444, + "ĠCampground": 25445, + "888": 25446, + "Ġdetective": 25447, + "Ġmutation": 25448, + "Ġbelonged": 25449, + "Ġvastly": 25450, + "ochond": 25451, + "Ġinhibitor": 25452, + "ĠRubber": 25453, + "Ġjurisdictions": 25454, + "ĠEscorts": 25455, + "defined": 25456, + "ausible": 25457, + "ĠIsaiah": 25458, + "\"...": 25459, + "Early": 25460, + "Finding": 25461, + "GG": 25462, + "Job": 25463, + "Ra": 25464, + "uph": 25465, + "ÂĿ": 25466, + "ÛĮ": 25467, + "Ġcemetery": 25468, + "Ġfas": 25469, + "inghouse": 25470, + "Ġmalf": 25471, + "icans": 25472, + "ĠTact": 25473, + "ĠTail": 25474, + "ĠSeth": 25475, + "usc": 25476, + "imir": 25477, + "ĠMAT": 25478, + "rax": 25479, + "ĠPER": 25480, + "unit": 25481, + "Ġconventions": 25482, + "Ġrs": 25483, + "articles": 25484, + "Ġally": 25485, + "Ġsoaked": 25486, + "ĠStap": 25487, + "Ġoversee": 25488, + "Ġnovice": 25489, + "rican": 25490, + "Ġ1941": 25491, + "atha": 25492, + "meaning": 25493, + "Ġinterrog": 25494, + "Ġrefin": 25495, + "ĠBlind": 25496, + "ĠConven": 25497, + "ĠScan": 25498, + "Ġmultid": 25499, + "Ġseasoning": 25500, + "Ġcompetencies": 25501, + "itching": 25502, + "ĠHispanic": 25503, + "ĠâĪĴ": 25504, + "Ġrouting": 25505, + "Ġhistorians": 25506, + "Ġvictories": 25507, + "Ġsavvy": 25508, + "ĠBrace": 25509, + "Project": 25510, + "ĠSunny": 25511, + "Ġshipments": 25512, + "ĠSalv": 25513, + "TSD": 25514, + "Ġdissolve": 25515, + "ĠCyprus": 25516, + "Ġnominal": 25517, + "ĠCatholics": 25518, + "ĠSquad": 25519, + "Ġdividing": 25520, + "Team": 25521, + "ĠPromotion": 25522, + "ãĢij": 25523, + "Ġintuition": 25524, + "Ġintrigued": 25525, + "ĠPalestinians": 25526, + "ĠExhibition": 25527, + "Ġgrooming": 25528, + "ochemical": 25529, + "Matthew": 25530, + "ĠTutorial": 25531, + "Ġplagiar": 25532, + "Ġreddit": 25533, + "Ġtheatrical": 25534, + "Ġinconvenience": 25535, + "Ġencrypted": 25536, + "CAD": 25537, + "Educ": 25538, + "Mer": 25539, + "Ult": 25540, + "Was": 25541, + "bear": 25542, + "cd": 25543, + "drive": 25544, + "lib": 25545, + "money": 25546, + "nn": 25547, + "rator": 25548, + "since": 25549, + "áº": 25550, + "Ġiphone": 25551, + "Ġbins": 25552, + "leaf": 25553, + "Ġloneliness": 25554, + "stay": 25555, + "etrical": 25556, + "ĠSally": 25557, + "Ġiter": 25558, + "ĠPir": 25559, + "ĠPac": 25560, + "ĠBlend": 25561, + "ooo": 25562, + "ĠLith": 25563, + "Ġcanoe": 25564, + "Ġtrait": 25565, + "ĠRein": 25566, + "ĠReason": 25567, + "ĠRewards": 25568, + "Ġfinite": 25569, + "cycling": 25570, + "Ġdetrim": 25571, + "Ġadvises": 25572, + "bek": 25573, + "ĠBlair": 25574, + "Ġmaritime": 25575, + "prove": 25576, + "Ġcrave": 25577, + "ĠCompared": 25578, + "ĠTrainer": 25579, + "Ġestablishes": 25580, + "ĠDayton": 25581, + "Ġconception": 25582, + "Ġconductor": 25583, + "Ġspeedy": 25584, + "Really": 25585, + "ĠLetters": 25586, + "Ġdistributing": 25587, + "Ġunden": 25588, + "ĠScholar": 25589, + "Ġsequencing": 25590, + "ĠOrganisation": 25591, + "ĠBurger": 25592, + "agonal": 25593, + "ĠPakistani": 25594, + "ĠCabin": 25595, + "Ġscrewed": 25596, + "Ġgamble": 25597, + "Ġtremendously": 25598, + "ни": 25599, + "ĠCornwall": 25600, + "ĠSensor": 25601, + "Ġimpecc": 25602, + "NYSE": 25603, + "George": 25604, + "ĠHenderson": 25605, + "Ġcatastrophic": 25606, + "Ġadulthood": 25607, + "Tex": 25608, + "brain": 25609, + "effic": 25610, + "pine": 25611, + "Ġau": 25612, + "Ġpies": 25613, + "Ġinherently": 25614, + "ĠTT": 25615, + "ĠSI": 25616, + "ĠCrist": 25617, + "amount": 25618, + "Ġstigma": 25619, + "ĠMol": 25620, + "ĠMouth": 25621, + "ĠPatch": 25622, + "ĠBuch": 25623, + "ĠBirds": 25624, + "ĠWC": 25625, + "ĠFt": 25626, + "Ġvene": 25627, + "ĠEF": 25628, + "Ġsuction": 25629, + "ĠNuclear": 25630, + "odor": 25631, + "Ġka": 25632, + "aculture": 25633, + "ĠThought": 25634, + "Ġmango": 25635, + "Ġadditives": 25636, + "Ġrelational": 25637, + "Things": 25638, + "Ġrests": 25639, + "Ġequitable": 25640, + "Ġtestament": 25641, + "Ġexploded": 25642, + "ĠAlloy": 25643, + "shit": 25644, + "ĠCoaching": 25645, + "ĠMyanmar": 25646, + "ĠAppeals": 25647, + "ĠCompat": 25648, + "ĠDisability": 25649, + "Ġstripes": 25650, + "ĠRegulatory": 25651, + "Ġawait": 25652, + "office": 25653, + "Ġburial": 25654, + "ĠFounded": 25655, + "Ġpollen": 25656, + "Ġsanction": 25657, + "Ġidol": 25658, + "Ġinterpretations": 25659, + "Quick": 25660, + "Ġreconnect": 25661, + "Ġexported": 25662, + "ĠEllis": 25663, + "ĠBernie": 25664, + "ãĢIJ": 25665, + "Ġamplifier": 25666, + "ĠPersian": 25667, + "Ġparliamentary": 25668, + "opedic": 25669, + "Ġsoups": 25670, + "Building": 25671, + "Ġbiscuits": 25672, + "ĠRepeat": 25673, + "Ġperennial": 25674, + "Ġeternity": 25675, + "ĠRoosevelt": 25676, + "BLE": 25677, + "Fit": 25678, + "Name": 25679, + "Pet": 25680, + "bishop": 25681, + "dest": 25682, + "iours": 25683, + "ku": 25684, + "oids": 25685, + "rational": 25686, + "tree": 25687, + "Ġpity": 25688, + "icol": 25689, + "ĠSons": 25690, + "channel": 25691, + "ĠPione": 25692, + "ĠHBO": 25693, + "ĠRams": 25694, + "ĠLibr": 25695, + "oshi": 25696, + "Ġsoaking": 25697, + "Ġenlar": 25698, + "Ġworkmanship": 25699, + "toire": 25700, + "ubishi": 25701, + "Ġsauna": 25702, + "Ġnoises": 25703, + "angible": 25704, + "ricting": 25705, + "Ġ1942": 25706, + "archment": 25707, + "Ġhandheld": 25708, + "Ġpayout": 25709, + "ocking": 25710, + "Ġglaze": 25711, + "aires": 25712, + "ĠComprehensive": 25713, + "ĠTravis": 25714, + "ĠMonitoring": 25715, + "ĠBooking": 25716, + "Ġsubscriptions": 25717, + "Ġdeclaring": 25718, + "Ġgranting": 25719, + "Ġforeigners": 25720, + "ĠMillenn": 25721, + "Ġlaboratories": 25722, + "Ġmirac": 25723, + "ĠRealty": 25724, + "Ġoxidation": 25725, + "ĠExamination": 25726, + "Ġfacilitating": 25727, + "Ġrebounds": 25728, + "Ġbatches": 25729, + "!!!!!!!!": 25730, + "ĠCasey": 25731, + "Travel": 25732, + "ĠBarnes": 25733, + "structed": 25734, + "Ġtattoos": 25735, + "ĠBeginning": 25736, + "Ġalmonds": 25737, + "Ġresurrection": 25738, + "ĠDesktop": 25739, + "Ġvicinity": 25740, + "practice": 25741, + "Ġubiqu": 25742, + "Cas": 25743, + "EF": 25744, + "Er": 25745, + "Equ": 25746, + "KO": 25747, + "eye": 25748, + "grand": 25749, + "hope": 25750, + "lated": 25751, + "px": 25752, + "Ġwiped": 25753, + "Ġwinters": 25754, + "itating": 25755, + "ĠTennis": 25756, + "Ġbending": 25757, + "ĠSARS": 25758, + "igating": 25759, + "ĠMAR": 25760, + "ĠPix": 25761, + "ĠBare": 25762, + "Ġdeport": 25763, + "ĠFut": 25764, + "ĠNPC": 25765, + "ĠOman": 25766, + "ostics": 25767, + "Ġker": 25768, + "Ġmealyb": 25769, + "Ġclan": 25770, + "Ġresh": 25771, + "apa": 25772, + "Ġquotation": 25773, + "ĠYesterday": 25774, + "Ġflotation": 25775, + "commit": 25776, + "ĠDerek": 25777, + "Ġrefusal": 25778, + "Ġideals": 25779, + "ĠLean": 25780, + "Ġgraft": 25781, + 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"ĠSigma": 25831, + "ĠAbr": 25832, + "Ġsten": 25833, + "Ġconced": 25834, + "ĠWel": 25835, + "ĠHearing": 25836, + "Ġexfol": 25837, + "ĠFen": 25838, + "Ġ(-": 25839, + "ĠLC": 25840, + "ĠLL": 25841, + "perty": 25842, + "acters": 25843, + "achine": 25844, + "ĠYemen": 25845, + "ĠVas": 25846, + "ĠViv": 25847, + "Ġtherein": 25848, + "Ġcoils": 25849, + "angana": 25850, + "Ġserviced": 25851, + "Ġ1947": 25852, + "ĠProblems": 25853, + "Ġsubord": 25854, + "Ġexpands": 25855, + "Ġ1080": 25856, + "ĠOnion": 25857, + "Ġcreatine": 25858, + "Ġfacet": 25859, + "Ġfourteen": 25860, + "aney": 25861, + "Ġforensic": 25862, + "clean": 25863, + "ctoral": 25864, + "ĠNottingham": 25865, + "urchase": 25866, + "Ġlacked": 25867, + "secured": 25868, + "Ġcategorized": 25869, + "Ġguideline": 25870, + "ĠProgramming": 25871, + "ĠPCs": 25872, + "ĠDetect": 25873, + "ĠLogistics": 25874, + "Ġthermost": 25875, + "Ġrefreshed": 25876, + "Ġpupil": 25877, + "Ġdisturbed": 25878, + "aceuticals": 25879, + "ĠCombine": 25880, + 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"ĠMusical": 28196, + "Ġinforms": 28197, + "Ġtimet": 28198, + "Ġdisappears": 28199, + "INGTON": 28200, + "Ġwastewater": 28201, + "Ġadvancements": 28202, + "Ġdispatch": 28203, + "Ġforgiven": 28204, + "Ġconflicting": 28205, + "Ġsynonymous": 28206, + "Ġuploading": 28207, + "ĠUtility": 28208, + "ĠFairy": 28209, + "ĠTrying": 28210, + "Ġtactile": 28211, + "ozhik": 28212, + "Ġconservatives": 28213, + "ĠAndrews": 28214, + "Scott": 28215, + "Ġvineyards": 28216, + "ĠConcert": 28217, + "Ġfermentation": 28218, + "ĠBenefit": 28219, + "ĠLagos": 28220, + "Customer": 28221, + "Ġbaptism": 28222, + "Ġissuance": 28223, + "ĠKarnataka": 28224, + "275": 28225, + "Aw": 28226, + "Bit": 28227, + "Fort": 28228, + "Fund": 28229, + "cified": 28230, + "dream": 28231, + "jac": 28232, + "rish": 28233, + "sac": 28234, + "Ġaster": 28235, + "intern": 28236, + "itat": 28237, + "Ġinhal": 28238, + "Ġgerman": 28239, + "ĠIvan": 28240, + "ĠTie": 28241, + "ĠTue": 28242, + "Ġstag": 28243, + "Ġstagn": 28244, + "ĠMED": 28245, + 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"ĠSecondly": 28297, + "Ġbatting": 28298, + "Ġpulver": 28299, + "ĠPrinted": 28300, + "Ġcompromising": 28301, + "ĠDomino": 28302, + "Ġbrewery": 28303, + "ĠDragons": 28304, + "Ġclimax": 28305, + "ĠTalking": 28306, + "Ġdictate": 28307, + "Generally": 28308, + "Ġbicycles": 28309, + "ĠPentagon": 28310, + "Ġintrinsic": 28311, + "ĠDealer": 28312, + "Ġcherries": 28313, + "ĠPhillip": 28314, + "Ġmesmer": 28315, + "walks": 28316, + "ĠDimensions": 28317, + "ĠPatriots": 28318, + "Ġnickname": 28319, + "ĠFinnish": 28320, + "ĠLancaster": 28321, + "Ġexacerb": 28322, + "Ġrestructuring": 28323, + "\"),": 28324, + "Fact": 28325, + "Media": 28326, + "TB": 28327, + "Wed": 28328, + "Wonder": 28329, + "bred": 28330, + "cats": 28331, + "final": 28332, + "pill": 28333, + "pie": 28334, + "washing": 28335, + "xter": 28336, + "yani": 28337, + "Ġfuse": 28338, + "edo": 28339, + "Ġdod": 28340, + "Ġdunge": 28341, + "Ġhikes": 28342, + "ĠCairo": 28343, + "verance": 28344, + "ĠPenguin": 28345, + "Ġorch": 28346, + "abies": 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"ĠDoesn": 28396, + "Ġsyntax": 28397, + "ĠTitan": 28398, + "ĠApache": 28399, + "Government": 28400, + "Ġpublishes": 28401, + "Ġlatency": 28402, + "Ġconstraint": 28403, + "Ġhypothes": 28404, + "Ġneighbouring": 28405, + "Ġliberation": 28406, + "Ġpretending": 28407, + "Ġengraved": 28408, + "Ġpianist": 28409, + "ĠTerritory": 28410, + "ĠJupiter": 28411, + "ozhikode": 28412, + "\";": 28413, + "Mil": 28414, + "Ten": 28415, + "ι": 28416, + "Ġtid": 28417, + "Ġtandem": 28418, + "Ġwedge": 28419, + "Ġwolves": 28420, + "atz": 28421, + "Ġborough": 28422, + "Ġmashed": 28423, + "Ġinward": 28424, + "Ġoft": 28425, + "icos": 28426, + "ĠSOL": 28427, + "Ġsting": 28428, + "ĠParmesan": 28429, + "ĠHOA": 28430, + "ĠRw": 28431, + "ĠGur": 28432, + "ĠEugene": 28433, + "Ġleash": 28434, + "outheastern": 28435, + "Ġabuses": 28436, + "Ġplur": 28437, + "redited": 28438, + "Ġsock": 28439, + "Ġunicorn": 28440, + "ĠYE": 28441, + "ĠVibr": 28442, + "Ġrepro": 28443, + "Ġcouldnt": 28444, + "ĠSeems": 28445, + "Ġmonks": 28446, 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"ĠConfederate": 28495, + "Ġcontingent": 28496, + "ĠThousands": 28497, + "Ġsermon": 28498, + "Ġcauliflower": 28499, + "\"?": 28500, + "FW": 28501, + "Ham": 28502, + "Li": 28503, + "Mass": 28504, + "border": 28505, + "covered": 28506, + "fax": 28507, + "mails": 28508, + "zero": 28509, + "Ñĩ": 28510, + "Ġbounds": 28511, + "omics": 28512, + "staff": 28513, + "ĠTG": 28514, + "ĠTests": 28515, + "ĠSaturdays": 28516, + "ĠAly": 28517, + "olences": 28518, + "ĠWon": 28519, + "abol": 28520, + "ĠFax": 28521, + "thro": 28522, + "Ġvivo": 28523, + "umption": 28524, + "Ġchampagne": 28525, + "oute": 28526, + "Ġallied": 28527, + "Ġenquiry": 28528, + "ĠKet": 28529, + "Ġdisastrous": 28530, + "ĠChill": 28531, + "Ġoverc": 28532, + "Ġimpat": 28533, + "Ġimpurities": 28534, + "Ġamusing": 28535, + "Ġnove": 28536, + "ĠHeater": 28537, + "Ġflora": 28538, + "phot": 28539, + "203": 28540, + "Ġinsists": 28541, + "vency": 28542, + "mered": 28543, + "Ġassorted": 28544, + "ribe": 28545, + "Ġintercept": 28546, + "Ġintertw": 28547, + "Ġpolishing": 28548, + "Ġinfestation": 28549, + "Ġprofessions": 28550, + "Ġdragging": 28551, + "215": 28552, + "Ġsolids": 28553, + "forces": 28554, + "Ġzoning": 28555, + "Ġphysi": 28556, + "117": 28557, + "Ġobservers": 28558, + "Ġsilently": 28559, + "Ġproposing": 28560, + "Ġknob": 28561, + "ĠTransit": 28562, + "ĠSunset": 28563, + "Ġironic": 28564, + "ĠUnderground": 28565, + "ĠStarted": 28566, + "ĠMoto": 28567, + "Ġpodium": 28568, + "Ġcorresponds": 28569, + "Ġguardians": 28570, + "Ġ1951": 28571, + "Ġnicer": 28572, + "Manufact": 28573, + "ĠMahindra": 28574, + "Ġhoneymoon": 28575, + "Ġlyric": 28576, + "ĠLindsay": 28577, + "Ġalarming": 28578, + "Ġsimultaneous": 28579, + "Ġmosaic": 28580, + "ĠSomers": 28581, + "Available": 28582, + "ĠVehicles": 28583, + "oscopy": 28584, + "Ġmurders": 28585, + "Ġnostalgic": 28586, + "Ġcasserole": 28587, + "ĠRoofing": 28588, + "Ġexemplary": 28589, + "Ġinfluencers": 28590, + "ĠHTTP": 28591, + "Ġrebellion": 28592, + "ĠAbdul": 28593, + "Ġhustle": 28594, + "BU": 28595, + "BY": 28596, + "Mom": 28597, + "NU": 28598, + "Washington": 28599, + "fine": 28600, + "forth": 28601, + "hub": 28602, + "nick": 28603, + "ε": 28604, + "à¹": 28605, + "heets": 28606, + "escope": 28607, + "Ġpi": 28608, + "âĢĬ": 28609, + "Ġgh": 28610, + "ĠTent": 28611, + "ĠTina": 28612, + "owl": 28613, + "ĠCoo": 28614, + "ĠCute": 28615, + "ĠAuss": 28616, + "adin": 28617, + "ĠWise": 28618, + "ĠHernand": 28619, + "antra": 28620, + "ĠRED": 28621, + "employed": 28622, + "Ġnoteworthy": 28623, + "ĠGOD": 28624, + "loving": 28625, + "Ġimbalance": 28626, + "Ġmanic": 28627, + "intestinal": 28628, + "Ġflattering": 28629, + "Ġinstability": 28630, + "identified": 28631, + "Ġcoriander": 28632, + "Ġprojector": 28633, + "Ġreceivers": 28634, + "Ġturnaround": 28635, + "odegradable": 28636, + "ĠConcent": 28637, + "Ġcoupling": 28638, + "ĠMarble": 28639, + "Ġantigen": 28640, + "Ġmisses": 28641, + "ĠAbbott": 28642, + "ĠIncred": 28643, + "Ġsettlers": 28644, + "ĠMonkey": 28645, 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"ĠJig": 28696, + "ĠUm": 28697, + "Ġ206": 28698, + "ĠKB": 28699, + "avi": 28700, + "Ġlookup": 28701, + "Ġsupper": 28702, + "Ġcheesy": 28703, + "Ġnumb": 28704, + "Ġpurification": 28705, + "Ġtyre": 28706, + "erns": 28707, + "atters": 28708, + "Ġ124": 28709, + "ĠManit": 28710, + "Ġantit": 28711, + "Force": 28712, + "ethylene": 28713, + "ĠNowadays": 28714, + "ĠCoral": 28715, + "Chinese": 28716, + "ĠMarks": 28717, + "Ġclosets": 28718, + "Ġordinance": 28719, + "Andrew": 28720, + "Ġsleeps": 28721, + "Ġemerges": 28722, + "Ġexercised": 28723, + "Ġcentralized": 28724, + "boxes": 28725, + "Ġarmies": 28726, + "Ġveterinarian": 28727, + "ĠVerified": 28728, + "Ġsmokers": 28729, + "ĠMaximum": 28730, + "Ġsociology": 28731, + "rushing": 28732, + "Ġconveyed": 28733, + "ĠEntrance": 28734, + "ĠFactor": 28735, + "Ġfertile": 28736, + "ĠLiability": 28737, + "Ġdiluted": 28738, + "Ġdrummer": 28739, + "Ġelectroly": 28740, + "Ġinspector": 28741, + "Ġdiminished": 28742, + "Ġdeductible": 28743, + "Ġglamorous": 28744, + "ĠPetersburg": 28745, + "Ġfleece": 28746, + "Ġlinguistic": 28747, + "ĠAlexandria": 28748, + "ĠLEGO": 28749, + "ĠInspector": 28750, + "Ġincumbent": 28751, + "Capt": 28752, + "Filed": 28753, + "Gal": 28754, + "Game": 28755, + "Ops": 28756, + "Ut": 28757, + "gled": 28758, + "lite": 28759, + "ν": 28760, + "Ġtrop": 28761, + "Ġomitted": 28762, + "atography": 28763, + "Ġbise": 28764, + "Ġbury": 28765, + "alis": 28766, + "Ġreapp": 28767, + "Ġnaughty": 28768, + "Ġgru": 28769, + "ĠBid": 28770, + "ĠDip": 28771, + "ĠRiding": 28772, + "Ġshaved": 28773, + "Ġuplifting": 28774, + "berger": 28775, + "ĠKraft": 28776, + "Ġagon": 28777, + "Ġcoefficient": 28778, + "Ġ->": 28779, + "205": 28780, + "ocon": 28781, + "Ġbrid": 28782, + "ĠShake": 28783, + "Ġvisc": 28784, + "ĠButt": 28785, + "Ġslap": 28786, + "ĠTray": 28787, + "ĠColonel": 28788, + "ĠChristie": 28789, + "Ġdrilled": 28790, + "Ġredundant": 28791, + "irls": 28792, + "Ġcompetitiveness": 28793, + "player": 28794, + "ĠGoal": 28795, + "scape": 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33975, + "Ġsampled": 33976, + "ĠLonger": 33977, + "Ġа": 33978, + "ĠMoen": 33979, + "Ġfrogs": 33980, + "Application": 33981, + "ĠWalton": 33982, + "ĠWilliamson": 33983, + "ĠApplicants": 33984, + "Ġfunctionalities": 33985, + "Above": 33986, + "ĠSavannah": 33987, + "Ġdiligent": 33988, + "Ġskeptic": 33989, + "ĠRunner": 33990, + "ĠSnowflake": 33991, + "Simple": 33992, + "Ġcrowned": 33993, + "Understanding": 33994, + "Ġscreams": 33995, + "ĠHayes": 33996, + "ĠCosmetic": 33997, + "ĠSabbath": 33998, + "transfer": 33999, + "Ġlobbying": 34000, + "vidia": 34001, + "Ġsteadfast": 34002, + "Ġvoic": 34003, + "Ġreassuring": 34004, + "ĠKlipsch": 34005, + "ĠDMV": 34006, + "Ġinsanely": 34007, + "ĠMeadows": 34008, + "Ġcatastrophe": 34009, + "Martin": 34010, + "educated": 34011, + "ĠPublishers": 34012, + "Ġspoilers": 34013, + "ĠAdvocate": 34014, + "ĠMazda": 34015, + "Ġinterchangeable": 34016, + "ĠEligible": 34017, + "Ġplywood": 34018, + "Ġresentment": 34019, + "ĠGeorgetown": 34020, + "Ġcentrifugal": 34021, 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"ĠStatements": 48865, + "eddon": 48866, + "Ġprimaries": 48867, + "ĠImpl": 48868, + "ophysical": 48869, + "ĠGeometry": 48870, + "Ġ406": 48871, + "Ġ409": 48872, + "flon": 48873, + "ĠMcGr": 48874, + "relation": 48875, + "408": 48876, + "ĠIntuitive": 48877, + "urbation": 48878, + "ĠElise": 48879, + "ĠElsa": 48880, + "Ġmatrim": 48881, + "enders": 48882, + "Ġdreamt": 48883, + "Ġrollover": 48884, + "Reci": 48885, + "Ġsweetener": 48886, + "domin": 48887, + "ĠTransplant": 48888, + "Ġvirtu": 48889, + "ĠModerate": 48890, + "Ġticked": 48891, + "Ġreflector": 48892, + "Ġclothed": 48893, + "ĠEducator": 48894, + "ðŁ¤": 48895, + "Philipp": 48896, + "ĠRemark": 48897, + "ĠNewsom": 48898, + "ĠSchultz": 48899, + "buyers": 48900, + "ĠMacintosh": 48901, + "Ġmotorway": 48902, + "Ġguesswork": 48903, + "Ġstochastic": 48904, + "Ġsnowsh": 48905, + "Ġthickened": 48906, + "ĠBaylor": 48907, + "ĠCameras": 48908, + "ĠSlayer": 48909, + "IVERS": 48910, + "IMO": 48911, + "IAA": 48912, + "ĠHolistic": 48913, + 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"Ġcluttered": 49007, + "internet": 49008, + "Ġdiscrepancy": 49009, + "Ġassimilation": 49010, + "Associate": 49011, + "Ġblistering": 49012, + "ãĥ¼ãĥ": 49013, + "ĠApprentices": 49014, + "Ġperforated": 49015, + "ĠOrientation": 49016, + "Ġeloquent": 49017, + "Royce": 49018, + "Ġsuccumbed": 49019, + "ĠCecil": 49020, + "ĠDangerous": 49021, + "ĠAdvertisement": 49022, + "Specifically": 49023, + "Ġgrappling": 49024, + "rivaled": 49025, + "Ġshrugged": 49026, + "ĠAsheville": 49027, + "ĠVodafone": 49028, + "Ġtreacherous": 49029, + "Ġunknowingly": 49030, + "Ġchickpeas": 49031, + "ĠCaldwell": 49032, + "Ġsubspecies": 49033, + "ameleon": 49034, + "ĠRihanna": 49035, + "/...": 49036, + "219": 49037, + ">.": 49038, + "Ak": 49039, + "Die": 49040, + "Delta": 49041, + "Grace": 49042, + "Hung": 49043, + "LB": 49044, + "LF": 49045, + "Lower": 49046, + "Mis": 49047, + "Morgan": 49048, + "Pull": 49049, + "ROM": 49050, + "Serve": 49051, + "Tools": 49052, + "Warning": 49053, + "WAN": 49054, + "YR": 49055, + 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"Ġalias": 49111, + "ĠGale": 49112, + "ĠElo": 49113, + "Ġchia": 49114, + "allah": 49115, + "tea": 49116, + "cian": 49117, + "reducing": 49118, + "feas": 49119, + "akn": 49120, + "Ġbutts": 49121, + "accom": 49122, + "acola": 49123, + "Ġtees": 49124, + "Ġteak": 49125, + "answer": 49126, + "actory": 49127, + "Ġunamb": 49128, + "Ġunifying": 49129, + "Ġunbalanced": 49130, + "Ġunprotected": 49131, + "Ġinco": 49132, + "Ġclinker": 49133, + "ĠYates": 49134, + "ĠKorn": 49135, + "Ġdisemb": 49136, + "Ġ315": 49137, + "ĠStor": 49138, + "ĠStake": 49139, + "ordinated": 49140, + "Ġarson": 49141, + "inka": 49142, + "Ġimprom": 49143, + "Ġscape": 49144, + "licting": 49145, + "Ġpoppy": 49146, + "ĠReaction": 49147, + "Ġflares": 49148, + "Ġsyru": 49149, + "Ġdecency": 49150, + "Ġdecaying": 49151, + "ĠSegment": 49152, + "Ġmonoton": 49153, + "ĠDeS": 49154, + "Ġbelated": 49155, + "Ġcalligraphy": 49156, + "Ġboon": 49157, + "Ġcuriously": 49158, + "Ġmetformin": 49159, + "auf": 49160, + "ĠAless": 49161, + 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], + [ + "Ġch", + "ute" + ], + [ + "Ġch", + "urning" + ], + [ + "ĠN", + "aw" + ], + [ + "ĠN", + "ana" + ], + [ + "Ġle", + "ach" + ], + [ + "ĠO", + "lsen" + ], + [ + "ud", + "ers" + ], + [ + "Ġab", + "iding" + ], + [ + "Ġpl", + "iable" + ], + [ + "Ġk", + "al" + ], + [ + "Ġk", + "enn" + ], + [ + "Ġad", + "obe" + ], + [ + "ĠJ", + "ia" + ], + [ + "ĠJ", + "ah" + ], + [ + "Ġen", + "viable" + ] + ] + } +} \ No newline at end of file diff --git a/hf_vs_self.ipynb b/hf_vs_self.ipynb new file mode 100644 index 000000000..4d76ac658 --- /dev/null +++ b/hf_vs_self.ipynb @@ -0,0 +1,389 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "41a70ba8-5cca-41ac-bd4b-4523e170ee62", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/sander/Desktop/tokenizers/.venv/lib/python3.13/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "from datasets import load_dataset\n", + "import json, gzip\n", + "\n", + "corpus_name=\"eng_latn_300mb\"\n", + "dataset = load_dataset(\n", + " \"sanderland/monolingual-tokenizer-data\",\n", + " data_files=[f\"{corpus_name}.txt\"],\n", + " split=\"train\",\n", + " streaming=False,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "307b4c0d-246e-4823-9a92-1f4d9d6a3727", + "metadata": {}, + "outputs": [], + "source": [ + "tokfile = f\"{corpus_name}-hf.json\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a8bb392d-36b9-42a7-aaff-866eb4bb1ab2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "from tokenizers import Tokenizer, pre_tokenizers\n", + "from tokenizers.models import BPE\n", + "from tokenizers.trainers import BpeTrainer\n", + "from tokenizers.pre_tokenizers import ByteLevel\n", + "from tokenizers.normalizers import NFC, Lowercase, Sequence\n", + "\n", + "tokenizer = Tokenizer(BPE(unk_token=\"<|endoftext|>\"))\n", + "tokenizer.normalizer = Sequence([NFC()])\n", + "tokenizer.pre_tokenizer = ByteLevel(add_prefix_space=False)\n", + "\n", + "trainer = BpeTrainer(vocab_size=50257, special_tokens=[\"<|endoftext|>\"], initial_alphabet=pre_tokenizers.ByteLevel.alphabet() )\n", + "def get_training_corpus():\n", + " for row in dataset:\n", + " yield row[\"text\"]\n", + "\n", + "# 4. Train the tokenizer using the new iterator\n", + "tokenizer.train_from_iterator(get_training_corpus(), trainer=trainer)\n", + "\n", + "tokenizer.save(tokfile)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "885e06e1-1ef1-40cc-a1fc-cc1d0e281e6f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Encoded string: ['Hello', ',', 'Ġthis', 'Ġis', 'Ġa', 'Ġtest', 'Ġof', 'Ġthe', 'Ġnew', 'ĠGP', 'T', '-', '2', 'Ġstyle', 'Ġtoken', 'izer', '.']\n", + "Encoded IDs: [10452, 12, 417, 315, 258, 1343, 289, 263, 617, 8929, 52, 13, 18, 2493, 17741, 6208, 14]\n", + "\n", + "Encoded complex string: ['ĠĠĠ', 'ĠMultiple', 'Ġspaces', 'Ġand', 'Ġspecial', 'Ġcharacters', 'Ġlike', \"Ġ'\", 'é', \"'\", '!']\n", + "Encoded complex IDs: [44242, 17800, 6320, 286, 1439, 4077, 584, 1111, 2849, 7, 1]\n" + ] + } + ], + "source": [ + "tokenizer = Tokenizer.from_file(tokfile)\n", + "\n", + "encoded = tokenizer.encode(\"Hello, this is a test of the new GPT-2 style tokenizer.\")\n", + "print(\"Encoded string:\", encoded.tokens)\n", + "print(\"Encoded IDs:\", encoded.ids)\n", + "\n", + "encoded_complex = tokenizer.encode(\" Multiple spaces and special characters like 'é'!\")\n", + "print(\"\\nEncoded complex string:\", encoded_complex.tokens)\n", + "print(\"Encoded complex IDs:\", encoded_complex.ids)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d2799286-beed-4362-a080-25722caefa15", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "--- Top 20 BPE Merges ---\n", + "1: ['Ġ', 't']\n", + "2: ['Ġ', 'a']\n", + "3: ['i', 'n']\n", + "4: ['h', 'e']\n", + "5: ['r', 'e']\n", + "6: ['o', 'n']\n", + "7: ['Ġt', 'he']\n", + "8: ['e', 'r']\n", + "9: ['Ġ', 's']\n", + "10: ['Ġ', 'w']\n", + "11: ['Ġ', 'o']\n", + "12: ['a', 't']\n", + "13: ['n', 'd']\n", + "14: ['Ġ', 'c']\n", + "15: ['i', 't']\n", + "16: ['e', 's']\n", + "17: ['o', 'u']\n", + "18: ['o', 'r']\n", + "19: ['i', 's']\n", + "20: ['Ġ', 'f']\n" + ] + } + ], + "source": [ + "# 8. Load the saved tokenizer file to inspect its contents\n", + "with open(tokfile, \"r\") as f:\n", + " tokenizer_data = json.load(f)\n", + "merges = tokenizer_data['model']['merges']\n", + "\n", + "n = 20\n", + "print(f\"\\n--- Top {n} BPE Merges ---\")\n", + "for i, merge in enumerate(merges[:n]):\n", + " print(f\"{i + 1}: {merge!r}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2f740b1a-e573-47ed-bab3-c5dd8ce4e720", + "metadata": {}, + "outputs": [], + "source": [ + "with gzip.open(f\"/Users/sander/Desktop/script_bpe/results/tokenizers/{corpus_name}/n50000/bytes_gpt2.json.gz\") as f:\n", + " my_tok = json.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "95c8a134-b86b-4d1a-b732-643100e2a99c", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def bytes_to_char():\n", + " bs = list(range(ord(\"!\"), ord(\"~\")+1))+list(range(ord(\"¡\"), ord(\"¬\")+1))+list(range(ord(\"®\"), ord(\"ÿ\")+1))\n", + " cs = bs[:]\n", + " n = 0\n", + " for b in range(2**8):\n", + " if b not in bs:\n", + " bs.append(b)\n", + " cs.append(2**8+n)\n", + " n += 1\n", + " cs = [chr(n) for n in cs]\n", + " return dict(zip(bs, cs))\n", + "char_to_byte = {v:k for k,v in bytes_to_char().items()}\n", + "\n", + "def demangle_hf_token(token_string: str) -> bytes:\n", + " \"\"\"\n", + " Converts a token string from the HF tokenizer's vocab or merges\n", + " (which uses special characters to represent bytes) back into a raw bytes object.\n", + " \n", + " Example: demangle_hf_token('âĢ') -> b'\\xe2\\x80'\n", + " \"\"\"\n", + " byte_values = [char_to_byte[char] for char in token_string]\n", + " return bytes(byte_values).decode(errors='backslashreplace')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0d3b4f06-256d-4c62-9896-510af8b3afca", + "metadata": {}, + "outputs": [], + "source": [ + "my_vocab = set()\n", + "hf_vocab = set()\n", + "\n", + "my_merges = my_tok['metadata']['tokens'][256:]\n", + "for i, (hf_merge, my_merge) in enumerate(zip(merges, my_merges)):\n", + " hf_froma, hf_fromb = hf_merge\n", + " hf_to = demangle_hf_token(hf_froma+hf_fromb)\n", + " my_to = my_merge['vocab']\n", + " my_vocab.add(my_to)\n", + " hf_vocab.add(hf_to) \n", + " if hf_to != my_to and i< 1680:\n", + " print(f\"{i}: hf {hf_to!r} \\tmy {my_to!r}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "bac7c815-8db8-4d2f-a4d7-73e6758dc470", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "set()" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "my_vocab - hf_vocab" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b649064b-2f28-4fa5-a600-7d48bf5335d3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "set()" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hf_vocab - my_vocab" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "700a3b24-3cc3-46e6-9ef4-67862898ccd1", + "metadata": {}, + "outputs": [], + "source": [ + "my_merges = my_tok['metadata']['tokens'][256:]\n", + "for i, (hf_merge, my_merge) in enumerate(zip(merges, my_merges)):\n", + " hf_froma, hf_fromb = hf_merge\n", + " hf_to = demangle_hf_token(hf_froma+hf_fromb)\n", + " my_to = my_merge['vocab']\n", + " no_match = (hf_to != my_to)\n", + " if my_to not in hf_vocab or hf_to not in my_vocab or no_match:\n", + " if my_to not in hf_vocab:\n", + " marker = 'm'\n", + " elif hf_to not in my_vocab:\n", + " marker = 'h'\n", + " else:\n", + " marker = '?'\n", + " print(f\"{marker} {i}: hf {repr(hf_to):20} \\tmy {repr(my_to):20}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8752ff29-9885-446b-a4a5-8af9c5a9a328", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Map: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 846440/846440 [00:33<00:00, 25077.75 examples/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "--- Corpus Compression Statistics ---\n", + "Total bytes in original text: 299,153,665\n", + "Total number of tokens generated: 63,629,873\n", + "Compression Ratio (Bytes/Token): 4.7015\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "from tokenizers import Tokenizer\n", + "from tqdm import tqdm\n", + "\n", + "# 2. Initialize counters\n", + "total_original_bytes = 0\n", + "total_tokens = 0\n", + "\n", + "# 3. Define a function to process a batch of texts\n", + "def process_batch(batch):\n", + " global total_original_bytes, total_tokens\n", + " # Calculate the byte size of the original text (in UTF-8)\n", + " # The 'text' column is assumed to contain your text data.\n", + " text_list = batch[\"text\"]\n", + " total_original_bytes += sum(len(text.encode('utf-8')) for text in text_list if text)\n", + " \n", + " # Tokenize the text and count the number of tokens\n", + " # Using batch_encode is much faster than encoding one by one.\n", + " encoded_batch = tokenizer.encode_batch(text_list)\n", + " total_tokens += sum(len(encoding.ids) for encoding in encoded_batch)\n", + "\n", + "dataset.map(\n", + " process_batch,\n", + " batched=True,\n", + " batch_size=1000,\n", + ")\n", + "\n", + "compression_ratio = total_original_bytes / total_tokens\n", + "print(\"\\n--- Corpus Compression Statistics ---\")\n", + "print(f\"Total bytes in original text: {total_original_bytes:,}\")\n", + "print(f\"Total number of tokens generated: {total_tokens:,}\")\n", + "print(f\"Compression Ratio (Bytes/Token): {compression_ratio:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eaab4da1-cf22-4377-99e9-e1809bb247eb", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "620dc2bd-6964-420e-831f-c15f62ac0e20", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 9c7b22a4502cf19bdc2683ee18c06635282739d7 Mon Sep 17 00:00:00 2001 From: Sander Land Date: Wed, 23 Jul 2025 12:56:06 +0200 Subject: [PATCH 3/6] clean --- bindings/node/index.d.ts | 62 ++++++++++++++++++++-------------------- 1 file changed, 31 insertions(+), 31 deletions(-) diff --git a/bindings/node/index.d.ts b/bindings/node/index.d.ts index acd1bc23e..0b9affca5 100644 --- a/bindings/node/index.d.ts +++ b/bindings/node/index.d.ts @@ -94,42 +94,42 @@ export const enum JsSplitDelimiterBehavior { Contiguous = 'Contiguous', } /** byte_level(addPrefixSpace: bool = true, useRegex: bool = true) */ -export declare function byteLevelPreTokenizer( +export function byteLevelPreTokenizer( addPrefixSpace?: boolean | undefined | null, useRegex?: boolean | undefined | null, ): PreTokenizer -export declare function byteLevelAlphabet(): Array -export declare function whitespacePreTokenizer(): PreTokenizer -export declare function whitespaceSplitPreTokenizer(): PreTokenizer -export declare function bertPreTokenizer(): PreTokenizer -export declare function metaspacePreTokenizer( +export function byteLevelAlphabet(): Array +export function whitespacePreTokenizer(): PreTokenizer +export function whitespaceSplitPreTokenizer(): PreTokenizer +export function bertPreTokenizer(): PreTokenizer +export function metaspacePreTokenizer( replacement?: string = '▁', prependScheme?: prepend_scheme = 'always', split?: split = true, ): PreTokenizer -export declare function splitPreTokenizer( +export function splitPreTokenizer( pattern: string, behavior: string, invert?: boolean | undefined | null, ): PreTokenizer -export declare function punctuationPreTokenizer(behavior?: string | undefined | null): PreTokenizer -export declare function sequencePreTokenizer(preTokenizers: Array): PreTokenizer -export declare function charDelimiterSplit(delimiter: string): PreTokenizer -export declare function digitsPreTokenizer(individualDigits?: boolean | undefined | null): PreTokenizer -export declare function bertProcessing(sep: [string, number], cls: [string, number]): Processor -export declare function robertaProcessing( +export function punctuationPreTokenizer(behavior?: string | undefined | null): PreTokenizer +export function sequencePreTokenizer(preTokenizers: Array): PreTokenizer +export function charDelimiterSplit(delimiter: string): PreTokenizer +export function digitsPreTokenizer(individualDigits?: boolean | undefined | null): PreTokenizer +export function bertProcessing(sep: [string, number], cls: [string, number]): Processor +export function robertaProcessing( sep: [string, number], cls: [string, number], trimOffsets?: boolean | undefined | null, addPrefixSpace?: boolean | undefined | null, ): Processor -export declare function byteLevelProcessing(trimOffsets?: boolean | undefined | null): Processor -export declare function templateProcessing( +export function byteLevelProcessing(trimOffsets?: boolean | undefined | null): Processor +export function templateProcessing( single: string, pair?: string | undefined | null, specialTokens?: Array<[string, number]> | undefined | null, ): Processor -export declare function sequenceProcessing(processors: Array): Processor +export function sequenceProcessing(processors: Array): Processor export const enum PaddingDirection { Left = 0, Right = 1, @@ -162,21 +162,21 @@ export interface JsFromPretrainedParameters { revision?: string authToken?: string } -export declare function slice( +export function slice( s: string, beginIndex?: number | undefined | null, endIndex?: number | undefined | null, ): string -export declare function mergeEncodings( +export function mergeEncodings( encodings: Array, growingOffsets?: boolean | undefined | null, ): Encoding /** Decoder */ -export declare class Decoder { +export class Decoder { decode(tokens: Array): string } export type JsEncoding = Encoding -export declare class Encoding { +export class Encoding { constructor() getLength(): number getNSequences(): number @@ -203,41 +203,41 @@ export declare class Encoding { getSequenceIds(): Array tokenToSequence(token: number): number | null } -export declare class Model {} +export class Model {} export type Bpe = BPE -export declare class BPE { +export class BPE { static empty(): Model static init(vocab: Record, merges: Merges, options?: BpeOptions | undefined | null): Model static fromFile(vocab: string, merges: string, options?: BpeOptions | undefined | null): Promise } -export declare class WordPiece { +export class WordPiece { static init(vocab: Record, options?: WordPieceOptions | undefined | null): Model static empty(): WordPiece static fromFile(vocab: string, options?: WordPieceOptions | undefined | null): Promise } -export declare class WordLevel { +export class WordLevel { static init(vocab: Record, options?: WordLevelOptions | undefined | null): Model static empty(): WordLevel static fromFile(vocab: string, options?: WordLevelOptions | undefined | null): Promise } -export declare class Unigram { +export class Unigram { static init(vocab: Array<[string, number]>, options?: UnigramOptions | undefined | null): Model static empty(): Model } /** Normalizer */ -export declare class Normalizer { +export class Normalizer { normalizeString(sequence: string): string } /** PreTokenizers */ -export declare class PreTokenizer { +export class PreTokenizer { preTokenizeString(sequence: string): [string, [number, number]][] } -export declare class Processor {} -export declare class AddedToken { +export class Processor {} +export class AddedToken { constructor(token: string, isSpecial: boolean, options?: AddedTokenOptions | undefined | null) getContent(): string } -export declare class Tokenizer { +export class Tokenizer { constructor(model: Model) setPreTokenizer(preTokenizer: PreTokenizer): void setDecoder(decoder: Decoder): void @@ -278,4 +278,4 @@ export declare class Tokenizer { addSpecialTokens?: boolean | undefined | null, ): Encoding } -export declare class Trainer {} +export class Trainer {} From 83545c9a6d8ddcc696cd67a3f8fa005f713a63ad Mon Sep 17 00:00:00 2001 From: Sander Land Date: Wed, 23 Jul 2025 13:01:16 +0200 Subject: [PATCH 4/6] remove eng_latn_300mb-hf.json, edit bindings/node/yarn.lock and 5 other changes --- .../hf_vs_self-checkpoint.ipynb | 393 - bindings/node/index.d.ts | 28 +- bindings/node/package-lock.json | 10763 - bindings/node/yarn.lock | 11922 +- bindings/python/src/processors.rs | 2 - eng_latn_300mb-hf.json | 250303 --------------- hf_vs_self.ipynb | 389 - 7 files changed, 6888 insertions(+), 266912 deletions(-) delete mode 100644 .ipynb_checkpoints/hf_vs_self-checkpoint.ipynb delete mode 100644 bindings/node/package-lock.json delete mode 100644 eng_latn_300mb-hf.json delete mode 100644 hf_vs_self.ipynb diff --git a/.ipynb_checkpoints/hf_vs_self-checkpoint.ipynb b/.ipynb_checkpoints/hf_vs_self-checkpoint.ipynb deleted file mode 100644 index 722f01c24..000000000 --- a/.ipynb_checkpoints/hf_vs_self-checkpoint.ipynb +++ /dev/null @@ -1,393 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "41a70ba8-5cca-41ac-bd4b-4523e170ee62", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/sander/Desktop/tokenizers/.venv/lib/python3.13/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], - "source": [ - "from datasets import load_dataset\n", - "import json, gzip\n", - "\n", - "corpus_name=\"eng_latn_300mb\"\n", - "#corpus_name = 'tha_thai_300mb'\n", - "dataset = load_dataset(\n", - " \"sanderland/monolingual-tokenizer-data\",\n", - " data_files=[f\"{corpus_name}.txt\"],\n", - " split=\"train\",\n", - " streaming=False,\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "307b4c0d-246e-4823-9a92-1f4d9d6a3727", - "metadata": {}, - "outputs": [], - "source": [ - "tokfile = f\"{corpus_name}-hf.json\"" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "a8bb392d-36b9-42a7-aaff-866eb4bb1ab2", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - "[4.20s] Merging \"i\"(73) and \"od\"(454) with count 11612 -> id 1926\n", - "[4.20s] Merging \"Ġ\"(221) and \")\"(9) with count 11612 -> id 1927\n", - "[4.20s] Merging \"Ġhe\"(350) and \"art\"(424) with count 11612 -> id 1928\n", - "\n" - ] - } - ], - "source": [ - "from tokenizers import Tokenizer, pre_tokenizers\n", - "from tokenizers.models import BPE\n", - "from tokenizers.trainers import BpeTrainer\n", - "from tokenizers.pre_tokenizers import ByteLevel\n", - "from tokenizers.normalizers import NFC, Lowercase, Sequence\n", - "\n", - "tokenizer = Tokenizer(BPE(unk_token=\"<|endoftext|>\"))\n", - "tokenizer.normalizer = Sequence([NFC()])\n", - "tokenizer.pre_tokenizer = ByteLevel(add_prefix_space=False)\n", - "\n", - "trainer = BpeTrainer(vocab_size=50257, special_tokens=[\"<|endoftext|>\"], initial_alphabet=pre_tokenizers.ByteLevel.alphabet() )\n", - "def get_training_corpus():\n", - " for row in dataset:\n", - " yield row[\"text\"]\n", - "\n", - "# 4. Train the tokenizer using the new iterator\n", - "tokenizer.train_from_iterator(get_training_corpus(), trainer=trainer)\n", - "\n", - "tokenizer.save(tokfile)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "885e06e1-1ef1-40cc-a1fc-cc1d0e281e6f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Encoded string: ['Hello', ',', 'Ġthis', 'Ġis', 'Ġa', 'Ġtest', 'Ġof', 'Ġthe', 'Ġnew', 'ĠGP', 'T', '-', '2', 'Ġstyle', 'Ġtoken', 'izer', '.']\n", - "Encoded IDs: [10452, 12, 417, 315, 258, 1343, 289, 263, 617, 8929, 52, 13, 18, 2493, 17741, 6208, 14]\n", - "\n", - "Encoded complex string: ['ĠĠĠ', 'ĠMultiple', 'Ġspaces', 'Ġand', 'Ġspecial', 'Ġcharacters', 'Ġlike', \"Ġ'\", 'é', \"'\", '!']\n", - "Encoded complex IDs: [44242, 17800, 6320, 286, 1439, 4077, 584, 1111, 2849, 7, 1]\n" - ] - } - ], - "source": [ - "tokenizer = Tokenizer.from_file(tokfile)\n", - "\n", - "encoded = tokenizer.encode(\"Hello, this is a test of the new GPT-2 style tokenizer.\")\n", - "print(\"Encoded string:\", encoded.tokens)\n", - "print(\"Encoded IDs:\", encoded.ids)\n", - "\n", - "encoded_complex = tokenizer.encode(\" Multiple spaces and special characters like 'é'!\")\n", - "print(\"\\nEncoded complex string:\", encoded_complex.tokens)\n", - "print(\"Encoded complex IDs:\", encoded_complex.ids)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "d2799286-beed-4362-a080-25722caefa15", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "--- Top 20 BPE Merges ---\n", - "1: ['Ġ', 't']\n", - "2: ['Ġ', 'a']\n", - "3: ['i', 'n']\n", - "4: ['h', 'e']\n", - "5: ['r', 'e']\n", - "6: ['o', 'n']\n", - "7: ['Ġt', 'he']\n", - "8: ['e', 'r']\n", - "9: ['Ġ', 's']\n", - "10: ['Ġ', 'w']\n", - "11: ['Ġ', 'o']\n", - "12: ['a', 't']\n", - "13: ['n', 'd']\n", - "14: ['Ġ', 'c']\n", - "15: ['i', 't']\n", - "16: ['e', 's']\n", - "17: ['o', 'u']\n", - "18: ['o', 'r']\n", - "19: ['i', 's']\n", - "20: ['Ġ', 'f']\n" - ] - } - ], - "source": [ - "# 8. Load the saved tokenizer file to inspect its contents\n", - "with open(tokfile, \"r\") as f:\n", - " tokenizer_data = json.load(f)\n", - "merges = tokenizer_data['model']['merges']\n", - "\n", - "n = 20\n", - "print(f\"\\n--- Top {n} BPE Merges ---\")\n", - "for i, merge in enumerate(merges[:n]):\n", - " print(f\"{i + 1}: {merge!r}\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "2f740b1a-e573-47ed-bab3-c5dd8ce4e720", - "metadata": {}, - "outputs": [], - "source": [ - "with gzip.open(f\"/Users/sander/Desktop/script_bpe/results/tokenizers/{corpus_name}/n50000/bytes_gpt2.json.gz\") as f:\n", - " my_tok = json.load(f)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "95c8a134-b86b-4d1a-b732-643100e2a99c", - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "def bytes_to_char():\n", - " bs = list(range(ord(\"!\"), ord(\"~\")+1))+list(range(ord(\"¡\"), ord(\"¬\")+1))+list(range(ord(\"®\"), ord(\"ÿ\")+1))\n", - " cs = bs[:]\n", - " n = 0\n", - " for b in range(2**8):\n", - " if b not in bs:\n", - " bs.append(b)\n", - " cs.append(2**8+n)\n", - " n += 1\n", - " cs = [chr(n) for n in cs]\n", - " return dict(zip(bs, cs))\n", - "char_to_byte = {v:k for k,v in bytes_to_char().items()}\n", - "\n", - "def demangle_hf_token(token_string: str) -> bytes:\n", - " \"\"\"\n", - " Converts a token string from the HF tokenizer's vocab or merges\n", - " (which uses special characters to represent bytes) back into a raw bytes object.\n", - " \n", - " Example: demangle_hf_token('âĢ') -> b'\\xe2\\x80'\n", - " \"\"\"\n", - " byte_values = [char_to_byte[char] for char in token_string]\n", - " return bytes(byte_values).decode(errors='backslashreplace')" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "0d3b4f06-256d-4c62-9896-510af8b3afca", - "metadata": {}, - "outputs": [], - "source": [ - "my_vocab = set()\n", - "hf_vocab = set()\n", - "\n", - "my_merges = my_tok['metadata']['tokens'][256:]\n", - "for i, (hf_merge, my_merge) in enumerate(zip(merges, my_merges)):\n", - " hf_froma, hf_fromb = hf_merge\n", - " hf_to = demangle_hf_token(hf_froma+hf_fromb)\n", - " my_to = my_merge['vocab']\n", - " my_vocab.add(my_to)\n", - " hf_vocab.add(hf_to) \n", - " if hf_to != my_to and i< 1680:\n", - " print(f\"{i}: hf {hf_to!r} \\tmy {my_to!r}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "bac7c815-8db8-4d2f-a4d7-73e6758dc470", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "set()" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "my_vocab - hf_vocab" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "b649064b-2f28-4fa5-a600-7d48bf5335d3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "set()" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hf_vocab - my_vocab" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "700a3b24-3cc3-46e6-9ef4-67862898ccd1", - "metadata": {}, - "outputs": [], - "source": [ - "my_merges = my_tok['metadata']['tokens'][256:]\n", - "for i, (hf_merge, my_merge) in enumerate(zip(merges, my_merges)):\n", - " hf_froma, hf_fromb = hf_merge\n", - " hf_to = demangle_hf_token(hf_froma+hf_fromb)\n", - " my_to = my_merge['vocab']\n", - " no_match = (hf_to != my_to)\n", - " if my_to not in hf_vocab or hf_to not in my_vocab or no_match:\n", - " if my_to not in hf_vocab:\n", - " marker = 'm'\n", - " elif hf_to not in my_vocab:\n", - " marker = 'h'\n", - " else:\n", - " marker = '?'\n", - " print(f\"{marker} {i}: hf {repr(hf_to):20} \\tmy {repr(my_to):20}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "8752ff29-9885-446b-a4a5-8af9c5a9a328", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Map: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████| 846440/846440 [00:29<00:00, 28823.96 examples/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "--- Corpus Compression Statistics ---\n", - "Total bytes in original text: 299,153,665\n", - "Total number of tokens generated: 63,629,873\n", - "Compression Ratio (Bytes/Token): 4.7015\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "from tokenizers import Tokenizer\n", - "from tqdm import tqdm\n", - "\n", - "# 2. Initialize counters\n", - "total_original_bytes = 0\n", - "total_tokens = 0\n", - "\n", - "# 3. Define a function to process a batch of texts\n", - "def process_batch(batch):\n", - " global total_original_bytes, total_tokens\n", - " # Calculate the byte size of the original text (in UTF-8)\n", - " # The 'text' column is assumed to contain your text data.\n", - " text_list = batch[\"text\"]\n", - " total_original_bytes += sum(len(text.encode('utf-8')) for text in text_list if text)\n", - " \n", - " # Tokenize the text and count the number of tokens\n", - " # Using batch_encode is much faster than encoding one by one.\n", - " encoded_batch = tokenizer.encode_batch(text_list)\n", - " total_tokens += sum(len(encoding.ids) for encoding in encoded_batch)\n", - "\n", - "dataset.map(\n", - " process_batch,\n", - " batched=True,\n", - " batch_size=1000,\n", - ")\n", - "\n", - "compression_ratio = total_original_bytes / total_tokens\n", - "print(\"\\n--- Corpus Compression Statistics ---\")\n", - "print(f\"Total bytes in original text: {total_original_bytes:,}\")\n", - "print(f\"Total number of tokens generated: {total_tokens:,}\")\n", - "print(f\"Compression Ratio (Bytes/Token): {compression_ratio:.4f}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "eaab4da1-cf22-4377-99e9-e1809bb247eb", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "620dc2bd-6964-420e-831f-c15f62ac0e20", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.13.3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/bindings/node/index.d.ts b/bindings/node/index.d.ts index 0b9affca5..58ef0b716 100644 --- a/bindings/node/index.d.ts +++ b/bindings/node/index.d.ts @@ -71,10 +71,7 @@ export function nfdNormalizer(): Normalizer export function nfkdNormalizer(): Normalizer export function nfcNormalizer(): Normalizer export function nfkcNormalizer(): Normalizer -export function stripNormalizer( - left?: boolean | undefined | null, - right?: boolean | undefined | null, -): Normalizer +export function stripNormalizer(left?: boolean | undefined | null, right?: boolean | undefined | null): Normalizer export function sequenceNormalizer(normalizers: Array): Normalizer export function lowercase(): Normalizer export function replace(pattern: string, content: string): Normalizer @@ -107,11 +104,7 @@ export function metaspacePreTokenizer( prependScheme?: prepend_scheme = 'always', split?: split = true, ): PreTokenizer -export function splitPreTokenizer( - pattern: string, - behavior: string, - invert?: boolean | undefined | null, -): PreTokenizer +export function splitPreTokenizer(pattern: string, behavior: string, invert?: boolean | undefined | null): PreTokenizer export function punctuationPreTokenizer(behavior?: string | undefined | null): PreTokenizer export function sequencePreTokenizer(preTokenizers: Array): PreTokenizer export function charDelimiterSplit(delimiter: string): PreTokenizer @@ -162,15 +155,8 @@ export interface JsFromPretrainedParameters { revision?: string authToken?: string } -export function slice( - s: string, - beginIndex?: number | undefined | null, - endIndex?: number | undefined | null, -): string -export function mergeEncodings( - encodings: Array, - growingOffsets?: boolean | undefined | null, -): Encoding +export function slice(s: string, beginIndex?: number | undefined | null, endIndex?: number | undefined | null): string +export function mergeEncodings(encodings: Array, growingOffsets?: boolean | undefined | null): Encoding /** Decoder */ export class Decoder { decode(tokens: Array): string @@ -207,16 +193,16 @@ export class Model {} export type Bpe = BPE export class BPE { static empty(): Model - static init(vocab: Record, merges: Merges, options?: BpeOptions | undefined | null): Model + static init(vocab: Vocab, merges: Merges, options?: BpeOptions | undefined | null): Model static fromFile(vocab: string, merges: string, options?: BpeOptions | undefined | null): Promise } export class WordPiece { - static init(vocab: Record, options?: WordPieceOptions | undefined | null): Model + static init(vocab: Vocab, options?: WordPieceOptions | undefined | null): Model static empty(): WordPiece static fromFile(vocab: string, options?: WordPieceOptions | undefined | null): Promise } export class WordLevel { - static init(vocab: Record, options?: WordLevelOptions | undefined | null): Model + static init(vocab: Vocab, options?: WordLevelOptions | undefined | null): Model static empty(): WordLevel static fromFile(vocab: string, options?: WordLevelOptions | undefined | null): Promise } diff --git a/bindings/node/package-lock.json b/bindings/node/package-lock.json deleted file mode 100644 index 7a22556c1..000000000 --- a/bindings/node/package-lock.json +++ /dev/null @@ -1,10763 +0,0 @@ -{ - "name": "tokenizers", - "version": "0.15.3-dev0", - "lockfileVersion": 3, - "requires": true, - "packages": { - "": { - "name": "tokenizers", - "version": "0.15.3-dev0", - "license": "Apache-2.0", - "devDependencies": { - "@napi-rs/cli": "^2.14.6", - "@swc-node/register": "^1.5.5", - "@swc/core": "^1.3.32", - "@taplo/cli": "^0.5.2", - "@types/jest": "^29.5.1", - "@typescript-eslint/eslint-plugin": "^5.50.0", - "@typescript-eslint/parser": "^5.50.0", - "ava": "^5.1.1", - "benny": "^3.7.1", - "chalk": "^5.2.0", - 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12645, - "Ġlightly": 12646, - "Ġvessels": 12647, - "ĠAbs": 12648, - "ĠBS": 12649, - "ĠLux": 12650, - "ĠGraph": 12651, - "Ġattorneys": 12652, - "azy": 12653, - "Ġsteep": 12654, - "Ġconfirmation": 12655, - "Ġconsciousness": 12656, - "rell": 12657, - "ĠCooper": 12658, - "ĠML": 12659, - "ĠRain": 12660, - "Ġreserves": 12661, - "Ġamer": 12662, - "Ġ54": 12663, - "Ġcontacted": 12664, - "ĠCarib": 12665, - "ĠEdward": 12666, - "Ġdedication": 12667, - "ĠSubs": 12668, - "ĠMissouri": 12669, - "Ġcriticism": 12670, - "may": 12671, - "roduct": 12672, - "ĠTes": 12673, - "ĠSov": 12674, - "ulator": 12675, - "ĠLad": 12676, - "ĠKay": 12677, - "Ġunderneath": 12678, - "ĠLeon": 12679, - "Ġhumor": 12680, - "Ġembarrass": 12681, - "Ġinformative": 12682, - "Ġwelcoming": 12683, - "atility": 12684, - "ĠSi": 12685, - "ĠSad": 12686, - "Ġstain": 12687, - "ĠBE": 12688, - "ĠDry": 12689, - "ĠGiven": 12690, - "Ġavo": 12691, - "Ġbarrier": 12692, - "ĠBarb": 12693, - "Ġmills": 12694, - "icts": 12695, - "quo": 12696, - "Ġshake": 12697, - "Ġoutlet": 12698, - "Ġconfidential": 12699, - "Ġdispute": 12700, - "speed": 12701, - "Ġsymbols": 12702, - "worthy": 12703, - "Ġpuzzle": 12704, - "ĠPalestin": 12705, - "aceutical": 12706, - "ĠBab": 12707, - "astics": 12708, - "ĠJoy": 12709, - "Ġclaiming": 12710, - "Ġcrafted": 12711, - "Ġbesides": 12712, - "ĠOlympic": 12713, - "bn": 12714, - "Ġscent": 12715, - "ometry": 12716, - "Ġprogrammes": 12717, - "Ġspecialty": 12718, - "ĠCollect": 12719, - "ĠConsider": 12720, - "Ġhighlighted": 12721, - "Ġminimize": 12722, - "ĠImpact": 12723, - "Ġlawsuit": 12724, - "View": 12725, - "rors": 12726, - "Ġstap": 12727, - "unct": 12728, - "Ġaccidents": 12729, - "Ġcounts": 12730, - "security": 12731, - "Ġhammer": 12732, - "Ġpuppy": 12733, - "ĠIceland": 12734, - "Check": 12735, - "Ġcompelling": 12736, - "Ġunemployment": 12737, - "Ok": 12738, - "cam": 12739, - "ked": 12740, - "Ġcree": 12741, - "raul": 12742, - "Ġlogin": 12743, - "Ġperception": 12744, - "phan": 12745, - "Those": 12746, - 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"Ġnamely": 14117, - "chestra": 14118, - "Ġwoods": 14119, - "ĠSupply": 14120, - "Ġsurroundings": 14121, - "Unfortunately": 14122, - "ciplinary": 14123, - "Ġforests": 14124, - "Down": 14125, - "base": 14126, - "family": 14127, - "Ġpussy": 14128, - "Ġmock": 14129, - "ĠAllow": 14130, - "olas": 14131, - "ĠPill": 14132, - "Ġsever": 14133, - "arten": 14134, - "Ġ76": 14135, - "Ġstead": 14136, - "regular": 14137, - "addle": 14138, - "Ġanalyzed": 14139, - "Ġhydrogen": 14140, - "Ġfragrance": 14141, - "Ac": 14142, - "NY": 14143, - "Ġhiding": 14144, - "Ġgad": 14145, - "ĠRules": 14146, - "arded": 14147, - "Ġgrind": 14148, - "ĠCole": 14149, - "Ġworkshe": 14150, - "Ġsuspected": 14151, - "Ġtrainer": 14152, - "ĠHunter": 14153, - "Ġmagnificent": 14154, - "Ġic": 14155, - "Ġumb": 14156, - "cha": 14157, - "ĠWikipedia": 14158, - "Ġamp": 14159, - "Ġsla": 14160, - "Ġcalcium": 14161, - "ĠConserv": 14162, - "ĠAlexander": 14163, - "ĠHamilton": 14164, - "arette": 14165, - "Ġtestimony": 14166, - "Ġconsecutive": 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"Ġdecides": 14269, - "Ġnowhere": 14270, - "chem": 14271, - "ITY": 14272, - "Ġcabinets": 14273, - "NE": 14274, - "watch": 14275, - "orus": 14276, - "ĠSpect": 14277, - "agar": 14278, - "Ġtray": 14279, - "Ġblast": 14280, - "Ġpointing": 14281, - "Ġvariant": 14282, - "Ġurgent": 14283, - "master": 14284, - "ĠPs": 14285, - "ĠFalls": 14286, - "ĠGib": 14287, - "telling": 14288, - "lox": 14289, - "Ġperfection": 14290, - "Ġphases": 14291, - "ĠCommerce": 14292, - "Ġintensive": 14293, - "Ġactivated": 14294, - "Ġcrushed": 14295, - "Ġawa": 14296, - "ĠCharlie": 14297, - "Ġmes": 14298, - "ĠTab": 14299, - "ĠPT": 14300, - "ĠWang": 14301, - "ĠRO": 14302, - "ĠRidge": 14303, - "ainted": 14304, - "Ġshampoo": 14305, - "ĠHeavy": 14306, - "angel": 14307, - "ĠDepending": 14308, - "Ġtriple": 14309, - "Ġapplicant": 14310, - "ropolitan": 14311, - "appropri": 14312, - "ĠParks": 14313, - "Ġsilk": 14314, - "ĠRemove": 14315, - "ĠMontana": 14316, - "Ġtactics": 14317, - "fi": 14318, - "erness": 14319, - "Ġwrest": 14320, 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"iro": 14426, - "´": 14427, - "Ġbang": 14428, - "ĠSomething": 14429, - "ĠPure": 14430, - "ĠHE": 14431, - "Ġ(\"": 14432, - "ĠGot": 14433, - "ĠKhan": 14434, - "Ġnevertheless": 14435, - "Ġreviewing": 14436, - "ĠInstru": 14437, - "aturated": 14438, - "Ġcatching": 14439, - "Ġchairman": 14440, - "Ġillustrated": 14441, - "ĠAudio": 14442, - "Ġenerget": 14443, - "iaries": 14444, - "mus": 14445, - "erge": 14446, - "atable": 14447, - "Ġmint": 14448, - "etics": 14449, - "irates": 14450, - "ĠWine": 14451, - "ĠRelease": 14452, - "Ġinviting": 14453, - "arms": 14454, - "Ġaccessed": 14455, - "Ġschemes": 14456, - "Ġmatrix": 14457, - "Ġoccupied": 14458, - "ĠCorporate": 14459, - "Ġportrait": 14460, - "Following": 14461, - "lad": 14462, - "Ġtam": 14463, - "Ġfoss": 14464, - "ĠCock": 14465, - "Ġstove": 14466, - "ĠBeng": 14467, - "ĠFisher": 14468, - "ĠRout": 14469, - "ĠGB": 14470, - "ĠNep": 14471, - "ĠOd": 14472, - "ipher": 14473, - "ologically": 14474, - "Ġneglig": 14475, - "ĠOffer": 14476, - "Ġpools": 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"Ġignor": 14529, - "Ġstrictly": 14530, - "ĠFactory": 14531, - "ĠSwedish": 14532, - "hma": 14533, - "ĠFreedom": 14534, - "Ġswitches": 14535, - "Ġnonetheless": 14536, - "ĠCommand": 14537, - "Ġautomobile": 14538, - "second": 14539, - "Ġathletic": 14540, - "esecake": 14541, - "blo": 14542, - "Ġpale": 14543, - "Ġmerc": 14544, - "Ġinequ": 14545, - "Ġfork": 14546, - "Ġquoted": 14547, - "available": 14548, - "Ġapproached": 14549, - "ĠMetro": 14550, - "Ġtranslate": 14551, - "rams": 14552, - "Ġpiv": 14553, - "icting": 14554, - "ĠPerm": 14555, - "ieval": 14556, - "Ġcozy": 14557, - "Ġcleared": 14558, - "Ġpolar": 14559, - "ĠAmb": 14560, - "borough": 14561, - "Ġrevised": 14562, - "Ġretailer": 14563, - "iosity": 14564, - "Ġfrost": 14565, - "Ġpursuing": 14566, - "Ġopponent": 14567, - "Ġmedicines": 14568, - "Ġmarch": 14569, - "Ġstating": 14570, - "ĠBruce": 14571, - "Ġdebris": 14572, - "ĠLS": 14573, - "Ġhassle": 14574, - "Ġimposed": 14575, - "Ġample": 14576, - "Ġmoder": 14577, - "Ġdemo": 14578, - 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14933, - "Ġeternal": 14934, - "ĠSay": 14935, - "imen": 14936, - "Ġstatic": 14937, - "ĠDat": 14938, - "acer": 14939, - "Ġfever": 14940, - "Ġrepet": 14941, - "Ġstrings": 14942, - "Ġdistinction": 14943, - "Ġreleasing": 14944, - "Ġcooler": 14945, - "Ġqualifications": 14946, - "Ġconsiders": 14947, - "ĠGraham": 14948, - "Apr": 14949, - "»¿": 14950, - "Ġtel": 14951, - "Ġasleep": 14952, - "unks": 14953, - "Ġdoct": 14954, - "Ġsketch": 14955, - "Ġprizes": 14956, - "Ġrespondents": 14957, - "Ġsoda": 14958, - "ifiable": 14959, - "rystal": 14960, - "Ġcholesterol": 14961, - "Set": 14962, - "ĠTar": 14963, - "Ġbacks": 14964, - "Ġexplored": 14965, - "ĠIncludes": 14966, - "ĠSummit": 14967, - "Ġï": 14968, - "esity": 14969, - "Ġstats": 14970, - "ĠDest": 14971, - "Ġshirts": 14972, - "Ġaltogether": 14973, - "Ġcompiled": 14974, - "Ġunh": 14975, - "hedral": 14976, - "Ġacrylic": 14977, - "ĠOrth": 14978, - "Ġconstitu": 14979, - "ĠAmy": 14980, - "arrings": 14981, - "Ġbreathe": 14982, - "Ġpoorly": 14983, - 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"Ġconsequence": 15136, - "Ġinexpensive": 15137, - "Due": 15138, - "Je": 15139, - "Min": 15140, - "PH": 15141, - "cond": 15142, - "oard": 15143, - "reate": 15144, - "Ġpile": 15145, - "Ġdign": 15146, - "start": 15147, - "ĠSent": 15148, - "immer": 15149, - "amas": 15150, - "ablished": 15151, - "Ġquarant": 15152, - "Ġ67": 15153, - "Ġinterf": 15154, - "Ġmetrics": 15155, - "ĠArgent": 15156, - "Ġmarry": 15157, - "Ġsolved": 15158, - "Ġbeginner": 15159, - "Ġdefinitions": 15160, - "Ġenhancing": 15161, - "Ġmechanics": 15162, - "ĠPalm": 15163, - "Ġbackgrounds": 15164, - "Ġdietary": 15165, - "ĠDecor": 15166, - "Ġastron": 15167, - "Ġlecture": 15168, - "ĠBluetooth": 15169, - "Further": 15170, - "Ġtan": 15171, - "erial": 15172, - "Ġfract": 15173, - "encer": 15174, - "Ġdread": 15175, - "ĠPul": 15176, - "Ġcongreg": 15177, - "Ġfright": 15178, - "osc": 15179, - "Ġoffline": 15180, - "Ġtract": 15181, - "cycl": 15182, - "ĠAnim": 15183, - "Ġclassification": 15184, - "Ġpromo": 15185, - "Ġcheckout": 15186, - "boat": 15187, - "Ġtrades": 15188, - "Ġparticipant": 15189, - "Ġdocumented": 15190, - "ĠConsumer": 15191, - "ĠCleveland": 15192, - "Ġtasting": 15193, - "Ġbattles": 15194, - "Ġrespiratory": 15195, - "Ġinaug": 15196, - "ĠSlim": 15197, - "Ġstems": 15198, - "ĠPas": 15199, - "ĠPizza": 15200, - "ĠRivers": 15201, - "ĠRisk": 15202, - "ichael": 15203, - "Ġstrongest": 15204, - "Ġprecaut": 15205, - "Ġfifty": 15206, - "Ġpedest": 15207, - "Ġblessing": 15208, - "Ġinevitable": 15209, - "VP": 15210, - "ĠPant": 15211, - "ĠâĢĭ": 15212, - "Ġacne": 15213, - "Ġmarble": 15214, - "Ġ1500": 15215, - "Ġdiscusses": 15216, - "Ġappearances": 15217, - "Health": 15218, - "umbled": 15219, - "Ġtunnel": 15220, - "nals": 15221, - "Ġmurd": 15222, - "Ġcongr": 15223, - "Ġexempt": 15224, - "ĠOP": 15225, - "Ġoutlook": 15226, - "ĠStars": 15227, - "2012": 15228, - "Ġ78": 15229, - "Ġautumn": 15230, - "Ġdrill": 15231, - "Ġcouch": 15232, - "Ġviable": 15233, - "ĠOtherwise": 15234, - "Ġcastle": 15235, - "Ġriders": 15236, - 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"ĠTask": 18437, - "ĠShip": 18438, - "ĠHaven": 18439, - "induced": 18440, - "Ġevac": 18441, - "Ġexpans": 18442, - "Ġwritings": 18443, - "Ġlitter": 18444, - "ĠActivities": 18445, - "roller": 18446, - "Ġdemanded": 18447, - "ĠProjects": 18448, - "Ġspawn": 18449, - "ridges": 18450, - "ĠOFF": 18451, - "Ġtribe": 18452, - "ĠCandid": 18453, - "Ġinvaluable": 18454, - "ĠCompetition": 18455, - "Ro": 18456, - "WC": 18457, - "à¥": 18458, - "Ġthats": 18459, - "ĠMode": 18460, - "mental": 18461, - "ĠHunting": 18462, - "ĠDol": 18463, - "ureth": 18464, - "ieg": 18465, - "Ġpeas": 18466, - "Ġaddict": 18467, - "Ġmarvel": 18468, - "Ġsolic": 18469, - "eek": 18470, - "Ġeconomical": 18471, - "Ġlifes": 18472, - "ICK": 18473, - "Ġurine": 18474, - "Ġvulnerability": 18475, - "Enjoy": 18476, - "Ġfibers": 18477, - "ĠPortugal": 18478, - "Ġaccompanying": 18479, - "Ġlivest": 18480, - "-)": 18481, - "QU": 18482, - "kh": 18483, - "vine": 18484, - "Ġfart": 18485, - "ĠRM": 18486, - "ĠGL": 18487, - "ĠEM": 18488, - "Ġsoak": 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"itant": 18539, - "oro": 18540, - "Ġdrought": 18541, - "asper": 18542, - "oter": 18543, - "ĠCant": 18544, - "Ġitiner": 18545, - "Ġnotch": 18546, - "ĠEat": 18547, - "ĠEPA": 18548, - "ĠOliver": 18549, - "reating": 18550, - "Ġcommemor": 18551, - "Inter": 18552, - "Ġairlines": 18553, - "ĠBoat": 18554, - "Ġcredibility": 18555, - "ylan": 18556, - "***": 18557, - "Ġquantitative": 18558, - "Ġ1968": 18559, - "Ġmalware": 18560, - "Ġantibodies": 18561, - "ĠPublished": 18562, - "ĠProcessing": 18563, - "ĠImperial": 18564, - "homes": 18565, - "pdf": 18566, - "Ġfighter": 18567, - "Ġpars": 18568, - "Ġinbox": 18569, - "ĠCities": 18570, - "ĠLanc": 18571, - "osuction": 18572, - "ĠUg": 18573, - "Ġcoloured": 18574, - "Ġbehave": 18575, - "Ġidentifies": 18576, - "uffs": 18577, - "ĠContemporary": 18578, - "ĠBranch": 18579, - "Ġexamining": 18580, - "Ġdigging": 18581, - "Child": 18582, - "ettes": 18583, - "ĠTypically": 18584, - "Ġmonitored": 18585, - "ĠOpera": 18586, - "Ġnomination": 18587, - "ĠOkay": 18588, - "Ġobserving": 18589, - "Ġrecipients": 18590, - "generation": 18591, - "ocytes": 18592, - "ĠVeterans": 18593, - "Ġwelding": 18594, - "pathy": 18595, - "ĠMack": 18596, - "ĠPatt": 18597, - "Ġdementia": 18598, - "ĠRating": 18599, - "ivo": 18600, - "ubric": 18601, - "Ġspelling": 18602, - "reading": 18603, - "Ġcricket": 18604, - "ĠSpider": 18605, - "Ġpracticed": 18606, - "Ġdrums": 18607, - "Ġoriginated": 18608, - "Ġfurnace": 18609, - "ĠMilan": 18610, - "Ġforgiveness": 18611, - "Ġlettuce": 18612, - "ĠStanford": 18613, - "Several": 18614, - "hall": 18615, - "lining": 18616, - "leased": 18617, - "Ġnort": 18618, - "ampton": 18619, - "abi": 18620, - "oping": 18621, - "ĠLP": 18622, - "Ġoutfits": 18623, - "ĠWee": 18624, - "Ġautism": 18625, - "minster": 18626, - "cerpt": 18627, - "Ġquestioned": 18628, - "ĠDirectory": 18629, - "Ġrocket": 18630, - "Show": 18631, - "Ġthicker": 18632, - "Ġsplash": 18633, - "Ġempir": 18634, - "Ġuncommon": 18635, - "ĠRequire": 18636, - "ĠHindi": 18637, - "Ġsculpture": 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"Ġflooding": 18689, - "Ġknocked": 18690, - "Ġoriented": 18691, - "juven": 18692, - "Ġsqueeze": 18693, - "Ġplaintiff": 18694, - "eg": 18695, - "atisf": 18696, - "anim": 18697, - "lli": 18698, - "ĠTC": 18699, - "ĠPuerto": 18700, - "rik": 18701, - "usted": 18702, - "Ġchi": 18703, - "uba": 18704, - "Ġinsist": 18705, - "arnish": 18706, - "Ġswelling": 18707, - "Ġutmost": 18708, - "Ġstatutory": 18709, - "Ġradius": 18710, - "uka": 18711, - "Ġtransforming": 18712, - "Ġmiracle": 18713, - "Ġgalleries": 18714, - "Ġcoalition": 18715, - "ĠCertification": 18716, - "Blue": 18717, - "Ġvoter": 18718, - "ĠWHO": 18719, - "Ġchickens": 18720, - "Att": 18721, - "SR": 18722, - "dec": 18723, - "ois": 18724, - "hee": 18725, - "Ġcage": 18726, - "orp": 18727, - "urst": 18728, - "ĠWol": 18729, - "ĠEt": 18730, - "Ġfocal": 18731, - "Ġinterference": 18732, - "Ġskull": 18733, - "Ġbrokers": 18734, - "ĠScale": 18735, - "Ġforefront": 18736, - "Ġshoppers": 18737, - "uffle": 18738, - "Ġcalorie": 18739, - "ĠNeither": 18740, 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"Ġadvers": 18791, - "ĠKil": 18792, - "Ġrecession": 18793, - "Ġbetray": 18794, - "Ġfled": 18795, - "Ġevenings": 18796, - "ĠShar": 18797, - "Ġopenings": 18798, - "ĠIndigenous": 18799, - "clusion": 18800, - "Ġverses": 18801, - "Ġzinc": 18802, - "Ġdefinitive": 18803, - "Ġcommitments": 18804, - "Ġcapturing": 18805, - "ĠVegan": 18806, - "ĠLighting": 18807, - "Ġfucked": 18808, - "ĠPoints": 18809, - "Ġrigorous": 18810, - "quiry": 18811, - "ĠIndependence": 18812, - "Id": 18813, - "cook": 18814, - "cuts": 18815, - "alan": 18816, - "Ġthrows": 18817, - "Ġlavender": 18818, - "ĠWoo": 18819, - "Ġtraction": 18820, - "Ġrefine": 18821, - "apper": 18822, - "Ġlandmark": 18823, - "Ġvirtue": 18824, - "Ġtransported": 18825, - "ĠRemote": 18826, - "ĠHelen": 18827, - "Ġallergies": 18828, - "Ġweaknesses": 18829, - "ĠAlternatively": 18830, - "ichever": 18831, - "Ġsusceptible": 18832, - "BE": 18833, - "IRE": 18834, - "Power": 18835, - "Rob": 18836, - "iage": 18837, - "Ġtier": 18838, - "hea": 18839, - "Ġslope": 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21200, - "eches": 21201, - "Ġlayered": 21202, - "Ġsensing": 21203, - "Ġannounces": 21204, - "ĠCorinth": 21205, - "ĠActivity": 21206, - "Ġpremature": 21207, - "Ġratios": 21208, - "Ġpalate": 21209, - "Ġmaple": 21210, - "Place": 21211, - "Everything": 21212, - "Ġinnings": 21213, - "Ġbarrels": 21214, - "Ġcomprehend": 21215, - "Ev": 21216, - "grown": 21217, - "pric": 21218, - "inas": 21219, - "Ġmul": 21220, - "Ġlion": 21221, - "Ġreels": 21222, - "Ġgamb": 21223, - "Ġgears": 21224, - "ĠSod": 21225, - "ĠCG": 21226, - "ados": 21227, - "ĠDB": 21228, - "ĠRah": 21229, - "ĠGrab": 21230, - "Ġhasht": 21231, - "Ġmeats": 21232, - "Ġmega": 21233, - "Ġevangel": 21234, - "Ġrode": 21235, - "Ġscare": 21236, - "Ġ106": 21237, - "Ġpops": 21238, - "ccessful": 21239, - "club": 21240, - "ĠMyr": 21241, - "ĠMartha": 21242, - "Ġselfish": 21243, - "Ġblackjack": 21244, - "Stop": 21245, - "Ġprepares": 21246, - "Ġrecognizing": 21247, - "Ġparked": 21248, - "Ġimmigrant": 21249, - "ĠWestminster": 21250, - "Ġvacant": 21251, - "years": 21252, - "ĠEmperor": 21253, - "urgical": 21254, - "Ġcatalogue": 21255, - "Ġrocky": 21256, - "Ġdistributors": 21257, - "Ġcartridges": 21258, - "ĠArchived": 21259, - "Ġthrill": 21260, - "Ġinstructed": 21261, - "nsic": 21262, - "Ġruined": 21263, - "ĠCroat": 21264, - "Ġbubbles": 21265, - "Ġmascul": 21266, - "Ġwhiskey": 21267, - "Ġnegligence": 21268, - "condition": 21269, - "ĠMercury": 21270, - ".;": 21271, - "Af": 21272, - "Live": 21273, - "Sam": 21274, - "TON": 21275, - "science": 21276, - "vor": 21277, - "Ġsid": 21278, - "enic": 21279, - "anol": 21280, - "Ġstall": 21281, - "Ġstamps": 21282, - "ilia": 21283, - "ĠMK": 21284, - "essential": 21285, - "ĠWet": 21286, - "ĠFans": 21287, - "ĠNathan": 21288, - "inders": 21289, - "ondale": 21290, - "Ġarrog": 21291, - "Ġspells": 21292, - "weed": 21293, - "Ġdesignation": 21294, - "uckland": 21295, - "Ġinfrared": 21296, - "ointed": 21297, - "Ġkindergarten": 21298, - "braska": 21299, - "Ġassistants": 21300, - "ĠSwift": 21301, - "Ġdependable": 21302, - "Ġfixes": 21303, - "ĠProfession": 21304, - "eroids": 21305, - "Ġimpressions": 21306, - "controlled": 21307, - "Ġcoping": 21308, - "ulsion": 21309, - "Ġresidency": 21310, - "ĠSubscribe": 21311, - "Furthermore": 21312, - "Ġbombs": 21313, - "ĠSterling": 21314, - "dist": 21315, - "jour": 21316, - "tight": 21317, - "worm": 21318, - "isitions": 21319, - "Ġpenny": 21320, - "rod": 21321, - "ĠTier": 21322, - "ĠPly": 21323, - "ĠBurg": 21324, - "ĠBald": 21325, - "ĠRoche": 21326, - "Ġchili": 21327, - "respect": 21328, - "outed": 21329, - "Ġperenn": 21330, - "Ġcoarse": 21331, - "Ġ103": 21332, - "Ġimports": 21333, - "Ġplanner": 21334, - "atta": 21335, - "ĠMarx": 21336, - "ĠAmount": 21337, - "Ġlabs": 21338, - "ĠAcrylic": 21339, - "markets": 21340, - "Ġmechanic": 21341, - "ĠWheels": 21342, - "Ġtowers": 21343, - "Ġfavourites": 21344, - "ĠEquity": 21345, - "Ġtuning": 21346, - "ĠLouisville": 21347, - "ĠNHL": 21348, - "Ġdistracted": 21349, - "iphone": 21350, - "Ġpresumably": 21351, - "Ġrevelation": 21352, - "Earlier": 21353, - "las": 21354, - "vt": 21355, - "м": 21356, - "itan": 21357, - "Ġpian": 21358, - "Ġpsy": 21359, - "Ġdermat": 21360, - "Ġetern": 21361, - "roc": 21362, - "ĠPit": 21363, - "ĠPred": 21364, - "unctions": 21365, - "ĠHU": 21366, - "quart": 21367, - "Ġbrushes": 21368, - "Ġ1200": 21369, - "ĠDoctors": 21370, - "Ġtaxation": 21371, - "Ġhostile": 21372, - "ĠPerth": 21373, - "ĠAutumn": 21374, - "ĠHarvey": 21375, - "Ġregistry": 21376, - "Ġtenure": 21377, - "Ġtransferring": 21378, - "Ġcontributors": 21379, - "ĠDeveloper": 21380, - "ĠMachines": 21381, - "ĠPeninsula": 21382, - "Ġwheelchair": 21383, - "ĠLiberal": 21384, - "Select": 21385, - "EEE": 21386, - "Ġreconstruction": 21387, - "Ġneighboring": 21388, - "Ġadequately": 21389, - "Ġneglected": 21390, - "ĠRatings": 21391, - "ĠMLB": 21392, - "Ġenzymes": 21393, - "Ġcohort": 21394, - "Ben": 21395, - "Create": 21396, - "Term": 21397, - "Ġwolf": 21398, - "Ġlent": 21399, - "Ġner": 21400, - "ĠSah": 21401, - "ĠWR": 21402, - "ĠDanish": 21403, - "ĠGin": 21404, - "ardon": 21405, - "ĠUPS": 21406, - "Ġperceptions": 21407, - "compl": 21408, - "Ġcheat": 21409, - "ĠBeen": 21410, - "Ġwatering": 21411, - "ĠIsle": 21412, - "Ġsalads": 21413, - "Ġfriendships": 21414, - "ĠGram": 21415, - "scill": 21416, - "Ġgeometry": 21417, - "ĠAreas": 21418, - "Ġviolated": 21419, - "Ġbeliever": 21420, - "ĠDesigns": 21421, - "Ġsymptom": 21422, - "Ġbelongings": 21423, - "Ġcrochet": 21424, - "ĠFloyd": 21425, - "Ġtweeted": 21426, - "Ġseminars": 21427, - "ĠBryan": 21428, - "ĠAdvertising": 21429, - "Ġlivestock": 21430, - "Cy": 21431, - "House": 21432, - "Mag": 21433, - "aan": 21434, - "kens": 21435, - "pieces": 21436, - "var": 21437, - "yon": 21438, - "β": 21439, - "Ġobey": 21440, - "Ġmaid": 21441, - "Ġlan": 21442, - "ĠCort": 21443, - "ĠWritten": 21444, - "ĠDian": 21445, - "ĠDES": 21446, - "Ġsucks": 21447, - "Ġadren": 21448, - "ogens": 21449, - "Ġimpaired": 21450, - "comb": 21451, - "Ġmemoir": 21452, - "ennial": 21453, - "Ġyoungsters": 21454, - "Ġdiffers": 21455, - "ONG": 21456, - "ĠTranslation": 21457, - "ĠOpening": 21458, - "raditional": 21459, - "Ġclimbed": 21460, - "Ġterrorists": 21461, - "consuming": 21462, - "ĠNaval": 21463, - "Ġstereo": 21464, - "Ġpredominantly": 21465, - "Ġinadequate": 21466, - ")âĢİ": 21467, - "Est": 21468, - "cot": 21469, - "fat": 21470, - "ê": 21471, - "inarily": 21472, - "Ġwander": 21473, - "Ġcros": 21474, - "Ġbothered": 21475, - "Ġinduct": 21476, - "sted": 21477, - "ĠCone": 21478, - "ĠPand": 21479, - "ĠWS": 21480, - "Ġseiz": 21481, - "ĠHear": 21482, - "ĠFerg": 21483, - "third": 21484, - "Ġabbre": 21485, - "inea": 21486, - "ibre": 21487, - "ĠInj": 21488, - "reatment": 21489, - "Ġ1945": 21490, - "aiver": 21491, - "ARY": 21492, - "ĠDrink": 21493, - "ĠMcD": 21494, - "Ġmidfield": 21495, - "Ġdoubles": 21496, - "Ġunfamiliar": 21497, - "Ġscratches": 21498, - "Ġschol": 21499, - "Ġoxid": 21500, - "ĠBasin": 21501, - "smanship": 21502, - "Ġtolerate": 21503, - "Ġculmin": 21504, - "ĠCRM": 21505, - "ĠMessage": 21506, - "Ġterrifying": 21507, - "ĠScheme": 21508, - "intendent": 21509, - "ĠGiants": 21510, - "ĠCoalition": 21511, - "ĠSymphony": 21512, - "Ġantioxidant": 21513, - "Ġnutritious": 21514, - ",[": 21515, - "Categ": 21516, - "Es": 21517, - "VM": 21518, - "lain": 21519, - "pic": 21520, - "ride": 21521, - "wives": 21522, - "Ġwig": 21523, - "ĠBin": 21524, - "ĠWes": 21525, - "ĠGaza": 21526, - "ĠOption": 21527, - "teenth": 21528, - "Ġenlargement": 21529, - "Ġperformer": 21530, - "ĠResidential": 21531, - "Ġperiodically": 21532, - "opsis": 21533, - "ĠPrecision": 21534, - "ĠGlad": 21535, - "Ġregulators": 21536, - "Should": 21537, - "Ġrepeating": 21538, - "Ġmagnesium": 21539, - "Ġpairing": 21540, - "ĠCamera": 21541, - "ĠArchives": 21542, - "Ġcoordinating": 21543, - "ĠDevice": 21544, - "Ġcooperative": 21545, - "ĠCollabor": 21546, - "current": 21547, - "Organ": 21548, - "Ġempowering": 21549, - "ĠEmbassy": 21550, - "ĠAdministrator": 21551, - "Former": 21552, - "ĠUganda": 21553, - "450": 21554, - "Cap": 21555, - "Sum": 21556, - "VI": 21557, - "js": 21558, - "lot": 21559, - "official": 21560, - "Ġtidy": 21561, - "ete": 21562, - "ĠPoss": 21563, - "Ġnephew": 21564, - "aca": 21565, - "Ġarter": 21566, - "Ġneedles": 21567, - "ullivan": 21568, - "Think": 21569, - "Ġcurtains": 21570, - "odend": 21571, - "Ġpotassium": 21572, - "llington": 21573, - "ĠMyers": 21574, - "Ġquestionnaire": 21575, - "Ġbarg": 21576, - "ARK": 21577, - "Ġrespects": 21578, - "Ġmixes": 21579, - "ĠMarkets": 21580, - "holding": 21581, - "Ġknitting": 21582, - "Ġmerge": 21583, - "University": 21584, - "ĠMilwaukee": 21585, - "ĠHandle": 21586, - "ĠLogin": 21587, - "vanized": 21588, - "Ġsickness": 21589, - "THE": 21590, - "ĠKnife": 21591, - "ĠBrandon": 21592, - "Ġfertility": 21593, - "Ġexploitation": 21594, - "Ġqueue": 21595, - "Ġmerger": 21596, - "ĠVincent": 21597, - "approved": 21598, - "&#": 21599, - "IAL": 21600, - "mid": 21601, - "mag": 21602, - "moon": 21603, - "oother": 21604, - "safe": 21605, - "Ġcows": 21606, - "Ġinduction": 21607, - "Ġlashes": 21608, - "ĠSue": 21609, - "Ġexcerpt": 21610, - "ĠFully": 21611, - "umat": 21612, - "Ġcanon": 21613, - "Ġalbeit": 21614, - "Ġplush": 21615, - "ocal": 21616, - "ugal": 21617, - "Ġgravy": 21618, - "Ġversa": 21619, - "Ġexaminations": 21620, - "Ġcollects": 21621, - "Ġembroidery": 21622, - "ĠTypes": 21623, - "blue": 21624, - "ĠRocky": 21625, - "Ġpreparations": 21626, - "ĠLooks": 21627, - "ĠLinks": 21628, - "Ġforecasts": 21629, - "ĠRenew": 21630, - "Ġprivileged": 21631, - "Ġthyroid": 21632, - "Ġstrawberry": 21633, - "ĠRepresentatives": 21634, - "Ġkayak": 21635, - "Ġantioxidants": 21636, - "240": 21637, - "BB": 21638, - "Law": 21639, - "bc": 21640, - "dates": 21641, - "Ġfoul": 21642, - "omore": 21643, - "Ġreef": 21644, - "cht": 21645, - "Ġorbit": 21646, - "Ġvault": 21647, - "ĠLounge": 21648, - "Ġchooses": 21649, - "agging": 21650, - "Ġcompares": 21651, - "Ġoutright": 21652, - "Ġoutlines": 21653, - "ĠYarn": 21654, - "Ġcovid": 21655, - "oba": 21656, - "riched": 21657, - "Ġsmarter": 21658, - "Ġbladder": 21659, - "ĠComfort": 21660, - "Ġministers": 21661, - "Ġpatrons": 21662, - "Ġfiltered": 21663, - "Ġconstru": 21664, - "Ġdemons": 21665, - "ĠCoin": 21666, - "Ġmultif": 21667, - "Ġtemples": 21668, - "ĠMega": 21669, - "180": 21670, - "Choose": 21671, - "175": 21672, - "Ġdestiny": 21673, - "Ġfrequencies": 21674, - "Ġburger": 21675, - "Ġattracts": 21676, - "Ġcomplained": 21677, - "ĠViews": 21678, - "Ġrainfall": 21679, - "ĠVolvo": 21680, - "respons": 21681, - "ĠTerrit": 21682, - "Ġhelpless": 21683, - "Ġhackers": 21684, - "Ġcubic": 21685, - "ĠDefinitely": 21686, - "Ġperfume": 21687, - "ocaust": 21688, - "Ġfrankly": 21689, - "Ġscrutiny": 21690, - "ĠFlorence": 21691, - "urethane": 21692, - "paralleled": 21693, - "Nice": 21694, - "hored": 21695, - "ø": 21696, - "inest": 21697, - "Ġtheology": 21698, - "Ġgems": 21699, - "uting": 21700, - "ĠAware": 21701, - "ĠArena": 21702, - "verter": 21703, - "ĠMul": 21704, - "ĠPrest": 21705, - "ĠPoke": 21706, - "ĠEtsy": 21707, - "ĠNit": 21708, - "oco": 21709, - "âĢ¦,": 21710, - "asonable": 21711, - "Ġ104": 21712, - "Ġretros": 21713, - "Ġteammates": 21714, - "Ġspeculation": 21715, - "Ġheadline": 21716, - "Ġstealing": 21717, - "ĠRescue": 21718, - "Ġidentities": 21719, - "ĠGrass": 21720, - "ĠSynd": 21721, - "Ġcollector": 21722, - "Ġgeometric": 21723, - "ĠAssociated": 21724, - "Ġturf": 21725, - "Ġmotivate": 21726, - "Ġtasted": 21727, - "Ġpods": 21728, - "between": 21729, - "Ġbeneficiaries": 21730, - "Ġmuffins": 21731, - "ĠAmbassador": 21732, - "ĠFamilies": 21733, - ")!": 21734, - "/-": 21735, - "Cs": 21736, - "Jesus": 21737, - "Ġted": 21738, - "Ġfaint": 21739, - "Ġfittings": 21740, - "stones": 21741, - "ĠCrew": 21742, - "amy": 21743, - "Ġstip": 21744, - "ĠMouse": 21745, - "illas": 21746, - "ĠDale": 21747, - "iesel": 21748, - "Ġworkload": 21749, - "plants": 21750, - "Ġscans": 21751, - "Ġwhereby": 21752, - "Ġsuburban": 21753, - "Ġpurse": 21754, - "ĠCarroll": 21755, - "ĠCOMP": 21756, - "playing": 21757, - "Ġcollectors": 21758, - "ĠRegulations": 21759, - "ĠAdded": 21760, - "Ġhoused": 21761, - "OUT": 21762, - "ĠStanding": 21763, - "Ġanticipation": 21764, - "Ġshowcasing": 21765, - "ĠInstallation": 21766, - "Ġstubborn": 21767, - "Ġrehears": 21768, - "Sal": 21769, - "Vol": 21770, - "gus": 21771, - "nan": 21772, - "Ġinh": 21773, - "ĠCelt": 21774, - "Ġconceived": 21775, - "Ġcanned": 21776, - "Ġalot": 21777, - "ĠEy": 21778, - "ĠEvaluation": 21779, - "index": 21780, - "Ġaccents": 21781, - "cester": 21782, - "Ġtraject": 21783, - "Ġundergoing": 21784, - "Ġcoron": 21785, - "Ġpatents": 21786, - "Ġpublicity": 21787, - "ĠZoo": 21788, - "Ġdevotion": 21789, - "Ġswear": 21790, - "Ġ304": 21791, - "Ġdefinite": 21792, - "Ġsweater": 21793, - "Ġlowering": 21794, - "ĠWarriors": 21795, - "Ġgarment": 21796, - "Ġmalicious": 21797, - "Ġtablespoon": 21798, - "ĠHolder": 21799, - "ĠBullet": 21800, - "Ġhunter": 21801, - "Ġenergies": 21802, - "Ġgiants": 21803, - "Ġcombustion": 21804, - "DT": 21805, - "WE": 21806, - "rone": 21807, - "Ġbob": 21808, - "Ġbakery": 21809, - "Ġhp": 21810, - "ĠSie": 21811, - "ĠSME": 21812, - "ĠCop": 21813, - "irting": 21814, - "estation": 21815, - "esteem": 21816, - "ĠLem": 21817, - "Ġusa": 21818, - "ĠNaturally": 21819, - "Ġensemble": 21820, - "ĠYosemite": 21821, - "ĠRebecca": 21822, - "oyal": 21823, - "Ġcharcoal": 21824, - "Ġ911": 21825, - "Ġrefuses": 21826, - "Ġintoler": 21827, - "ĠQing": 21828, - "Ġpopulated": 21829, - "Ġblooms": 21830, - "Ġsuccessor": 21831, - "Ġeducating": 21832, - "ĠSyl": 21833, - "Ġtextbook": 21834, - "Ġhairs": 21835, - "Ġsweeping": 21836, - "Ġsimilarities": 21837, - "Ġfootwear": 21838, - "Ġnegot": 21839, - "Ġignoring": 21840, - "ippers": 21841, - "without": 21842, - "Ġassumes": 21843, - "ĠHyundai": 21844, - "Ġauthenticity": 21845, - "ĠAlternative": 21846, - "ĠGraphics": 21847, - "Ġdespair": 21848, - "ĠJohann": 21849, - "AI": 21850, - "Easy": 21851, - "Give": 21852, - "Rober": 21853, - "Ġpens": 21854, - "Ġnarc": 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"ĠTaste": 25074, - "ĠSizes": 25075, - "ĠCAT": 25076, - "ĠAIDS": 25077, - "Ġprogn": 25078, - "ĠBars": 25079, - "ĠHockey": 25080, - "Ġfrying": 25081, - "ĠDrew": 25082, - "ĠFX": 25083, - "ĠFol": 25084, - "anto": 25085, - "ĠRough": 25086, - "ĠLing": 25087, - "ĠNu": 25088, - "ĠOT": 25089, - "cile": 25090, - "acked": 25091, - "Ġ2025": 25092, - "Ġunin": 25093, - "avier": 25094, - "...:": 25095, - "ĠHeight": 25096, - "oya": 25097, - "auce": 25098, - "ĠBecome": 25099, - "Ġrestruct": 25100, - "ĠIndigo": 25101, - "Ġclassmates": 25102, - "management": 25103, - "Ġprotector": 25104, - "them": 25105, - "otech": 25106, - "Ġcaption": 25107, - "104": 25108, - "ĠUSC": 25109, - "Ġbenefited": 25110, - "Ġeventual": 25111, - "ĠMarathon": 25112, - "Ġsumm": 25113, - "Ġsummers": 25114, - "ĠInstruction": 25115, - "ĠMeal": 25116, - "ĠSecrets": 25117, - "Ġtitanium": 25118, - "Ġobsess": 25119, - "Ġdrawers": 25120, - "Ġwarriors": 25121, - "Ġcamper": 25122, - "Ġpredators": 25123, - "Ġpredicting": 25124, - "Ġcolder": 25125, - "Ġdishon": 25126, - "Ġgrabbing": 25127, - "ĠDevon": 25128, - "Ġwithdrawn": 25129, - "Ġlaughs": 25130, - "ĠDiscussion": 25131, - "ĠPhilippine": 25132, - "Ġwholesome": 25133, - "Ġtoothp": 25134, - "ĠPillsbury": 25135, - "Friday": 25136, - "chemical": 25137, - "Ġzombie": 25138, - "Ġinaccurate": 25139, - "Ġaggrav": 25140, - "Walk": 25141, - "dad": 25142, - "trip": 25143, - "video": 25144, - "Ġow": 25145, - "arcer": 25146, - "Ġhij": 25147, - "ĠIb": 25148, - "Ġstared": 25149, - "ĠMU": 25150, - "ĠPU": 25151, - "Ġseams": 25152, - "ĠHoff": 25153, - "thirds": 25154, - "ĠLaf": 25155, - "Ġcane": 25156, - "ooks": 25157, - "Ġtrays": 25158, - "Ġprud": 25159, - "Ġarrows": 25160, - "Ġbuckets": 25161, - "201": 25162, - "Ġrapper": 25163, - "Ġbrushed": 25164, - "ggings": 25165, - "Ġsubconscious": 25166, - "ĠAnch": 25167, - "ĠLeading": 25168, - "positive": 25169, - "idson": 25170, - "Ġcoursework": 25171, - "Ġshortcuts": 25172, - "Ġsums": 25173, - "chel": 25174, - "ĠGuj": 25175, - "ĠDrama": 25176, - "Ġmultiplayer": 25177, - "scopic": 25178, - "Ġtrusting": 25179, - "Ġcirculating": 25180, - "ĠJesse": 25181, - "visible": 25182, - "Ġcollaborations": 25183, - "ĠInteractive": 25184, - "Ġjoyful": 25185, - "ĠExtract": 25186, - "ĠBrett": 25187, - "ĠDiabetes": 25188, - "Ġdecentral": 25189, - "Ġinhibitors": 25190, - "ĠCNC": 25191, - "ĠNobel": 25192, - "Ġpellet": 25193, - "ĠNaples": 25194, - "Ġcoincidence": 25195, - "ĠProspect": 25196, - "ĠOpportunity": 25197, - "Digital": 25198, - "ĠRehabilitation": 25199, - "Ġtrajectory": 25200, - "Pan": 25201, - "Ur": 25202, - "Ġtsp": 25203, - "inational": 25204, - "Ġcedar": 25205, - "icides": 25206, - "Ġthirteen": 25207, - "Ġlumin": 25208, - "static": 25209, - "Ġforged": 25210, - "Ġonwards": 25211, - "send": 25212, - "ĠPET": 25213, - "ifax": 25214, - "ĠBH": 25215, - "ĠBib": 25216, - "uli": 25217, - "ĠFIN": 25218, - "ĠRP": 25219, - "ĠLoop": 25220, - "ĠGn": 25221, - "Ġket": 25222, - "Ġresigned": 25223, - "Ġrecap": 25224, - "Ġnoisy": 25225, - "graded": 25226, - "yson": 25227, - "Ġ1939": 25228, - "oyle": 25229, - "Ġsimulations": 25230, - "Ġgrim": 25231, - "Ġdetained": 25232, - "Ġendangered": 25233, - "Ġ107": 25234, - "ĠAlready": 25235, - "Ġhandic": 25236, - "ĠClerk": 25237, - "Ġstandalone": 25238, - "Ġaccountant": 25239, - "Ġcleanup": 25240, - "Ġcasc": 25241, - "Ġmanageable": 25242, - "Depending": 25243, - "Ġminorities": 25244, - "ĠAMD": 25245, - "Ġscripture": 25246, - "Ġshelters": 25247, - "Ġnarrator": 25248, - "Ġnegotiated": 25249, - "Price": 25250, - "ĠInterestingly": 25251, - "Ġsteril": 25252, - "Smith": 25253, - "Ġpenetrate": 25254, - "ĠReturns": 25255, - "ĠMaths": 25256, - "monton": 25257, - "ĠFriendly": 25258, - "byterian": 25259, - "Ġindispensable": 25260, - "ĠSauvignon": 25261, - "?).": 25262, - "Coll": 25263, - "NR": 25264, - "Ser": 25265, - "WP": 25266, - "credit": 25267, - "Ġdab": 25268, - "Ġhd": 25269, - "utral": 25270, - "ĠAuction": 25271, - "Ġasymm": 25272, - "ĠPI": 25273, - "ĠBog": 25274, - "ĠLun": 25275, - "ĠLap": 25276, - "Ġplague": 25277, - "ĠThr": 25278, - "ysics": 25279, - "Ġbrunch": 25280, - "Ġintermedi": 25281, - "pray": 25282, - "ahan": 25283, - "Ġdefenses": 25284, - "ĠLevi": 25285, - "autical": 25286, - "Ġoppression": 25287, - "Ġdrained": 25288, - "Ġcutter": 25289, - "Ġshareholder": 25290, - "Ġgenetics": 25291, - "Ġstocked": 25292, - "Ġcontractual": 25293, - "Always": 25294, - "unters": 25295, - "rosis": 25296, - "missible": 25297, - "ĠJoan": 25298, - "Ġnavigating": 25299, - "elfare": 25300, - "Ġfacilitated": 25301, - "Ġhallway": 25302, - "Ġparamount": 25303, - "munition": 25304, - "Ġcompliments": 25305, - "ĠVenus": 25306, - "ĠPowell": 25307, - "Ġcultivated": 25308, - "Ġdominance": 25309, - "ĠChalleng": 25310, - "ĠRainbow": 25311, - "Ġintimidating": 25312, - "Ġerupt": 25313, - "Ġelders": 25314, - "ĠFerguson": 25315, - "Brand": 25316, - "East": 25317, - "Sty": 25318, - "Win": 25319, - "bike": 25320, - "harm": 25321, - "lived": 25322, - "present": 25323, - "youtube": 25324, - "antha": 25325, - "rob": 25326, - "roots": 25327, - "ĠICT": 25328, - "ĠCaf": 25329, - "ĠMau": 25330, - "Ġhaird": 25331, - "ulus": 25332, - "ĠWife": 25333, - "abolic": 25334, - "ĠHerald": 25335, - "ĠDed": 25336, - "antry": 25337, - "ĠLone": 25338, - "ĠGH": 25339, - "ĠGor": 25340, - "ĠGiving": 25341, - "Ġsued": 25342, - "ĠOaks": 25343, - "Ġenrol": 25344, - "Ġcontag": 25345, - "ĠVend": 25346, - "ĠVatican": 25347, - "Ġrods": 25348, - "Ġammon": 25349, - "ndering": 25350, - "Ġsciss": 25351, - "Ġscars": 25352, - "Ġtraced": 25353, - "Ġunderwear": 25354, - "kswagen": 25355, - "Ġgoodies": 25356, - "Ġacet": 25357, - "Ġplayoffs": 25358, - "Ġcheeks": 25359, - "Ġcoral": 25360, - "ĠAdmin": 25361, - "ĠArri": 25362, - "Ġcontrollers": 25363, - "Ġreviewer": 25364, - "Ġanalogy": 25365, - "ropolis": 25366, - "Ġ114": 25367, - "ARN": 25368, - "dev": 25369, - "Ġ135": 25370, - "Ġcyt": 25371, - "Ġsilica": 25372, - "Ġslowed": 25373, - "ETH": 25374, - "Ġhydration": 25375, - "ĠDeterm": 25376, - "Ġcomprehension": 25377, - "Ġurinary": 25378, - "ĠTrends": 25379, - "Ġplugs": 25380, - "Ġsaucepan": 25381, - "ĠKnown": 25382, - "Ġsuspense": 25383, - "ĠCreation": 25384, - "Ġbathing": 25385, - "Ġblinds": 25386, - "Ġloosely": 25387, - "Christmas": 25388, - "ĠNormally": 25389, - "ĠIcelandic": 25390, - "ĠPiper": 25391, - "Ġexpedition": 25392, - "Ġproficient": 25393, - "iocese": 25394, - "Ġamusement": 25395, - "Ġhefty": 25396, - "Bob": 25397, - "KA": 25398, - "Later": 25399, - "fires": 25400, - "Ġsip": 25401, - "ataka": 25402, - "isol": 25403, - "Ġbast": 25404, - "ĠSense": 25405, - "ĠCav": 25406, - "Ġstaggering": 25407, - "ulents": 25408, - "ĠDot": 25409, - "pei": 25410, - "Ġ119": 25411, - "ĠOw": 25412, - "Ġabide": 25413, - "indle": 25414, - "Ġenclosure": 25415, - "Ġloaf": 25416, - "uez": 25417, - "Ġperimeter": 25418, - "ffield": 25419, - "ĠChad": 25420, - "Ġaromatic": 25421, - "Ġdownstream": 25422, - "Ġexpiration": 25423, - "Information": 25424, - "ĠClothing": 25425, - "ĠTeach": 25426, - "posure": 25427, - "ĠUSS": 25428, - "ĠCoil": 25429, - "ĠSuz": 25430, - "Ġmilit": 25431, - "ĠXC": 25432, - "Ġmotions": 25433, - "Ġcalibration": 25434, - "ĠChester": 25435, - "Ġextrav": 25436, - "ĠTracy": 25437, - "backed": 25438, - "Ġfirearm": 25439, - "Ġballots": 25440, - "ĠâĻ": 25441, - "hetically": 25442, - "ĠKingston": 25443, - "2003": 25444, - "ĠCampground": 25445, - "888": 25446, - "Ġdetective": 25447, - "Ġmutation": 25448, - "Ġbelonged": 25449, - "Ġvastly": 25450, - "ochond": 25451, - "Ġinhibitor": 25452, - "ĠRubber": 25453, - "Ġjurisdictions": 25454, - "ĠEscorts": 25455, - "defined": 25456, - "ausible": 25457, - "ĠIsaiah": 25458, - "\"...": 25459, - "Early": 25460, - "Finding": 25461, - "GG": 25462, - "Job": 25463, - "Ra": 25464, - "uph": 25465, - "ÂĿ": 25466, - "ÛĮ": 25467, - "Ġcemetery": 25468, - "Ġfas": 25469, - "inghouse": 25470, - "Ġmalf": 25471, - "icans": 25472, - "ĠTact": 25473, - "ĠTail": 25474, - "ĠSeth": 25475, - "usc": 25476, - "imir": 25477, - "ĠMAT": 25478, - "rax": 25479, - "ĠPER": 25480, - "unit": 25481, - "Ġconventions": 25482, - "Ġrs": 25483, - "articles": 25484, - "Ġally": 25485, - "Ġsoaked": 25486, - "ĠStap": 25487, - "Ġoversee": 25488, - "Ġnovice": 25489, - "rican": 25490, - "Ġ1941": 25491, - "atha": 25492, - "meaning": 25493, - "Ġinterrog": 25494, - "Ġrefin": 25495, - "ĠBlind": 25496, - "ĠConven": 25497, - "ĠScan": 25498, - "Ġmultid": 25499, - "Ġseasoning": 25500, - "Ġcompetencies": 25501, - "itching": 25502, - "ĠHispanic": 25503, - "ĠâĪĴ": 25504, - "Ġrouting": 25505, - "Ġhistorians": 25506, - "Ġvictories": 25507, - "Ġsavvy": 25508, - "ĠBrace": 25509, - "Project": 25510, - "ĠSunny": 25511, - "Ġshipments": 25512, - "ĠSalv": 25513, - "TSD": 25514, - "Ġdissolve": 25515, - "ĠCyprus": 25516, - "Ġnominal": 25517, - "ĠCatholics": 25518, - "ĠSquad": 25519, - "Ġdividing": 25520, - "Team": 25521, - "ĠPromotion": 25522, - "ãĢij": 25523, - "Ġintuition": 25524, - "Ġintrigued": 25525, - "ĠPalestinians": 25526, - "ĠExhibition": 25527, - "Ġgrooming": 25528, - "ochemical": 25529, - "Matthew": 25530, - "ĠTutorial": 25531, - "Ġplagiar": 25532, - "Ġreddit": 25533, - "Ġtheatrical": 25534, - "Ġinconvenience": 25535, - "Ġencrypted": 25536, - "CAD": 25537, - "Educ": 25538, - "Mer": 25539, - "Ult": 25540, - "Was": 25541, - "bear": 25542, - "cd": 25543, - "drive": 25544, - "lib": 25545, - "money": 25546, - "nn": 25547, - "rator": 25548, - "since": 25549, - "áº": 25550, - "Ġiphone": 25551, - "Ġbins": 25552, - "leaf": 25553, - "Ġloneliness": 25554, - "stay": 25555, - "etrical": 25556, - "ĠSally": 25557, - "Ġiter": 25558, - "ĠPir": 25559, - "ĠPac": 25560, - "ĠBlend": 25561, - "ooo": 25562, - "ĠLith": 25563, - "Ġcanoe": 25564, - "Ġtrait": 25565, - "ĠRein": 25566, - "ĠReason": 25567, - "ĠRewards": 25568, - "Ġfinite": 25569, - "cycling": 25570, - "Ġdetrim": 25571, - "Ġadvises": 25572, - "bek": 25573, - "ĠBlair": 25574, - "Ġmaritime": 25575, - "prove": 25576, - "Ġcrave": 25577, - "ĠCompared": 25578, - "ĠTrainer": 25579, - "Ġestablishes": 25580, - "ĠDayton": 25581, - "Ġconception": 25582, - "Ġconductor": 25583, - "Ġspeedy": 25584, - "Really": 25585, - "ĠLetters": 25586, - "Ġdistributing": 25587, - "Ġunden": 25588, - "ĠScholar": 25589, - "Ġsequencing": 25590, - "ĠOrganisation": 25591, - "ĠBurger": 25592, - "agonal": 25593, - "ĠPakistani": 25594, - "ĠCabin": 25595, - "Ġscrewed": 25596, - "Ġgamble": 25597, - "Ġtremendously": 25598, - "ни": 25599, - "ĠCornwall": 25600, - "ĠSensor": 25601, - "Ġimpecc": 25602, - "NYSE": 25603, - "George": 25604, - "ĠHenderson": 25605, - "Ġcatastrophic": 25606, - "Ġadulthood": 25607, - "Tex": 25608, - "brain": 25609, - "effic": 25610, - "pine": 25611, - "Ġau": 25612, - "Ġpies": 25613, - "Ġinherently": 25614, - "ĠTT": 25615, - "ĠSI": 25616, - "ĠCrist": 25617, - "amount": 25618, - "Ġstigma": 25619, - "ĠMol": 25620, - "ĠMouth": 25621, - "ĠPatch": 25622, - "ĠBuch": 25623, - "ĠBirds": 25624, - "ĠWC": 25625, - "ĠFt": 25626, - "Ġvene": 25627, - "ĠEF": 25628, - "Ġsuction": 25629, - "ĠNuclear": 25630, - "odor": 25631, - "Ġka": 25632, - "aculture": 25633, - "ĠThought": 25634, - "Ġmango": 25635, - "Ġadditives": 25636, - "Ġrelational": 25637, - "Things": 25638, - "Ġrests": 25639, - "Ġequitable": 25640, - "Ġtestament": 25641, - "Ġexploded": 25642, - "ĠAlloy": 25643, - "shit": 25644, - "ĠCoaching": 25645, - "ĠMyanmar": 25646, - "ĠAppeals": 25647, - "ĠCompat": 25648, - "ĠDisability": 25649, - "Ġstripes": 25650, - "ĠRegulatory": 25651, - "Ġawait": 25652, - "office": 25653, - "Ġburial": 25654, - "ĠFounded": 25655, - "Ġpollen": 25656, - "Ġsanction": 25657, - "Ġidol": 25658, - "Ġinterpretations": 25659, - "Quick": 25660, - "Ġreconnect": 25661, - "Ġexported": 25662, - "ĠEllis": 25663, - "ĠBernie": 25664, - "ãĢIJ": 25665, - "Ġamplifier": 25666, - "ĠPersian": 25667, - "Ġparliamentary": 25668, - "opedic": 25669, - "Ġsoups": 25670, - "Building": 25671, - "Ġbiscuits": 25672, - "ĠRepeat": 25673, - "Ġperennial": 25674, - "Ġeternity": 25675, - "ĠRoosevelt": 25676, - "BLE": 25677, - "Fit": 25678, - "Name": 25679, - "Pet": 25680, - "bishop": 25681, - "dest": 25682, - "iours": 25683, - "ku": 25684, - "oids": 25685, - "rational": 25686, - "tree": 25687, - "Ġpity": 25688, - "icol": 25689, - "ĠSons": 25690, - "channel": 25691, - "ĠPione": 25692, - "ĠHBO": 25693, - "ĠRams": 25694, - "ĠLibr": 25695, - "oshi": 25696, - "Ġsoaking": 25697, - "Ġenlar": 25698, - "Ġworkmanship": 25699, - "toire": 25700, - "ubishi": 25701, - "Ġsauna": 25702, - "Ġnoises": 25703, - "angible": 25704, - "ricting": 25705, - "Ġ1942": 25706, - "archment": 25707, - "Ġhandheld": 25708, - "Ġpayout": 25709, - "ocking": 25710, - "Ġglaze": 25711, - "aires": 25712, - "ĠComprehensive": 25713, - "ĠTravis": 25714, - "ĠMonitoring": 25715, - "ĠBooking": 25716, - "Ġsubscriptions": 25717, - "Ġdeclaring": 25718, - "Ġgranting": 25719, - "Ġforeigners": 25720, - "ĠMillenn": 25721, - "Ġlaboratories": 25722, - "Ġmirac": 25723, - "ĠRealty": 25724, - "Ġoxidation": 25725, - "ĠExamination": 25726, - "Ġfacilitating": 25727, - "Ġrebounds": 25728, - "Ġbatches": 25729, - "!!!!!!!!": 25730, - "ĠCasey": 25731, - "Travel": 25732, - "ĠBarnes": 25733, - "structed": 25734, - "Ġtattoos": 25735, - "ĠBeginning": 25736, - "Ġalmonds": 25737, - "Ġresurrection": 25738, - "ĠDesktop": 25739, - "Ġvicinity": 25740, - "practice": 25741, - "Ġubiqu": 25742, - "Cas": 25743, - "EF": 25744, - "Er": 25745, - "Equ": 25746, - "KO": 25747, - "eye": 25748, - "grand": 25749, - "hope": 25750, - "lated": 25751, - "px": 25752, - "Ġwiped": 25753, - "Ġwinters": 25754, - "itating": 25755, - "ĠTennis": 25756, - "Ġbending": 25757, - "ĠSARS": 25758, - "igating": 25759, - "ĠMAR": 25760, - "ĠPix": 25761, - "ĠBare": 25762, - "Ġdeport": 25763, - "ĠFut": 25764, - "ĠNPC": 25765, - "ĠOman": 25766, - "ostics": 25767, - "Ġker": 25768, - "Ġmealyb": 25769, - "Ġclan": 25770, - "Ġresh": 25771, - "apa": 25772, - "Ġquotation": 25773, - "ĠYesterday": 25774, - "Ġflotation": 25775, - "commit": 25776, - "ĠDerek": 25777, - "Ġrefusal": 25778, - "Ġideals": 25779, - "ĠLean": 25780, - "Ġgraft": 25781, - "Ġspecialised": 25782, - "Ġdragged": 25783, - "exc": 25784, - "Ġmarin": 25785, - "ĠAppeal": 25786, - "project": 25787, - "Ġbeginnings": 25788, - "Ġdiffering": 25789, - "ĠSmoke": 25790, - "Ġtrusts": 25791, - "Ġbios": 25792, - "spons": 25793, - "ĠAssist": 25794, - "Ġhusbands": 25795, - "Ġbriefing": 25796, - "Ġfacilitates": 25797, - "ĠFarmers": 25798, - "ĠRefuge": 25799, - "Additional": 25800, - "organic": 25801, - "Ġpronounce": 25802, - "Ġprosecutor": 25803, - "Ġcapsules": 25804, - "Ġpropriet": 25805, - "ĠLynch": 25806, - "Ġimmersed": 25807, - "ĠGraphic": 25808, - "bnb": 25809, - "question": 25810, - "ĠProductions": 25811, - "Ġpistol": 25812, - "Ġprolific": 25813, - "mounted": 25814, - "Ġconstituents": 25815, - "Ġtoughest": 25816, - "Ġcruelty": 25817, - "Ġmisconduct": 25818, - "Ġcrossover": 25819, - ".}": 25820, - "Bank": 25821, - "Rated": 25822, - "SI": 25823, - "hurst": 25824, - "iander": 25825, - "¨": 25826, - "Ġakin": 25827, - "Ġmats": 25828, - "llah": 25829, - "ĠTeddy": 25830, - "ĠSigma": 25831, - "ĠAbr": 25832, - "Ġsten": 25833, - "Ġconced": 25834, - "ĠWel": 25835, - "ĠHearing": 25836, - "Ġexfol": 25837, - "ĠFen": 25838, - "Ġ(-": 25839, - "ĠLC": 25840, - "ĠLL": 25841, - "perty": 25842, - "acters": 25843, - "achine": 25844, - "ĠYemen": 25845, - "ĠVas": 25846, - "ĠViv": 25847, - "Ġtherein": 25848, - "Ġcoils": 25849, - "angana": 25850, - "Ġserviced": 25851, - "Ġ1947": 25852, - "ĠProblems": 25853, - "Ġsubord": 25854, - "Ġexpands": 25855, - "Ġ1080": 25856, - "ĠOnion": 25857, - "Ġcreatine": 25858, - "Ġfacet": 25859, - "Ġfourteen": 25860, - "aney": 25861, - "Ġforensic": 25862, - "clean": 25863, - "ctoral": 25864, - "ĠNottingham": 25865, - "urchase": 25866, - "Ġlacked": 25867, - "secured": 25868, - "Ġcategorized": 25869, - "Ġguideline": 25870, - "ĠProgramming": 25871, - "ĠPCs": 25872, - "ĠDetect": 25873, - "ĠLogistics": 25874, - "Ġthermost": 25875, - "Ġrefreshed": 25876, - "Ġpupil": 25877, - "Ġdisturbed": 25878, - "aceuticals": 25879, - "ĠCombine": 25880, - "ĠBottom": 25881, - "ĠIndonesian": 25882, - "Ġwelded": 25883, - "Ġmerged": 25884, - "Ġtariffs": 25885, - "Ġamerica": 25886, - "ĠConnection": 25887, - "Ġpneum": 25888, - ":...": 25889, - "lore": 25890, - "pi": 25891, - "wright": 25892, - "yy": 25893, - "Ġtheor": 25894, - "Ġsaints": 25895, - "Ġbanners": 25896, - "arah": 25897, - "street": 25898, - "ĠSask": 25899, - "amics": 25900, - "Ġorphan": 25901, - "ĠDP": 25902, - "ĠRaf": 25903, - "ĠRanger": 25904, - "ĠLiv": 25905, - "elia": 25906, - "ĠNP": 25907, - "Ġkidding": 25908, - "Ġunequ": 25909, - "Ġdisplacement": 25910, - "Ġconserve": 25911, - "Ġgreatness": 25912, - "Ġrightly": 25913, - "ĠWhisk": 25914, - "ĠUnits": 25915, - "Ġminers": 25916, - "ĠSharing": 25917, - "ĠShops": 25918, - "Ġfungus": 25919, - "Ġterminals": 25920, - "Ġdrains": 25921, - "appa": 25922, - "Ġsupermarkets": 25923, - "Ġnewsletters": 25924, - "Stay": 25925, - "ĠPrevent": 25926, - "Ġsixteen": 25927, - "Ġembody": 25928, - "Ġdestined": 25929, - "urgy": 25930, - "OTH": 25931, - "Ġdedicate": 25932, - "Ġbulky": 25933, - "content": 25934, - "Ġsanitation": 25935, - "ĠAdvice": 25936, - "Ġcompensated": 25937, - "ĠCircular": 25938, - "ĠART": 25939, - "Ġchaotic": 25940, - "Ġslipping": 25941, - "Ġrelocation": 25942, - "Ġmajors": 25943, - "ĠDerby": 25944, - "Obviously": 25945, - "ĠGilbert": 25946, - "Ġpivot": 25947, - "ĠLandscape": 25948, - "ĠPlymouth": 25949, - "ĠReynolds": 25950, - "Ġdetrimental": 25951, - "Ball": 25952, - "London": 25953, - "Run": 25954, - "mans": 25955, - "nu": 25956, - "rants": 25957, - "Åĵ": 25958, - "enos": 25959, - "Ġmastered": 25960, - "Ġinmates": 25961, - "Ġdia": 25962, - "Ġlure": 25963, - "utation": 25964, - "ĠSoup": 25965, - "ĠLose": 25966, - "ĠGos": 25967, - "Ġsuffe": 25968, - "ĠKee": 25969, - "ĠStret": 25970, - "Ġhighways": 25971, - "Ġblush": 25972, - "ĠComedy": 25973, - "ĠDeuts": 25974, - "Ġmetast": 25975, - "ĠShin": 25976, - "ĠForbes": 25977, - "Ġhandcrafted": 25978, - "ĠNewport": 25979, - "ĠPlumbing": 25980, - "Ġorganise": 25981, - "ĠQur": 25982, - "Ġactivism": 25983, - "sharing": 25984, - "Ġgrouped": 25985, - "ĠGods": 25986, - "Ġsolvent": 25987, - "ĠFlood": 25988, - "ĠBoots": 25989, - "ĠBollywood": 25990, - "ĠGrid": 25991, - "ĠSynt": 25992, - "Ġfurthermore": 25993, - "Ġdetermin": 25994, - "olecular": 25995, - "Ġgenus": 25996, - "ĠCrunch": 25997, - "Ġinjections": 25998, - "Ġfreshness": 25999, - "rolls": 26000, - "spoken": 26001, - "Ġrespondent": 26002, - "ĠTechnician": 26003, - "Ġstreamlined": 26004, - "Ġcollaborated": 26005, - "Ġdyn": 26006, - "Ġharbor": 26007, - "ĠAPIs": 26008, - "ĠMartinez": 26009, - "OWER": 26010, - "Connell": 26011, - "ĠLogan": 26012, - "ĠChiefs": 26013, - "ĠHardware": 26014, - "Ġbosses": 26015, - "Ġalterations": 26016, - "linked": 26017, - "ĠLyrics": 26018, - "Ġmitigation": 26019, - "Ġstrengthened": 26020, - "Ġpitching": 26021, - "ĠTalent": 26022, - "Ġfurry": 26023, - "ĠAquarium": 26024, - "estyles": 26025, - "IEW": 26026, - "Ġchilli": 26027, - "Ġpencils": 26028, - "ĠReddy": 26029, - "ĠWheeler": 26030, - "Music": 26031, - "Ġcompressor": 26032, - "Ġpertinent": 26033, - "fashioned": 26034, - "ĠCorinthians": 26035, - "Ġsubscriber": 26036, - ",,...": 26037, - "Prom": 26038, - "Until": 26039, - "diff": 26040, - "md": 26041, - "½": 26042, - "âĪ": 26043, - "reasing": 26044, - "Ġcuff": 26045, - "Ġcaves": 26046, - "itud": 26047, - "ĠmRNA": 26048, - "rocket": 26049, - "ĠSessions": 26050, - "ilot": 26051, - "olent": 26052, - "ĠPale": 26053, - "Ġprops": 26054, - "hering": 26055, - "ĠWizard": 26056, - "ĠDj": 26057, - "ĠDess": 26058, - "ĠFiber": 26059, - "ĠFolk": 26060, - "ĠVia": 26061, - "Ġwhats": 26062, - "Ġnozzle": 26063, - "Ġactu": 26064, - "Ġpolling": 26065, - "ĠReach": 26066, - "Ġmonet": 26067, - "Ġsubway": 26068, - "Ġslick": 26069, - "Ġdrip": 26070, - "clin": 26071, - "103": 26072, - "ohan": 26073, - "ĠPray": 26074, - "Ġswallow": 26075, - "ĠCarp": 26076, - "Ġsilhouette": 26077, - "Ġpremie": 26078, - "Ġacquaint": 26079, - "ĠIndianapolis": 26080, - "ĠOpin": 26081, - "Ġrandomized": 26082, - "ĠTimber": 26083, - "Ġprisoner": 26084, - "ogenous": 26085, - "Ġreconciliation": 26086, - "'''": 26087, - "ĠIdeally": 26088, - "Ġtemptation": 26089, - "Ġshouted": 26090, - "Ġaccreditation": 26091, - "Ġstewards": 26092, - "Ġfrightening": 26093, - "Ġdescendants": 26094, - "Ġregeneration": 26095, - "ogeneous": 26096, - "ĠAurora": 26097, - "ĠCinema": 26098, - "Ġdécor": 26099, - "Ġcongestion": 26100, - "Ġdiarrhea": 26101, - "Abs": 26102, - "Mic": 26103, - "Park": 26104, - "hots": 26105, - "mil": 26106, - "yen": 26107, - "Ġions": 26108, - "release": 26109, - "Ġsi": 26110, - "Ġbishop": 26111, - "Ġmund": 26112, - "icus": 26113, - "asured": 26114, - "Ġlur": 26115, - "stant": 26116, - "stood": 26117, - "ĠTweet": 26118, - "ĠCats": 26119, - "important": 26120, - "ĠMate": 26121, - "ĠMood": 26122, - "ĠMIN": 26123, - "ĠPric": 26124, - "ĠHulu": 26125, - "ĠDaddy": 26126, - "ĠLamp": 26127, - "ĠGore": 26128, - "Ġdoc": 26129, - "Ġmyst": 26130, - "Ġincarcer": 26131, - "Ġquint": 26132, - "ilee": 26133, - "ishops": 26134, - "Ġimposing": 26135, - "angles": 26136, - "ĠRey": 26137, - "photo": 26138, - "Ġ1918": 26139, - "Ġdownstairs": 26140, - "compet": 26141, - "Ġcharism": 26142, - "Ġplanners": 26143, - "ĠAdrian": 26144, - "ĠArms": 26145, - "ĠLegends": 26146, - "ernet": 26147, - "Ġbreaches": 26148, - "atsu": 26149, - "ĠResidents": 26150, - "ĠSuites": 26151, - "Ġmethodologies": 26152, - "chemy": 26153, - "Ġ145": 26154, - "Ġcircus": 26155, - "Ġconnectors": 26156, - "rsquo": 26157, - "Ġgenetically": 26158, - "RED": 26159, - "Ġautomate": 26160, - "amba": 26161, - "Ġvacations": 26162, - "flowers": 26163, - "Ġclosures": 26164, - "ĠAugustine": 26165, - "untu": 26166, - "fordshire": 26167, - "Ġvillas": 26168, - "Ġflatten": 26169, - "Ġenhancements": 26170, - "ĠWinn": 26171, - "Ġjuvenile": 26172, - "ĠAccordingly": 26173, - "ĠAttack": 26174, - "Designed": 26175, - "ĠFilms": 26176, - "ĠProviders": 26177, - "ĠPanama": 26178, - "ĠAccounts": 26179, - "Ġbabe": 26180, - "ĠDiscuss": 26181, - "Ġstringent": 26182, - "ĠLegion": 26183, - "ĠDarwin": 26184, - "Ġethnicity": 26185, - "ĠDocuments": 26186, - "ĠTribune": 26187, - "Ġembodiments": 26188, - "********": 26189, - "Ġricher": 26190, - "Ġdispenser": 26191, - "Ġresignation": 26192, - "ĠBulgaria": 26193, - "Ġpersecution": 26194, - "Ġcupcakes": 26195, - "FX": 26196, - "SK": 26197, - "frequ": 26198, - "iator": 26199, - "iences": 26200, - "mighty": 26201, - "pict": 26202, - "ĠÅ": 26203, - "Ġ____": 26204, - "Ġbilateral": 26205, - "Ġmunicipality": 26206, - "Ġdup": 26207, - "Ġerection": 26208, - "ĠDairy": 26209, - "Ġyourselves": 26210, - "ĠRaid": 26211, - "Ġ()": 26212, - "ĠGaz": 26213, - "alli": 26214, - "ĠOils": 26215, - "Ġkidd": 26216, - "ĠJup": 26217, - "anson": 26218, - "Ġclutter": 26219, - "acey": 26220, - "ĠVC": 26221, - "Ġcoherent": 26222, - "Ġrais": 26223, - "Ġplayback": 26224, - "ffected": 26225, - "closures": 26226, - "ĠPrinceton": 26227, - "ĠCanvas": 26228, - "ĠRover": 26229, - "Ġmotto": 26230, - "doors": 26231, - "ĠPerforming": 26232, - "Ġprimitive": 26233, - "Ġillumin": 26234, - "émon": 26235, - "ĠDonna": 26236, - "Ġsnipp": 26237, - "ITED": 26238, - "span": 26239, - "Ġspirituality": 26240, - "Ġprecurs": 26241, - "Ġdolls": 26242, - "ĠSuperman": 26243, - "Ġmagnets": 26244, - "Ġfashioned": 26245, - "Ġbullets": 26246, - "ĠRetirement": 26247, - "Ġcommanded": 26248, - "Ġeclectic": 26249, - "Ġdisposed": 26250, - "Ġbroadcasting": 26251, - "ĠKimber": 26252, - "ĠApollo": 26253, - "ĠRespond": 26254, - "Ġpitched": 26255, - "ĠArmstrong": 26256, - "Ġempowerment": 26257, - "Ġstaples": 26258, - "Ġrugby": 26259, - "melon": 26260, - "Ġrighteousness": 26261, - "sensitive": 26262, - "ão": 26263, - "ĠHuntington": 26264, - "ĠMorocco": 26265, - "Facebook": 26266, - "ĠAffiliate": 26267, - "Ġcorridor": 26268, - "Cross": 26269, - "SW": 26270, - "cup": 26271, - "cled": 26272, - "skin": 26273, - "tag": 26274, - "wild": 26275, - "Ġarose": 26276, - "Ġauxiliary": 26277, - "Ġsoutheast": 26278, - "Ġhr": 26279, - "Ġlatt": 26280, - "still": 26281, - "Ġstern": 26282, - "ĠMik": 26283, - "ĠMerr": 26284, - "Ġweave": 26285, - "Ġhaha": 26286, - "ĠHamb": 26287, - "thank": 26288, - "ĠRack": 26289, - "Ġvicious": 26290, - "ĠLid": 26291, - "Ġalley": 26292, - "Ġjets": 26293, - "Ġoutpatient": 26294, - "Ġimmin": 26295, - "inker": 26296, - "Ġeman": 26297, - "Ġundergone": 26298, - "Ġcarriage": 26299, - "aleigh": 26300, - "Ġboiled": 26301, - "Ġartisan": 26302, - "Ġcrashing": 26303, - "ĠFraser": 26304, - "Ġglazed": 26305, - "Ġelusive": 26306, - "Ġswings": 26307, - "ĠEngagement": 26308, - "Ġ)!": 26309, - "Ġzucchini": 26310, - "ÂĢÂĺ": 26311, - "Ġdegener": 26312, - "haus": 26313, - "Ġpathogens": 26314, - "Ġoffenders": 26315, - "Ġthreatens": 26316, - "Ġarranging": 26317, - "Ġwatts": 26318, - "trained": 26319, - "Ġexpresses": 26320, - "habi": 26321, - "Ġbananas": 26322, - "bourg": 26323, - "Ġpedag": 26324, - "Ġ1954": 26325, - "ĠDidn": 26326, - "Ġsnapshot": 26327, - "ĠBoost": 26328, - "Ġchromos": 26329, - "Ġsovereignty": 26330, - "Ġequipments": 26331, - "Ġergonomic": 26332, - "growth": 26333, - "ĠEntrepreneurs": 26334, - "French": 26335, - "Safe": 26336, - "fem": 26337, - "fiber": 26338, - "lantic": 26339, - "rally": 26340, - "thens": 26341, - "ÙĨ": 26342, - "Ġ!!": 26343, - "Ġbred": 26344, - "Ġbidding": 26345, - "Ġthumbs": 26346, - "Ġlumber": 26347, - "ĠeCommerce": 26348, - "Ġreuse": 26349, - "Ġga": 26350, - "Ġgin": 26351, - "ĠIv": 26352, - "othes": 26353, - "ĠSets": 26354, - "semin": 26355, - "Ġhears": 26356, - "uned": 26357, - "ĠHB": 26358, - "ĠFert": 26359, - "ĠFilters": 26360, - "Ġkim": 26361, - "Ġuna": 26362, - "Ġunbeat": 26363, - "ĠInform": 26364, - "ĠInner": 26365, - "Ġappla": 26366, - "ĠKY": 26367, - "ĠStack": 26368, - "ensen": 26369, - "Ġ4000": 26370, - "urned": 26371, - "Ġattained": 26372, - "Ġsurgeries": 26373, - "Ġskirts": 26374, - "ĠAlban": 26375, - "Ġhanding": 26376, - "Ġteamwork": 26377, - "ĠArist": 26378, - "Ġdistortion": 26379, - "ĠBlade": 26380, - "Ġsoftball": 26381, - "Ġmachining": 26382, - "Ġcookbook": 26383, - "Ġquestionable": 26384, - "Ġblacks": 26385, - "Ġemboss": 26386, - "ĠAustralians": 26387, - "135": 26388, - "Ġbiased": 26389, - "ĠMostly": 26390, - "Ġcaptivating": 26391, - "Ġsympat": 26392, - "Ġadvocating": 26393, - "Ġreinforcement": 26394, - "ĠTrustees": 26395, - "Ġcosy": 26396, - "Update": 26397, - "Ġscreenshot": 26398, - "ĠMessiah": 26399, - "Ġnaive": 26400, - "ĠAutomation": 26401, - "eyed": 26402, - "ĠHydro": 26403, - "ĠPresentation": 26404, - "Ġcontradict": 26405, - "ĠFalcon": 26406, - "Ġfilmmaker": 26407, - "Ġnineteenth": 26408, - "Ġcontaminants": 26409, - "ĠScandin": 26410, - "LO": 26411, - "Ġwi": 26412, - "oux": 26413, - "Ġpony": 26414, - "Ġglands": 26415, - "ayam": 26416, - "ĠCivic": 26417, - "ĠMig": 26418, - "ĠPorts": 26419, - "herical": 26420, - "orem": 26421, - "ĠHimal": 26422, - "ĠFamous": 26423, - "Ġ260": 26424, - "ĠâĢİ": 26425, - "Ġchores": 26426, - "ĠOral": 26427, - "ĠJak": 26428, - "Ġincomes": 26429, - "ĠKiller": 26430, - "ĠStamp": 26431, - "Ġoverhe": 26432, - "Ġpreaching": 26433, - "ĠRecon": 26434, - "Ġ',": 26435, - "ĠCliff": 26436, - "Ġgrowers": 26437, - "annie": 26438, - "Ġfacets": 26439, - "ushima": 26440, - "Ġ1600": 26441, - "Ġcharacterization": 26442, - "ĠCalvin": 26443, - "mmm": 26444, - "ĠAbstract": 26445, - "Ġbottled": 26446, - "Ġstatues": 26447, - "Ġseparating": 26448, - "Ġmounts": 26449, - "ĠWarrior": 26450, - "Ġsubset": 26451, - "ĠOutlet": 26452, - "Ġpsycho": 26453, - "ADE": 26454, - "ĠEvidence": 26455, - "Ġpredictive": 26456, - "hyth": 26457, - "Ġtaller": 26458, - "ĠADHD": 26459, - "ĠEssex": 26460, - "quiries": 26461, - "ĠPractices": 26462, - "America": 26463, - "Ġconvertible": 26464, - "Ġculp": 26465, - "Ġacknowledges": 26466, - "Ġdiplom": 26467, - "Ġtroubleshooting": 26468, - "ĠGregory": 26469, - "Ġvagina": 26470, - "opathic": 26471, - "ĠHazel": 26472, - "Ġundermine": 26473, - "Ġreopening": 26474, - "ĠFrederick": 26475, - "Ġbrochure": 26476, - "Ġeyebrows": 26477, - "ĠGandhi": 26478, - 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26684, - "Ġsubsidies": 26685, - "ĠFields": 26686, - "ĠLeslie": 26687, - "Ġparadox": 26688, - "Ġfundraiser": 26689, - "Ġbracelets": 26690, - "Ġincorrectly": 26691, - "ĠCelebration": 26692, - "Ġaveraging": 26693, - "ĠChancellor": 26694, - "Ġcompulsory": 26695, - "ĠBennett": 26696, - "Summary": 26697, - "ĠSyndrome": 26698, - "ĠTasman": 26699, - "Grand": 26700, - "MENT": 26701, - "SQL": 26702, - "Sunday": 26703, - "bearing": 26704, - "hit": 26705, - "treated": 26706, - "Ġà®": 26707, - "Ġah": 26708, - "inel": 26709, - "Ġwo": 26710, - "Ġfir": 26711, - "Ġhort": 26712, - "ente": 26713, - "Ġyrs": 26714, - "Ġreorgan": 26715, - "ĠSonic": 26716, - "imeters": 26717, - "adia": 26718, - "ilated": 26719, - "ĠPig": 26720, - "ĠBags": 26721, - "ĠGET": 26722, - "Ġenv": 26723, - "ĠThing": 26724, - "actively": 26725, - "ĠYard": 26726, - "ĠVO": 26727, - "Ġ\",": 26728, - "Ġfamed": 26729, - "ĠPlaint": 26730, - "ĠTok": 26731, - "ĠSpy": 26732, - "Ġdipped": 26733, - "ĠConn": 26734, - "Ġsocialist": 26735, - "Ġlimb": 26736, - "Ġtaxable": 26737, - "ĠYourself": 26738, - "ĠEdmonton": 26739, - "Ġcounselling": 26740, - "ORY": 26741, - "ĠHarvest": 26742, - "Ġelectrician": 26743, - "Ġcopying": 26744, - "colm": 26745, - "rolley": 26746, - "Ġgrandma": 26747, - "Ġrobotic": 26748, - "ĠPCR": 26749, - "Ġcartoons": 26750, - "ĠSolo": 26751, - "metal": 26752, - "\":-": 26753, - "ĠAudit": 26754, - "Ġminimizing": 26755, - "lynn": 26756, - "ĠTreaty": 26757, - "Regardless": 26758, - "ĠRentals": 26759, - "olkata": 26760, - "ĠVacation": 26761, - "ĠTanzania": 26762, - "Ġacademia": 26763, - "ĠFrozen": 26764, - "Ġimpeachment": 26765, - "Ġfeasibility": 26766, - "ĠGateway": 26767, - "Ġencompasses": 26768, - "Ġintestinal": 26769, - "Ġtexas": 26770, - "Ġrepertoire": 26771, - "Ġsplendid": 26772, - "Ġdisproportion": 26773, - "Ġtrousers": 26774, - "Event": 26775, - "Lou": 26776, - "WT": 26777, - "acious": 26778, - "fuel": 26779, - "total": 26780, - "Ġfaded": 26781, - "Ġbingo": 26782, - "lead": 26783, - "Ġlil": 26784, - 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"Experience": 26835, - "Ġvomiting": 26836, - "ĠJohannes": 26837, - "Ġfantasies": 26838, - "ĠAppetite": 26839, - "230": 26840, - "DER": 26841, - "Gs": 26842, - "Living": 26843, - "Oper": 26844, - "aeda": 26845, - "hof": 26846, - "nite": 26847, - "oji": 26848, - "åħ": 26849, - "Ġale": 26850, - "arb": 26851, - "Ġrenamed": 26852, - "Ġgland": 26853, - "ĠPowers": 26854, - "ĠBelly": 26855, - "Ġhaunted": 26856, - "ĠWitch": 26857, - "those": 26858, - "Ġvain": 26859, - "Ġalgae": 26860, - "ĠGret": 26861, - "Ġchilled": 26862, - "Ġupscale": 26863, - "Ġunmatched": 26864, - "ĠVander": 26865, - "Ġpoetic": 26866, - "Ġkeeper": 26867, - "Ġsubcont": 26868, - "ĠShares": 26869, - "ucent": 26870, - "Ġcurrents": 26871, - "cloud": 26872, - "should": 26873, - "Ġdrastic": 26874, - "Ġshortcut": 26875, - "ĠStefan": 26876, - "ĠPresbyterian": 26877, - "Ġanimations": 26878, - "Ġsafari": 26879, - "Ġstocking": 26880, - "ĠAirways": 26881, - "Ġobtainable": 26882, - "Ġdeduction": 26883, - "Ġspreadsheet": 26884, - "download": 26885, - "ĠModi": 26886, - "Ġtransporting": 26887, - "Ġpallet": 26888, - "ĠLogo": 26889, - "Ġgladly": 26890, - "Ġvocational": 26891, - "ĠCycle": 26892, - "ĠNorfolk": 26893, - "Ġdefenders": 26894, - "ĠCasual": 26895, - "ĠHDMI": 26896, - "ĠCraigslist": 26897, - "Ġreactor": 26898, - "Ġborrower": 26899, - "ĠGovernance": 26900, - "ĠFacilities": 26901, - "Ġoversees": 26902, - "Ġoutsourcing": 26903, - "Ġdiversified": 26904, - "Ġshouting": 26905, - "ĠMalta": 26906, - "Ġoffspring": 26907, - "Ġchocolates": 26908, - "GT": 26909, - "Sn": 26910, - "cum": 26911, - "º": 26912, - "Ġwreath": 26913, - "Ġfading": 26914, - "Ġfetch": 26915, - "anz": 26916, - "Ġmash": 26917, - "Ġdine": 26918, - "Ġthri": 26919, - "Ġlique": 26920, - "Ġyork": 26921, - "Ġecommerce": 26922, - "Ġgoss": 26923, - "ĠTong": 26924, - "ĠTata": 26925, - "unce": 26926, - "ĠWade": 26927, - "Ġdelet": 26928, - "ĠReds": 26929, - "Ġvodka": 26930, - "arte": 26931, - "Ġnoticing": 26932, - "ĠGri": 26933, - "ĠNumbers": 26934, - "Ġlethal": 26935, - "performing": 26936, - "akra": 26937, - "Ġmoreover": 26938, - "Ġresolving": 26939, - "ĠYa": 26940, - "ĠChords": 26941, - "ondo": 26942, - "onds": 26943, - "Ġaromas": 26944, - "Ġsuppression": 26945, - "lium": 26946, - "phal": 26947, - "Ġcompletes": 26948, - "undy": 26949, - "Ġposthum": 26950, - "Ġvectors": 26951, - "opez": 26952, - "horse": 26953, - "Ġlows": 26954, - "aneously": 26955, - "ĠBrill": 26956, - "afety": 26957, - "Ġcellul": 26958, - "ATA": 26959, - "ĠEuropeans": 26960, - "Ġmissiles": 26961, - "Ġâī": 26962, - "Ġfruity": 26963, - "Ġbonded": 26964, - "Ġsurveyed": 26965, - "Ġconverts": 26966, - "Used": 26967, - "ĠATM": 26968, - "ĠPotato": 26969, - "ihu": 26970, - "Ġtapes": 26971, - "ĠSavings": 26972, - "Ġmythology": 26973, - "Ġvigorous": 26974, - "confidence": 26975, - "Ġfilmmakers": 26976, - "ĠAchieve": 26977, - "Ġderivatives": 26978, - "Ġbouquet": 26979, - "ĠKruger": 26980, - "Ġcocaine": 26981, - "Ash": 26982, - "bia": 26983, - "bins": 26984, - "follow": 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27038, - "Ġsensual": 27039, - "Ġrecognizable": 27040, - "Ġradiant": 27041, - "suit": 27042, - "Ġconducts": 27043, - "ĠSanct": 27044, - "Ġacquainted": 27045, - "ĠSerge": 27046, - "Ġstarred": 27047, - "Ġ'',": 27048, - "ĠEvolution": 27049, - "ĠForex": 27050, - "ĠSandra": 27051, - "ĠTempl": 27052, - "Ġjeopard": 27053, - "Ġ1958": 27054, - "Ġaccelerating": 27055, - "ĠHoriz": 27056, - "Whenever": 27057, - "ĠCheng": 27058, - "Ġtestimonials": 27059, - "Ġbrokerage": 27060, - "Ġnestled": 27061, - "Ġcheerful": 27062, - "quoise": 27063, - "NEW": 27064, - "Ġvelvet": 27065, - "Ġprecipitation": 27066, - "ĠBeaufort": 27067, - "ĠVenezuela": 27068, - "KK": 27069, - "Rest": 27070, - "counter": 27071, - "cussion": 27072, - "eval": 27073, - "gre": 27074, - "iq": 27075, - "pound": 27076, - "¬ģ": 27077, - "Ġé": 27078, - "erion": 27079, - "Ġwield": 27080, - "Ġcues": 27081, - "Ġparchment": 27082, - "Ġnets": 27083, - "ĠTatt": 27084, - "ĠSisters": 27085, - "ĠCups": 27086, - "ĠMild": 27087, - "ĠDiss": 27088, - "ĠFur": 27089, - "ĠFang": 27090, - "pell": 27091, - "Ġshimmer": 27092, - "Ġclergy": 27093, - "need": 27094, - "Ġprisons": 27095, - "Ġscaff": 27096, - "ritic": 27097, - "Ġ1944": 27098, - "Ġentit": 27099, - "common": 27100, - "Ġinsure": 27101, - "ĠAdoption": 27102, - "Ġobjections": 27103, - "Ġdistractions": 27104, - "ĠLev": 27105, - "ĠPlenty": 27106, - "ĠToys": 27107, - "Ġpopul": 27108, - "Ġannot": 27109, - "ĠConvers": 27110, - "Ġdrank": 27111, - "existing": 27112, - "ĠMystery": 27113, - "Ġeconomists": 27114, - "cheap": 27115, - "Ġ2500": 27116, - "Ġsweating": 27117, - "Ġsnor": 27118, - "Ġinvestigator": 27119, - "ĠMuscle": 27120, - "Ġmisery": 27121, - "Ġscratching": 27122, - "ĠTomorrow": 27123, - "ĠBuilders": 27124, - "Ġwidow": 27125, - "gradable": 27126, - "Indeed": 27127, - "Ġinhibition": 27128, - "driver": 27129, - "Ġtoxicity": 27130, - "Ġclimates": 27131, - "Ġcafé": 27132, - "ĠCarson": 27133, - "Ġrecycle": 27134, - "Ġclauses": 27135, - "Ġpavement": 27136, - "Ġdazzling": 27137, - "Di": 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28347, - "ĠDEC": 28348, - "ĠFD": 28349, - "ĠFailure": 28350, - "ĠRH": 28351, - "ĠREC": 28352, - "Ġsuitc": 28353, - "ĠNF": 28354, - "ĠThrow": 28355, - "avoid": 28356, - "Ġdissemin": 28357, - "erville": 28358, - "ĠStarter": 28359, - "Ġdesks": 28360, - "Ġ480": 28361, - "Ġsuppressed": 28362, - "ractors": 28363, - "ocular": 28364, - "Ġlocating": 28365, - "Ġsimulated": 28366, - "Ġdiscrep": 28367, - "Ġauthored": 28368, - "Ġconfuse": 28369, - "107": 28370, - "porter": 28371, - "ĠManagers": 28372, - "exam": 28373, - "Ġnightlife": 28374, - "Ġmilestones": 28375, - "affles": 28376, - "Ġzest": 28377, - "Ġredist": 28378, - "Ġtextiles": 28379, - "Ġmultiply": 28380, - "170": 28381, - "Ġindicative": 28382, - "Ġcatheter": 28383, - "Ġsubstituted": 28384, - "ĠTransform": 28385, - "Ġethanol": 28386, - "Ġignition": 28387, - "ĠBillboard": 28388, - "ĠWinchester": 28389, - "ĠMarty": 28390, - "Ġdissent": 28391, - "ulsive": 28392, - "Ġcommissioner": 28393, - "ĠVictory": 28394, - "Ġexperimentation": 28395, - 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"ĠConfederate": 28495, - "Ġcontingent": 28496, - "ĠThousands": 28497, - "Ġsermon": 28498, - "Ġcauliflower": 28499, - "\"?": 28500, - "FW": 28501, - "Ham": 28502, - "Li": 28503, - "Mass": 28504, - "border": 28505, - "covered": 28506, - "fax": 28507, - "mails": 28508, - "zero": 28509, - "Ñĩ": 28510, - "Ġbounds": 28511, - "omics": 28512, - "staff": 28513, - "ĠTG": 28514, - "ĠTests": 28515, - "ĠSaturdays": 28516, - "ĠAly": 28517, - "olences": 28518, - "ĠWon": 28519, - "abol": 28520, - "ĠFax": 28521, - "thro": 28522, - "Ġvivo": 28523, - "umption": 28524, - "Ġchampagne": 28525, - "oute": 28526, - "Ġallied": 28527, - "Ġenquiry": 28528, - "ĠKet": 28529, - "Ġdisastrous": 28530, - "ĠChill": 28531, - "Ġoverc": 28532, - "Ġimpat": 28533, - "Ġimpurities": 28534, - "Ġamusing": 28535, - "Ġnove": 28536, - "ĠHeater": 28537, - "Ġflora": 28538, - "phot": 28539, - "203": 28540, - "Ġinsists": 28541, - "vency": 28542, - "mered": 28543, - "Ġassorted": 28544, - "ribe": 28545, - "Ġintercept": 28546, - 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"Ġhustle": 28594, - "BU": 28595, - "BY": 28596, - "Mom": 28597, - "NU": 28598, - "Washington": 28599, - "fine": 28600, - "forth": 28601, - "hub": 28602, - "nick": 28603, - "ε": 28604, - "à¹": 28605, - "heets": 28606, - "escope": 28607, - "Ġpi": 28608, - "âĢĬ": 28609, - "Ġgh": 28610, - "ĠTent": 28611, - "ĠTina": 28612, - "owl": 28613, - "ĠCoo": 28614, - "ĠCute": 28615, - "ĠAuss": 28616, - "adin": 28617, - "ĠWise": 28618, - "ĠHernand": 28619, - "antra": 28620, - "ĠRED": 28621, - "employed": 28622, - "Ġnoteworthy": 28623, - "ĠGOD": 28624, - "loving": 28625, - "Ġimbalance": 28626, - "Ġmanic": 28627, - "intestinal": 28628, - "Ġflattering": 28629, - "Ġinstability": 28630, - "identified": 28631, - "Ġcoriander": 28632, - "Ġprojector": 28633, - "Ġreceivers": 28634, - "Ġturnaround": 28635, - "odegradable": 28636, - "ĠConcent": 28637, - "Ġcoupling": 28638, - "ĠMarble": 28639, - "Ġantigen": 28640, - "Ġmisses": 28641, - "ĠAbbott": 28642, - "ĠIncred": 28643, - "Ġsettlers": 28644, - "ĠMonkey": 28645, 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29645, - "ĠDynamics": 29646, - "Ġescaping": 29647, - "ĠRancho": 29648, - "ĠGranite": 29649, - "Ġcontemplating": 29650, - "ĠKazakh": 29651, - "ĠInitial": 29652, - "Ġprophets": 29653, - "Ġorchestr": 29654, - "ĠCarnival": 29655, - "Ġincapable": 29656, - "ĠEmmy": 29657, - "ĠAvengers": 29658, - "Ġsketches": 29659, - "ĠPioneer": 29660, - "Base": 29661, - "Cert": 29662, - "Total": 29663, - "cine": 29664, - "crest": 29665, - "ea": 29666, - "rn": 29667, - "sometimes": 29668, - "tv": 29669, - "æľ": 29670, - "Ġou": 29671, - "Ġoath": 29672, - "Ġfurious": 29673, - "Ġfetal": 29674, - "Ġpaving": 29675, - "ĠSCH": 29676, - "owment": 29677, - "igently": 29678, - "irling": 29679, - "Ġwhim": 29680, - "ĠWald": 29681, - "ĠHep": 29682, - "ĠHMS": 29683, - "ĠHwy": 29684, - "Ġvampire": 29685, - "Ġchilling": 29686, - "anded": 29687, - "ciple": 29688, - "areth": 29689, - "nection": 29690, - "ĠVu": 29691, - "renity": 29692, - "Ġ-.": 29693, - "were": 29694, - "ovie": 29695, - "Ġ1938": 29696, - "hesians": 29697, - 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29798, - "Ġ1880": 29799, - "tained": 29800, - "Ġ¼": 29801, - "Ġ155": 29802, - "thought": 29803, - "Ġauthoritative": 29804, - "Ġfronts": 29805, - "114": 29806, - "118": 29807, - "umbles": 29808, - "Ġhairy": 29809, - "ĠDrinks": 29810, - "ĠAutodesk": 29811, - "Ġcomplexion": 29812, - "ĠPaula": 29813, - "Ġavoidance": 29814, - "ĠGlory": 29815, - "adding": 29816, - "Ġreplication": 29817, - "quez": 29818, - "ĠClassroom": 29819, - "ĠMalay": 29820, - "Ġcomparatively": 29821, - "ĠInsights": 29822, - "ĠVisitors": 29823, - "ĠWooden": 29824, - "ĠCalled": 29825, - "ĠSignal": 29826, - "Ġshocks": 29827, - "ĠBurton": 29828, - "ĠJoey": 29829, - "ĠHawk": 29830, - "ĠCatalog": 29831, - "ĠMidlands": 29832, - "Ġhangs": 29833, - "ĠMPs": 29834, - "Ġmandated": 29835, - "Ġminimise": 29836, - "ĠSelected": 29837, - "ĠIdea": 29838, - "organized": 29839, - "Ġspoiled": 29840, - "Ġseventy": 29841, - "Ġpelvic": 29842, - "Ġdeficits": 29843, - "Ġbursting": 29844, - "Ġfostering": 29845, - "ĠCurtis": 29846, - "5000": 29847, 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29900, - "Ġrespectable": 29901, - "ĠPregn": 29902, - "Ġsniff": 29903, - "ollen": 29904, - "ĠValues": 29905, - "Ġwarmed": 29906, - "ĠBrock": 29907, - "Ġbirthdays": 29908, - "Ġtelecom": 29909, - "ĠPostal": 29910, - "Ġturmoil": 29911, - "Ġpatiently": 29912, - "ĠPowerful": 29913, - "ĠAMAZ": 29914, - "Ġremarked": 29915, - "rophies": 29916, - "Ġpuppet": 29917, - "Ġgentlemen": 29918, - "ĠPhysician": 29919, - "ĠTurns": 29920, - "ĠHorror": 29921, - "ĠEstates": 29922, - "Ġcemented": 29923, - "Ġaggregates": 29924, - "Ġshields": 29925, - "Ġliners": 29926, - "Ġvigil": 29927, - "Ġreversal": 29928, - "Ġshowcased": 29929, - "Ġrobotics": 29930, - "Ġfishermen": 29931, - "Ġsewage": 29932, - "Ġblossom": 29933, - "Ġsiege": 29934, - "ĠFukushima": 29935, - "associated": 29936, - "Ġsufferers": 29937, - "Ġextingu": 29938, - "330": 29939, - "Brien": 29940, - "German": 29941, - "Write": 29942, - "give": 29943, - "lide": 29944, - "times": 29945, - "zhen": 29946, - "д": 29947, - "Ġowl": 29948, - "Ġpaced": 29949, - 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30402, - "Ġobstruct": 30403, - "ĠAlpine": 30404, - "ĠMoment": 30405, - "Ġrhythms": 30406, - "Ġpearls": 30407, - "Ġrelocate": 30408, - "luent": 30409, - "Ġmoisturizing": 30410, - "supported": 30411, - "ĠInspiration": 30412, - "ĠShawn": 30413, - "digit": 30414, - "Ġpostpone": 30415, - "Ġinconsist": 30416, - "Ġcongratulations": 30417, - "Ġligament": 30418, - "Originally": 30419, - "ĠSodium": 30420, - "Ġdisregard": 30421, - "Ġbounty": 30422, - "Ġcervical": 30423, - "Answer": 30424, - "225": 30425, - "Draw": 30426, - "Fresh": 30427, - "Fortunately": 30428, - "Offic": 30429, - "buds": 30430, - "cie": 30431, - "copy": 30432, - "done": 30433, - "hirt": 30434, - "jay": 30435, - "Ïģ": 30436, - "inished": 30437, - "ndale": 30438, - "Ġcores": 30439, - "Ġcoded": 30440, - "ĠSail": 30441, - "ĠSinger": 30442, - "ĠCricut": 30443, - "Ġanomal": 30444, - "ĠWent": 30445, - "ĠHass": 30446, - "ĠHitch": 30447, - "ĠDome": 30448, - "ĠDund": 30449, - "thus": 30450, - "thia": 30451, - "Ġvents": 30452, - "Ġworsh": 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"Ġurgently": 30502, - "ĠPaperback": 30503, - "Ġfertilizers": 30504, - "Ġleakage": 30505, - "Ġsterile": 30506, - "Ġdictators": 30507, - "Ġvigilant": 30508, - "ĠSteamboat": 30509, - "Ġturbulent": 30510, - "Ġavoids": 30511, - "Ġcreep": 30512, - "Ġramen": 30513, - "Ġgripping": 30514, - "ĠLifestyle": 30515, - "psych": 30516, - "Ġpeanuts": 30517, - "Related": 30518, - "ĠFlexible": 30519, - "ĠVentures": 30520, - "Ġvoyage": 30521, - "ĠAdmiral": 30522, - "Ġculprit": 30523, - "Ġintermittent": 30524, - "irlpool": 30525, - "*,": 30526, - "Ca": 30527, - "Lin": 30528, - "binding": 30529, - "either": 30530, - "fried": 30531, - "faced": 30532, - "kov": 30533, - "spl": 30534, - "yu": 30535, - "Ġtighter": 30536, - "informed": 30537, - "Ġcc": 30538, - "Ġcheddar": 30539, - "itoes": 30540, - "alai": 30541, - "llis": 30542, - "Ġelic": 30543, - "ĠCame": 30544, - "ĠCoop": 30545, - "Ġstitched": 30546, - "Ġheap": 30547, - "ĠBorough": 30548, - "ĠFG": 30549, - "ĠRoh": 30550, - "ĠEMS": 30551, - "ĠOffered": 30552, 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"Ġrefunded": 30601, - "Print": 30602, - "Ġkissed": 30603, - "Ġcinematic": 30604, - "Ġtroublesome": 30605, - "Ġrectangle": 30606, - "ĠSKU": 30607, - "ĠSymposium": 30608, - "Ġorthodont": 30609, - "vette": 30610, - "campus": 30611, - "ĠLexington": 30612, - "ĠQuantum": 30613, - "Ġquilts": 30614, - "Ġmarvelous": 30615, - "Ġprocrast": 30616, - "ĠTibetan": 30617, - "ĠPunjab": 30618, - "Ġsprawling": 30619, - "Ġmealybugs": 30620, - "itudinal": 30621, - ")\"": 30622, - "Date": 30623, - "Flor": 30624, - "Funnels": 30625, - "Tem": 30626, - "VEL": 30627, - "kk": 30628, - "would": 30629, - "Ġtame": 30630, - "Ġauctions": 30631, - "inian": 30632, - "Ġsurn": 30633, - "isciplinary": 30634, - "align": 30635, - "Ġdun": 30636, - "Ġdumps": 30637, - "Ġtho": 30638, - "ĠMID": 30639, - "illac": 30640, - "ĠPPC": 30641, - "ĠPART": 30642, - "ĠHut": 30643, - "ĠHalo": 30644, - "ĠFru": 30645, - "ĠFired": 30646, - "rieta": 30647, - "anton": 30648, - "ĠRim": 30649, - "ĠRiv": 30650, - "Ġ275": 30651, - "ĠLiam": 30652, - 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"Ġalarms": 30701, - "Ġoverwhelmingly": 30702, - "ĠPriority": 30703, - "Ġmoisturizer": 30704, - "Ġelasticity": 30705, - "Employ": 30706, - "Professional": 30707, - "Ġembarked": 30708, - "Ġmarginalized": 30709, - "developed": 30710, - "Ġborne": 30711, - "ĠChronicle": 30712, - "ĠDentistry": 30713, - "ĠVMware": 30714, - "Ġdrowning": 30715, - "Ġenvisioned": 30716, - "ĠVikings": 30717, - "Ġswallowed": 30718, - "ĠDodgers": 30719, - "ĠLisbon": 30720, - "ĠVernon": 30721, - "Ġtacos": 30722, - "ĠHoover": 30723, - "ĠSeamless": 30724, - "ĠRodriguez": 30725, - "ĠCompatible": 30726, - "atchewan": 30727, - "ĠChrysler": 30728, - "ĠElliott": 30729, - "Ġmanganese": 30730, - "280": 30731, - "BM": 30732, - "Cut": 30733, - "Case": 30734, - "FK": 30735, - "Mex": 30736, - "Nor": 30737, - "NBC": 30738, - "Tog": 30739, - "bler": 30740, - "crusher": 30741, - "gia": 30742, - "hanging": 30743, - "published": 30744, - "tical": 30745, - "zers": 30746, - "zos": 30747, - "âĨĴ": 30748, - "inatory": 30749, - "Ġcitation": 30750, - "Ġfaucets": 30751, - "llen": 30752, - "Ġnano": 30753, - "ĠCPA": 30754, - "ĠAUD": 30755, - "ĠMell": 30756, - "ĠMolly": 30757, - "ĠPPE": 30758, - "ĠPNG": 30759, - "ĠDX": 30760, - "things": 30761, - "quot": 30762, - "ĠNg": 30763, - "ĠNath": 30764, - "Ġwors": 30765, - "teacher": 30766, - "ĠJagu": 30767, - "loid": 30768, - "Ġworkplaces": 30769, - "Ġquar": 30770, - "ĠKane": 30771, - "Ġ340": 30772, - "ĠHearts": 30773, - "Ġ1917": 30774, - "insurance": 30775, - "Ġpointless": 30776, - "Ġrefill": 30777, - "ĠLego": 30778, - "ploit": 30779, - "elsius": 30780, - "otechn": 30781, - "Ġcapita": 30782, - "ĠPhantom": 30783, - "Ġturnout": 30784, - "ĠCoke": 30785, - "cheon": 30786, - "agna": 30787, - "Ġelephants": 30788, - "Ġcomputation": 30789, - "ĠSouthampton": 30790, - "Ġfauna": 30791, - "Ġattackers": 30792, - "Ġtouchscreen": 30793, - "ICA": 30794, - "marketing": 30795, - "ĠSimpl": 30796, - "Ġ***": 30797, - "ĠOutdoors": 30798, - "ĠAssets": 30799, - "Ġhomeland": 30800, - "Ġhospitalized": 30801, - "Ġurges": 30802, - "ĠIND": 30803, - "Ġmeatballs": 30804, - "ĠBurlington": 30805, - "PCR": 30806, - "Ġrebound": 30807, - "Ġpillar": 30808, - "Ġmandates": 30809, - "alogy": 30810, - "Ġlipstick": 30811, - "ĠSaved": 30812, - "Ġsenators": 30813, - "на": 30814, - "ĠJoyce": 30815, - "Ġpsoriasis": 30816, - "Ġremodel": 30817, - "Ġpancreat": 30818, - "ĠCocktail": 30819, - "Ġhierarch": 30820, - "formerly": 30821, - "Details": 30822, - "Ġbackend": 30823, - "ĠChapman": 30824, - "ĠCheshire": 30825, - "ĠStrawberry": 30826, - "Ġpneumonia": 30827, - "Ġdiaper": 30828, - "850": 30829, - ">": 33406, - "phys": 33407, - "anyahu": 33408, - "ĠSeasons": 33409, - "ĠSeville": 33410, - "itsu": 33411, - "Ġmined": 33412, - "Ġpreserves": 33413, - "Ġendlessly": 33414, - "Ġpostings": 33415, - "ucaly": 33416, - "ĠColumn": 33417, - "Ġsocialism": 33418, - "sworth": 33419, - "ĠXI": 33420, - "ĠMeans": 33421, - "Ġfreaking": 33422, - "ĠTracking": 33423, - "Ġbottoms": 33424, - "165": 33425, - 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"ĠLobby": 35218, - "negative": 35219, - "Ġrepentance": 35220, - "Ġunmist": 35221, - "Queen": 35222, - "propylene": 35223, - "ĠRaiders": 35224, - "ĠAccommodation": 35225, - "ellegrino": 35226, - "Body": 35227, - "Carl": 35228, - "Emer": 35229, - "GIS": 35230, - "KG": 35231, - "Oil": 35232, - "TOR": 35233, - "Virtual": 35234, - "capt": 35235, - "hound": 35236, - "pins": 35237, - "pcs": 35238, - "xia": 35239, - "ÃĦ": 35240, - "ĠÉ": 35241, - "Ġsipping": 35242, - "orr": 35243, - "Ġpess": 35244, - "Ġrever": 35245, - "ĠIU": 35246, - "ĠSitting": 35247, - "ĠCaval": 35248, - "ĠMON": 35249, - "ifter": 35250, - "ĠWong": 35251, - "ĠDerr": 35252, - "ĠDunk": 35253, - "ĠFlesh": 35254, - "ĠRin": 35255, - "Ġrussian": 35256, - "ĠLens": 35257, - "ĠGle": 35258, - "ĠNina": 35259, - "ĠNolan": 35260, - "resolved": 35261, - "ghurt": 35262, - "Ġoutper": 35263, - "Ġ2050": 35264, - "ĠKeller": 35265, - "avic": 35266, - "ĠVes": 35267, - "ĠVig": 35268, - "Ġcoke": 35269, - "ensitive": 35270, - "ĠHeck": 35271, - 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"ĠNapa": 35321, - "Ġbalconies": 35322, - "FORE": 35323, - "Ġrevelations": 35324, - "ĠFisheries": 35325, - "Ġresembling": 35326, - "Ġunderside": 35327, - "ĠAdvertise": 35328, - "Golden": 35329, - "Ġhelicopters": 35330, - "ĠSponsor": 35331, - "ĠNecklace": 35332, - "Ġphilosophers": 35333, - "ĠSpinach": 35334, - "ĠKNOW": 35335, - "ĠAcquisition": 35336, - "aceted": 35337, - "Ġprognosis": 35338, - "Ġerupted": 35339, - "ĠTactical": 35340, - "Ġundeniable": 35341, - "Ġexhilarating": 35342, - "ĠGuinness": 35343, - "Integr": 35344, - "/,": 35345, - "AIDS": 35346, - "Cir": 35347, - "Cook": 35348, - "Different": 35349, - "EY": 35350, - "GD": 35351, - "Gate": 35352, - "Hall": 35353, - "Parents": 35354, - "Soon": 35355, - "density": 35356, - "mu": 35357, - "painted": 35358, - "tm": 35359, - "waves": 35360, - "yt": 35361, - "Ġtet": 35362, - "Ġaide": 35363, - "Ġoo": 35364, - "Ġct": 35365, - "arok": 35366, - "Ġinbound": 35367, - "Ġdiced": 35368, - "Ġnautical": 35369, - "ĠTos": 35370, - "iduous": 35371, 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"Chicago": 35423, - "ĠActress": 35424, - "Ġapproachable": 35425, - "ACC": 35426, - "religious": 35427, - "Ġmatchup": 35428, - "Ġcenterpiece": 35429, - "ĠDirected": 35430, - "secute": 35431, - "Ġutilise": 35432, - "Ġutilised": 35433, - "Phones": 35434, - "ELF": 35435, - "ILS": 35436, - "Ġfluent": 35437, - "Ġethically": 35438, - "Ġestimating": 35439, - "ĠðŁĴ": 35440, - "Ġscrum": 35441, - "ĠWinning": 35442, - "Ġdoubtful": 35443, - "Ġdynamically": 35444, - "ĠRoyce": 35445, - "Ġsacram": 35446, - "Ġsinister": 35447, - "Ġsponsoring": 35448, - "ĠCharlott": 35449, - "ĠInfantry": 35450, - "ĠMurder": 35451, - "Ġnarrowed": 35452, - "ĠPractitioner": 35453, - "Specific": 35454, - "Ġtoothbrush": 35455, - "ĠSUPER": 35456, - "ĠSimplyHired": 35457, - "Ġkisses": 35458, - "ĠMotorola": 35459, - "weekly": 35460, - "Considering": 35461, - "Ġspoiler": 35462, - "auxite": 35463, - "ès": 35464, - "Active": 35465, - "ĠObsidian": 35466, - "ĠCVS": 35467, - "Ġbindings": 35468, - "zanne": 35469, - "ĠSouls": 35470, - "اØ": 35471, - "ĠElijah": 35472, - "ĠPumpkin": 35473, - "Ġsymmetrical": 35474, - "ĠCrypto": 35475, - "Ġhurdle": 35476, - "Ġpeptides": 35477, - "ĠDollars": 35478, - "Ġnipples": 35479, - "Ġdeportation": 35480, - "Ġstencil": 35481, - "ĠBrowser": 35482, - "ĠSlovenia": 35483, - "ĠRwanda": 35484, - "ĠSchneider": 35485, - "Ġpancreatic": 35486, - "ĠAppalachian": 35487, - "HF": 35488, - "Pick": 35489, - "TL": 35490, - "Vi": 35491, - "bought": 35492, - "parency": 35493, - "¡": 35494, - "¬": 35495, - "à§": 35496, - "Ġsizable": 35497, - "Ġcumin": 35498, - "enance": 35499, - "Ġbagel": 35500, - "Ġpirates": 35501, - "Ġmc": 35502, - "arag": 35503, - "Ġhog": 35504, - "ctomy": 35505, - "Ġisot": 35506, - "Ġbeck": 35507, - "ĠScent": 35508, - "owder": 35509, - "aylor": 35510, - "igree": 35511, - "ĠMets": 35512, - "ĠPPP": 35513, - "Ġhailed": 35514, - "ĠWIN": 35515, - "ĠFidelity": 35516, - "pee": 35517, - "quick": 35518, - "ĠLaugh": 35519, - "Ġshroud": 35520, - "ĠGut": 35521, - "ĠNass": 35522, - "Ġjapanese": 35523, - "astical": 35524, - "ĠJain": 35525, - "Ġ203": 35526, - "acteria": 35527, - "ulton": 35528, - "ĠYing": 35529, - "assing": 35530, - "ĠVirus": 35531, - "Ġroaming": 35532, - "Ġeminent": 35533, - "Ġfirstly": 35534, - "ĠReferences": 35535, - "jectives": 35536, - "erma": 35537, - "Ġcarve": 35538, - "ĠProt": 35539, - "Ġgritty": 35540, - "ĠBeacon": 35541, - "Ġfullness": 35542, - "ĠAda": 35543, - "Ġgrapp": 35544, - "inaig": 35545, - "ĠBliss": 35546, - "umpy": 35547, - "Ġpainfully": 35548, - "Ġtimeshare": 35549, - "Ġ1850": 35550, - "Ġ1860": 35551, - "raphic": 35552, - "Ġ305": 35553, - "Ġantidepress": 35554, - "onesia": 35555, - "checked": 35556, - "Ġauditing": 35557, - "Ġinflated": 35558, - "Ġcashew": 35559, - "ĠRegina": 35560, - "ĠCrane": 35561, - "133": 35562, - "Ġmatchmaking": 35563, - "801": 35564, - "224": 35565, - "ĠOutreach": 35566, - "ĠGoldman": 35567, - "ðŁĴ": 35568, - "ĠClassified": 35569, - "Ġgardeners": 35570, - "Ġmotorists": 35571, - "ugglers": 35572, - "Nowadays": 35573, - 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35623, - "Eric": 35624, - "Los": 35625, - "RB": 35626, - "determ": 35627, - "efficiency": 35628, - "lucky": 35629, - "rm": 35630, - "sing": 35631, - "ÂĦ": 35632, - "Äį": 35633, - "rely": 35634, - "reck": 35635, - "ndi": 35636, - "Ġpim": 35637, - "Ġpagan": 35638, - "Ġtore": 35639, - "Ġdh": 35640, - "Ġhib": 35641, - "asaki": 35642, - "ĠTRA": 35643, - "ĠTNT": 35644, - "owitz": 35645, - "ĠCin": 35646, - "ĠCage": 35647, - "ĠAgu": 35648, - "adu": 35649, - "amorph": 35650, - "ĠMn": 35651, - "ĠMp": 35652, - "ĠMIC": 35653, - "ĠMAG": 35654, - "Ġanarch": 35655, - "ĠPron": 35656, - "Ġdeity": 35657, - "ĠDoyle": 35658, - "ĠFiji": 35659, - "Ġnearing": 35660, - "oprice": 35661, - "ĠLace": 35662, - "ĠNU": 35663, - "ĠNing": 35664, - "Ġabduct": 35665, - "Ġplums": 35666, - "ĠJag": 35667, - "Ġ208": 35668, - "ĠKobe": 35669, - "Ġspong": 35670, - "Ġevoke": 35671, - "ubby": 35672, - "Ġarthrop": 35673, - "Ġroam": 35674, - "ĠReception": 35675, - "lective": 35676, - "Ġregrets": 35677, - "206": 35678, - "Ġentail": 35679, - "athione": 35680, - "combe": 35681, - "ĠComilla": 35682, - "ĠLeigh": 35683, - "mson": 35684, - "1995": 35685, - "Ġglaci": 35686, - "ĠZimmer": 35687, - "Ġinternships": 35688, - "ĠBlonde": 35689, - "ĠColony": 35690, - "Ġlocalization": 35691, - "Ġeverlasting": 35692, - "Ġnonfiction": 35693, - "factor": 35694, - "Ġantif": 35695, - "Ġhybrids": 35696, - "ĠGranted": 35697, - "Ġbarbar": 35698, - "death": 35699, - "Ġcoverings": 35700, - "Ġdebilitating": 35701, - "Ġtabletop": 35702, - "ĠPreservation": 35703, - "ĠYorker": 35704, - "ethoven": 35705, - "ophys": 35706, - "ĠActing": 35707, - "Ġwarp": 35708, - "ĠElm": 35709, - "Ġqualifies": 35710, - "Ġnutmeg": 35711, - "Ġrollout": 35712, - "ĠSerbian": 35713, - "Property": 35714, - "ĠFoundations": 35715, - "Ġsustainably": 35716, - "ĠRivera": 35717, - "ĠMagento": 35718, - "IME": 35719, - "Ġplateau": 35720, - "Ġdetectors": 35721, - "ĠMeridian": 35722, - "Ġbreads": 35723, - "OCs": 35724, - "married": 35725, - "inetics": 35726, - "ĠExplain": 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"Ġanalogue": 36683, - "avorable": 36684, - "ĠXXX": 36685, - "ercise": 36686, - "ĠSmoking": 36687, - "Ġcyan": 36688, - "hael": 36689, - "132": 36690, - "Ġaffords": 36691, - "unker": 36692, - "Ġadopts": 36693, - "ĠBankruptcy": 36694, - "lsen": 36695, - "unningham": 36696, - "ĠDetergent": 36697, - "Ġapk": 36698, - "ĠSetup": 36699, - "Ġexcessively": 36700, - "\":[": 36701, - "Ġpumpkins": 36702, - "Ġpunches": 36703, - "ĠCardi": 36704, - "Ġthreaded": 36705, - "Ġwarranted": 36706, - "ĠNigel": 36707, - "ĠRamsey": 36708, - "Ġventil": 36709, - "Ġrejects": 36710, - "ĠLinear": 36711, - "Coal": 36712, - "Ġboldly": 36713, - "ĠPilgr": 36714, - "Student": 36715, - "Ġferment": 36716, - "Ġribbons": 36717, - "ĠEXP": 36718, - "ĠBurner": 36719, - "ĠWyatt": 36720, - "elected": 36721, - "Ġhalted": 36722, - "ĠIntegrity": 36723, - "Ġauditory": 36724, - "ĠYucca": 36725, - "ĠTribal": 36726, - "ĠFigures": 36727, - "Ġinfantry": 36728, - "ĠMonterey": 36729, - "ACHI": 36730, - "Hotel": 36731, - "ĠFraud": 36732, - 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"Ġgamma": 36883, - "ĠSherlock": 36884, - "Ġcultivating": 36885, - "ĠSeminar": 36886, - "Secret": 36887, - "ĠNSK": 36888, - "ĠTelugu": 36889, - "rinth": 36890, - "ĠIVF": 36891, - "Ġpioneered": 36892, - "Ġhalves": 36893, - "ĠPinot": 36894, - "Ġcereals": 36895, - "Ġanchored": 36896, - "ĠChiropractic": 36897, - "ĠPentel": 36898, - "ĠStripe": 36899, - "Clear": 36900, - "Ġenergized": 36901, - "Ġaugment": 36902, - "atonin": 36903, - "uberty": 36904, - "Ġrefreshments": 36905, - "ĠFragr": 36906, - "ĠRFID": 36907, - "ĠRoulette": 36908, - "Talking": 36909, - "ĠCandidate": 36910, - "Ġstools": 36911, - "ĠBentley": 36912, - "Ġconstructions": 36913, - "ĠIllustrated": 36914, - "Ġhikers": 36915, - "Ġambiguity": 36916, - "Ġsupervise": 36917, - "Ġpsychiatrist": 36918, - "ĠBroadcasting": 36919, - "Document": 36920, - "Ġellipt": 36921, - "ĠLennon": 36922, - "ĠâĻ¥": 36923, - "Ġapplaud": 36924, - "ĠTasmania": 36925, - "ĠHorizons": 36926, - "ĠGrammarly": 36927, - "ĠVoucher": 36928, - "Ġconfinement": 36929, - 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"ĠYogurt": 36984, - "plastic": 36985, - "ĠKart": 36986, - "availability": 36987, - "ĠVed": 36988, - "ĠVall": 36989, - "ĠVelve": 36990, - "Ġoverride": 36991, - "Ġthanking": 36992, - "Ġacclaim": 36993, - "ĠHee": 36994, - "lio": 36995, - "issued": 36996, - "Ġ$$": 36997, - "Ġminer": 36998, - "Ġdesignate": 36999, - "ĠiPhones": 37000, - "Ġbooty": 37001, - "arnagar": 37002, - "Ġpostseason": 37003, - "ucid": 37004, - "Ġincrement": 37005, - "ĠShea": 37006, - "Ġorderly": 37007, - "Ġexploding": 37008, - "1980": 37009, - "apps": 37010, - "inole": 37011, - "ĠQuicken": 37012, - "ÂĢ¢": 37013, - "ĠGeography": 37014, - "ĠSpell": 37015, - "ENG": 37016, - "ĠGlue": 37017, - "ĠAssisted": 37018, - "906": 37019, - "ILY": 37020, - "Ġmissionaries": 37021, - "ĠUndergraduate": 37022, - "ĠListening": 37023, - "ienne": 37024, - "Ġcomplication": 37025, - "Ġmalignant": 37026, - "ĠStartup": 37027, - "Ġ": 41301, - "420": 41302, - "425": 41303, - "CF": 41304, - "Cance": 41305, - "Either": 41306, - "Fans": 41307, - 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"Ġcombating": 41415, - "inox": 41416, - "Ġantis": 41417, - "Ġantiseptic": 41418, - "ĠFlats": 41419, - "ĠMedian": 41420, - "Ġhymn": 41421, - "Ġinstallments": 41422, - "ĠGrind": 41423, - "Ġ141": 41424, - "ĠCald": 41425, - "Ġ177": 41426, - "ĠPere": 41427, - "163": 41428, - "READ": 41429, - "registration": 41430, - "Ġattendants": 41431, - "ĠDonovan": 41432, - "ĠMcCl": 41433, - "Ġbiometric": 41434, - "Ġripple": 41435, - "808": 41436, - "Ġhorribly": 41437, - "ĠElk": 41438, - "ĠMonaco": 41439, - "Ġrevoked": 41440, - "oula": 41441, - "incarn": 41442, - "Ġmaximal": 41443, - "Ġblockade": 41444, - "Ġnormalized": 41445, - "Ġcaptions": 41446, - "Ġfracking": 41447, - "Ġelectricians": 41448, - "college": 41449, - "ĠPatio": 41450, - "ĠGoodman": 41451, - "269": 41452, - "Ġiceberg": 41453, - "Ġmotorhome": 41454, - "ĠPauline": 41455, - "rehension": 41456, - "Ġsnowfall": 41457, - "ĠJewel": 41458, - "ĠRobbie": 41459, - "Shell": 41460, - "Ġthrowback": 41461, - "ĠOrganizational": 41462, - "Ġproponents": 41463, - "ĠMadagascar": 41464, - "Ġambassadors": 41465, - "ĠMassive": 41466, - "Ġjoyous": 41467, - "Ġwiden": 41468, - "otypical": 41469, - "ĠAccessibility": 41470, - "eshoe": 41471, - "Ġunderstated": 41472, - "currently": 41473, - "Ġtumult": 41474, - "ĠPSD": 41475, - "ĠTaxi": 41476, - "еÑĤ": 41477, - "ĠTraveling": 41478, - "Ġintellectually": 41479, - "Ġenthusiastically": 41480, - "Ġmaize": 41481, - "ĠNeedle": 41482, - "Ġescorted": 41483, - "Ġaccumulating": 41484, - "Ġfeminists": 41485, - "ĠBroadband": 41486, - "ĠSHOW": 41487, - "instead": 41488, - "Ġchaired": 41489, - "Success": 41490, - "Ġreceptions": 41491, - "Ġcuisines": 41492, - "ĠMohamed": 41493, - "Ġdiversify": 41494, - "Ġhoodie": 41495, - "Ġexpedite": 41496, - "Ġumbrellas": 41497, - "blocks": 41498, - "Ġunderserved": 41499, - "Ġdiners": 41500, - "Ġrestraining": 41501, - "Ġpaprika": 41502, - "ĠVentura": 41503, - "document": 41504, - "ĠDocumentation": 41505, - "ĠKangayam": 41506, - "ĠDolby": 41507, - "continental": 41508, - 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"ĠCircus": 41909, - "ĠOptional": 41910, - "Ġniches": 41911, - "Ġoverwhelm": 41912, - "Ġpraising": 41913, - "Ġtaped": 41914, - "Ġtrolling": 41915, - "ĠiPads": 41916, - "ĠEthical": 41917, - "Ġcigars": 41918, - "ĠMommy": 41919, - "ĠCaptions": 41920, - "ĠBBB": 41921, - "Ġgenealogy": 41922, - "Ġbreeder": 41923, - "Ġhypnosis": 41924, - "Registration": 41925, - "Edge": 41926, - "ör": 41927, - "ĠToggle": 41928, - "Ġwardrobes": 41929, - "rystall": 41930, - "ĠDynam": 41931, - "ĠDiamonds": 41932, - "ĠGabe": 41933, - "ĠLeonardo": 41934, - "yratory": 41935, - "Ġcafeteria": 41936, - "pathic": 41937, - "Ġoverturn": 41938, - "ĠPipeline": 41939, - "ĠAltus": 41940, - "Ġmoderated": 41941, - "Ġreassurance": 41942, - "Setting": 41943, - "Ġabsentee": 41944, - "ĠDefendants": 41945, - "ĠObjects": 41946, - "ĠTunnel": 41947, - "ĠVegetables": 41948, - "Ġirregularities": 41949, - "Ġsynchronized": 41950, - "ĠTowel": 41951, - "ĠBTW": 41952, - "Twitter": 41953, - "ĠBundes": 41954, - "Ġpersecuted": 41955, - 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"llan": 42007, - "Ġlousy": 42008, - "Ġreused": 42009, - "ĠIon": 42010, - "ĠTires": 42011, - "Ġforage": 42012, - "ĠSIG": 42013, - "ĠSirdar": 42014, - "amus": 42015, - "Ġstout": 42016, - "ĠBorrow": 42017, - "essay": 42018, - "ĠTheodore": 42019, - "ĠHaley": 42020, - "ĠHanoi": 42021, - "Ġfrantic": 42022, - "ĠDai": 42023, - "ĠDAC": 42024, - "ĠDAP": 42025, - "ĠDiocese": 42026, - "ĠFIT": 42027, - "ĠFAM": 42028, - "ĠFPS": 42029, - "ĠRuther": 42030, - "Ġvogue": 42031, - "Ġ(âĨĴ": 42032, - "Ġrye": 42033, - "umably": 42034, - "umann": 42035, - "ĠLer": 42036, - "ĠLond": 42037, - "ĠLoose": 42038, - "ĠGX": 42039, - "ĠGMC": 42040, - "ĠNX": 42041, - "ĠNarc": 42042, - "ĠNRA": 42043, - "Ġjuggling": 42044, - "Ġoutc": 42045, - "inds": 42046, - "Ġuphe": 42047, - "Ġclipped": 42048, - "apo": 42049, - "ĠKne": 42050, - "ĠKremlin": 42051, - "Ġtimeout": 42052, - "Ġdisburse": 42053, - "ĠStacy": 42054, - "Ġprank": 42055, - "ĠWeed": 42056, - "ĠHez": 42057, - "Ġflurry": 42058, - "Ġregiment": 42059, - "ritain": 42060, 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"244": 42110, - "Ġcopyrights": 42111, - "Ġbelievable": 42112, - "ĠDistricts": 42113, - "column": 42114, - "Ġtenders": 42115, - "paired": 42116, - "uddled": 42117, - "Ġcabling": 42118, - "knowledge": 42119, - "uminous": 42120, - "ĠSalle": 42121, - "ĠElectro": 42122, - "Ġderail": 42123, - "Ġpracticality": 42124, - "netes": 42125, - "Ġsynopsis": 42126, - "ĠStoke": 42127, - "Ġmalign": 42128, - "ĠNorris": 42129, - "ĠHospice": 42130, - "events": 42131, - "ĠVeritas": 42132, - "Ġgrassy": 42133, - "ĠMPG": 42134, - "ĠEssence": 42135, - "Ġmerchand": 42136, - "Ġfibrous": 42137, - "ĠTitanic": 42138, - "Updated": 42139, - "ĠKarachi": 42140, - "ĠBlocks": 42141, - "ĠHindus": 42142, - "Ġfurthe": 42143, - "ĠMCPS": 42144, - "ĠPerspective": 42145, - "Ġshameful": 42146, - "Ġaugust": 42147, - "Ġbumped": 42148, - "ĠZeus": 42149, - "Ġtensile": 42150, - "Ġpolarization": 42151, - "ĠSoldiers": 42152, - "ĠDestination": 42153, - "ubernetes": 42154, - "oplasty": 42155, - "Ġcorrosive": 42156, - "Ġbackpacking": 42157, - "Ġcollapsing": 42158, - "ĠLantern": 42159, - "ĠPOST": 42160, - "ĠHooks": 42161, - "ĠKangaroo": 42162, - "ĠKelley": 42163, - "Ġmobilization": 42164, - "ĠLemonade": 42165, - "Archives": 42166, - "effects": 42167, - "ĠWORK": 42168, - "ĠSociology": 42169, - "Ġembellished": 42170, - "Ġgraciously": 42171, - "ĠPLAY": 42172, - "Ġcranberry": 42173, - "ĠRealtor": 42174, - "Romans": 42175, - "Ġimplicitly": 42176, - "ĠMUCH": 42177, - "ARNING": 42178, - "ĠCabinets": 42179, - "Ġpedagogy": 42180, - "ĠIvory": 42181, - "ĠHesperia": 42182, - "ĠClaude": 42183, - "Bitcoin": 42184, - "ĠYEAR": 42185, - "cigarettes": 42186, - "Ġsouvenirs": 42187, - "ĠWrestling": 42188, - "Ġredefine": 42189, - "наÑı": 42190, - "Ġbrigade": 42191, - "ĠInverness": 42192, - "Ġerroneous": 42193, - "Fantastic": 42194, - "Ġgeopolitical": 42195, - "Ġkangaroo": 42196, - "Ġadamant": 42197, - "ĠHyaluronic": 42198, - "ĠHeydrich": 42199, - "Anthony": 42200, - "290": 42201, - ";.": 42202, - "Dub": 42203, - "HY": 42204, - "IAN": 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"ĠLU": 42260, - "ĠGow": 42261, - "Ġchatted": 42262, - "Ġwillow": 42263, - "ĠOX": 42264, - "ĠOasis": 42265, - "Ġkennel": 42266, - "Ġketchup": 42267, - "Ġadhes": 42268, - "ĠJury": 42269, - "ĠInclusive": 42270, - "Ġworkstation": 42271, - "Ġresize": 42272, - "apro": 42273, - "tool": 42274, - "ĠKav": 42275, - "Ġyearning": 42276, - "ĠStre": 42277, - "ĠChatham": 42278, - "Ġoverpriced": 42279, - "Ġark": 42280, - "ĠWeak": 42281, - "ittance": 42282, - "Ġindent": 42283, - "Ġ425": 42284, - "Ġconson": 42285, - "ificantly": 42286, - "Ġblazing": 42287, - "anky": 42288, - "Ġsubmissive": 42289, - "Ġskiers": 42290, - "ĠShire": 42291, - "auga": 42292, - "Ġcradle": 42293, - "Ġretina": 42294, - "Ġcourthouse": 42295, - "Ġslime": 42296, - "collar": 42297, - "ĠHowell": 42298, - "Ġinfest": 42299, - "ĠTrout": 42300, - "ĠTricks": 42301, - "Ġpopulous": 42302, - "ĠZoning": 42303, - "Ġsalute": 42304, - "Ġ1886": 42305, - "oki": 42306, - "Ġtoolbox": 42307, - "uffer": 42308, - "ĠEncore": 42309, - "ĠOnePlus": 42310, - "ĠBrigh": 42311, - "Heavy": 42312, - "afl": 42313, - "Ġplantations": 42314, - "Ġstrapped": 42315, - "ĠNorthampton": 42316, - "ĠDrill": 42317, - "Ġhonours": 42318, - "Ġrecognises": 42319, - "register": 42320, - "ambi": 42321, - "Ġfaire": 42322, - "ĠRegards": 42323, - "ISO": 42324, - "Ġordinarily": 42325, - "Ġgenders": 42326, - "ĠPaige": 42327, - "ĠParamount": 42328, - "Ġoffend": 42329, - "Ġpenile": 42330, - "ĠGlut": 42331, - "Ġbleaching": 42332, - "Ġsweeteners": 42333, - "Ġtelevised": 42334, - "239": 42335, - "Ġlikeness": 42336, - "ĠAssault": 42337, - "Ġpooled": 42338, - "ĠDesigning": 42339, - "Physical": 42340, - "Ġharrowing": 42341, - "Ġfaithfulness": 42342, - "279": 42343, - "tracks": 42344, - "ĠMali": 42345, - "Ġhydrop": 42346, - "ĠSunni": 42347, - "ĠRelay": 42348, - "Union": 42349, - "Ġdispense": 42350, - "ĠTomatoes": 42351, - "Ġdetectives": 42352, - "Ġcrimson": 42353, - "Ġwalmart": 42354, - "ĠMontfort": 42355, - "Leon": 42356, - "ĠExperimental": 42357, - "ĠGenetics": 42358, - "ĠLibyan": 42359, - "ĠREIT": 42360, - "ĠAccessed": 42361, - "Ġexperimented": 42362, - "ĠRaman": 42363, - "Ġventuring": 42364, - "Ġminimizes": 42365, - "ĠAngie": 42366, - "ĠOlympia": 42367, - "Ġgracefully": 42368, - "Ġhorizons": 42369, - "ĠEthnic": 42370, - "Ġchipset": 42371, - "Ġskew": 42372, - "Ġodour": 42373, - "Ġwarehousing": 42374, - "ön": 42375, - "Ġclimatic": 42376, - "ĠESG": 42377, - "Ġhemorrh": 42378, - "ĠAGM": 42379, - "Ġpelvis": 42380, - "Ġdictator": 42381, - "ĠMorton": 42382, - "Ġpunching": 42383, - "ĠPediatrics": 42384, - "Grinding": 42385, - "Ġfreelancers": 42386, - "Ġindulgence": 42387, - "volatile": 42388, - "ĠCARE": 42389, - "Ġpsalm": 42390, - "Ġharnesses": 42391, - "Ġchromatography": 42392, - "ontinence": 42393, - "Ġfossils": 42394, - "Ġperfumes": 42395, - "ĠNichols": 42396, - "Jehovah": 42397, - "ĠPantry": 42398, - "ĠHussein": 42399, - "ĠToby": 42400, - "protein": 42401, - "Ġchronological": 42402, - "ĠMako": 42403, - "Ġcushioning": 42404, - "Ġepithelial": 42405, - "ĠConfederation": 42406, - "Ġupholstered": 42407, - "ĠLegendary": 42408, - "Ġfosters": 42409, - "Ġaccusation": 42410, - "Ġincubation": 42411, - "ĠMeasurement": 42412, - "Planning": 42413, - "compliance": 42414, - "Ġpsychiatry": 42415, - "Ġsweatshirt": 42416, - "Ġtinted": 42417, - "Ġvolcanoes": 42418, - "Ġinhibitory": 42419, - "Ġcatholic": 42420, - "Ġsaxophone": 42421, - "ĠPirate": 42422, - "Ġundeniably": 42423, - "ĠMillennials": 42424, - "Ġantiquity": 42425, - "ĠAuditorium": 42426, - "Ġautobiography": 42427, - "spectrum": 42428, - "Ġfiduciary": 42429, - "Ġunsettling": 42430, - "Ġpatriotism": 42431, - "ĠMuffins": 42432, - "Ġsizzling": 42433, - "Jennifer": 42434, - "ĠAbdullah": 42435, - "ĠNewfoundland": 42436, - "Ġviscosity": 42437, - "Ġobnoxious": 42438, - "321": 42439, - "312": 42440, - "?âĢĿ,": 42441, - "AU": 42442, - "Aid": 42443, - "Bath": 42444, - "Gas": 42445, - "Han": 42446, - "Jess": 42447, - "Kay": 42448, - "Kee": 42449, - "LES": 42450, - "LAND": 42451, - "Northern": 42452, - "Pin": 42453, - "Tony": 42454, - "cise": 42455, - "finger": 42456, - "focus": 42457, - "john": 42458, - "lanta": 42459, - "mask": 42460, - "paces": 42461, - "rne": 42462, - "rils": 42463, - "rums": 42464, - "vac": 42465, - "virtual": 42466, - "washed": 42467, - "ý": 42468, - "Ñĸ": 42469, - "Ġ???": 42470, - "Ġak": 42471, - "erobic": 42472, - "Ġspp": 42473, - "Ġsieve": 42474, - "Ġcunning": 42475, - "Ġcuz": 42476, - "itization": 42477, - "orange": 42478, - "Ġfibr": 42479, - "Ġfussy": 42480, - "Ġdrib": 42481, - "omass": 42482, - "entious": 42483, - "Ġreimag": 42484, - "Ġgull": 42485, - "ĠIp": 42486, - "Ġfors": 42487, - "Ġforks": 42488, - "Ġonstage": 42489, - "ĠCakes": 42490, - "ĠCaste": 42491, - "ĠAE": 42492, - "Ġwithholding": 42493, - "olson": 42494, - "Ġancillary": 42495, - "ĠPace": 42496, - "ĠPaddle": 42497, - "Ġprosecute": 42498, - "gem": 42499, - "terdam": 42500, - "Ġconnoisse": 42501, - "ĠWust": 42502, - "ĠWah": 42503, - "ĠHicks": 42504, - "ĠHiking": 42505, - "ĠDOC": 42506, - "rily": 42507, - "ĠRican": 42508, - "Ġrite": 42509, - "oprote": 42510, - "ĠLund": 42511, - "ĠLAS": 42512, - "ĠLilly": 42513, - "ainer": 42514, - "Ġshaw": 42515, - "Ġshouts": 42516, - "elph": 42517, - "ĠGN": 42518, - "ĠGently": 42519, - "ĠGrip": 42520, - "ĠElla": 42521, - "Ġleans": 42522, - "ardy": 42523, - "udy": 42524, - "odium": 42525, - "Ġkinky": 42526, - "ĠJudd": 42527, - "india": 42528, - "onement": 42529, - "acti": 42530, - "Ġuni": 42531, - "Ġunintended": 42532, - "Ġcontractions": 42533, - "ĠInches": 42534, - "ĠInfection": 42535, - "Ġclones": 42536, - "apixel": 42537, - "ĠYin": 42538, - "ĠYong": 42539, - "planted": 42540, - "ogues": 42541, - "ayson": 42542, - "Ġevils": 42543, - "ĠVIS": 42544, - "ĠVessel": 42545, - "Ġpeg": 42546, - "Ġpeat": 42547, - "Ġnewbies": 42548, - "Ġoverrun": 42549, - "Ġcobalt": 42550, - "Ġroy": 42551, - "Ġamort": 42552, - "ĠWeigh": 42553, - "Ġscares": 42554, - "Ġcommended": 42555, - "Ġhelpers": 42556, - "iane": 42557, - "Ġphd": 42558, - "ificent": 42559, - "207": 42560, - "Ġinvo": 42561, - "Ġ191": 42562, - "Ġrelinqu": 42563, - "Ġdownwards": 42564, - "Ġguise": 42565, - "ĠSeen": 42566, - "racts": 42567, - "mean": 42568, - "Ġbristles": 42569, - "Ġgrills": 42570, - "rests": 42571, - "Ġsublim": 42572, - "ledon": 42573, - "Ġcurd": 42574, - "ĠShins": 42575, - "prime": 42576, - "cox": 42577, - "Ġrunny": 42578, - "Ġrefinery": 42579, - "aute": 42580, - "Ġmuslim": 42581, - "enging": 42582, - "1993": 42583, - "ĠZac": 42584, - "Ġpractising": 42585, - "ĠPhuket": 42586, - "Ġkindle": 42587, - "Ġ187": 42588, - "bollah": 42589, - "Ġswab": 42590, - "Ġswoop": 42591, - "ĠResistant": 42592, - "ĠCanin": 42593, - "ĠCanary": 42594, - "ĠScores": 42595, - "ĠRoasted": 42596, - "ĠApparel": 42597, - "ributed": 42598, - "Ġprobiotic": 42599, - "array": 42600, - "ĠMeh": 42601, - "Ġafflicted": 42602, - "ĠCheer": 42603, - "ĠGuards": 42604, - "ĠNegro": 42605, - "ANGE": 42606, - "ĠGoat": 42607, - "Ġtotaled": 42608, - "ietnam": 42609, - "ĠActors": 42610, - "hiba": 42611, - "Ġmodernization": 42612, - "ĠBlackjack": 42613, - "ĠHerbs": 42614, - "Ġingrained": 42615, - "hetto": 42616, - "spin": 42617, - "Ġtelephones": 42618, - "Ġfraught": 42619, - "ĠGoldberg": 42620, - "ocrat": 42621, - "Ġratified": 42622, - "Ġcastor": 42623, - "ĠBelize": 42624, - "ĠBelmont": 42625, - "Ġcheaply": 42626, - "ĠIntervention": 42627, - "ĠInteriors": 42628, - "Ġsnowboard": 42629, - "338": 42630, - "Ġignite": 42631, - "ĠSurgeons": 42632, - "ĠSilhouette": 42633, - "ĠSeniors": 42634, - "Ġurdu": 42635, - "ĠBalm": 42636, - "ĠSearching": 42637, - "hosted": 42638, - "Ġelevating": 42639, - "Ġhangover": 42640, - "Ġcooperating": 42641, - "classes": 42642, - "Sphere": 42643, - "Ġblinded": 42644, - "ĠAshton": 42645, - "ĠHillsboro": 42646, - "Ġmicrop": 42647, - "ĠSonoma": 42648, - "Ġinhibiting": 42649, - "ĠSheridan": 42650, - "ĠSeasonal": 42651, - "aroni": 42652, - "Ġbidder": 42653, - "Ġexchanger": 42654, - "Ġdisrupting": 42655, - "Ġinexpl": 42656, - "Ġrehabilit": 42657, - "ĠEXT": 42658, - "olkien": 42659, - "Ġrodent": 42660, - "Ġabstracts": 42661, - "ĠPods": 42662, - "ĠFleming": 42663, - "Ġirreversible": 42664, - "Ġduplicates": 42665, - "Ġpreviews": 42666, - "Ġpharmacists": 42667, - "Ġattainment": 42668, - "ĠSkinny": 42669, - "Ġnurtured": 42670, - "ĠAndreas": 42671, - "Jean": 42672, - "ĠJiu": 42673, - "Ġintracellular": 42674, - "ĠWhatsapp": 42675, - "Ġunfairly": 42676, - "ĠTrojan": 42677, - "Ġembarking": 42678, - "ĠKaplan": 42679, - "Ġexcels": 42680, - "protection": 42681, - "Ġteaspoons": 42682, - "ĠWoolworths": 42683, - "Ġmemorandum": 42684, - "ĠVinegar": 42685, - "Ġmillennial": 42686, - "ĠCharacteristics": 42687, - "ĠCONTR": 42688, - "Ġepitome": 42689, - "Ġsuperheroes": 42690, - "Ġstabbing": 42691, - "Ġexcavation": 42692, - "ĠKosovo": 42693, - "Ġprematurely": 42694, - "conditioning": 42695, - "Ġabbreviation": 42696, - "Ġendeavours": 42697, - "ĠBarker": 42698, - "ĠBUY": 42699, - "ĠSubstance": 42700, - "Ġpilgrims": 42701, - "ĠâĹĦ": 42702, - "ĠHorses": 42703, - "Ġprerequisites": 42704, - "ĠScoot": 42705, - "Ġenrolment": 42706, - "ĠRamsay": 42707, - "ĠMerrill": 42708, - "Ġauditorium": 42709, - "Ġcrippling": 42710, - "collectively": 42711, - "ĠMaldives": 42712, - "ĠFruits": 42713, - "Ġaudiobook": 42714, - "Ġreptiles": 42715, - "Ġunmanned": 42716, - "Ġtuberculosis": 42717, - "Ġlengthen": 42718, - "Ġrheumatoid": 42719, - "ĠAlicia": 42720, - "Ġmiscarriage": 42721, - "Ġfederally": 42722, - "Ġsapphire": 42723, - "ĠTudor": 42724, - "Spanish": 42725, - "Ġproverbial": 42726, - "ipelago": 42727, - "$.": 42728, - "315": 42729, - "470": 42730, - "Crypt": 42731, - "Hit": 42732, - "Ls": 42733, - "Lew": 42734, - "MED": 42735, - "Tel": 42736, - "Wave": 42737, - "]).": 42738, - "coup": 42739, - "dll": 42740, - "fam": 42741, - "faces": 42742, - "gically": 42743, - "kor": 42744, - "oct": 42745, - "pink": 42746, - "paste": 42747, - "sus": 42748, - "slee": 42749, - "watching": 42750, - "xious": 42751, - "б": 42752, - "ĠÑģÑĤ": 42753, - "Ġtas": 42754, - "Ġaus": 42755, - "relevant": 42756, - "Ġwitches": 42757, - "iten": 42758, - "Ġfishes": 42759, - "Ġfeline": 42760, - "Ġbart": 42761, - "Ġparmesan": 42762, - "alom": 42763, - "Ġinund": 42764, - "Ġdow": 42765, - "Ġdunes": 42766, - "Ġlull": 42767, - "entary": 42768, - "Ġeigen": 42769, - "Ġrenaissance": 42770, - "ĠIps": 42771, - "ĠSushi": 42772, - "img": 42773, - "ĠAck": 42774, - "itha": 42775, - "ilial": 42776, - "olian": 42777, - "Ġweaves": 42778, - "raj": 42779, - "ĠPett": 42780, - "ĠBauer": 42781, - "ĠBrennan": 42782, - "ĠTheft": 42783, - "ĠDoming": 42784, - "ĠFAS": 42785, - "ĠFCA": 42786, - "ĠFiverr": 42787, - "Ġvortex": 42788, - "ĠGarc": 42789, - "osal": 42790, - "Ġallure": 42791, - "cibly": 42792, - "akov": 42793, - "Ġki": 42794, - "agl": 42795, - "agents": 42796, - "004": 42797, - "ĠJV": 42798, - "izen": 42799, - "Ġimbalances": 42800, - "Ġmana": 42801, - "Ġunilateral": 42802, - "Ġincite": 42803, - "ĠYum": 42804, - "ĠKost": 42805, - "ĠVee": 42806, - "Ġ335": 42807, - "ĠStrict": 42808, - "ensitivity": 42809, - "Ġimpetus": 42810, - "Ġintoxic": 42811, - "ĠHeated": 42812, - "ĠReplace": 42813, - "ĠRecessed": 42814, - "likes": 42815, - "Ġrepositories": 42816, - "Ġafternoons": 42817, - "anyu": 42818, - "Ġracer": 42819, - "ĠComcast": 42820, - "Ġbusinessmen": 42821, - "ĠShorts": 42822, - "Ġcranes": 42823, - "Ġpurifier": 42824, - "ĠFraternity": 42825, - "construction": 42826, - "Ġmuscul": 42827, - "Ġmussels": 42828, - "Ġsecondly": 42829, - "loads": 42830, - "Ġchecklists": 42831, - "Ġ1861": 42832, - "Ġmarvell": 42833, - "ĠSucc": 42834, - "ĠSuicide": 42835, - "Ġanalges": 42836, - "application": 42837, - "ĠApplying": 42838, - "ĠXavier": 42839, - "govern": 42840, - "ĠNeal": 42841, - "Ġblackmail": 42842, - "Ġauditors": 42843, - "Ġcardinal": 42844, - "Ġ172": 42845, - "Ġ176": 42846, - "ĠDescribe": 42847, - "Ġselectively": 42848, - "ĠAbroad": 42849, - "Ġdeepening": 42850, - "REN": 42851, - "Ġillust": 42852, - "scars": 42853, - "ĠTwain": 42854, - "2500": 42855, - "143": 42856, - "Ġpersisted": 42857, - "ĠOffshore": 42858, - "ées": 42859, - "ALITY": 42860, - "Ġmagician": 42861, - "Ġ222": 42862, - "Ġsubspe": 42863, - "STEM": 42864, - "Ġcaptivity": 42865, - "Ġchemist": 42866, - "Ġ===": 42867, - "247": 42868, - "Ġcapitalization": 42869, - "Ġweathering": 42870, - "colo": 42871, - "Shopping": 42872, - "Ġcruiser": 42873, - "Ġthanksgiving": 42874, - "terminal": 42875, - "Ġadapters": 42876, - "Ġmistress": 42877, - "ĠCongrats": 42878, - "ĠMagu": 42879, - "Ġoptimisation": 42880, - "ĠSalaries": 42881, - "ĠHistorically": 42882, - "ĠBlueberry": 42883, - "Ġrotting": 42884, - "ĠStranger": 42885, - "Ġduet": 42886, - "ĠRoyale": 42887, - "ĠOrganized": 42888, - "ĠLovers": 42889, - "Ġtagging": 42890, - "Ġfleets": 42891, - "Ġvocation": 42892, - "Ġalleges": 42893, - "IRT": 42894, - "ĠSquares": 42895, - "patrick": 42896, - "achelorette": 42897, - "ĠAudience": 42898, - "ĠWilde": 42899, - "ĠGravity": 42900, - "ĠKeystone": 42901, - "ĠCrave": 42902, - "ĠInfant": 42903, - "Ġhurricanes": 42904, - "Ġchestnuts": 42905, - "below": 42906, - "ĠTrials": 42907, - "Ġmicrow": 42908, - "Ġrenovate": 42909, - "ĠBlogging": 42910, - "Ġmitigating": 42911, - "Ġblowjob": 42912, - "Ġaerob": 42913, - "unnies": 42914, - "ĠBasement": 42915, - "à®ķ": 42916, - "Ġstemming": 42917, - "Ġinduces": 42918, - "ĠGardening": 42919, - "ĠDOES": 42920, - "ĠAutomated": 42921, - "ĠMichelin": 42922, - "Ġintrusive": 42923, - "Ġfutile": 42924, - "Ġabsorbent": 42925, - "Month": 42926, - "Ġsteward": 42927, - "Ġpistols": 42928, - "Ġglyph": 42929, - "Ġnegligible": 42930, - "Ġpolarized": 42931, - "ĠSloan": 42932, - "Ġadolescence": 42933, - "ĠConditioner": 42934, - "ĠCounselor": 42935, - "Ġfresher": 42936, - "Ġcatalytic": 42937, - "Ġblurry": 42938, - "á¹Ľ": 42939, - "Ġcontraception": 42940, - "ĠHoodie": 42941, - "ĠDiscounts": 42942, - "Ġintestines": 42943, - "chenko": 42944, - "ĠMozilla": 42945, - "Ġlofty": 42946, - "Software": 42947, - "ĠBengaluru": 42948, - "Ġbureaucratic": 42949, - "Ġrejuvenate": 42950, - "ĠVoIP": 42951, - "Ġconvection": 42952, - "Ġrehearsals": 42953, - "ĠBulletin": 42954, - "Ġrebellious": 42955, - "ĠIllustrator": 42956, - "Ġsaddened": 42957, - "ĠTrouble": 42958, - "Ġinterrogation": 42959, - "hopefully": 42960, - "Ġdiplomats": 42961, - "ĠHazelnut": 42962, - "Ġdisproportionately": 42963, - "ĠSymbol": 42964, - "ĠAntarctic": 42965, - "ĠReleases": 42966, - "Ġnarration": 42967, - "ĠDundee": 42968, - "á¹ĩa": 42969, - "Ġdemeanor": 42970, - "Ġinteroperability": 42971, - "Ġvaluables": 42972, - "ĠFrieza": 42973, - "050": 42974, - "Bless": 42975, - "Blog": 42976, - "Covid": 42977, - "DOT": 42978, - "Fred": 42979, - "Fully": 42980, - "Games": 42981, - "Ni": 42982, - "Vac": 42983, - "_{": 42984, - "bub": 42985, - "dried": 42986, - "daily": 42987, - "hara": 42988, - "mis": 42989, - "rir": 42990, - "rift": 42991, - "serve": 42992, - "surgical": 42993, - "want": 42994, - "yahoo": 42995, - "¸": 42996, - "Ġure": 42997, - "Ġaustralian": 42998, - "heating": 42999, - "Ġsaturday": 43000, - 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"Ġunanswered": 43055, - "ibar": 43056, - "Ġincest": 43057, - "Ġperched": 43058, - "ĠKirst": 43059, - "ĠKylie": 43060, - "ervative": 43061, - "ĠVIEW": 43062, - "ĠSticks": 43063, - "Ġcocks": 43064, - "Ġamassed": 43065, - "Ġaccented": 43066, - "Ġnoir": 43067, - "Ġemulator": 43068, - "Ġtrache": 43069, - "Ġsheath": 43070, - ").[": 43071, - "Ġ1909": 43072, - "Ġracket": 43073, - "Ġblaze": 43074, - "ĠAsking": 43075, - "ĠAssemb": 43076, - "Ġdeton": 43077, - "Ġinterracial": 43078, - "ĠShap": 43079, - "ĠShades": 43080, - "Ġcleavage": 43081, - "Ġcram": 43082, - "begin": 43083, - "ĠArgos": 43084, - "Ġallowable": 43085, - "Ġfilaments": 43086, - "connection": 43087, - "Ġconfer": 43088, - "ĠSheep": 43089, - "Ġtripping": 43090, - "Ġbloc": 43091, - "ĠZika": 43092, - "Ġroomy": 43093, - "Ġsaliva": 43094, - "504": 43095, - "Ġ1899": 43096, - "ĠMana": 43097, - "ĠScreens": 43098, - "ĠAtomic": 43099, - "Ġtypography": 43100, - "ĠSuzanne": 43101, - "Ġleftist": 43102, - "Ġ|-": 43103, - "swire": 43104, - "uffing": 43105, - "Ġparity": 43106, - "Ġparlor": 43107, - "proven": 43108, - "Ġcameo": 43109, - "Ġmethodological": 43110, - "ĠMeasuring": 43111, - "ĠBrushed": 43112, - "Ġbedrock": 43113, - "askan": 43114, - "Ġvolts": 43115, - "ĠGuided": 43116, - "ĠNecess": 43117, - "Ġaudited": 43118, - "Ġimmaculate": 43119, - "ophage": 43120, - "ĠGeForce": 43121, - "Ġchallenger": 43122, - "Ġfreshmen": 43123, - "ramed": 43124, - "ĠDonut": 43125, - "veyard": 43126, - "ĠParalle": 43127, - "incorpor": 43128, - "Ġpurposefully": 43129, - "Ġeaters": 43130, - "Ġ+/-": 43131, - "Ġregionally": 43132, - "Ġdemonic": 43133, - "Ġ235": 43134, - "coloured": 43135, - "ĠBravo": 43136, - "Ġyea": 43137, - "ĠSubway": 43138, - "ombat": 43139, - "Ġmotorized": 43140, - "ĠCBSE": 43141, - "ĠDecoration": 43142, - "ĠSurgeon": 43143, - "ĠSalisbury": 43144, - "Ġrubble": 43145, - "ĠPayday": 43146, - "Player": 43147, - "Ġerased": 43148, - "ĠEquation": 43149, - "Ġpropolis": 43150, - "Ġconsequential": 43151, - "ĠBackpack": 43152, - "Ġpunitive": 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43200, - "Disney": 43201, - "Transfer": 43202, - "Ġwrestle": 43203, - "ĠApproval": 43204, - "litre": 43205, - "Ġbombers": 43206, - "Ġundergoes": 43207, - "Ġastonished": 43208, - "Ġfresco": 43209, - "maintained": 43210, - "Ġpooch": 43211, - "Ġvelvety": 43212, - "Ġundermining": 43213, - "Ġlagoon": 43214, - "Ġunsuitable": 43215, - "Ġrefurbishment": 43216, - "foam": 43217, - "Ġbirch": 43218, - "Ġdermatologist": 43219, - "ardonnay": 43220, - "ĠPandora": 43221, - "ĠDISC": 43222, - "ĠApostle": 43223, - "RNAs": 43224, - "ĠFolks": 43225, - "ĠVendor": 43226, - "Ġsnippets": 43227, - "Ġdegeneration": 43228, - "Ġclutches": 43229, - "Ġcytokine": 43230, - "Ġinconsistencies": 43231, - "Ġunintentionally": 43232, - "ĠConveyor": 43233, - "Ġpalpable": 43234, - "Ġophthalm": 43235, - "Environmental": 43236, - "ĠHonduras": 43237, - "Ġgolfer": 43238, - "Ġconduit": 43239, - "ĠBieber": 43240, - "Ġphotovoltaic": 43241, - "ĠClifton": 43242, - "Ġrundown": 43243, - ",.!": 43244, - "335": 43245, - "630": 43246, - 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43450, - "innitus": 43451, - "ĠBiography": 43452, - "ĠIslamist": 43453, - "Ġnicest": 43454, - "ĠOrigins": 43455, - "ĠSnack": 43456, - "ĠDCF": 43457, - "Ġfibrosis": 43458, - "ĠPlanting": 43459, - "Ġlieutenant": 43460, - "Ġtapestry": 43461, - "ĠWorksheet": 43462, - "ĠWorkshops": 43463, - "charger": 43464, - "Ġdisclosing": 43465, - "Ġknockout": 43466, - "Coach": 43467, - "Ġaxes": 43468, - "ĠFalling": 43469, - "ĠNicola": 43470, - "ĠSeasoning": 43471, - "Ġcultivars": 43472, - "Ġsealant": 43473, - "ĠPolyurethane": 43474, - "ĠNavajo": 43475, - "Ġoutsource": 43476, - "Ġshielded": 43477, - "Ġtroubleshoot": 43478, - "avering": 43479, - "ĠSabha": 43480, - "ĠCLICK": 43481, - "ĠHiggins": 43482, - "CRIPT": 43483, - "ĠProphe": 43484, - "ĠElemental": 43485, - "ĠPraise": 43486, - "testing": 43487, - "Ġcleverly": 43488, - "Ġgrasping": 43489, - "Ġdubai": 43490, - "Ġglycer": 43491, - "Ġglycol": 43492, - "ĠNortheastern": 43493, - "Ġmeltdown": 43494, - "ĠInstrument": 43495, - "Ġunveiling": 43496, - 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"Ġsingapore": 44697, - "Ġ1868": 44698, - "ĠConor": 44699, - "brushes": 44700, - "Ġsolace": 44701, - "ĠMaruchan": 44702, - "ĠAmid": 44703, - "inoff": 44704, - "ĠStealth": 44705, - "ĠBrut": 44706, - "ĠNeb": 44707, - "ĠNeutral": 44708, - "deck": 44709, - "Ġhostage": 44710, - "doch": 44711, - "ĠPeppers": 44712, - "Ġfasten": 44713, - "Ġfastened": 44714, - "162": 44715, - "164": 44716, - "ĠCorrid": 44717, - "guyen": 44718, - "Chi": 44719, - "ĠEditing": 44720, - "Ġfinalize": 44721, - "ophag": 44722, - "Ġcrossings": 44723, - "Alan": 44724, - "Ġsnoring": 44725, - "garh": 44726, - "ĠHousewives": 44727, - "ĠBrits": 44728, - "ĠHomeowners": 44729, - "Ġemergent": 44730, - "offers": 44731, - "Reilly": 44732, - "Ġtenancy": 44733, - "Ġmischief": 44734, - "Ġcommercialization": 44735, - "Ġundist": 44736, - "Ġadopters": 44737, - "Ġdelicately": 44738, - "Ġdoubted": 44739, - "Commission": 44740, - "ĠWorkbook": 44741, - "ĠCourtesy": 44742, - "isca": 44743, - "456": 44744, - "Proper": 44745, - "ĠSchwarz": 44746, - "ĠGreenwood": 44747, - "erocious": 44748, - "Ġmotorbike": 44749, - "ĠWaterford": 44750, - "ĠVega": 44751, - "Ġsnowflake": 44752, - "337": 44753, - "Deb": 44754, - "Unique": 44755, - "Ġrubs": 44756, - "ĠPetro": 44757, - "Ġoxy": 44758, - "ĠHandy": 44759, - "truth": 44760, - "ĠMaureen": 44761, - "Advert": 44762, - "ĠMSM": 44763, - "Ġelevations": 44764, - "ĠLibra": 44765, - "ĠCrossroads": 44766, - "Ġrigged": 44767, - "described": 44768, - "ĠSkyrim": 44769, - "Ġpicn": 44770, - "Ġmurdering": 44771, - "ĠConnecting": 44772, - "ĠLyft": 44773, - "leece": 44774, - "Ġmanipulative": 44775, - "ĠDungeon": 44776, - "GAIN": 44777, - "Ġgratification": 44778, - "UMB": 44779, - "ĠGraduation": 44780, - "Ġconceivable": 44781, - "Ġcorrelative": 44782, - "electronic": 44783, - "ĠBloody": 44784, - "ĠContracts": 44785, - "Ġpropagate": 44786, - "Yellow": 44787, - "ĠVPNs": 44788, - "ĠWaik": 44789, - "Ġaugmentation": 44790, - "Ġglyc": 44791, - "ĠAllows": 44792, - "ĠRecorded": 44793, - "ĠSMART": 44794, - "helps": 44795, - "Patrick": 44796, - "ĠLiquor": 44797, - "ĠSticker": 44798, - "Ġreluctantly": 44799, - "Ġrestraints": 44800, - "Ġregenerative": 44801, - "Ġcancelling": 44802, - "ĠSawyer": 44803, - "ĠSnapdragon": 44804, - "Ġmoulding": 44805, - "à¥ĩ": 44806, - "Ġadversaries": 44807, - "ĠComparative": 44808, - "Schools": 44809, - "Ġalphabetical": 44810, - "Ġorgasms": 44811, - "ĠVenezuelan": 44812, - "Ġdermatitis": 44813, - "Ġbribery": 44814, - "Ġgooey": 44815, - "ĠJurassic": 44816, - "Ġzebra": 44817, - "Ġsubordinate": 44818, - "Ġrefrigerate": 44819, - "ĠSergeant": 44820, - "Ġhotspots": 44821, - "Ġgruesome": 44822, - "Ġscorching": 44823, - "ĠMalayalam": 44824, - "ĠEzra": 44825, - "Ġamalgam": 44826, - "ĠQuartet": 44827, - "Ġrupture": 44828, - "Ġvariegated": 44829, - "reveport": 44830, - "ĠToshiba": 44831, - "ĠAnnamalai": 44832, - "ĠBrendan": 44833, - "ĠHezbollah": 44834, - ")]": 44835, - "370": 44836, - "Bike": 44837, - "Drop": 44838, - "Freedom": 44839, - "Grab": 44840, - "KN": 44841, - 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"Ġscabies": 44952, - "Ġconspir": 44953, - "lioma": 44954, - "Ġ194": 44955, - "Ġ1904": 44956, - "Ġstartled": 44957, - "Ġenthr": 44958, - "Ġentropy": 44959, - "Ġtakeaways": 44960, - "Ġmonolog": 44961, - "Ġshowdown": 44962, - "Ġhereafter": 44963, - "Ġmedd": 44964, - "Info": 44965, - "Ġmetamorph": 44966, - "Ġstills": 44967, - "Ġautistic": 44968, - "ĠBecker": 44969, - "Ġpatties": 44970, - "ĠLevit": 44971, - "ĠExotic": 44972, - "Ġequate": 44973, - "ĠSponge": 44974, - "Ġglacial": 44975, - "Ġgraphene": 44976, - "ĠIsabel": 44977, - "ĠAllies": 44978, - "Ġhousewife": 44979, - "Ġ182": 44980, - "Ġ1898": 44981, - "ĠConnie": 44982, - "Ġswarm": 44983, - "tenders": 44984, - "Ġ308": 44985, - "Ġlauded": 44986, - "Ġlimo": 44987, - "Ġreasoned": 44988, - "ĠCara": 44989, - "Ġantiques": 44990, - "ĠXmas": 44991, - "Ġparishes": 44992, - "Ġzig": 44993, - "Ġbreakage": 44994, - "Ġmillionaire": 44995, - "ĠBram": 44996, - "ĠGras": 44997, - "Ġ173": 44998, - "153": 44999, - "ĠAbigail": 45000, - "Ġaccomod": 45001, - "ĠPerse": 45002, - "ĠDeploy": 45003, - "screens": 45004, - "ĠBarrier": 45005, - "Ġ405": 45006, - "Ġcloseness": 45007, - "Ġsilhou": 45008, - "Ġlifeline": 45009, - "Ġâĭħ": 45010, - "Ġrouted": 45011, - "Ġrevising": 45012, - "Ġingested": 45013, - "Ġpredefined": 45014, - "Ġassesses": 45015, - "ĠGeneric": 45016, - "Ġwaiter": 45017, - "righteous": 45018, - "career": 45019, - "Ġundone": 45020, - "ĠModified": 45021, - "Ġwildflowers": 45022, - "colonial": 45023, - "Ġcollaborator": 45024, - "Ġarenas": 45025, - "Ġirons": 45026, - "Ġtimings": 45027, - "imbledon": 45028, - "Ġhomogeneous": 45029, - "udders": 45030, - "Ġsituational": 45031, - "ĠITV": 45032, - "ĠPlaya": 45033, - "ĠBigger": 45034, - "Doctor": 45035, - "Ġlauncher": 45036, - "iership": 45037, - "Ġsquarely": 45038, - "Ġpurest": 45039, - "Ġburners": 45040, - "anoia": 45041, - "ĠMerkel": 45042, - "ĠPacked": 45043, - "ĠMontene": 45044, - "Ġlunchtime": 45045, - "ĠIllum": 45046, - "ĠRestore": 45047, - "Ġpreparatory": 45048, - "Ġskillful": 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45143, - "Ġavec": 45144, - "Ġelliptical": 45145, - "igarh": 45146, - "Ġcephal": 45147, - "Ġantidote": 45148, - "ĠAlphabet": 45149, - "495": 45150, - "610": 45151, - "680": 45152, - "Agr": 45153, - "Civil": 45154, - "Hay": 45155, - "Judge": 45156, - "Kent": 45157, - "Lady": 45158, - "MK": 45159, - "TD": 45160, - "TF": 45161, - "bted": 45162, - "ei": 45163, - "eff": 45164, - "hift": 45165, - "kam": 45166, - "killing": 45167, - "mie": 45168, - "nard": 45169, - "oL": 45170, - "porn": 45171, - "qs": 45172, - "vah": 45173, - "ù": 45174, - "Ëľ": 45175, - "Ñį": 45176, - "Ġtors": 45177, - "Ġsails": 45178, - "Ġomin": 45179, - "Ġplex": 45180, - "Ġmog": 45181, - "Ġdain": 45182, - "Ġhic": 45183, - "Ġhtml": 45184, - "Ġeaves": 45185, - "Ġreintrodu": 45186, - "ĠTIP": 45187, - "ĠTSA": 45188, - "ĠSaying": 45189, - "ĠCron": 45190, - "imple": 45191, - "immun": 45192, - "ĠAIS": 45193, - "ĠAPS": 45194, - "ĠAUT": 45195, - "amination": 45196, - "Ġweathered": 45197, - "Ġhereditary": 45198, - "racies": 45199, - "Ġanod": 45200, - "ĠPt": 45201, - "ĠPPG": 45202, - "ĠBury": 45203, - "ĠBIM": 45204, - "Ġconject": 45205, - "ĠHok": 45206, - "ĠDolphin": 45207, - "ĠFiled": 45208, - "isty": 45209, - "ĠRipped": 45210, - "Ġvie": 45211, - "umo": 45212, - "Ġshag": 45213, - "Ġchurn": 45214, - "Ġchills": 45215, - "output": 45216, - "Ġallotted": 45217, - "Ġjockey": 45218, - "Ġkart": 45219, - "ĠJW": 45220, - "Ġenmity": 45221, - "ĠThorough": 45222, - "Ġteal": 45223, - "Ġmanpower": 45224, - "Ġcladding": 45225, - "iren": 45226, - "tools": 45227, - "Ġperish": 45228, - "ĠKI": 45229, - "ickle": 45230, - "ĠVance": 45231, - "Ġ311": 45232, - "ĠChong": 45233, - "Ġagro": 45234, - "Ġroost": 45235, - "atern": 45236, - "ittal": 45237, - "fecture": 45238, - "Ġ510": 45239, - "Ġ\"...": 45240, - "Ġafterlife": 45241, - "Ġdeco": 45242, - "Ġrelive": 45243, - "ĠAsper": 45244, - "typically": 45245, - "ĠDeut": 45246, - "ĠDepend": 45247, - "ĠDebut": 45248, - "Ġendowment": 45249, - "ĠShores": 45250, - "landers": 45251, - "Ġextrad": 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45803, - "ĠJem": 45804, - "imely": 45805, - "Ġunisex": 45806, - "Ġresins": 45807, - "apolog": 45808, - "ĠYus": 45809, - "ĠYok": 45810, - "ĠKU": 45811, - "ĠKare": 45812, - "ĠVoid": 45813, - "ĠVox": 45814, - "ĠVIC": 45815, - "Ġ337": 45816, - "Ġoverboard": 45817, - "Ġovershadow": 45818, - "Ġwouldnt": 45819, - "Ġdesic": 45820, - "Ġdesir": 45821, - "Ġindonesia": 45822, - "Ġ570": 45823, - "Ġunderrated": 45824, - "isserie": 45825, - "ĠSev": 45826, - "Ġ630": 45827, - "Ġbrine": 45828, - "Ġassuring": 45829, - "Ġhereto": 45830, - "Ġmeditative": 45831, - "athering": 45832, - "ĠAla": 45833, - "Ġretreated": 45834, - "Ġpurge": 45835, - "Ġhandwritten": 45836, - "ĠNewly": 45837, - "ĠBeyon": 45838, - "ĠBeirut": 45839, - "ĠLevine": 45840, - "ĠTek": 45841, - "ĠTrades": 45842, - "1972": 45843, - "Ġelf": 45844, - "Ġtermites": 45845, - "Ġ189": 45846, - "cented": 45847, - "Ġdrape": 45848, - "ĠSuk": 45849, - "ĠAmelia": 45850, - "appers": 45851, - "apsed": 45852, - "Ġwares": 45853, - "Ġcompetes": 45854, - "Ġwalkways": 45855, - "Ġfacelift": 45856, - "ĠInstalling": 45857, - "ĠMeets": 45858, - "Ġ161": 45859, - "Ġaffixed": 45860, - "INC": 45861, - "ĠGuadal": 45862, - "ĠCOO": 45863, - "Ġfriendliness": 45864, - "Ġblackout": 45865, - "lexia": 45866, - "Ġ254": 45867, - "Analysis": 45868, - "Ġinflamed": 45869, - "Ġdelusion": 45870, - "184": 45871, - "187": 45872, - "Ġballroom": 45873, - "Ġsaws": 45874, - "Ġcrosswords": 45875, - "ĠMcM": 45876, - "Ġsniper": 45877, - "ĠValerie": 45878, - "Ġfixation": 45879, - "Ġconductors": 45880, - "ĠRedmi": 45881, - "Ġguidebook": 45882, - "Ġstressors": 45883, - "ĠSundance": 45884, - "APS": 45885, - "Ġfruct": 45886, - "Ġsandal": 45887, - "Ġdelicacy": 45888, - "Ġirradiation": 45889, - "Ġwatchers": 45890, - "ĠSkate": 45891, - "Ġbona": 45892, - "Ġhomolog": 45893, - "Ġdieting": 45894, - "Ġtonne": 45895, - "Definitely": 45896, - "ĠMagoo": 45897, - "panied": 45898, - "Ġscrubs": 45899, - "ĠCamo": 45900, - "ĠANZ": 45901, - "Ġswimmer": 45902, - "Ġafar": 45903, - "ĠTested": 45904, - "iena": 45905, - "ĠTrending": 45906, - "Ġunsightly": 45907, - "ĠBalancing": 45908, - "PRESS": 45909, - "ĠWildcats": 45910, - "ĠMidland": 45911, - "Ġladen": 45912, - "ĠExecutives": 45913, - "ĠCere": 45914, - "ĠAccountant": 45915, - "Ġsociopath": 45916, - "Spain": 45917, - "ĠFortress": 45918, - "ĠARC": 45919, - "Ġreconstructed": 45920, - "ĠRequires": 45921, - "oddy": 45922, - "ĠDamon": 45923, - "Ġalarmed": 45924, - "Ġqueues": 45925, - "Prices": 45926, - "Ġoutsourced": 45927, - "ĠGroove": 45928, - "ĠSeparation": 45929, - "ноÐ": 45930, - "Ġaquaculture": 45931, - "ĠHPV": 45932, - "ĠInnovations": 45933, - "ĠPerspectives": 45934, - "Carbon": 45935, - "ĠUVA": 45936, - "ĠPathfinder": 45937, - "ĠCritics": 45938, - "ĠCriteria": 45939, - "Ġtreasurer": 45940, - "Ġimpeller": 45941, - "uzu": 45942, - "Object": 45943, - "Ġovertly": 45944, - "Ġoverturned": 45945, - "ĠRowe": 45946, - "ĠConservancy": 45947, - "ĠHEALTH": 45948, - "Ġextremists": 45949, - "Ġreassure": 45950, - "ĠShaun": 45951, - 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46104, - "Ġhardening": 46105, - "attai": 46106, - "ĠShet": 46107, - "Ġinfotainment": 46108, - "ĠSpins": 46109, - "ĠSparks": 46110, - "Ġpopulate": 46111, - "Ġbloated": 46112, - "193": 46113, - "1985": 46114, - "ĠZest": 46115, - "Ġhump": 46116, - "poser": 46117, - "ĠBluff": 46118, - "ĠColombo": 46119, - "Ġ0800": 46120, - "Ġchildrens": 46121, - "Ġ1893": 46122, - "okers": 46123, - "asteries": 46124, - "Ġsocializing": 46125, - "ĠAmir": 46126, - "paragraph": 46127, - "ĠXM": 46128, - "Ġcalibre": 46129, - "Ġdebugging": 46130, - "ĠAbbas": 46131, - "ĠKev": 46132, - "ĠPresents": 46133, - "1600": 46134, - "RENT": 46135, - "Ġillusions": 46136, - "ĠCorrections": 46137, - "Ġsquads": 46138, - "Ġapartheid": 46139, - "olls": 46140, - "Ġ228": 46141, - "rafts": 46142, - "keye": 46143, - "ĠGluc": 46144, - "229": 46145, - "ĠOutline": 46146, - "Ġsmartly": 46147, - "Ġbandwagon": 46148, - "246": 46149, - "231": 46150, - "Shock": 46151, - "Ġfearing": 46152, - "ĠAnyways": 46153, - "Ġdenote": 46154, - "455": 46155, - "Ġsolidify": 46156, - "Executive": 46157, - "263": 46158, - "Ġcounteract": 46159, - "Ġtonal": 46160, - "ĠMalik": 46161, - "OMG": 46162, - "336": 46163, - "ĠCurious": 46164, - "Defe": 46165, - "ĠDetention": 46166, - "ĠSTEP": 46167, - "ĠVolcano": 46168, - "ĠJoanne": 46169, - "ĠCrushed": 46170, - "ĠAttractions": 46171, - "ĠLoading": 46172, - "ĠWhoever": 46173, - "Ġsymbolizes": 46174, - "Ġskillfully": 46175, - "Ġauthenticate": 46176, - "ĠBalinese": 46177, - "Ġpedic": 46178, - "ĠCatcher": 46179, - "glasses": 46180, - "ĠInvestigator": 46181, - "ĠCrossFit": 46182, - "Ġhabitual": 46183, - "ĠKnitting": 46184, - "Ġequivalence": 46185, - "Amanda": 46186, - "Ġunwavering": 46187, - "ĠPDFs": 46188, - "Ġtumours": 46189, - "ĠPractitioners": 46190, - "ĠBowling": 46191, - "ĠTrivia": 46192, - "न": 46193, - "Ġrecreated": 46194, - "ĠSavoye": 46195, - "Ġkilograms": 46196, - "ãģ§": 46197, - "ĠWasher": 46198, - "ĠCutter": 46199, - "ĠCloudflare": 46200, - "Ġprovisioning": 46201, - "EPT": 46202, - 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46655, - "Ġsig": 46656, - "Ġsard": 46657, - "Ġsinner": 46658, - "atology": 46659, - "ndez": 46660, - "esk": 46661, - "isodes": 46662, - "Ġfict": 46663, - "Ġbathe": 46664, - "Ġmummy": 46665, - "lev": 46666, - "Ġhugging": 46667, - "assembly": 46668, - "vehicle": 46669, - "etter": 46670, - "ĠTorn": 46671, - "ĠTunes": 46672, - "Ġbef": 46673, - "ĠSamp": 46674, - "ĠSailing": 46675, - "ĠSoutheastern": 46676, - "uran": 46677, - "ĠAura": 46678, - "changer": 46679, - "ameth": 46680, - "ĠMoose": 46681, - "Ġheres": 46682, - "Ġaswell": 46683, - "illi": 46684, - "illard": 46685, - "ĠPines": 46686, - "ĠPah": 46687, - "ĠPascal": 46688, - "ifers": 46689, - "ĠBb": 46690, - "ĠBorg": 46691, - "Ġorphans": 46692, - "ĠWANT": 46693, - "ĠWimbledon": 46694, - "ĠHain": 46695, - "ĠHAR": 46696, - "ĠDare": 46697, - "ĠFav": 46698, - "ĠFiat": 46699, - "ĠFaux": 46700, - "thick": 46701, - "quist": 46702, - "ĠRope": 46703, - "ĠRitz": 46704, - "Ġ213": 46705, - "Ġrink": 46706, - "Ġramb": 46707, - "Ġriffs": 46708, - 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47596, - "Ġconvoluted": 47597, - "ĠCorridor": 47598, - "Ġplacenta": 47599, - "olybdenum": 47600, - "\"!": 47601, - "(\"": 47602, - "530": 47603, - "570": 47604, - "Bridge": 47605, - "Fran": 47606, - "Gear": 47607, - "Gram": 47608, - "Greek": 47609, - "IENCE": 47610, - "Las": 47611, - "Ltd": 47612, - "Mu": 47613, - "Maker": 47614, - "Mbps": 47615, - "NESS": 47616, - "Od": 47617, - "Saint": 47618, - "Subscribe": 47619, - "YE": 47620, - "bic": 47621, - "cance": 47622, - "fitters": 47623, - "iab": 47624, - "kir": 47625, - "lid": 47626, - "might": 47627, - "piration": 47628, - "qv": 47629, - "rama": 47630, - "rarily": 47631, - "vale": 47632, - "waste": 47633, - "zman": 47634, - "Âĺ": 47635, - "Ġtainted": 47636, - "Ġtinnitus": 47637, - "Ġtheses": 47638, - "Ġwizards": 47639, - "atlantic": 47640, - "Ġcip": 47641, - "ité": 47642, - "itius": 47643, - "Ġful": 47644, - "enoid": 47645, - "Ġpand": 47646, - "Ġpry": 47647, - "anse": 47648, - "edged": 47649, - "Ġmun": 47650, - "Ġmover": 47651, - 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47756, - "Ġprogrammatic": 47757, - "coaster": 47758, - "Ġintel": 47759, - "Ġpatty": 47760, - "ĠClutch": 47761, - "aution": 47762, - "Ġdrier": 47763, - "Ġopposes": 47764, - "1982": 47765, - "ĠZap": 47766, - "Ġmilled": 47767, - "ĠBlas": 47768, - "Ġlearnings": 47769, - "Ġ1885": 47770, - "Ġnonstop": 47771, - "Ġclove": 47772, - "Ġmindless": 47773, - "Ġtoolbar": 47774, - "ĠCarver": 47775, - "ĠXing": 47776, - "ĠContrary": 47777, - "ĠMedusa": 47778, - "ĠCOLL": 47779, - "Ġaching": 47780, - "ATING": 47781, - "Ġ179": 47782, - "ĠSouthwestern": 47783, - "ventus": 47784, - "Ġcolorless": 47785, - "Ġfinancials": 47786, - "ĠPresently": 47787, - "166": 47788, - "Ġmultiplex": 47789, - "Ġholster": 47790, - "Ġobjected": 47791, - "ĠCrisp": 47792, - "Ġboardwalk": 47793, - "Ġgrader": 47794, - "Ġsquats": 47795, - "Ġ;!": 47796, - "Ġ223": 47797, - "ĠRedmond": 47798, - "ĠHarness": 47799, - "ĠHarriet": 47800, - "Ġsubstituting": 47801, - "ĠCouncillor": 47802, - "Ġmisch": 47803, - "Ġsportsbook": 47804, - 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"Ġnymph": 48008, - "started": 48009, - "ĠICS": 48010, - "ĠTuck": 48011, - "ĠTLS": 48012, - "ĠSain": 48013, - "ĠSuc": 48014, - "ĠSOS": 48015, - "ĠSBS": 48016, - "ĠSotheby": 48017, - "ayana": 48018, - "ĠCQ": 48019, - "igens": 48020, - "adowing": 48021, - "ĠMunnar": 48022, - "Ġasynchron": 48023, - "Ġwhispers": 48024, - "ĠBount": 48025, - "ĠBedding": 48026, - "unas": 48027, - "university": 48028, - "ulite": 48029, - "Ġconical": 48030, - "ĠWarr": 48031, - "Ġseptember": 48032, - "Ġdend": 48033, - "ĠHedge": 48034, - "Ġfray": 48035, - "ĠDDR": 48036, - "ĠFritz": 48037, - "quiet": 48038, - "ĠRage": 48039, - "ĠRSA": 48040, - "ĠLoves": 48041, - "ĠLaksh": 48042, - "ĠLansing": 48043, - "ĠGED": 48044, - "ĠGotham": 48045, - "ĠErit": 48046, - "ĠEAR": 48047, - "Ġchoral": 48048, - "Ġchoked": 48049, - "Ġug": 48050, - "ĠOTT": 48051, - "ĠOmbudsman": 48052, - "Ġplaid": 48053, - "Ġjails": 48054, - "ĠThro": 48055, - "Ġloom": 48056, - "Ġtrance": 48057, - "berman": 48058, - "ĠKD": 48059, - "ĠKut": 48060, - "Ġspinner": 48061, - "Ġevoked": 48062, - "Ġ321": 48063, - "Ġ328": 48064, - "ĠStarr": 48065, - "ĠChr": 48066, - "Ġovergrown": 48067, - "Ġarid": 48068, - "Ġimpede": 48069, - "Ġemojis": 48070, - "Ġfolly": 48071, - "ĠReward": 48072, - "ĠReformation": 48073, - "ertations": 48074, - "Ġreposition": 48075, - "phon": 48076, - "anything": 48077, - "Ġraj": 48078, - "ermere": 48079, - "ĠSeagram": 48080, - "bley": 48081, - "typical": 48082, - "ĠUnilever": 48083, - "ometime": 48084, - "Ġlocus": 48085, - "meas": 48086, - "meet": 48087, - "Ġmonot": 48088, - "Ġmoniker": 48089, - "ĠProposed": 48090, - "Ġsurfact": 48091, - "Ġgriddle": 48092, - "inescence": 48093, - "ĠAnast": 48094, - "Ġinterceptions": 48095, - "ceptor": 48096, - "eney": 48097, - "eneca": 48098, - "Ġchildish": 48099, - "Ġslaughtered": 48100, - "ĠBezos": 48101, - "Weather": 48102, - "been": 48103, - "ĠClone": 48104, - "erno": 48105, - "Ġclassically": 48106, - "Ġleveled": 48107, - "Ġpassports": 48108, - "Ġinflict": 48109, - "Ġlighted": 48110, - "ĠSpruce": 48111, - "Ġgrapple": 48112, - "Ġvideog": 48113, - "Ġcheckbox": 48114, - "Ġairways": 48115, - "portation": 48116, - "okay": 48117, - "Ġsuccessors": 48118, - "Ġsocialize": 48119, - "Ġmilitar": 48120, - "ĠAmes": 48121, - "ĠRooney": 48122, - "uffling": 48123, - "Ġheartwarming": 48124, - "ĠContra": 48125, - "Ġprobing": 48126, - "ĠComparing": 48127, - "INO": 48128, - "Ġdigress": 48129, - "Ġplantings": 48130, - "ĠMinimal": 48131, - "ESA": 48132, - "Ġ247": 48133, - "Ġfunctionally": 48134, - "Ġ253": 48135, - "Ġpretzels": 48136, - "unga": 48137, - "Ġdebug": 48138, - "ĠByrne": 48139, - "ĠSomebody": 48140, - "ĠBuick": 48141, - "Ġtrackers": 48142, - "ĠGeological": 48143, - "ĠBarney": 48144, - "ĠMcBride": 48145, - "Ġbiochemistry": 48146, - "Already": 48147, - "ĠâĿ": 48148, - "Ġsnails": 48149, - "Ġcamo": 48150, - "ĠHousekeeping": 48151, - "ameda": 48152, - "ĠAcute": 48153, - "ĠAcoustic": 48154, - "arantine": 48155, - "Ġanalyzer": 48156, - "Ġpowert": 48157, - "ĠUpcoming": 48158, - "241": 48159, - "Ġbudgetary": 48160, - "ĠDelivered": 48161, - "ĠOpens": 48162, - "Ġconvoy": 48163, - "Phill": 48164, - "ĠRemedy": 48165, - "Expert": 48166, - "Ġrepel": 48167, - "287": 48168, - "Ġpalaces": 48169, - "Ġquarterbacks": 48170, - "ĠSurprise": 48171, - "Ġhospitalizations": 48172, - "uminum": 48173, - "ĠSalmonella": 48174, - "igrate": 48175, - "ĠBethel": 48176, - "Ġbanjo": 48177, - "radun": 48178, - "ĠPhilodendron": 48179, - "ĠSpecialized": 48180, - "Ġchartered": 48181, - "Ġboosters": 48182, - "Arts": 48183, - "ĠBerlo": 48184, - "555": 48185, - "Ġsprang": 48186, - "Ġcopious": 48187, - "Ġkingdoms": 48188, - "ĠPMI": 48189, - "Adjust": 48190, - "ĠMuseums": 48191, - "Ġjudgements": 48192, - "ĠLibre": 48193, - "Ġkneading": 48194, - "ĠKeyword": 48195, - "Ġrebates": 48196, - "whelming": 48197, - "ĠDefine": 48198, - "ĠCracker": 48199, - "Ġcannibal": 48200, - "ĠRamirez": 48201, - "Ġcrackdown": 48202, - "ĠGalleries": 48203, - "Ġunwelcome": 48204, - "ĠRefine": 48205, - "Ohio": 48206, - "ĠAngles": 48207, - "ĠPhysi": 48208, - "ĠPhilippe": 48209, - "nsics": 48210, - "ĠOlympus": 48211, - "rifice": 48212, - "ĠHolders": 48213, - "powerful": 48214, - "ĠTreatments": 48215, - "ĠClinics": 48216, - "ĠDarcy": 48217, - "RPG": 48218, - "Guest": 48219, - "ĠDeadline": 48220, - "Ġferries": 48221, - "Ġribbed": 48222, - "ĠðŁĺĬ": 48223, - "ĠPearce": 48224, - "ĠBuffy": 48225, - "ĠRaja": 48226, - "ĠJeanne": 48227, - "IGHTS": 48228, - "ĠMcKay": 48229, - "ĠPreparing": 48230, - "ĠBusy": 48231, - "Ġmoisturize": 48232, - "Ġsubtitle": 48233, - "ĠWatkins": 48234, - "Ġindulging": 48235, - "ĠObserver": 48236, - "ĠPapua": 48237, - "Ġdosages": 48238, - "ĠGibbs": 48239, - "Ġreassured": 48240, - "ĠCMOS": 48241, - "Ġbitterly": 48242, - "Ġreckoned": 48243, - "Ġcortical": 48244, - "ĠCassie": 48245, - "ĠTobago": 48246, - "gotten": 48247, - "busier": 48248, - "Ġeyeliner": 48249, - "Ġpolymerase": 48250, - "Ġب": 48251, - "ĠVineyards": 48252, - "Ġbailout": 48253, - "ĠExceptional": 48254, - "Ġillegitimate": 48255, - "Ġnortheastern": 48256, - "Ġchiropractor": 48257, - "Ġsimmering": 48258, - "Ġrejuvenation": 48259, - "ĠCarrollwood": 48260, - "Breaking": 48261, - "ĠBruins": 48262, - "Israeli": 48263, - "ĠHaitian": 48264, - "Ġbunker": 48265, - "Ġinfiltration": 48266, - "Ġglorified": 48267, - "ĠClover": 48268, - "ynthetic": 48269, - "ĠFernandez": 48270, - "Photos": 48271, - "ĠBHK": 48272, - "ĠAbram": 48273, - "Ġorphanage": 48274, - "ĠDeutsch": 48275, - "ĠUtilizing": 48276, - "Ġlumens": 48277, - "ĠKawasaki": 48278, - "ĠAllegheny": 48279, - "Ġasteroid": 48280, - "examination": 48281, - "Ġmelanoma": 48282, - "Ġintercepted": 48283, - "dinand": 48284, - "âĺħâĺħ": 48285, - "Ġcraziness": 48286, - "ĠHitchcock": 48287, - "ĠOversight": 48288, - "ĠBDSM": 48289, - "Ġvandalism": 48290, - "á¹£á¹ĩa": 48291, - "ĠMemorandum": 48292, - "ĠHumphrey": 48293, - "Ġlaborers": 48294, - "ĠFayetteville": 48295, - "ĠANGEL": 48296, - "ĠSiemens": 48297, - "ĠKyrgyz": 48298, - "Ġbigotry": 48299, - "Ġfurthest": 48300, - "á¹Ľá¹£á¹ĩa": 48301, - "Ġfaçade": 48302, - "ĠKyneton": 48303, - "pranillo": 48304, - "Ġglycogen": 48305, - "329": 48306, - "590": 48307, - "695": 48308, - "Bow": 48309, - "HU": 48310, - "JB": 48311, - "Kitchen": 48312, - "KING": 48313, - "Lets": 48314, - "Latest": 48315, - "Marc": 48316, - "Miami": 48317, - "PB": 48318, - "PRE": 48319, - "Rh": 48320, - "RIS": 48321, - "Train": 48322, - "ZY": 48323, - "^^": 48324, - "acia": 48325, - "bid": 48326, - "bart": 48327, - "bob": 48328, - "bio": 48329, - "dron": 48330, - "gium": 48331, - "hirts": 48332, - "iad": 48333, - "jana": 48334, - "lund": 48335, - "methyl": 48336, - "nit": 48337, - "sam": 48338, - "subs": 48339, - "tune": 48340, - "trial": 48341, - "uette": 48342, - "wes": 48343, - "wolves": 48344, - "zt": 48345, - "erd": 48346, - "Ġomit": 48347, - "ndy": 48348, - "Ġcv": 48349, - "eson": 48350, - "orca": 48351, - "Ġfad": 48352, - "enaries": 48353, - "Ġpunt": 48354, - "Ġmule": 48355, - "Ġmpg": 48356, - "aras": 48357, - "Ġinferences": 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48412, - "udging": 48413, - "Ġkate": 48414, - "agic": 48415, - "ĠJA": 48416, - "Ġoutfitted": 48417, - "Ġensembles": 48418, - "Ġunab": 48419, - "Ġunstructured": 48420, - "Ġunopened": 48421, - "Ġappendix": 48422, - "ĠYout": 48423, - "ĠKul": 48424, - "ĠVortex": 48425, - "ĠSting": 48426, - "ĠStairs": 48427, - "Ġimposs": 48428, - "Ġrecapt": 48429, - "Ġnocturnal": 48430, - "Ġnozzles": 48431, - "onson": 48432, - "onsai": 48433, - "Ġshea": 48434, - "Ġshepherds": 48435, - "ovirus": 48436, - "Ġ580": 48437, - "Ġconsp": 48438, - "ĠRecession": 48439, - "Ġflops": 48440, - "urnished": 48441, - "Ġdecoding": 48442, - "Ġblasts": 48443, - "Ġcaric": 48444, - "ĠAndes": 48445, - "Ġinscribed": 48446, - "Ġ6800": 48447, - "Ġbrimming": 48448, - ".âĢĿ)": 48449, - "Ġmediate": 48450, - "inside": 48451, - "Ġserge": 48452, - "ĠAlaskan": 48453, - "Weight": 48454, - "beyond": 48455, - "Ġrefractory": 48456, - "Ġopeners": 48457, - "conceived": 48458, - "Ġheady": 48459, - "Ġbrood": 48460, - "Ġbrook": 48461, - "ĠSpots": 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"ĠFleshlight": 48655, - "ĠJacqueline": 48656, - "Luxury": 48657, - "ĠEnsuring": 48658, - "Ġengulfed": 48659, - "improvement": 48660, - "Ġmilliliters": 48661, - "Ġartichoke": 48662, - "Saharan": 48663, - "Ġparachute": 48664, - "ĠRemedies": 48665, - "Ġbinoculars": 48666, - "Ġbergamot": 48667, - "Ġtriumphant": 48668, - "Ġglaucoma": 48669, - "wifery": 48670, - "Ġfructose": 48671, - "!âĢ¦": 48672, - "CK": 48673, - "Cour": 48674, - "Creat": 48675, - "Font": 48676, - "FECT": 48677, - "Hal": 48678, - "Kh": 48679, - "Mi": 48680, - "Oak": 48681, - "Rare": 48682, - "Seal": 48683, - "Sett": 48684, - "Swed": 48685, - "Suddenly": 48686, - "Va": 48687, - "Ws": 48688, - "Wang": 48689, - "YES": 48690, - "cru": 48691, - "cute": 48692, - "dao": 48693, - "doub": 48694, - "fro": 48695, - "fuck": 48696, - "fault": 48697, - "github": 48698, - "jad": 48699, - "lady": 48700, - "rank": 48701, - "ridden": 48702, - "sense": 48703, - "tall": 48704, - "worn": 48705, - "ÂŁ": 48706, - "Ïī": 48707, - "Ùĩ": 48708, - "âķ": 48709, - "Ġtau": 48710, - "Ġtah": 48711, - "Ġtumbled": 48712, - "heus": 48713, - "Ġcory": 48714, - "itans": 48715, - "enact": 48716, - "enough": 48717, - "Ġbistro": 48718, - "Ġpedd": 48719, - "Ġtodays": 48720, - "argu": 48721, - "Ġinvert": 48722, - "icola": 48723, - "omans": 48724, - "omach": 48725, - "aside": 48726, - "llable": 48727, - "Ġlathe": 48728, - "ĠeLearning": 48729, - "Ġnudge": 48730, - "Ġgab": 48731, - "ĠIIT": 48732, - "ĠIgl": 48733, - "ĠTread": 48734, - "ĠTsu": 48735, - "ĠSich": 48736, - "ĠSHA": 48737, - "ĠCate": 48738, - "ĠCres": 48739, - "ĠCope": 48740, - "impl": 48741, - "iris": 48742, - "ĠMog": 48743, - "ĠMord": 48744, - "ĠMorg": 48745, - "ĠMakers": 48746, - "raised": 48747, - "Ġwhirlpool": 48748, - "ĠPomer": 48749, - "ĠBild": 48750, - "tera": 48751, - "ĠWines": 48752, - "ĠWIRE": 48753, - "Ġsevered": 48754, - "cko": 48755, - "Ġdeities": 48756, - "ĠDres": 48757, - "ĠDior": 48758, - "ĠDET": 48759, - "ĠDaryl": 48760, - "ĠFilled": 48761, - "ĠFiling": 48762, - 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48815, - "ĠProxy": 48816, - "Ġmodality": 48817, - "Ġpresided": 48818, - "Ġeaster": 48819, - "Ġcallers": 48820, - "ggies": 48821, - "Ġsubreddit": 48822, - "Ġexpulsion": 48823, - "Ġbookcase": 48824, - "ĠShots": 48825, - "ĠAlk": 48826, - "Ġcrammed": 48827, - "Ġextortion": 48828, - "Ġsignalling": 48829, - "Ġslotted": 48830, - "ĠClive": 48831, - "Ġpayers": 48832, - "ockets": 48833, - "Ġbrazil": 48834, - "otters": 48835, - "thels": 48836, - "Ġgliding": 48837, - "Ġglitches": 48838, - "ĠZo": 48839, - "ĠZhen": 48840, - "ĠPhoe": 48841, - "1080": 48842, - "ĠColt": 48843, - "505": 48844, - "Ġhouseplant": 48845, - "minus": 48846, - "minutes": 48847, - "Ġsoftening": 48848, - "ĠMarcell": 48849, - "ductors": 48850, - "Ġnetted": 48851, - "Ġseasonally": 48852, - "Ġantip": 48853, - "irties": 48854, - "ĠInsta": 48855, - "ĠMedina": 48856, - "Ġfrontman": 48857, - "Ġbarrage": 48858, - "Ġbarista": 48859, - "Ġfallacy": 48860, - "ĠMinnie": 48861, - "ESOME": 48862, - "ĠTrains": 48863, - "ĠCalm": 48864, - "ĠStatements": 48865, - "eddon": 48866, - "Ġprimaries": 48867, - "ĠImpl": 48868, - "ophysical": 48869, - "ĠGeometry": 48870, - "Ġ406": 48871, - "Ġ409": 48872, - "flon": 48873, - "ĠMcGr": 48874, - "relation": 48875, - "408": 48876, - "ĠIntuitive": 48877, - "urbation": 48878, - "ĠElise": 48879, - "ĠElsa": 48880, - "Ġmatrim": 48881, - "enders": 48882, - "Ġdreamt": 48883, - "Ġrollover": 48884, - "Reci": 48885, - "Ġsweetener": 48886, - "domin": 48887, - "ĠTransplant": 48888, - "Ġvirtu": 48889, - "ĠModerate": 48890, - "Ġticked": 48891, - "Ġreflector": 48892, - "Ġclothed": 48893, - "ĠEducator": 48894, - "ðŁ¤": 48895, - "Philipp": 48896, - "ĠRemark": 48897, - "ĠNewsom": 48898, - "ĠSchultz": 48899, - "buyers": 48900, - "ĠMacintosh": 48901, - "Ġmotorway": 48902, - "Ġguesswork": 48903, - "Ġstochastic": 48904, - "Ġsnowsh": 48905, - "Ġthickened": 48906, - "ĠBaylor": 48907, - "ĠCameras": 48908, - "ĠSlayer": 48909, - "IVERS": 48910, - "IMO": 48911, - "IAA": 48912, - "ĠHolistic": 48913, - "Ġunsolicited": 48914, - "gloss": 48915, - "ĠGalile": 48916, - "ĠVictims": 48917, - "Ġsighting": 48918, - "azzi": 48919, - "ĠHardcover": 48920, - "Ġjeep": 48921, - "ĠBallard": 48922, - "ĠMurdoch": 48923, - "Manage": 48924, - "Anything": 48925, - "ĠRefresh": 48926, - "Address": 48927, - "ĠJonas": 48928, - "ĠBeautifully": 48929, - "Ġrupees": 48930, - "ĠHaan": 48931, - "Ġsedation": 48932, - "Ġdilute": 48933, - "иÑĩ": 48934, - "ĠRequests": 48935, - "Ġcontroversies": 48936, - "Ġoverseen": 48937, - "ĠBadger": 48938, - "Ġaltru": 48939, - "ĠTraders": 48940, - "är": 48941, - "ĠDOE": 48942, - "ĠDocs": 48943, - "ĠPersu": 48944, - "ĠTRU": 48945, - "ĠLockheed": 48946, - "ĠCFB": 48947, - "Ġradiotherapy": 48948, - "ĠLotto": 48949, - "ĠMarshal": 48950, - "ĠPentair": 48951, - "Ġliberating": 48952, - "Ġmajesty": 48953, - "Ġrallying": 48954, - "esecakes": 48955, - "Ġbreakdowns": 48956, - "Increasing": 48957, - "Ġquarrying": 48958, - "Ġbumpy": 48959, - "Ġmocked": 48960, - "ĠLagotto": 48961, - "ĠCheltenham": 48962, - "Ġlakeside": 48963, - "Ġretrieving": 48964, - "ĠTNF": 48965, - "Ġcongrats": 48966, - "ĠSelena": 48967, - "Ġdispensary": 48968, - "Ġheterogeneity": 48969, - "ĠSweat": 48970, - "ĠAthletes": 48971, - "Ġstreaks": 48972, - "Ġboron": 48973, - "Ġundermined": 48974, - "Ġfollicle": 48975, - "ĠVelcro": 48976, - "ĠKidney": 48977, - "Ġvaporizer": 48978, - "Ġlucid": 48979, - "Ġevacuate": 48980, - "Ġfinesse": 48981, - "Ġosteoarthritis": 48982, - "ĠScarlet": 48983, - "Ġpatronage": 48984, - "ĠNamibia": 48985, - "Ġpiracy": 48986, - "nominated": 48987, - "Nonetheless": 48988, - "Ġsideline": 48989, - "ĠBurgess": 48990, - "Ġlanterns": 48991, - "Especially": 48992, - "Ġdiscernment": 48993, - "ĠAdvancement": 48994, - "Ġapril": 48995, - "labeled": 48996, - "ĠMentor": 48997, - "Ġimmortality": 48998, - "Ġcannabinoid": 48999, - "ĠBucharest": 49000, - "Ġunequiv": 49001, - "Ġcharisma": 49002, - "Ġcellulose": 49003, - "ĠGeoffrey": 49004, - "Ġdemocrats": 49005, - "Ġbbq": 49006, - "Ġcluttered": 49007, - "internet": 49008, - "Ġdiscrepancy": 49009, - "Ġassimilation": 49010, - "Associate": 49011, - "Ġblistering": 49012, - "ãĥ¼ãĥ": 49013, - "ĠApprentices": 49014, - "Ġperforated": 49015, - "ĠOrientation": 49016, - "Ġeloquent": 49017, - "Royce": 49018, - "Ġsuccumbed": 49019, - "ĠCecil": 49020, - "ĠDangerous": 49021, - "ĠAdvertisement": 49022, - "Specifically": 49023, - "Ġgrappling": 49024, - "rivaled": 49025, - "Ġshrugged": 49026, - "ĠAsheville": 49027, - "ĠVodafone": 49028, - "Ġtreacherous": 49029, - "Ġunknowingly": 49030, - "Ġchickpeas": 49031, - "ĠCaldwell": 49032, - "Ġsubspecies": 49033, - "ameleon": 49034, - "ĠRihanna": 49035, - "/...": 49036, - "219": 49037, - ">.": 49038, - "Ak": 49039, - "Die": 49040, - "Delta": 49041, - "Grace": 49042, - "Hung": 49043, - "LB": 49044, - "LF": 49045, - "Lower": 49046, - "Mis": 49047, - "Morgan": 49048, - "Pull": 49049, - "ROM": 49050, - "Serve": 49051, - "Tools": 49052, - "Warning": 49053, - "WAN": 49054, - "YR": 49055, - "YOU": 49056, - "bite": 49057, - "bron": 49058, - "burd": 49059, - "discovery": 49060, - "fake": 49061, - "gren": 49062, - "gado": 49063, - "lins": 49064, - "munds": 49065, - "pas": 49066, - "route": 49067, - "slow": 49068, - "æĺ": 49069, - "Ġtingling": 49070, - "Ġwok": 49071, - "athere": 49072, - "Ġcay": 49073, - "itra": 49074, - "Ġhitters": 49075, - "Ġrebo": 49076, - "Ġgib": 49077, - "Ġgps": 49078, - "cted": 49079, - "ĠICD": 49080, - "Ġischemic": 49081, - "ĠTear": 49082, - "ĠTRI": 49083, - "otel": 49084, - "ĠSOLD": 49085, - "ĠSmeg": 49086, - "ĠSlightly": 49087, - "cerer": 49088, - "ĠCIP": 49089, - "ĠAAP": 49090, - "Ġstigmat": 49091, - "ĠMole": 49092, - "ĠPicks": 49093, - "ĠPouch": 49094, - "gey": 49095, - "ooch": 49096, - "ĠWifi": 49097, - "abine": 49098, - "Ġdeforestation": 49099, - "ĠHens": 49100, - "ĠFarr": 49101, - "ĠFrey": 49102, - "ĠFaucets": 49103, - "ĠRong": 49104, - "ĠRask": 49105, - "Ġ299": 49106, - "Ġrushes": 49107, - "oprop": 49108, - "ĠLange": 49109, - "artic": 49110, - "Ġalias": 49111, - "ĠGale": 49112, - "ĠElo": 49113, - "Ġchia": 49114, - "allah": 49115, - "tea": 49116, - "cian": 49117, - "reducing": 49118, - "feas": 49119, - "akn": 49120, - "Ġbutts": 49121, - "accom": 49122, - "acola": 49123, - "Ġtees": 49124, - "Ġteak": 49125, - "answer": 49126, - "actory": 49127, - "Ġunamb": 49128, - "Ġunifying": 49129, - "Ġunbalanced": 49130, - "Ġunprotected": 49131, - "Ġinco": 49132, - "Ġclinker": 49133, - "ĠYates": 49134, - "ĠKorn": 49135, - "Ġdisemb": 49136, - "Ġ315": 49137, - "ĠStor": 49138, - "ĠStake": 49139, - "ordinated": 49140, - "Ġarson": 49141, - "inka": 49142, - "Ġimprom": 49143, - "Ġscape": 49144, - "licting": 49145, - "Ġpoppy": 49146, - "ĠReaction": 49147, - "Ġflares": 49148, - "Ġsyru": 49149, - "Ġdecency": 49150, - "Ġdecaying": 49151, - "ĠSegment": 49152, - "Ġmonoton": 49153, - "ĠDeS": 49154, - "Ġbelated": 49155, - "Ġcalligraphy": 49156, - "Ġboon": 49157, - "Ġcuriously": 49158, - "Ġmetformin": 49159, - "auf": 49160, - "ĠAless": 49161, - "ĠAlchemist": 49162, - "Ġ866": 49163, - "Ġpurses": 49164, - "Ġpostcode": 49165, - "Ġslay": 49166, - "Ġslugs": 49167, - "Ġvalet": 49168, - "âĢľ[": 49169, - "coon": 49170, - "ĠLending": 49171, - "Ġfillet": 49172, - "ucket": 49173, - "ĠQian": 49174, - "ĠQLD": 49175, - "ussen": 49176, - "tti": 49177, - "Ġdiaries": 49178, - "1971": 49179, - "Ġgraced": 49180, - "ĠAlly": 49181, - "ĠAllergy": 49182, - "ĠBlaze": 49183, - "Ġlawfully": 49184, - "506": 49185, - "cused": 49186, - "Ġ1872": 49187, - "Ġpauses": 49188, - "ĠSchen": 49189, - "Ġshortfall": 49190, - "Ġmenacing": 49191, - "Ġsolver": 49192, - "ĠAppreciation": 49193, - "ĠXB": 49194, - "ĠEnvy": 49195, - "ĠDoct": 49196, - "ĠControlled": 49197, - "ĠContribution": 49198, - "Ġcookbooks": 49199, - "ĠBrat": 49200, - "ĠGuill": 49201, - "ĠCOR": 49202, - "1100": 49203, - "Angel": 49204, - "ĠPeperomia": 49205, - "roman": 49206, - "181": 49207, - "ĠDram": 49208, - "ĠDrone": 49209, - "ĠDrilling": 49210, - "Ġregularity": 49211, - "Ġlittered": 49212, - "ĠWorldCat": 49213, - "ĠDepos": 49214, - "scr": 49215, - "guitar": 49216, - "Ġradiology": 49217, - "251": 49218, - "Ġvacu": 49219, - "ophan": 49220, - "ĠCrimes": 49221, - "Ġnationalities": 49222, - "ĠMcLean": 49223, - "random": 49224, - "Ġhitter": 49225, - "preted": 49226, - "ĠAcne": 49227, - "Ġarchipelago": 49228, - "ĠGlidden": 49229, - "cula": 49230, - "Ġfarmed": 49231, - "Ġundead": 49232, - "Ġpooling": 49233, - "aldi": 49234, - "ĠWorked": 49235, - "Ġconveniences": 49236, - "454": 49237, - "ĠBelgrade": 49238, - "laid": 49239, - "ĠScha": 49240, - "ĠSchwe": 49241, - "Ġcabs": 49242, - "Ġprotracted": 49243, - "Ġ%,": 49244, - "ĠLightly": 49245, - "ĠAPPL": 49246, - "Ġbrownie": 49247, - "Ġerode": 49248, - "Ġmutated": 49249, - "ĠMelody": 49250, - "Ġdissolving": 49251, - "Ġdissimilar": 49252, - "ĠStokes": 49253, - "Ġdiameters": 49254, - "Ġcoordinators": 49255, - "Ġcroche": 49256, - "ĠLabo": 49257, - "ĠNovak": 49258, - "IRS": 49259, - "ĠAdvances": 49260, - "ĠCatalan": 49261, - "Ġarresting": 49262, - "Neg": 49263, - "ĠVerb": 49264, - "ĠGrands": 49265, - "Ġclarinet": 49266, - "Ġguitarists": 49267, - "ĠChairperson": 49268, - "Ġrigorously": 49269, - "Independent": 49270, - "Ġprospecting": 49271, - "ĠReflections": 49272, - "Ġsteamer": 49273, - "Ġgateways": 49274, - "ĠEstimated": 49275, - "Ġstrolling": 49276, - "ĠMosque": 49277, - "ĠÎĶ": 49278, - "corp": 49279, - "Ġjudgmental": 49280, - "Collect": 49281, - "Ġrepeatable": 49282, - "ĠBuckets": 49283, - "xxxx": 49284, - "ĠPolytechnic": 49285, - "Partners": 49286, - "Suite": 49287, - "Ġproximal": 49288, - "Ġshielding": 49289, - "ĠðŁĺĤ": 49290, - "ĠDiameter": 49291, - "Ġnaïve": 49292, - "CLUD": 49293, - "Ġliberalism": 49294, - "Ġvigor": 49295, - "Ġhoodies": 49296, - "ĠEVs": 49297, - "Ġperpetrator": 49298, - "ĠManuals": 49299, - "Ġretrograde": 49300, - "ĠInspire": 49301, - "eronomy": 49302, - "ĠDSL": 49303, - "Ġgreased": 49304, - "Increase": 49305, - "Ġmoderators": 49306, - "Ġcyclone": 49307, - "Career": 49308, - "Ġconstituencies": 49309, - "ĠSNAP": 49310, - "ка": 49311, - "Healthy": 49312, - "Ġmigratory": 49313, - "Ġlasagna": 49314, - "Ġcorrectional": 49315, - "ĠLegislation": 49316, - "ĠGentiles": 49317, - "Ġcanceling": 49318, - "Ġchoreographer": 49319, - "Ġeyelash": 49320, - "Retail": 49321, - "ĠBehaviour": 49322, - "persed": 49323, - "ĠWoogie": 49324, - "Ġproclaiming": 49325, - "Country": 49326, - "ĠAccepted": 49327, - "ĠThornton": 49328, - "Ġdiscouraging": 49329, - "privacy": 49330, - "Ġbruises": 49331, - "ĠRahul": 49332, - "Ġmultifaceted": 49333, - "Ġpermeability": 49334, - "Ġexacerbate": 49335, - "ĠEarnings": 49336, - "ĠOMG": 49337, - "Ġcentrifug": 49338, - "enhancing": 49339, - "ĠGnaw": 49340, - "Ġsterilization": 49341, - "ĠSquadron": 49342, - "Ġkeratin": 49343, - "projects": 49344, - "Michel": 49345, - "Ġunbeaten": 49346, - "ĠSuggested": 49347, - "Ġdialects": 49348, - "ĠConvertible": 49349, - "Sync": 49350, - "Ġnudity": 49351, - "primary": 49352, - "Ġelectrolyte": 49353, - "ĠZhuo": 49354, - "Ġundisclosed": 49355, - "ĠHickam": 49356, - "Systems": 49357, - "Ġelicit": 49358, - "ĠChopra": 49359, - "Ġchalet": 49360, - "Ġangiography": 49361, - "Ġfrigid": 49362, - "Ġmismatch": 49363, - "Ġreaffirm": 49364, - "Ġeyewear": 49365, - "Ġsoprano": 49366, - "Ġhibern": 49367, - "Ġtrampoline": 49368, - "Ġcliché": 49369, - "ĠDinosaur": 49370, - "ĠResurrection": 49371, - "Ġdiaspora": 49372, - "Ġfasciata": 49373, - "Ġgnawing": 49374, - "Higher": 49375, - "Ġiodine": 49376, - "ĠSovereign": 49377, - "acamole": 49378, - "Greetings": 49379, - "ĠTuscany": 49380, - "ĠSyllabus": 49381, - "Ġimpromptu": 49382, - "AFP": 49383, - "Boo": 49384, - "BBC": 49385, - "Brain": 49386, - "Crit": 49387, - "Eastern": 49388, - "Flight": 49389, - "Frequ": 49390, - "Faith": 49391, - "KM": 49392, - "Ky": 49393, - "Kelly": 49394, - "Lost": 49395, - "MHz": 49396, - "NV": 49397, - "Nature": 49398, - "Natal": 49399, - "Rus": 49400, - "Ross": 49401, - "Selling": 49402, - "Tap": 49403, - "Teen": 49404, - "brows": 49405, - "hate": 49406, - "hoff": 49407, - "mast": 49408, - "served": 49409, - "upper": 49410, - "vp": 49411, - "wold": 49412, - "wanted": 49413, - "zac": 49414, - "Äĵ": 49415, - "Ðij": 49416, - "á¸": 49417, - "Ġtion": 49418, - "Ġtach": 49419, - "Ġtink": 49420, - "Ġairst": 49421, - "hera": 49422, - "reel": 49423, - "reast": 49424, - "Ġwading": 49425, - "Ġwarts": 49426, - "Ġobe": 49427, - "itial": 49428, - "esse": 49429, - "Ġfescue": 49430, - "Ġpon": 49431, - "Ġpcs": 49432, - "Ġmichael": 49433, - "Ġmoths": 49434, - "Ġmafia": 49435, - "Ġdw": 49436, - "asone": 49437, - "Ġtha": 49438, - "Ġyam": 49439, - "Ġrename": 49440, - "roaches": 49441, - "Ġgurus": 49442, - "ĠINA": 49443, - "ĠTON": 49444, - "Ġbeets": 49445, - "utting": 49446, - "ĠSiding": 49447, - "ĠSplend": 49448, - "ĠAph": 49449, - "ĠAries": 49450, - "ĠMim": 49451, - "ĠMab": 49452, - "ĠPip": 49453, - "ĠPACK": 49454, - "ifice": 49455, - "Ġhazy": 49456, - "ĠWass": 49457, - "ĠWunder": 49458, - "ĠHust": 49459, - "ĠDort": 49460, - "ĠDems": 49461, - "Ġextender": 49462, - "ĠFH": 49463, - "ĠFail": 49464, - "ĠFSA": 49465, - "Ġnef": 49466, - "Ġrick": 49467, - "Ġrashes": 49468, - "umas": 49469, - "ĠLET": 49470, - "arthen": 49471, - "Ġshitty": 49472, - "ĠGator": 49473, - "ĠEu": 49474, - "ĠEly": 49475, - "ĠEmin": 49476, - "ĠENS": 49477, - "ĠOro": 49478, - "ĠOkin": 49479, - "ĠOPP": 49480, - "Ġabhor": 49481, - "tele": 49482, - "Ġhaste": 49483, - "acency": 49484, - "ryl": 49485, - "Ġincurs": 49486, - "Ġclippings": 49487, - "Ġapprehension": 49488, - "reece": 49489, - "ĠKá¹Ľá¹£á¹ĩa": 49490, - "assessment": 49491, - "Ġevade": 49492, - "Ġ327": 49493, - "ĠChir": 49494, - "ĠChung": 49495, - "ĠChattanooga": 49496, - "Ġarre": 49497, - "inta": 49498, - "Ġscorp": 49499, - "ĠHeard": 49500, - "iann": 49501, - "Ġtraitor": 49502, - "Ġindist": 49503, - "obviously": 49504, - "ĠRebels": 49505, - "iseum": 49506, - "Ġflimsy": 49507, - "urnix": 49508, - "ĠAssy": 49509, - "âĢ¦âĢ¦.": 49510, - "Ġpresets": 49511, - "Ġinterlocking": 49512, - "readable": 49513, - "Ġ710": 49514, - "ĠShrine": 49515, - "Ġretry": 49516, - "Ġcorals": 49517, - "ahaha": 49518, - "ĠAdele": 49519, - "Ġdefensively": 49520, - "Ġdistort": 49521, - "Ġdistortions": 49522, - "Ġrestorations": 49523, - "Ġstately": 49524, - "Ġconcave": 49525, - "iky": 49526, - "ĠExhaust": 49527, - "Ġvetted": 49528, - "Ġpasser": 49529, - "Ġheadlight": 49530, - "ĠTrash": 49531, - "Ġfoodies": 49532, - "ĠSpam": 49533, - "Ġestranged": 49534, - "Ġgravit": 49535, - "Ġprevailed": 49536, - "Ġsaloon": 49537, - "ĠCola": 49538, - "ĠColon": 49539, - "particip": 49540, - "Ġ184": 49541, - "ĠConclusions": 49542, - "ĠPrima": 49543, - "shared": 49544, - "Whats": 49545, - "Ġswaps": 49546, - "centre": 49547, - "ĠResear": 49548, - "ĠÂĵ": 49549, - "ĠAtkinson": 49550, - "Ġshortness": 49551, - "ĠMargar": 49552, - "Ġmilky": 49553, - "ĠAmar": 49554, - "ĠAmnesty": 49555, - "Ġcutoff": 49556, - "ĠXF": 49557, - "ĠXer": 49558, - "Ġamounting": 49559, - "ĠMediation": 49560, - "herson": 49561, - "Ġauthorizing": 49562, - "ĠGris": 49563, - "ĠCOUR": 49564, - "Ġbarcode": 49565, - "Ġblacksmith": 49566, - "Ġfavorably": 49567, - "Stan": 49568, - "Ġstrainer": 49569, - "182": 49570, - "Ġrecognisable": 49571, - "Chicken": 49572, - "ambar": 49573, - "259": 49574, - "Ġcouncillors": 49575, - "Ġsixteenth": 49576, - "ĠUsa": 49577, - "ophagus": 49578, - "ĠBarth": 49579, - "Ġdependents": 49580, - "relative": 49581, - "Ġripen": 49582, - "806": 49583, - "Alt": 49584, - "iffel": 49585, - "ĠMonkeys": 49586, - "ĠAirbrush": 49587, - "prev": 49588, - "Ġmaturing": 49589, - "OTS": 49590, - "ĠEverywhere": 49591, - "Ġcelebratory": 49592, - "renching": 49593, - "Attend": 49594, - "Ġfatality": 49595, - "Ġbandage": 49596, - "ĠModest": 49597, - "Shift": 49598, - "Shipping": 49599, - "Ġcrucified": 49600, - "Ġdressings": 49601, - "Ġappointing": 49602, - "Ġcancerous": 49603, - "457": 49604, - "Ġunfit": 49605, - "ĠSao": 49606, - "Ġboogie": 49607, - "Ġtoning": 49608, - "655": 49609, - "Ġcalculators": 49610, - "ĠLikely": 49611, - "ĠBayern": 49612, - "ĠHelens": 49613, - "ĠÃħ": 49614, - "Ġrotors": 49615, - "ĠElectron": 49616, - "Ġapocalyptic": 49617, - "ĠSamson": 49618, - "367": 49619, - "vincible": 49620, - "Ġoxides": 49621, - "Ġsimplifies": 49622, - "ĠMadhya": 49623, - "Ġdissolves": 49624, - "ĠHeader": 49625, - "Justice": 49626, - "ĠNovo": 49627, - "ĠUNICEF": 49628, - "Ġtriglycer": 49629, - "Ġtanker": 49630, - "ĠFrankenstein": 49631, - "ĠVerification": 49632, - "Ġhangers": 49633, - "ĠGravel": 49634, - "666": 49635, - "ĠExecution": 49636, - "Enc": 49637, - "ĠPoplar": 49638, - "Manchester": 49639, - "description": 49640, - "ĠMicah": 49641, - "Ġbulldo": 49642, - "Ġprotestors": 49643, - "Ġneutron": 49644, - "ĠEstimates": 49645, - "ĠCommonly": 49646, - "ĠCNS": 49647, - "ĠProcessor": 49648, - "Ġbattalion": 49649, - "Ġrefresher": 49650, - "umerable": 49651, - "Ġluncheon": 49652, - "ĠFatima": 49653, - "ultaneously": 49654, - "Ġsneaky": 49655, - "ĠSnowden": 49656, - "iyaki": 49657, - "Instagram": 49658, - "Ġirritable": 49659, - "Ġpetitioners": 49660, - "Frame": 49661, - "ĠRhine": 49662, - "Ġcommunicative": 49663, - "Ġparadigms": 49664, - "Ġstimulant": 49665, - "damn": 49666, - "ĠAutomobile": 49667, - "ĠAlternate": 49668, - "ĠClippers": 49669, - "optional": 49670, - "posted": 49671, - "Ġwinged": 49672, - "skilled": 49673, - "utherland": 49674, - "Ġresonated": 49675, - "ĠChromebook": 49676, - "BOX": 49677, - ",,,": 49678, - "Ġportraying": 49679, - "Ġstabilizing": 49680, - "ĠLucknow": 49681, - "ĠProduce": 49682, - "aderie": 49683, - "Ġintuitively": 49684, - "ĠPsalms": 49685, - "ĠCocktails": 49686, - "Ġgingerbread": 49687, - "planning": 49688, - "Ġgroomed": 49689, - "ĠCybersecurity": 49690, - "Congrats": 49691, - "ĠCrimea": 49692, - "ĠPomona": 49693, - "joba": 49694, - "Developing": 49695, - "Ġexemplified": 49696, - "ĠCantonese": 49697, - "ĠEddy": 49698, - "ĠNeuroscience": 49699, - "ĠEtc": 49700, - "Julie": 49701, - "Ġmorphological": 49702, - "Ġreservoirs": 49703, - "Ġneighbourhoods": 49704, - "Ġcrawled": 49705, - "Ġturbocharged": 49706, - "Ġpunishable": 49707, - "Ġlinguistics": 49708, - "Ġidioms": 49709, - "Ġconvex": 49710, - "Ġabolish": 49711, - "Ġpianos": 49712, - "Ġmultifamily": 49713, - "Ġnarcotics": 49714, - "Ġissuers": 49715, - "Ġcovenants": 49716, - "ĠLorraine": 49717, - "ĠBreeders": 49718, - "Ġwholesaler": 49719, - "Discuss": 49720, - "Explorer": 49721, - "Ġâľĵ": 49722, - "Owned": 49723, - "Ġmonetize": 49724, - "yenne": 49725, - "ĠRespondent": 49726, - "PLEASE": 49727, - "ĠVirtually": 49728, - "Ġovercame": 49729, - "Ġantitrust": 49730, - "Ġtropes": 49731, - "Ġcommendable": 49732, - "Traditionally": 49733, - "ĠReveal": 49734, - "Â¥Â": 49735, - "ĠâĿ¤ï¸ı": 49736, - "ĠForgotten": 49737, - "Ġgleaming": 49738, - "Ġpamphlet": 49739, - "Emergency": 49740, - "ĠLorenzo": 49741, - "Ġphosphorylation": 49742, - "Ġwartime": 49743, - "ĠGhatotkacha": 49744, - "Ġupheaval": 49745, - "ĠIpswich": 49746, - "Ġmusculoskeletal": 49747, - "ophageal": 49748, - "ĠUpholstery": 49749, - "Ġfatigued": 49750, - 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], - [ - "Ġch", - "ute" - ], - [ - "Ġch", - "urning" - ], - [ - "ĠN", - "aw" - ], - [ - "ĠN", - "ana" - ], - [ - "Ġle", - "ach" - ], - [ - "ĠO", - "lsen" - ], - [ - "ud", - "ers" - ], - [ - "Ġab", - "iding" - ], - [ - "Ġpl", - "iable" - ], - [ - "Ġk", - "al" - ], - [ - "Ġk", - "enn" - ], - [ - "Ġad", - "obe" - ], - [ - "ĠJ", - "ia" - ], - [ - "ĠJ", - "ah" - ], - [ - "Ġen", - "viable" - ] - ] - } -} \ No newline at end of file diff --git a/hf_vs_self.ipynb b/hf_vs_self.ipynb deleted file mode 100644 index 4d76ac658..000000000 --- a/hf_vs_self.ipynb +++ /dev/null @@ -1,389 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "41a70ba8-5cca-41ac-bd4b-4523e170ee62", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/sander/Desktop/tokenizers/.venv/lib/python3.13/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], - "source": [ - "from datasets import load_dataset\n", - "import json, gzip\n", - "\n", - "corpus_name=\"eng_latn_300mb\"\n", - "dataset = load_dataset(\n", - " \"sanderland/monolingual-tokenizer-data\",\n", - " data_files=[f\"{corpus_name}.txt\"],\n", - " split=\"train\",\n", - " streaming=False,\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "307b4c0d-246e-4823-9a92-1f4d9d6a3727", - "metadata": {}, - "outputs": [], - "source": [ - "tokfile = f\"{corpus_name}-hf.json\"" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "a8bb392d-36b9-42a7-aaff-866eb4bb1ab2", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - "\n" - ] - } - ], - "source": [ - "from tokenizers import Tokenizer, pre_tokenizers\n", - "from tokenizers.models import BPE\n", - "from tokenizers.trainers import BpeTrainer\n", - "from tokenizers.pre_tokenizers import ByteLevel\n", - "from tokenizers.normalizers import NFC, Lowercase, Sequence\n", - "\n", - "tokenizer = Tokenizer(BPE(unk_token=\"<|endoftext|>\"))\n", - "tokenizer.normalizer = Sequence([NFC()])\n", - "tokenizer.pre_tokenizer = ByteLevel(add_prefix_space=False)\n", - "\n", - "trainer = BpeTrainer(vocab_size=50257, special_tokens=[\"<|endoftext|>\"], initial_alphabet=pre_tokenizers.ByteLevel.alphabet() )\n", - "def get_training_corpus():\n", - " for row in dataset:\n", - " yield row[\"text\"]\n", - "\n", - "# 4. Train the tokenizer using the new iterator\n", - "tokenizer.train_from_iterator(get_training_corpus(), trainer=trainer)\n", - "\n", - "tokenizer.save(tokfile)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "885e06e1-1ef1-40cc-a1fc-cc1d0e281e6f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Encoded string: ['Hello', ',', 'Ġthis', 'Ġis', 'Ġa', 'Ġtest', 'Ġof', 'Ġthe', 'Ġnew', 'ĠGP', 'T', '-', '2', 'Ġstyle', 'Ġtoken', 'izer', '.']\n", - "Encoded IDs: [10452, 12, 417, 315, 258, 1343, 289, 263, 617, 8929, 52, 13, 18, 2493, 17741, 6208, 14]\n", - "\n", - "Encoded complex string: ['ĠĠĠ', 'ĠMultiple', 'Ġspaces', 'Ġand', 'Ġspecial', 'Ġcharacters', 'Ġlike', \"Ġ'\", 'é', \"'\", '!']\n", - "Encoded complex IDs: [44242, 17800, 6320, 286, 1439, 4077, 584, 1111, 2849, 7, 1]\n" - ] - } - ], - "source": [ - "tokenizer = Tokenizer.from_file(tokfile)\n", - "\n", - "encoded = tokenizer.encode(\"Hello, this is a test of the new GPT-2 style tokenizer.\")\n", - "print(\"Encoded string:\", encoded.tokens)\n", - "print(\"Encoded IDs:\", encoded.ids)\n", - "\n", - "encoded_complex = tokenizer.encode(\" Multiple spaces and special characters like 'é'!\")\n", - "print(\"\\nEncoded complex string:\", encoded_complex.tokens)\n", - "print(\"Encoded complex IDs:\", encoded_complex.ids)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "d2799286-beed-4362-a080-25722caefa15", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "--- Top 20 BPE Merges ---\n", - "1: ['Ġ', 't']\n", - "2: ['Ġ', 'a']\n", - "3: ['i', 'n']\n", - "4: ['h', 'e']\n", - "5: ['r', 'e']\n", - "6: ['o', 'n']\n", - "7: ['Ġt', 'he']\n", - "8: ['e', 'r']\n", - "9: ['Ġ', 's']\n", - "10: ['Ġ', 'w']\n", - "11: ['Ġ', 'o']\n", - "12: ['a', 't']\n", - "13: ['n', 'd']\n", - "14: ['Ġ', 'c']\n", - "15: ['i', 't']\n", - "16: ['e', 's']\n", - "17: ['o', 'u']\n", - "18: ['o', 'r']\n", - "19: ['i', 's']\n", - "20: ['Ġ', 'f']\n" - ] - } - ], - "source": [ - "# 8. Load the saved tokenizer file to inspect its contents\n", - "with open(tokfile, \"r\") as f:\n", - " tokenizer_data = json.load(f)\n", - "merges = tokenizer_data['model']['merges']\n", - "\n", - "n = 20\n", - "print(f\"\\n--- Top {n} BPE Merges ---\")\n", - "for i, merge in enumerate(merges[:n]):\n", - " print(f\"{i + 1}: {merge!r}\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "2f740b1a-e573-47ed-bab3-c5dd8ce4e720", - "metadata": {}, - "outputs": [], - "source": [ - "with gzip.open(f\"/Users/sander/Desktop/script_bpe/results/tokenizers/{corpus_name}/n50000/bytes_gpt2.json.gz\") as f:\n", - " my_tok = json.load(f)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "95c8a134-b86b-4d1a-b732-643100e2a99c", - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "def bytes_to_char():\n", - " bs = list(range(ord(\"!\"), ord(\"~\")+1))+list(range(ord(\"¡\"), ord(\"¬\")+1))+list(range(ord(\"®\"), ord(\"ÿ\")+1))\n", - " cs = bs[:]\n", - " n = 0\n", - " for b in range(2**8):\n", - " if b not in bs:\n", - " bs.append(b)\n", - " cs.append(2**8+n)\n", - " n += 1\n", - " cs = [chr(n) for n in cs]\n", - " return dict(zip(bs, cs))\n", - "char_to_byte = {v:k for k,v in bytes_to_char().items()}\n", - "\n", - "def demangle_hf_token(token_string: str) -> bytes:\n", - " \"\"\"\n", - " Converts a token string from the HF tokenizer's vocab or merges\n", - " (which uses special characters to represent bytes) back into a raw bytes object.\n", - " \n", - " Example: demangle_hf_token('âĢ') -> b'\\xe2\\x80'\n", - " \"\"\"\n", - " byte_values = [char_to_byte[char] for char in token_string]\n", - " return bytes(byte_values).decode(errors='backslashreplace')" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "0d3b4f06-256d-4c62-9896-510af8b3afca", - "metadata": {}, - "outputs": [], - "source": [ - "my_vocab = set()\n", - "hf_vocab = set()\n", - "\n", - "my_merges = my_tok['metadata']['tokens'][256:]\n", - "for i, (hf_merge, my_merge) in enumerate(zip(merges, my_merges)):\n", - " hf_froma, hf_fromb = hf_merge\n", - " hf_to = demangle_hf_token(hf_froma+hf_fromb)\n", - " my_to = my_merge['vocab']\n", - " my_vocab.add(my_to)\n", - " hf_vocab.add(hf_to) \n", - " if hf_to != my_to and i< 1680:\n", - " print(f\"{i}: hf {hf_to!r} \\tmy {my_to!r}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "bac7c815-8db8-4d2f-a4d7-73e6758dc470", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "set()" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "my_vocab - hf_vocab" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "b649064b-2f28-4fa5-a600-7d48bf5335d3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "set()" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hf_vocab - my_vocab" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "700a3b24-3cc3-46e6-9ef4-67862898ccd1", - "metadata": {}, - "outputs": [], - "source": [ - "my_merges = my_tok['metadata']['tokens'][256:]\n", - "for i, (hf_merge, my_merge) in enumerate(zip(merges, my_merges)):\n", - " hf_froma, hf_fromb = hf_merge\n", - " hf_to = demangle_hf_token(hf_froma+hf_fromb)\n", - " my_to = my_merge['vocab']\n", - " no_match = (hf_to != my_to)\n", - " if my_to not in hf_vocab or hf_to not in my_vocab or no_match:\n", - " if my_to not in hf_vocab:\n", - " marker = 'm'\n", - " elif hf_to not in my_vocab:\n", - " marker = 'h'\n", - " else:\n", - " marker = '?'\n", - " print(f\"{marker} {i}: hf {repr(hf_to):20} \\tmy {repr(my_to):20}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "8752ff29-9885-446b-a4a5-8af9c5a9a328", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Map: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 846440/846440 [00:33<00:00, 25077.75 examples/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "--- Corpus Compression Statistics ---\n", - "Total bytes in original text: 299,153,665\n", - "Total number of tokens generated: 63,629,873\n", - "Compression Ratio (Bytes/Token): 4.7015\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "from tokenizers import Tokenizer\n", - "from tqdm import tqdm\n", - "\n", - "# 2. Initialize counters\n", - "total_original_bytes = 0\n", - "total_tokens = 0\n", - "\n", - "# 3. Define a function to process a batch of texts\n", - "def process_batch(batch):\n", - " global total_original_bytes, total_tokens\n", - " # Calculate the byte size of the original text (in UTF-8)\n", - " # The 'text' column is assumed to contain your text data.\n", - " text_list = batch[\"text\"]\n", - " total_original_bytes += sum(len(text.encode('utf-8')) for text in text_list if text)\n", - " \n", - " # Tokenize the text and count the number of tokens\n", - " # Using batch_encode is much faster than encoding one by one.\n", - " encoded_batch = tokenizer.encode_batch(text_list)\n", - " total_tokens += sum(len(encoding.ids) for encoding in encoded_batch)\n", - "\n", - "dataset.map(\n", - " process_batch,\n", - " batched=True,\n", - " batch_size=1000,\n", - ")\n", - "\n", - "compression_ratio = total_original_bytes / total_tokens\n", - "print(\"\\n--- Corpus Compression Statistics ---\")\n", - "print(f\"Total bytes in original text: {total_original_bytes:,}\")\n", - "print(f\"Total number of tokens generated: {total_tokens:,}\")\n", - "print(f\"Compression Ratio (Bytes/Token): {compression_ratio:.4f}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "eaab4da1-cf22-4377-99e9-e1809bb247eb", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "620dc2bd-6964-420e-831f-c15f62ac0e20", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.13.3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 3d839f15bd3e6e9116d301c5d2a760f37ca788ff Mon Sep 17 00:00:00 2001 From: Sander Land Date: Wed, 23 Jul 2025 13:02:23 +0200 Subject: [PATCH 5/6] clean --- bindings/node/index.js | 30 ++++++++---------------------- 1 file changed, 8 insertions(+), 22 deletions(-) diff --git a/bindings/node/index.js b/bindings/node/index.js index f16904863..6301b761d 100644 --- a/bindings/node/index.js +++ b/bindings/node/index.js @@ -208,30 +208,16 @@ switch (platform) { } break case 'arm': - if (isMusl()) { - localFileExisted = existsSync(join(__dirname, 'tokenizers.linux-arm-musleabihf.node')) - try { - if (localFileExisted) { - nativeBinding = require('./tokenizers.linux-arm-musleabihf.node') - } else { - nativeBinding = require('tokenizers-linux-arm-musleabihf') - } - } catch (e) { - loadError = e - } - } else { - localFileExisted = existsSync(join(__dirname, 'tokenizers.linux-arm-gnueabihf.node')) - try { - if (localFileExisted) { - nativeBinding = require('./tokenizers.linux-arm-gnueabihf.node') - } else { - nativeBinding = require('tokenizers-linux-arm-gnueabihf') - } - } catch (e) { - loadError = e + localFileExisted = existsSync(join(__dirname, 'tokenizers.linux-arm-gnueabihf.node')) + try { + if (localFileExisted) { + nativeBinding = require('./tokenizers.linux-arm-gnueabihf.node') + } else { + nativeBinding = require('tokenizers-linux-arm-gnueabihf') } + } catch (e) { + loadError = e } - break case 'riscv64': if (isMusl()) { localFileExisted = existsSync(join(__dirname, 'tokenizers.linux-riscv64-musl.node')) From a04eff83527d33fdbad7049519e37019858b80ec Mon Sep 17 00:00:00 2001 From: Sander Land Date: Sun, 7 Sep 2025 22:22:31 +0200 Subject: [PATCH 6/6] edit bindings/node/lib/bindings/normalizers.test.ts, edit bindings/node/src/normalizers.rs and 5 other changes --- bindings/node/index.d.ts | 7 +------ bindings/node/index.js | 1 + .../node/lib/bindings/normalizers.test.ts | 20 ++++--------------- bindings/node/src/normalizers.rs | 17 +++------------- bindings/python/src/normalizers.rs | 7 +++---- .../python/tests/bindings/test_normalizers.py | 4 +--- tokenizers/src/normalizers/unicode.rs | 11 +++------- 7 files changed, 16 insertions(+), 51 deletions(-) diff --git a/bindings/node/index.d.ts b/bindings/node/index.d.ts index 58ef0b716..46b3e779a 100644 --- a/bindings/node/index.d.ts +++ b/bindings/node/index.d.ts @@ -77,12 +77,7 @@ export function lowercase(): Normalizer export function replace(pattern: string, content: string): Normalizer export function nmt(): Normalizer export function precompiled(bytes: Array): Normalizer -export interface UnicodeFilterOptions { - filterUnassigned?: boolean - filterPrivateUse?: boolean - filterSurrogate?: boolean -} -export function unicodeFilter(options?: UnicodeFilterOptions | undefined | null): Normalizer +export function unicodeFilter(filterUnassigned?: boolean | undefined | null, filterPrivateUse?: boolean | undefined | null): Normalizer export const enum JsSplitDelimiterBehavior { Removed = 'Removed', Isolated = 'Isolated', diff --git a/bindings/node/index.js b/bindings/node/index.js index 6301b761d..36537f20f 100644 --- a/bindings/node/index.js +++ b/bindings/node/index.js @@ -218,6 +218,7 @@ switch (platform) { } catch (e) { loadError = e } + break case 'riscv64': if (isMusl()) { localFileExisted = existsSync(join(__dirname, 'tokenizers.linux-riscv64-musl.node')) diff --git a/bindings/node/lib/bindings/normalizers.test.ts b/bindings/node/lib/bindings/normalizers.test.ts index f153224bb..f46e9b0e8 100644 --- a/bindings/node/lib/bindings/normalizers.test.ts +++ b/bindings/node/lib/bindings/normalizers.test.ts @@ -50,39 +50,27 @@ describe('unicodeFilter', () => { }) it('handles default filtering', () => { - const normalizer = unicodeFilter() // Default filters out Unassigned, PrivateUse, Surrogate + const normalizer = unicodeFilter() // Default filters out Unassigned, PrivateUse const input = 'Hello' + String.fromCharCode(0xE000) + String.fromCodePoint(0xF0000) + String.fromCodePoint(0x10FFFF) expect(normalizer.normalizeString(input)).toEqual('Hello') }) it('accepts custom filter options', () => { // Only filter private use areas - const normalizer = unicodeFilter({ - filterUnassigned: false, - filterPrivateUse: true, - filterSurrogate: false - }) + const normalizer = unicodeFilter(false, true) const input = 'Hello' + String.fromCharCode(0xE000) + String.fromCodePoint(0xF0000) + String.fromCodePoint(0x10FFFF) const expected = 'Hello' + String.fromCodePoint(0x10FFFF) expect(normalizer.normalizeString(input)).toEqual(expected) }) it('accepts undefined options', () => { - const normalizer = unicodeFilter({ - filterUnassigned: undefined, - filterPrivateUse: undefined, - filterSurrogate: undefined - }) + const normalizer = unicodeFilter(undefined, undefined) const input = 'Hello' + String.fromCharCode(0xE000) + String.fromCodePoint(0xF0000) + String.fromCodePoint(0x10FFFF) expect(normalizer.normalizeString(input)).toEqual('Hello') }) it('can disable all filtering', () => { - const normalizer = unicodeFilter({ - filterUnassigned: false, - filterPrivateUse: false, - filterSurrogate: false - }) + const normalizer = unicodeFilter(false, false) const input = 'Hello' + String.fromCharCode(0xE000) + String.fromCodePoint(0xF0000) + String.fromCodePoint(0x10FFFF) expect(normalizer.normalizeString(input)).toEqual(input) }) diff --git a/bindings/node/src/normalizers.rs b/bindings/node/src/normalizers.rs index ecb0b99f3..50d18c93f 100644 --- a/bindings/node/src/normalizers.rs +++ b/bindings/node/src/normalizers.rs @@ -187,22 +187,11 @@ pub fn precompiled(bytes: Vec) -> Result { }) } -#[napi(object)] -#[derive(Default)] -#[allow(non_snake_case)] -pub struct UnicodeFilterOptions { - pub filterUnassigned: Option, - pub filterPrivateUse: Option, - pub filterSurrogate: Option, -} - #[napi] -pub fn unicode_filter(options: Option) -> Normalizer { - let options = options.unwrap_or_default(); +pub fn unicode_filter(filter_unassigned: Option, filter_private_use: Option) -> Normalizer { let filter = tk::normalizers::UnicodeFilter::new( - options.filterUnassigned.unwrap_or(true), - options.filterPrivateUse.unwrap_or(true), - options.filterSurrogate.unwrap_or(true) + filter_unassigned.unwrap_or(true), + filter_private_use.unwrap_or(true) ); Normalizer { diff --git a/bindings/python/src/normalizers.rs b/bindings/python/src/normalizers.rs index 2bf32e14f..5e3153347 100644 --- a/bindings/python/src/normalizers.rs +++ b/bindings/python/src/normalizers.rs @@ -805,12 +805,11 @@ pub struct PyUnicodeFilter {} #[pymethods] impl PyUnicodeFilter { #[new] - #[pyo3(signature = (filter_unassigned = None, filter_private_use = None, filter_surrogate = None), text_signature = "(self, filter_unassigned = True, filter_private_use = True, filter_surrogate = True)")] - fn new(filter_unassigned: Option, filter_private_use: Option, filter_surrogate: Option) -> (Self, PyNormalizer) { + #[pyo3(signature = (filter_unassigned = None, filter_private_use = None), text_signature = "(self, filter_unassigned = True, filter_private_use = True)")] + fn new(filter_unassigned: Option, filter_private_use: Option) -> (Self, PyNormalizer) { let filter = tk::normalizers::UnicodeFilter::new( filter_unassigned.unwrap_or(true), - filter_private_use.unwrap_or(true), - filter_surrogate.unwrap_or(true) + filter_private_use.unwrap_or(true) ); (PyUnicodeFilter {}, filter.into()) } diff --git a/bindings/python/tests/bindings/test_normalizers.py b/bindings/python/tests/bindings/test_normalizers.py index e3edc7b45..45280c361 100644 --- a/bindings/python/tests/bindings/test_normalizers.py +++ b/bindings/python/tests/bindings/test_normalizers.py @@ -209,7 +209,7 @@ def test_instantiate(self): assert isinstance(pickle.loads(pickle.dumps(UnicodeFilter())), UnicodeFilter) def test_default_filtering(self): - normalizer = UnicodeFilter() # Default filters out Unassigned, PrivateUse, Surrogate + normalizer = UnicodeFilter() # Default filters out Unassigned, PrivateUse output = normalizer.normalize_str("Hello\uE000\U000F0000\U0010FFFF") # Hello + Private Use + Private Use B + Unassigned assert output == "Hello" # Only valid chars remain @@ -218,7 +218,6 @@ def test_custom_filtering(self): normalizer = UnicodeFilter( filter_unassigned=False, filter_private_use=True, - filter_surrogate=False ) output = normalizer.normalize_str("Hello\uE000\U000F0000\U0010FFFF") assert output == "Hello\U0010FFFF" # Private use removed, others kept @@ -232,7 +231,6 @@ def test_can_modify(self): normalizer = UnicodeFilter( filter_unassigned=False, filter_private_use=False, - filter_surrogate=False ) output = normalizer.normalize_str("Hello\uE000\U000F0000\U0010FFFF") assert output == "Hello\uE000\U000F0000\U0010FFFF" # Nothing filtered diff --git a/tokenizers/src/normalizers/unicode.rs b/tokenizers/src/normalizers/unicode.rs index d4382b900..a2f18f652 100644 --- a/tokenizers/src/normalizers/unicode.rs +++ b/tokenizers/src/normalizers/unicode.rs @@ -89,7 +89,6 @@ use serde::{Deserialize, Serialize}; pub struct UnicodeFilter { filter_unassigned: bool, filter_private_use: bool, - filter_surrogate: bool, } impl Default for UnicodeFilter { @@ -97,7 +96,6 @@ impl Default for UnicodeFilter { Self { filter_unassigned: true, filter_private_use: true, - filter_surrogate: true, } } } @@ -107,12 +105,10 @@ impl UnicodeFilter { /// Args: /// filter_unassigned: Whether to filter out unassigned unicode characters /// filter_private_use: Whether to filter out private use unicode characters - /// filter_surrogate: Whether to filter out surrogate unicode characters - pub fn new(filter_unassigned: bool, filter_private_use: bool, filter_surrogate: bool) -> Self { + pub fn new(filter_unassigned: bool, filter_private_use: bool) -> Self { Self { filter_unassigned, filter_private_use, - filter_surrogate, } } } @@ -122,8 +118,7 @@ impl Normalizer for UnicodeFilter { normalized.filter(|c| { let category = get_general_category(c); !(self.filter_unassigned && category == GeneralCategory::Unassigned || - self.filter_private_use && category == GeneralCategory::PrivateUse || - self.filter_surrogate && category == GeneralCategory::Surrogate) + self.filter_private_use && category == GeneralCategory::PrivateUse) }); Ok(()) } @@ -144,7 +139,7 @@ mod tests { // Test with only filtering unassigned let mut n = NormalizedString::from(original); - UnicodeFilter::new(true, false, false).normalize(&mut n).unwrap(); + UnicodeFilter::new(true, false).normalize(&mut n).unwrap(); assert_eq!(n.get(), format!("A\u{20AC}\u{E000}")); // Keep private use, filter unassigned }