From d703ded76164cee185ae1a5b44b2e588b94763ea Mon Sep 17 00:00:00 2001 From: xxl <505279206@qq.com> Date: Wed, 27 Nov 2024 16:39:53 +0800 Subject: [PATCH] first commit --- README.md | 173 +- added_tokens.json | 5 + chat_template.json | 3 + config.json | 252 + configuration.json | 1 + generation_config.json | 7 + merges.txt | 48901 +++++++ model.safetensors | 3 + preprocessor_config.json | 28 + processor_config.json | 4 + special_tokens_map.json | 53 + tokenizer.json | 244976 ++++++++++++++++++++++++++++++++++++ tokenizer_config.json | 181 + vocab.json | 1 + 14 files changed, 294586 insertions(+), 2 deletions(-) create mode 100644 added_tokens.json create mode 100644 chat_template.json create mode 100644 config.json create mode 100644 configuration.json create mode 100644 generation_config.json create mode 100644 merges.txt create mode 100644 model.safetensors create mode 100644 preprocessor_config.json create mode 100644 processor_config.json create mode 100644 special_tokens_map.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json create mode 100644 vocab.json diff --git a/README.md b/README.md index a4fb858..7159e39 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,172 @@ -# SmolVLM_a13740444511891456137163 +--- +library_name: transformers +license: apache-2.0 +datasets: +- HuggingFaceM4/the_cauldron +- HuggingFaceM4/Docmatix +pipeline_tag: image-text-to-text +language: +- en +base_model: +- HuggingFaceTB/SmolLM2-1.7B-Instruct +- google/siglip-so400m-patch14-384 +--- +Image description -SmolVLM \ No newline at end of file +# SmolVLM + +SmolVLM is a compact open multimodal model that accepts arbitrary sequences of image and text inputs to produce text outputs. +Designed for efficiency, SmolVLM can answer questions about images, describe visual content, create stories grounded on multiple images, +or function as a pure language model without visual inputs. Its lightweight architecture makes it suitable for on-device applications +while maintaining strong performance on multimodal tasks. + +## Model Summary + +- **Developed by:** Hugging Face 🤗 +- **Model type:** Multi-modal model (image+text) +- **Language(s) (NLP):** English +- **License:** Apache 2.0 +- **Architecture:** Based on [Idefics3](https://huggingface.co/HuggingFaceM4/Idefics3-8B-Llama3) (see technical summary) + +## Resources + +- **Demo:** [SmolVLM Demo](https://huggingface.co/spaces/HuggingFaceTB/SmolVLM) +- **Blog:** [Blog post](https://huggingface.co/blog/smolvlm) + +## Uses + +SmolVLM can be used for inference on multimodal (image + text) tasks where the input comprises text queries along with one or more images. +Text and images can be interleaved arbitrarily, enabling tasks like image captioning, visual question answering, and storytelling based on +visual content. The model does not support image generation. + +To fine-tune SmolVLM on a specific task, you can follow the fine-tuning tutorial. + + +### Technical Summary + +SmolVLM leverages the lightweight SmolLM2 language model to provide a compact yet powerful multimodal experience. +It introduces several changes compared to previous Idefics models: + +- **Image compression:** We introduce a more radical image compression compared to Idefics3 to enable the model to infer faster and use less RAM. +- **Visual Token Encoding:** SmolVLM uses 81 visual tokens to encode image patches of size 384×384. Larger images are divided into patches, each encoded separately, enhancing efficiency without compromising performance. + +More details about the training and architecture are available in our technical report. + + +### How to get started + +You can use transformers to load, infer and fine-tune SmolVLM. + +```python +import torch +from PIL import Image +from transformers import AutoProcessor, AutoModelForVision2Seq +from transformers.image_utils import load_image +DEVICE = "cuda" if torch.cuda.is_available() else "cpu" +# Load images +image1 = load_image("https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg") +image2 = load_image("https://huggingface.co/spaces/merve/chameleon-7b/resolve/main/bee.jpg") +# Initialize processor and model +processor = AutoProcessor.from_pretrained("HuggingFaceTB/SmolVLM-Base") +model = AutoModelForVision2Seq.from_pretrained( + "HuggingFaceTB/SmolVLM-Base", + torch_dtype=torch.bfloat16, + _attn_implementation="flash_attention_2" if DEVICE == "cuda" else "eager", +).to(DEVICE) +# Create input messages +messages = [ + { + "role": "user", + "content": [ + {"type": "image"}, + {"type": "image"}, + {"type": "text", "text": "Can you describe the two images?"} + ] + }, +] +# Prepare inputs +prompt = processor.apply_chat_template(messages, add_generation_prompt=True) +inputs = processor(text=prompt, images=[image1, image2], return_tensors="pt") +inputs = inputs.to(DEVICE) +# Generate outputs +generated_ids = model.generate(**inputs, max_new_tokens=500) +generated_texts = processor.batch_decode( + generated_ids, + skip_special_tokens=True, +) +print(generated_texts[0]) +""" +User:Can you describe the two images? +Assistant: I can describe the first one, but I can't describe the second one. +""" +``` + + +### Model optimizations + +**Precision**: For better performance, load and run the model in half-precision (`torch.float16` or `torch.bfloat16`) if your hardware supports it. + +```python +from transformers import AutoModelForVision2Seq +import torch +model = AutoModelForVision2Seq.from_pretrained( + "HuggingFaceTB/SmolVLM-Base", + torch_dtype=torch.bfloat16 +).to("cuda") +``` + +You can also load SmolVLM with 4/8-bit quantization using bitsandbytes, torchao or Quanto. Refer to [this page](https://huggingface.co/docs/transformers/en/main_classes/quantization) for other options. + +```python +from transformers import AutoModelForVision2Seq, BitsAndBytesConfig +import torch +quantization_config = BitsAndBytesConfig(load_in_8bit=True) +model = AutoModelForVision2Seq.from_pretrained( + "HuggingFaceTB/SmolVLM-Base", + quantization_config=quantization_config, +) +``` + +**Vision Encoder Efficiency**: Adjust the image resolution by setting `size={"longest_edge": N*384}` when initializing the processor, where N is your desired value. The default `N=4` works well, which results in input images of +size 1536×1536. For documents, `N=5` might be beneficial. Decreasing N can save GPU memory and is appropriate for lower-resolution images. This is also useful if you want to fine-tune on videos. + + +## Misuse and Out-of-scope Use + +SmolVLM is not intended for high-stakes scenarios or critical decision-making processes that affect an individual's well-being or livelihood. The model may produce content that appears factual but may not be accurate. Misuse includes, but is not limited to: + +- Prohibited Uses: + - Evaluating or scoring individuals (e.g., in employment, education, credit) + - Critical automated decision-making + - Generating unreliable factual content +- Malicious Activities: + - Spam generation + - Disinformation campaigns + - Harassment or abuse + - Unauthorized surveillance + +### License + +SmolVLM is built upon [the shape-optimized SigLIP](https://huggingface.co/google/siglip-so400m-patch14-384) as image encoder and [SmolLM2](https://huggingface.co/HuggingFaceTB/SmolLM2-1.7B-Instruct) for text decoder part. + +We release the SmolVLM checkpoints under the Apache 2.0 license. + +## Training Details + +### Training Data + +The training data comes from [The Cauldron](https://huggingface.co/datasets/HuggingFaceM4/the_cauldron) and [Docmatix](https://huggingface.co/datasets/HuggingFaceM4/Docmatix) datasets, with emphasis on document understanding (25%) and image captioning (18%), while maintaining balanced coverage across other crucial capabilities like visual reasoning, chart comprehension, and general instruction following. +Example Image + + +## Evaluation + +| Model | MMMU (val) | MathVista (testmini) | MMStar (val) | DocVQA (test) | TextVQA (val) | Min GPU RAM required (GB) | +|-------------------|------------|----------------------|--------------|---------------|---------------|---------------------------| +| SmolVLM | 38.8 | 44.6 | 42.1 | 81.6 | 72.7 | 5.02 | +| Qwen-VL 2B | 41.1 | 47.8 | 47.5 | 90.1 | 79.7 | 13.70 | +| InternVL2 2B | 34.3 | 46.3 | 49.8 | 86.9 | 73.4 | 10.52 | +| PaliGemma 3B 448px| 34.9 | 28.7 | 48.3 | 32.2 | 56.0 | 6.72 | +| moondream2 | 32.4 | 24.3 | 40.3 | 70.5 | 65.2 | 3.87 | +| MiniCPM-V-2 | 38.2 | 39.8 | 39.1 | 71.9 | 74.1 | 7.88 | +| MM1.5 1B | 35.8 | 37.2 | 0.0 | 81.0 | 72.5 | NaN | \ No newline at end of file diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000..3931e07 --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,5 @@ +{ + "": 49154, + "": 49152, + "": 49153 +} diff --git a/chat_template.json b/chat_template.json new file mode 100644 index 0000000..31d40d4 --- /dev/null +++ b/chat_template.json @@ -0,0 +1,3 @@ +{ + "chat_template": "<|im_start|>{% for message in messages %}{{message['role'].capitalize()}}{% if message['content'][0]['type'] == 'image' %}{{':'}}{% else %}{{': '}}{% endif %}{% for line in message['content'] %}{% if line['type'] == 'text' %}{{line['text']}}{% elif line['type'] == 'image' %}{{ '' }}{% endif %}{% endfor %}<|endoftext|>\n{% endfor %}{% if add_generation_prompt %}{{ 'Assistant:' }}{% endif %}" +} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..72254d6 --- /dev/null +++ b/config.json @@ -0,0 +1,252 @@ +{ + "architectures": [ + "Idefics3ForConditionalGeneration" + ], + "image_seq_len": 81, + "image_token_id": 49153, + "model_type": "idefics3", + "scale_factor": 3, + "text_config": { + "_attn_implementation_autoset": false, + 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+Ġ o +e n +Ġ c +e s +Ġ w +n d +i t +o r +i s +a l +Ġ p +in g +Ġ f +a n +e d +Ġ b +o u +a r +Ġ in +Ġo f +Ġ m +Ġa nd +i on +i c +Ġ d +Ġt o +ĠĠ ĠĠ +l e +r o +a s +en t +Ġ h +Ġt h +c t +Ġ e +Ġ re +e l +o m +i l +s t +Ġ l +Ġ n +e t +i m +v e +o l +at ion +Ġ g +i d +Ġ T +s e +Ġ is +u r +u t +r a +l y +c e +o t +â Ģ +c h +o w +i g +Ġb e +Ġ u +Ġf or +Ġs t +Ġ y +Ġ A +v er +a m +ĠĠ Ġ +Ġ S +Ġ on +u l +i r +Ġth at +Ġ I +Ġ C +a y +i f +it h +a d +Ġc on +Ġy ou +Ġa s +Ġp ro +he r +o d +Ġw ith +t er +ĠĠĠĠ ĠĠĠĠ +Ġa n +Ġo r +Ġw h +Ġ it +m ent +Ġa re +Ġa l +g e +es s +is t +Ġe x +Ġ ( +er s +Ġd e +at e +a b +i es +o p +Ġ M +t h +e ct +re s +u s +Ġ P +ĠT he +Ġc om +i v +es t +u m +it y +Ġ he +q u +Ġ v +a c +il l +Ġ B +o re +e m +Ġw e +Ġs u +p p +o s +k e +a nd +ro m +n t +l d +or t +a in +an t +i ve +ig h +o c +Ġ H +Ġ W +i al +Ġc h +Ġb y +Ġ r +u d +Ġ E +ĠĠĠĠ ĠĠĠ +Ġc an +âĢ Ļ +Ġa t +u n +Ġn e +Ġh a +Ġ D +- - +u re +Ġ le +Ġ F +Ġs e +Ġ R +Ġf rom +Ġ en +r i +p e +ic al +ar t +o g +Ġw as +p t +ion s +p l +r ou 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"Ġcooperative": 16889, + "Ġanticipated": 16890, + "Ġboiling": 16891, + "ĠDict": 16892, + "Ġinjust": 16893, + "Ġhobby": 16894, + "RT": 16895, + "Ġoun": 16896, + "ĠRange": 16897, + "axon": 16898, + "azy": 16899, + "questions": 16900, + "Ġtricks": 16901, + "ĠGM": 16902, + "ĠBron": 16903, + "ĠMcG": 16904, + "Ġmerge": 16905, + "rule": 16906, + "Ġrefuse": 16907, + "ĠSolutions": 16908, + "Ġprevailing": 16909, + "Ġappar": 16910, + "ĠColumn": 16911, + "Oh": 16912, + "Ġtmp": 16913, + "ĠDakota": 16914, + "Aust": 16915, + "Ġpi": 16916, + "Ġcommissioned": 16917, + "Ġancestral": 16918, + "isure": 16919, + "ĠTher": 16920, + "ĠBiological": 16921, + "track": 16922, + "Work": 16923, + "Ġdaughters": 16924, + "ĠDental": 16925, + "pine": 16926, + "Ġspill": 16927, + "Ġfarther": 16928, + "IVE": 16929, + "Ġcivic": 16930, + "ĠVisit": 16931, + "Ġdeposit": 16932, + "Ġstrokes": 16933, + "Ġshr": 16934, + "Ġgoverned": 16935, + "ĠÙ": 16936, + "Thanks": 16937, + "Ġdur": 16938, + "othic": 16939, + "Ġpasswords": 16940, + "aturated": 16941, + "aders": 16942, + "Ġbroadly": 16943, + "ĠManufact": 16944, + "Ġsweat": 16945, + "Ġacceleration": 16946, + "Ġclimates": 16947, + "Ġsimplicity": 16948, + "Ste": 16949, + "Ġapost": 16950, + "Ġcrystall": 16951, + "irts": 16952, + "Ġpractically": 16953, + "Exper": 16954, + "Ġtenure": 16955, + "GP": 16956, + "ĠMun": 16957, + "Ġtextbooks": 16958, + "ĠCitiz": 16959, + "Ġdeviation": 16960, + "ĠToo": 16961, + "ctica": 16962, + "Ġcognition": 16963, + "ĠĠĠĠĠĠĠĠĠĠĠ": 16964, + "ĠRA": 16965, + "Ġstresses": 16966, + "Ġimpart": 16967, + "Ġbutterflies": 16968, + "Ġseism": 16969, + "Ġadject": 16970, + "Ġherbal": 16971, + "ĠExplore": 16972, + "Ġcannabis": 16973, + "Ġrighteous": 16974, + "Ġpilgrim": 16975, + "ĠAntarctic": 16976, + "prom": 16977, + "Ġtrait": 16978, + "ĠWorkshe": 16979, + "čĊčĊč": 16980, + "Ġattendance": 16981, + "Ġneeding": 16982, + "Ġrebellion": 16983, + "Ġtheatre": 16984, + "Ġcoh": 16985, + "classmethod": 16986, + "ijuana": 16987, + "eprint": 16988, + "ĠMarshall": 16989, + "ĠStage": 16990, + "ĠAnnual": 16991, + "Ġcubic": 16992, + "Ġhay": 16993, + "ĠAmericas": 16994, + "Ġvascular": 16995, + "Ġrif": 16996, + "ĊĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ": 16997, + "Ġpermissions": 16998, + "ĠDry": 16999, + "ĠDI": 17000, + "elsh": 17001, + "erion": 17002, + "Ġgeological": 17003, + "Ġ±": 17004, + "ĠExploration": 17005, + "ĠBrother": 17006, + "ĠActive": 17007, + "Ġprospects": 17008, + "social": 17009, + "Ġdecorative": 17010, + "lie": 17011, + "ĠKu": 17012, + "Ġdisproportion": 17013, + "ĠUnless": 17014, + "ĠIntrodu": 17015, + "Ġexperimentation": 17016, + "thony": 17017, + "Ġweakened": 17018, + "Ġrecess": 17019, + "Ġnonprofit": 17020, + "ĠManual": 17021, + "ĠTechnical": 17022, + "Ġtrillion": 17023, + "properties": 17024, + "Ġfunny": 17025, + "ĠBrun": 17026, + "Control": 17027, + "regn": 17028, + "ĠComprehens": 17029, + "Ġsmartphone": 17030, + "ão": 17031, + "Ġelephant": 17032, + "Ġclot": 17033, + "standard": 17034, + "Ġnasal": 17035, + "Ġoverseas": 17036, + "Ġtrafficking": 17037, + "nosis": 17038, + "ravel": 17039, + "Ġgrape": 17040, + "ucket": 17041, + "Ġhosting": 17042, + "Ġflights": 17043, + "psych": 17044, + "ĠLoad": 17045, + "Ġdisruption": 17046, + "Ġtricky": 17047, + "Ġtomato": 17048, + "cio": 17049, + "DNA": 17050, + "Ġlag": 17051, + "ĠHug": 17052, + "ĠWolf": 17053, + "Ġblending": 17054, + "Ġdetecting": 17055, + "Ġdisciples": 17056, + "Ġsurf": 17057, + "Ġbelonged": 17058, + "into": 17059, + "boxes": 17060, + "Ġslice": 17061, + "ĠCompet": 17062, + "ĠArchitecture": 17063, + "auses": 17064, + "umen": 17065, + "Ġlaptop": 17066, + "ESCO": 17067, + "ocker": 17068, + "Ġtonnes": 17069, + "ĠAcademic": 17070, + "ĠEnh": 17071, + "Ġthou": 17072, + "ĠPrice": 17073, + "iii": 17074, + "ĠDrawing": 17075, + "should": 17076, + "Ġaver": 17077, + "ĠPeninsula": 17078, + "Ġdiscre": 17079, + "Ġcruc": 17080, + "arring": 17081, + "Ġauthentication": 17082, + "Ġwhereby": 17083, + "Ġrecognizes": 17084, + "Ġcalculating": 17085, + "åħ": 17086, + "Ġarguing": 17087, + "Environment": 17088, + "Ġscanning": 17089, + "oria": 17090, + "ĠLuke": 17091, + "Ġtaxon": 17092, + "ĠPeru": 17093, + "lit": 17094, + "Ġsketch": 17095, + "ĠGab": 17096, + "Ġæ": 17097, + "Ġdots": 17098, + "Ġquiz": 17099, + "ĠPuerto": 17100, + "Ġsomebody": 17101, + "Ġflora": 17102, + "VA": 17103, + "Ġprotections": 17104, + "Ġstrips": 17105, + "Ġdisadvantages": 17106, + "Willi": 17107, + "ĠHTTP": 17108, + "Ġmultiply": 17109, + "birds": 17110, + "tol": 17111, + "ingham": 17112, + "ĠEver": 17113, + "ĠSwiss": 17114, + "ĠUniversal": 17115, + "threatening": 17116, + "Ġathe": 17117, + "Ġouts": 17118, + "ĠVerm": 17119, + "ĠOd": 17120, + "Ġdealt": 17121, + "sd": 17122, + "ĠPolitics": 17123, + "aho": 17124, + "ĠDra": 17125, + "Ġblu": 17126, + "ĠWeather": 17127, + "ĠPow": 17128, + "ĠGib": 17129, + "iarism": 17130, + "Ġfeminist": 17131, + "ĠFortunately": 17132, + "Ġfoam": 17133, + "yg": 17134, + "Ġdeclare": 17135, + "STR": 17136, + "nas": 17137, + "Ġdarker": 17138, + "ĠMulti": 17139, + "Sk": 17140, + "Ġimplicit": 17141, + "Ġdetermin": 17142, + "Look": 17143, + "Ġantim": 17144, + "Ġelephants": 17145, + "async": 17146, + "Ġprompted": 17147, + "ptical": 17148, + "ubric": 17149, + "brate": 17150, + ":%": 17151, + "Ġpetition": 17152, + "Ġresonance": 17153, + "ĠCEO": 17154, + "Ġpropaganda": 17155, + "scope": 17156, + "isive": 17157, + "ĠRO": 17158, + "Ġcoach": 17159, + "Ġhollow": 17160, + "Ġfractions": 17161, + "λ": 17162, + "setup": 17163, + "Ġgestures": 17164, + "Ġglobalization": 17165, + "University": 17166, + "Ġeasiest": 17167, + "Ġlifting": 17168, + "Ġrush": 17169, + "Tim": 17170, + "ĠQueens": 17171, + "Ġcomplaints": 17172, + "Ġhumanitarian": 17173, + "oned": 17174, + "Ġwrapped": 17175, + "rost": 17176, + "ĠTs": 17177, + "ĠStop": 17178, + "Ġaquarium": 17179, + "Ġlikewise": 17180, + "ĠPsychiat": 17181, + "inis": 17182, + "Ġthrust": 17183, + "ĠMonitoring": 17184, + "Ġhumble": 17185, + "Ġimports": 17186, + "Ġbiop": 17187, + "Ġleverage": 17188, + "Ġutils": 17189, + "ĠTruth": 17190, + "Ġkilomet": 17191, + "ĠBed": 17192, + "oping": 17193, + "Ġramp": 17194, + "omorph": 17195, + "Ġcrude": 17196, + "rades": 17197, + "Ġbrushing": 17198, + "ĠOtherwise": 17199, + "Ġresemble": 17200, + "Ġgri": 17201, + "birth": 17202, + "iti": 17203, + "ĠAllied": 17204, + "region": 17205, + "Ġrecipient": 17206, + "choice": 17207, + "Cs": 17208, + "missions": 17209, + "Ġspecimen": 17210, + "Ġdistributions": 17211, + "erget": 17212, + "Label": 17213, + "big": 17214, + "tex": 17215, + "ouns": 17216, + "Contin": 17217, + "Ġpixels": 17218, + "Ġfracture": 17219, + "ĠSA": 17220, + "ĠQuebec": 17221, + "Old": 17222, + "Ġexhibited": 17223, + "Ġlaughter": 17224, + "ĠTob": 17225, + "Ġstd": 17226, + "Ġsyntax": 17227, + "Ġ»": 17228, + "Ġbass": 17229, + "ĠManager": 17230, + "Ġinstructors": 17231, + "wal": 17232, + "Ġthrowing": 17233, + "ophil": 17234, + "Ġdisturbances": 17235, + "ĠOrleans": 17236, + "ĠSudan": 17237, + "uced": 17238, + "Ġtimeline": 17239, + "inos": 17240, + "Ġdiagrams": 17241, + "\"'": 17242, + "}\\": 17243, + "vic": 17244, + "ighed": 17245, + "Ġcontest": 17246, + "ĠCov": 17247, + "Ġdeaf": 17248, + "Run": 17249, + "Ġthir": 17250, + "paths": 17251, + "Ġbreastfeeding": 17252, + "ĠNonetheless": 17253, + "final": 17254, + "Ġsulfur": 17255, + "itably": 17256, + "Ġreceiver": 17257, + "Ġsecuring": 17258, + "ĠServer": 17259, + "Men": 17260, + "ista": 17261, + "Ġencrypt": 17262, + "Ġbucket": 17263, + "Ġsouls": 17264, + "Ġtestimony": 17265, + "ĠiP": 17266, + "Ġpleasant": 17267, + "Stand": 17268, + "ĠTell": 17269, + "Global": 17270, + "Ġjazz": 17271, + "Ġmatched": 17272, + "Ġembraced": 17273, + "Ġexports": 17274, + "Ġbloodstream": 17275, + "wareness": 17276, + "Ġupl": 17277, + "Ġmemorial": 17278, + "Ġbadly": 17279, + "ĠCC": 17280, + "Ġshortage": 17281, + "sea": 17282, + "Ġparadigm": 17283, + "paper": 17284, + "plants": 17285, + "Ġbend": 17286, + "Ġtoes": 17287, + "Ġcounted": 17288, + "Ġviolations": 17289, + "ĠDomin": 17290, + "Sch": 17291, + "Ġprize": 17292, + "isy": 17293, + "Ġviewpoints": 17294, + "ĠFederation": 17295, + "Ġenerget": 17296, + "ĠVR": 17297, + "Equ": 17298, + "mac": 17299, + "ĠIceland": 17300, + "Ġbackward": 17301, + "Ġmuscular": 17302, + "Ġreactor": 17303, + "ĠNotes": 17304, + "ĠNev": 17305, + "Ġpear": 17306, + "ĠBand": 17307, + "Therefore": 17308, + "Ġevap": 17309, + "Ġtowers": 17310, + "Ġaspirations": 17311, + "Related": 17312, + "ĠWang": 17313, + "Ġoutlines": 17314, + "condition": 17315, + "Ġpressed": 17316, + "European": 17317, + "-----": 17318, + "amon": 17319, + "Ġrestriction": 17320, + "ANT": 17321, + "ĠNelson": 17322, + "Ġscarce": 17323, + "Ġtune": 17324, + "Ġbelievers": 17325, + "ĠArgentina": 17326, + "Graph": 17327, + "ĠProblems": 17328, + "Ġplanetary": 17329, + "ĠRecords": 17330, + "ĠâĨij": 17331, + "ĠCompanies": 17332, + "Ġmultifaceted": 17333, + "ju": 17334, + "Ġterrestrial": 17335, + "odia": 17336, + "Ġpeaks": 17337, + "ĠDelhi": 17338, + "Ġsharks": 17339, + "ĠAlber": 17340, + "Ġcoli": 17341, + "phase": 17342, + "ĠHoward": 17343, + "frequency": 17344, + "Ġlabs": 17345, + "Ġcylinder": 17346, + "Ġmimic": 17347, + "RES": 17348, + "Ġcorrosion": 17349, + "Ġfocal": 17350, + "opa": 17351, + "Ġcredibility": 17352, + "Ġenterprises": 17353, + "Ġspectacular": 17354, + "Ġboot": 17355, + "Ġcontaminants": 17356, + "ĠPTSD": 17357, + "omnia": 17358, + "ĠProgress": 17359, + "Ġstewardship": 17360, + "ervers": 17361, + "Ġseafood": 17362, + "School": 17363, + "ĠHouston": 17364, + "ĠKy": 17365, + "Ġirritation": 17366, + "ĠNumPy": 17367, + "Ġutilities": 17368, + "Ġrepetitive": 17369, + "Ġheadquarters": 17370, + "Ġimply": 17371, + "historic": 17372, + "Organ": 17373, + "ĠDownload": 17374, + "story": 17375, + "ĠVI": 17376, + "ĠĠĠĠĠĠĠĠĠ": 17377, + "Ġmaneu": 17378, + "generate": 17379, + "Ġpronunciation": 17380, + "apes": 17381, + "expression": 17382, + "ĠRat": 17383, + "Ġcigarettes": 17384, + "Ġmultiplication": 17385, + "ĠFast": 17386, + "ugs": 17387, + "Ġheights": 17388, + "Ġlogin": 17389, + "ĠIng": 17390, + "ĠProceedings": 17391, + "Ġdinosaurs": 17392, + "July": 17393, + "agic": 17394, + "heumat": 17395, + "/.": 17396, + "rl": 17397, + "Ġacre": 17398, + "ĠConfig": 17399, + "think": 17400, + "ĠFramework": 17401, + "('\\": 17402, + "Ġodor": 17403, + "illary": 17404, + "kyo": 17405, + "Ġdonor": 17406, + "errors": 17407, + "Ġhostile": 17408, + "olics": 17409, + "Ġ$$": 17410, + "August": 17411, + "Ġiod": 17412, + "azed": 17413, + "Ġtruths": 17414, + "nutrition": 17415, + "ulph": 17416, + "Ġaffection": 17417, + "Ġmonopol": 17418, + "associ": 17419, + "Ġpayload": 17420, + "Ġrounded": 17421, + "Ġdragon": 17422, + "Sl": 17423, + "Ġtheor": 17424, + "atar": 17425, + "ĠPun": 17426, + "ĠChristopher": 17427, + "Ġarchive": 17428, + "REE": 17429, + "ĠRace": 17430, + "Ġdepressed": 17431, + "ĠHud": 17432, + "Ġmarijuana": 17433, + "Ġcoconut": 17434, + "falls": 17435, + "itudinal": 17436, + "dm": 17437, + "Ġconcludes": 17438, + "period": 17439, + "Their": 17440, + "btn": 17441, + "Ġlocked": 17442, + "Ġlistened": 17443, + "ĠStrong": 17444, + "Ġturtle": 17445, + "ĠFinland": 17446, + "oup": 17447, + "Ġarche": 17448, + "Women": 17449, + "Ġimagin": 17450, + "Ġceiling": 17451, + "Ġintrinsic": 17452, + "Ġmethodologies": 17453, + "Ġrefugee": 17454, + "\"?": 17455, + "ĠKa": 17456, + "ĠCurriculum": 17457, + "ĠMontana": 17458, + "ĠEmbracing": 17459, + "roit": 17460, + "cession": 17461, + "Ġcasting": 17462, + "Ġincon": 17463, + "edges": 17464, + "udge": 17465, + "clock": 17466, + "ordon": 17467, + "tox": 17468, + "Ġvisitor": 17469, + "dose": 17470, + "amboo": 17471, + "Ġpist": 17472, + "igraph": 17473, + "Ġlimestone": 17474, + "Ġhosted": 17475, + "eur": 17476, + "apply": 17477, + "Ġplague": 17478, + "Ġunpredict": 17479, + "Ġreper": 17480, + "Ġ(-": 17481, + "Ġawa": 17482, + "document": 17483, + "beit": 17484, + "Ġargparse": 17485, + "Bre": 17486, + "Ġtasty": 17487, + "Ġdownstream": 17488, + "ĠBull": 17489, + "Ġpulmonary": 17490, + "Ġnuances": 17491, + "timestamp": 17492, + "iw": 17493, + "Ġwore": 17494, + "gage": 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"Ġdiffering": 17547, + "Context": 17548, + "odont": 17549, + "Ġcryptocur": 17550, + "Ġheavier": 17551, + "ĠTro": 17552, + "ĠPubl": 17553, + "Ġtouched": 17554, + "ĠConstruction": 17555, + "Modern": 17556, + "Ġsubtract": 17557, + "erred": 17558, + "Ġlamp": 17559, + "Ġbiography": 17560, + "Ġseventh": 17561, + "workers": 17562, + "Ġconstell": 17563, + "Result": 17564, + "beta": 17565, + "ĠTu": 17566, + "ĠHispanic": 17567, + "ĠLang": 17568, + "ĠInitial": 17569, + "POST": 17570, + "Ġknees": 17571, + "Ġsooner": 17572, + "Ġoccupy": 17573, + "Ġsuccesses": 17574, + "ĠStew": 17575, + "Ġvegg": 17576, + "Ġturbines": 17577, + "resol": 17578, + "ĠApplying": 17579, + "ĠPortugal": 17580, + "phy": 17581, + "Ġdams": 17582, + "Ġware": 17583, + "Ġvacation": 17584, + "Ġ'%": 17585, + "Ġfeeds": 17586, + "because": 17587, + "Ġpolitically": 17588, + "modern": 17589, + "ĠDoctor": 17590, + "Ġpulp": 17591, + "Ġfisheries": 17592, + "?!": 17593, + "Ġexpon": 17594, + "Rad": 17595, + "Ġpools": 17596, + "Output": 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"Ġtones": 18190, + "ploys": 18191, + "Ġwip": 18192, + "Ġnm": 18193, + "ĠHyp": 18194, + "Ġrestoring": 18195, + "Ġaccumulated": 18196, + "erican": 18197, + "Ġaccomplishments": 18198, + "ĠAlternatively": 18199, + "ĠWelsh": 18200, + "utt": 18201, + "Ġspecifications": 18202, + "dit": 18203, + "ĠBurn": 18204, + "Ġbeautifully": 18205, + "}\"": 18206, + "isted": 18207, + "Ġsuits": 18208, + "ĠHE": 18209, + "memory": 18210, + "Ġaggregate": 18211, + "ĠMix": 18212, + "Ġcommodity": 18213, + "Ġgrapes": 18214, + "ĠInsp": 18215, + "Ġbacked": 18216, + "Ġtraders": 18217, + "Ġpesticide": 18218, + "oda": 18219, + "null": 18220, + "Ġrolled": 18221, + "Ġslopes": 18222, + "ÙĨ": 18223, + "Ġestrogen": 18224, + "Ġgambling": 18225, + "Function": 18226, + "ĠDelta": 18227, + "dirname": 18228, + "Ġremoves": 18229, + "Ġtraps": 18230, + "Ġservants": 18231, + "Ġmigrants": 18232, + "Ġromance": 18233, + "ĠSky": 18234, + "().__": 18235, + "Ġticks": 18236, + "Ġmarc": 18237, + "Ġposters": 18238, + "Ġentrepreneur": 18239, + "oglobin": 18240, + "anskrit": 18241, + "Ġjournalists": 18242, + "inators": 18243, + "Ġpour": 18244, + "Ġfulfilling": 18245, + "Ġunstable": 18246, + "Ġretro": 18247, + "Ġinitiate": 18248, + "ĠSah": 18249, + "Ġmakeup": 18250, + "Ġgrasses": 18251, + "ĠVienna": 18252, + "Ġminus": 18253, + "ĠComplete": 18254, + "Ġpassions": 18255, + "ĠLetters": 18256, + "inical": 18257, + "Ġgloss": 18258, + "ĠInvestig": 18259, + "Ġdelightful": 18260, + "Ġprojection": 18261, + "ĠAfricans": 18262, + "ivo": 18263, + "occup": 18264, + "æķ°": 18265, + "Ġleisure": 18266, + "artha": 18267, + "lad": 18268, + "ĠDanish": 18269, + "Ġundergoing": 18270, + "Ġcoalition": 18271, + "buffer": 18272, + "ĠEld": 18273, + "Ġqualify": 18274, + "Ġtransistors": 18275, + "è¿": 18276, + "Gs": 18277, + "Å«": 18278, + "ĠSent": 18279, + "Ġads": 18280, + "__)": 18281, + "Ġteamwork": 18282, + "ĠDesert": 18283, + "Ġgarbage": 18284, + "ĠForces": 18285, + "Ġparenting": 18286, + "Ġquestioned": 18287, + "ĠEnsure": 18288, + "las": 18289, + 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27136, + "Remove": 27137, + "Ġneuronal": 27138, + "ĠScriptures": 27139, + "Japanese": 27140, + "ï¬ģ": 27141, + "Sep": 27142, + "atology": 27143, + "Ġreap": 27144, + "Ġ()": 27145, + "Ġjur": 27146, + "Ġdowns": 27147, + "Price": 27148, + "ĠSV": 27149, + "Ġperce": 27150, + "reflection": 27151, + "Blood": 27152, + "Ġdissatis": 27153, + "ĠMindfulness": 27154, + "ĠLeonardo": 27155, + "Ġabstraction": 27156, + "ĠKazakh": 27157, + "_%": 27158, + "wat": 27159, + "ĠMari": 27160, + "ĠWiley": 27161, + "Ġbroth": 27162, + "ICK": 27163, + "Ġmentoring": 27164, + "ĠFunctional": 27165, + "Font": 27166, + "ranging": 27167, + "enames": 27168, + "ĠSammy": 27169, + "ĠPAR": 27170, + "ĠStru": 27171, + "Ġsupremacy": 27172, + "ĠBA": 27173, + "Ġintergenerational": 27174, + "EPA": 27175, + "Ġflax": 27176, + "Ġlogically": 27177, + "Ġamuse": 27178, + "Ġindexes": 27179, + "Ġosteoarthritis": 27180, + "rescent": 27181, + "ĠVern": 27182, + "Ġsignify": 27183, + "Ġharms": 27184, + "ĠJulian": 27185, + "Ġsubstrates": 27186, + "ĠInfectious": 27187, + "cas": 27188, + "either": 27189, + "ĠCAN": 27190, + "ĠQtWidgets": 27191, + "ĠAnatomy": 27192, + "css": 27193, + "framework": 27194, + "ĠItem": 27195, + "Ġsecretly": 27196, + "Ġdefective": 27197, + "systems": 27198, + "midt": 27199, + "igrams": 27200, + "Ġrepo": 27201, + "Ġrestorative": 27202, + "Ġshortened": 27203, + "Ġsalv": 27204, + "configure": 27205, + "Ġthunderstorm": 27206, + "ĠJennifer": 27207, + "Ġatroc": 27208, + "Ġphysi": 27209, + "Rule": 27210, + "ĠKl": 27211, + "Ġgrind": 27212, + "baum": 27213, + "MAN": 27214, + "orr": 27215, + "Ġchase": 27216, + "Ġsolemn": 27217, + "Ġconvictions": 27218, + "éĩ": 27219, + "Ġbbox": 27220, + "Ġrecreate": 27221, + "Ġjudging": 27222, + "ĠPrincipal": 27223, + "Ġdensely": 27224, + "Ġaforementioned": 27225, + "Ġsatire": 27226, + "Ġbroadband": 27227, + "Ġnano": 27228, + "ĠEcological": 27229, + "Ġblankets": 27230, + "Ġinvertebrates": 27231, + "ĠCoffee": 27232, + "Ġpamph": 27233, + "Ġshellfish": 27234, + "Ġunemployed": 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"Ġroasted": 27333, + "Ġblunt": 27334, + "Ġtopology": 27335, + "Ġkilograms": 27336, + "quiries": 27337, + "tb": 27338, + "ĠRut": 27339, + "Ġjaws": 27340, + "Ġsteer": 27341, + "Ġsweets": 27342, + "ĠHimself": 27343, + "Around": 27344, + "idine": 27345, + "ertical": 27346, + "packages": 27347, + "Category": 27348, + "Saxon": 27349, + "arag": 27350, + "ĠCotton": 27351, + "Ġimpurities": 27352, + "Ġretin": 27353, + "Ġanaerobic": 27354, + "Prop": 27355, + "Ġcurr": 27356, + "Ġhalls": 27357, + "Ġ([": 27358, + "\"\")": 27359, + "Union": 27360, + "Ġtrench": 27361, + "Ġpsoriasis": 27362, + "otomy": 27363, + "ĠHiro": 27364, + "ĠRan": 27365, + "Ġdistraction": 27366, + "Ġshortness": 27367, + "Ġcontinuum": 27368, + "Ġperpetuate": 27369, + "Ġporn": 27370, + "Ġstaggering": 27371, + "Ġcliffs": 27372, + "Ġhotter": 27373, + "posts": 27374, + "nie": 27375, + "quisite": 27376, + "agar": 27377, + "Recomm": 27378, + "Ġbraces": 27379, + "Ġpilgrimage": 27380, + "ĠTrial": 27381, + "otyp": 27382, + "Ġspraying": 27383, + "Ġvigilance": 27384, + "Ġinspires": 27385, + "Ġsymbolize": 27386, + "Ġneutrality": 27387, + "inia": 27388, + "Ġplacent": 27389, + "Width": 27390, + "Ġrichest": 27391, + "thy": 27392, + "ĠLan": 27393, + "activated": 27394, + "ossil": 27395, + "Ġbuf": 27396, + "Ġcurse": 27397, + "ĠDetection": 27398, + "(\"\"\"": 27399, + "ĠTet": 27400, + "Ġforeground": 27401, + "Ġsquared": 27402, + "ĠFeature": 27403, + "causing": 27404, + "ĠVehicle": 27405, + "ĠGalileo": 27406, + "ivariate": 27407, + "Tool": 27408, + "ku": 27409, + "aceans": 27410, + "thening": 27411, + "Scale": 27412, + "yy": 27413, + "ĠBorder": 27414, + "ĠHort": 27415, + "ĠRoh": 27416, + "boats": 27417, + "Ġmanifests": 27418, + "ĠAllergy": 27419, + "flation": 27420, + "Ġtqdm": 27421, + "Ġakin": 27422, + "almost": 27423, + "rigued": 27424, + "Average": 27425, + "Ġtinnitus": 27426, + "Ġhing": 27427, + "ĠEthernet": 27428, + "ĠJason": 27429, + "concept": 27430, + "Ġhorrible": 27431, + "enos": 27432, + "alms": 27433, + "ĠReally": 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"Ġfilaments": 30556, + "Ġsummarizes": 30557, + "Ġphonics": 30558, + "ĠElectricity": 30559, + "juven": 30560, + "aphyloc": 30561, + "Sche": 30562, + "Ġinadvert": 30563, + "abric": 30564, + "ĠArms": 30565, + "ĠValidation": 30566, + "å½": 30567, + "ĠLoren": 30568, + "ggy": 30569, + "Allow": 30570, + "Ġthrives": 30571, + "Ġlibrarians": 30572, + "Ġreplica": 30573, + "Tex": 30574, + "solution": 30575, + "('_": 30576, + "ĠResilience": 30577, + "ĠPhone": 30578, + "Ġfurnished": 30579, + "predictions": 30580, + "à¥ĩ": 30581, + "Ġbullied": 30582, + "ĠBeauty": 30583, + "Ġpragmatic": 30584, + "ĠKarn": 30585, + "ermal": 30586, + "Ġtrek": 30587, + "Ġwheelchair": 30588, + "ĠLiberation": 30589, + "ĠPhotoshop": 30590, + "Ġflattened": 30591, + "ĠPyramid": 30592, + "Ġpledged": 30593, + "Ġpredation": 30594, + "Ġfloats": 30595, + "Ġtorped": 30596, + "Ġqueens": 30597, + "Ġorchestr": 30598, + "Ġpatriarchal": 30599, + "Boolean": 30600, + "trial": 30601, + "atoms": 30602, + "ĠOst": 30603, + "ensure": 30604, + 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"Mah": 30995, + "iosis": 30996, + "mare": 30997, + "ĠAndy": 30998, + "swick": 30999, + "Hill": 31000, + "Ġtearing": 31001, + "ĠMarl": 31002, + "Ġhealed": 31003, + "ĠWellington": 31004, + "ogo": 31005, + "onde": 31006, + "++++": 31007, + "ĠMozart": 31008, + "ĠDifficulty": 31009, + "Ġimpoverished": 31010, + "Ġheap": 31011, + "osal": 31012, + "ĠRED": 31013, + "Ġemitting": 31014, + "Ġopaque": 31015, + "Ġlayered": 31016, + "erala": 31017, + "Ġradiant": 31018, + "Adam": 31019, + "Ġcryptography": 31020, + "ozoic": 31021, + "kk": 31022, + "Ġimitate": 31023, + "Ġoffence": 31024, + "ĠClim": 31025, + "Ġnominated": 31026, + "Ġneurotransmitter": 31027, + "ĠIber": 31028, + "ĠPri": 31029, + "ĠBark": 31030, + "ĠND": 31031, + "Ġdiscard": 31032, + "Ġminimise": 31033, + "ridges": 31034, + "Ġδ": 31035, + "Ġfurry": 31036, + "Ġpharmaceuticals": 31037, + "Ġembroidery": 31038, + "Ġcottage": 31039, + "Ġcushion": 31040, + "yo": 31041, + "Ġonboard": 31042, + "marker": 31043, + "below": 31044, + "bri": 31045, + "ĠHil": 31046, + "inkle": 31047, + "horizontal": 31048, + "Ġfeeder": 31049, + ")!": 31050, + "Credit": 31051, + "opedia": 31052, + "Ġspecialised": 31053, + "Ġtornadoes": 31054, + "Ġmerchandise": 31055, + "æį®": 31056, + "aryngeal": 31057, + "Ġlaughed": 31058, + "Ġtram": 31059, + "ETE": 31060, + "Ġluxurious": 31061, + "ĠPythag": 31062, + "Dest": 31063, + "orption": 31064, + "ieves": 31065, + "egal": 31066, + "ĠDeputy": 31067, + "ĠCoral": 31068, + "xxxx": 31069, + "ĠCRISPR": 31070, + "Ġfir": 31071, + "Ġdunes": 31072, + "Ġlament": 31073, + "opened": 31074, + "Ġharmed": 31075, + "ILD": 31076, + "Ġtranslator": 31077, + "Ġmasculinity": 31078, + "Martin": 31079, + "nav": 31080, + "ĠPedro": 31081, + "VT": 31082, + "Ġtul": 31083, + "Ġmotto": 31084, + "runk": 31085, + "Hop": 31086, + "ĠThem": 31087, + "ĠKun": 31088, + "Ġamyg": 31089, + "sponsored": 31090, + "Ġoceanic": 31091, + "ĠReflection": 31092, + "Ġadmits": 31093, + "Ġphotographed": 31094, + "efficiency": 31095, + "Ġdrowning": 31096, + "Ġiris": 31097, + "Ġcelebrities": 31098, + "Ġbuckle": 31099, + "ĠNordic": 31100, + "Ġapex": 31101, + "sites": 31102, + "Ġweave": 31103, + "pects": 31104, + "Ġbatches": 31105, + "pel": 31106, + "treated": 31107, + "ĠArrange": 31108, + "Ġlandscaping": 31109, + "SY": 31110, + "Ġmoreover": 31111, + "Ġsludge": 31112, + "Updated": 31113, + "Ġlegislators": 31114, + "Ġmarginalization": 31115, + "CY": 31116, + "cwd": 31117, + "emotional": 31118, + "medical": 31119, + "ĠJehovah": 31120, + "OCK": 31121, + "Ġperpetrators": 31122, + "ĠLutheran": 31123, + "Ġincarceration": 31124, + "ometown": 31125, + "ĠLM": 31126, + "Ġdiode": 31127, + "inches": 31128, + "Ġrankings": 31129, + "ĠScreening": 31130, + "ĠCases": 31131, + "ĠarXiv": 31132, + "Ġinsulated": 31133, + "Ġmilling": 31134, + "amba": 31135, + "ĠISSN": 31136, + "Ġyellowish": 31137, + "ĠCommonly": 31138, + "Ġcorrelates": 31139, + "alter": 31140, + "Ġblueberries": 31141, + "rogens": 31142, + "Ġvenous": 31143, + "Ġmicrom": 31144, + "Ġtempo": 31145, + "apons": 31146, + ".\".": 31147, + "ĠEncyclop": 31148, + "Ġmenstruation": 31149, + "ĠPlymouth": 31150, + "gat": 31151, + "umann": 31152, + "Ġ\"'": 31153, + "Ġparity": 31154, + "Ġbiographical": 31155, + "============": 31156, + "ĠSurveillance": 31157, + "Ġsurvives": 31158, + "Ġhearings": 31159, + "ĠRespiratory": 31160, + "Ġchimney": 31161, + "RR": 31162, + "finder": 31163, + "Ġaunt": 31164, + "racks": 31165, + "ftp": 31166, + "Ġhumane": 31167, + "ushi": 31168, + "devices": 31169, + "Ġtablespoon": 31170, + "ĠChicken": 31171, + "Mont": 31172, + "Ãĥ": 31173, + "ĠINT": 31174, + "ĠAPIs": 31175, + "Positive": 31176, + "ĠBav": 31177, + "approximately": 31178, + "Ġcrypto": 31179, + "Mer": 31180, + "ĠOT": 31181, + "Ġbehold": 31182, + "Ġheadings": 31183, + "rice": 31184, + "ĠBerm": 31185, + "Ġexploits": 31186, + "Ġshading": 31187, + "Software": 31188, + "ilion": 31189, + "Ġantic": 31190, + "ĠPracticing": 31191, + "ĠCastro": 31192, + "Ġmesmer": 31193, + "/<": 31194, + "Ġ(*": 31195, + "ĠMeyer": 31196, + "ĠHers": 31197, + "ĠLoop": 31198, + "ĠChurches": 31199, + "Ġrecommending": 31200, + "iatric": 31201, + "PubMedGoogle": 31202, + "Drop": 31203, + "NESS": 31204, + "ĠStroke": 31205, + "ĠRevere": 31206, + "pathic": 31207, + "Ġverdict": 31208, + "Ġvertebrates": 31209, + "Ġworshipped": 31210, + "PLA": 31211, + "atism": 31212, + "Ġwarts": 31213, + "ĠHook": 31214, + "ĠGly": 31215, + "Ġweakening": 31216, + "uvian": 31217, + "Ġhymns": 31218, + "ĠInflamm": 31219, + "Ġspectators": 31220, + "Ġfooth": 31221, + "Ġtwisting": 31222, + "ĠGastro": 31223, + "atchewan": 31224, + "Ġabreast": 31225, + "ĠDJ": 31226, + "Ġsurrog": 31227, + "afer": 31228, + "Ġhottest": 31229, + "Ġtumult": 31230, + "Ġallevi": 31231, + "Library": 31232, + "Ġthirds": 31233, + "ĠSara": 31234, + "Ġbullets": 31235, + "canvas": 31236, + "ĠPMC": 31237, + "Ġbattling": 31238, + "Ġcategorize": 31239, + "Ġsulphur": 31240, + "vir": 31241, + "Ġcosting": 31242, + "Ġforthcoming": 31243, + "Ġpharmacy": 31244, + "omorphic": 31245, + "tun": 31246, + "emics": 31247, + "ĠNaturally": 31248, + "Ġsilently": 31249, + "giene": 31250, + "Mental": 31251, + "Ġmyocard": 31252, + "Ġfamed": 31253, + "Ġcheek": 31254, + "Ġerase": 31255, + "topics": 31256, + "Ġneurode": 31257, + "locked": 31258, + "ĠImmune": 31259, + "ĠLudwig": 31260, + "AWS": 31261, + "Ġsid": 31262, + "Ġischem": 31263, + "Ġblisters": 31264, + "ĠConsortium": 31265, + "Shape": 31266, + "Ġknight": 31267, + "Ġharb": 31268, + "Keeping": 31269, + "Ġgranular": 31270, + "Ġcoercion": 31271, + "bp": 31272, + "opold": 31273, + "ĠFerg": 31274, + "Ġmetre": 31275, + "ĠSalem": 31276, + "Ġaltru": 31277, + "Ġarbitration": 31278, + "Ġinaccessible": 31279, + "Ġorg": 31280, + "Ġexoplan": 31281, + "rious": 31282, + "ĠLt": 31283, + "Ġmodernization": 31284, + "checks": 31285, + "ĠAsthma": 31286, + "Signs": 31287, + "Ġconsolidated": 31288, + "Ġcascade": 31289, + "hoea": 31290, + "ĠCorinthians": 31291, + "nine": 31292, + "ĠMaz": 31293, + "ĠBin": 31294, + "unknown": 31295, + "ĠRoth": 31296, + "asser": 31297, + "ĠTrace": 31298, + "dirs": 31299, + "professional": 31300, + "Ġtaxonomy": 31301, + "Ir": 31302, + "ĠMist": 31303, + "ortment": 31304, + "Ġratt": 31305, + "cessions": 31306, + "everse": 31307, + "Ġhistogram": 31308, + "ĠThermal": 31309, + "Side": 31310, + "Ġdeletion": 31311, + "Ġunconst": 31312, + "ĠChocolate": 31313, + "ucose": 31314, + "Ġresearches": 31315, + "compare": 31316, + "ĠHumanities": 31317, + "ĠADD": 31318, + "Ġbotan": 31319, + "evaluation": 31320, + "echo": 31321, + "Execution": 31322, + "fan": 31323, + "toe": 31324, + "Ġspotlight": 31325, + "Ġpedal": 31326, + "ĠNGO": 31327, + "ĠAxis": 31328, + "avier": 31329, + "ĠTraditions": 31330, + "ĠTerry": 31331, + "Electric": 31332, + "Cancer": 31333, + "hey": 31334, + "ĠFashion": 31335, + "ognition": 31336, + "ĠAmish": 31337, + "Ġк": 31338, + "Ġabandonment": 31339, + "Experts": 31340, + "Offic": 31341, + "Ġstadium": 31342, + "ĠThousands": 31343, + "Ġodors": 31344, + "Ġconveys": 31345, + "ummies": 31346, + "Kit": 31347, + "Ġpolitely": 31348, + "ĠVenet": 31349, + "ĠChronicle": 31350, + "loo": 31351, + "Ġfus": 31352, + "Ġmedial": 31353, + "Ġstranded": 31354, + "ĠExcited": 31355, + "CADE": 31356, + "ĠYahweh": 31357, + "ĠVladimir": 31358, + "icum": 31359, + "Ġhid": 31360, + "ĠUz": 31361, + "Ġlayouts": 31362, + "Ġrainforests": 31363, + "Ġsophist": 31364, + "Ġterrorists": 31365, + "ĠArguments": 31366, + "tysburg": 31367, + "dar": 31368, + "Ġinterim": 31369, + "Ġlocality": 31370, + "ĠNeolithic": 31371, + "Ġultrason": 31372, + "matched": 31373, + "voltage": 31374, + "Ġpinch": 31375, + "Ġtattoo": 31376, + "opedic": 31377, + "ĠBUT": 31378, + "Ġtraverse": 31379, + "Ġemits": 31380, + "ĠSharp": 31381, + "Resources": 31382, + "Ġinvariably": 31383, + "PCR": 31384, + "kil": 31385, + "omials": 31386, + "Ġproclamation": 31387, + "tainment": 31388, + "avering": 31389, + ",,,,,,,,": 31390, + "Ġneonatal": 31391, + "fx": 31392, + "rack": 31393, + "llo": 31394, + "goal": 31395, + "ĠManip": 31396, + "ĠGuides": 31397, + "Ġseekers": 31398, + "ĠDataset": 31399, + "ĠOrient": 31400, + "radle": 31401, + "ĠAnalytics": 31402, + "ĠEnhanced": 31403, + "Ġridiculous": 31404, + "|','": 31405, + "Ġmasonry": 31406, + "agi": 31407, + "Ġrails": 31408, + "Ġpowdered": 31409, + "аÑĤ": 31410, + "wrapper": 31411, + "scalar": 31412, + "Pick": 31413, + "asarray": 31414, + "Ġjer": 31415, + "Ġfirewall": 31416, + "ĠJerry": 31417, + "]=": 31418, + "catch": 31419, + "verting": 31420, + "ĠMatch": 31421, + "Ġsept": 31422, + "Ġactivates": 31423, + "Ġpotentials": 31424, + "Ġradios": 31425, + "ĠFraser": 31426, + "Ġundist": 31427, + "ĠHousehold": 31428, + "Specific": 31429, + "browser": 31430, + "lm": 31431, + "inished": 31432, + "Ġgoose": 31433, + "essim": 31434, + "Ġflashes": 31435, + "ĠScar": 31436, + "ĠGeo": 31437, + "Lord": 31438, + "Ġhij": 31439, + "Ġproactively": 31440, + "iev": 31441, + "Ġguerr": 31442, + "Ġbattalion": 31443, + "initializer": 31444, + "Ġrecombination": 31445, + "Ġunreasonable": 31446, + "Mic": 31447, + "Tools": 31448, + "meg": 31449, + "ĠTalking": 31450, + "ĠAry": 31451, + "ectin": 31452, + "Ġresumed": 31453, + "ĠProtestants": 31454, + "Ġblossoms": 31455, + "Ġamusement": 31456, + "reeks": 31457, + "Ġsymmetric": 31458, + "burse": 31459, + "Ġcyberbullying": 31460, + "fighting": 31461, + "ب": 31462, + "ĠTus": 31463, + "čĊĠĠĠĠĠĠĠĠĠĠĠĠ": 31464, + "itone": 31465, + "ĠSpar": 31466, + "ĠSEC": 31467, + "ipolar": 31468, + "Ġtallest": 31469, + "Ġsucceeding": 31470, + "Ġdreaming": 31471, + "Ġsparkling": 31472, + "ĠStockholm": 31473, + "Ġplankton": 31474, + "ĠServe": 31475, + "spoken": 31476, + "Ġsynonyms": 31477, + "Ġpuppies": 31478, + "Lee": 31479, + "Site": 31480, + "Ġbacon": 31481, + "Ġconced": 31482, + "Ġans": 31483, + "Ġranch": 31484, + "Ġeroded": 31485, + "Ġgraphite": 31486, + "Ġpreached": 31487, + "destroy": 31488, + "Ġinclination": 31489, + "Ġshovel": 31490, + "Ġreshape": 31491, + "ĠCiv": 31492, + "ĠUTC": 31493, + "Ġdrier": 31494, + "Ġinduces": 31495, + "localhost": 31496, + "Ġadvertisement": 31497, + "Ġinex": 31498, + "urai": 31499, + "Ġteamm": 31500, + "ĠFormer": 31501, + "Ġaquifer": 31502, + "AGES": 31503, + "Ġsadly": 31504, + "thereum": 31505, + "Ġteas": 31506, + "Ġafflicted": 31507, + "Ġhandheld": 31508, + "marked": 31509, + "Ġfraudulent": 31510, + "Ġtropics": 31511, + "Ġfrig": 31512, + "odon": 31513, + "ĠWalt": 31514, + "epid": 31515, + "Ġrecol": 31516, + "Ġdetectable": 31517, + "rers": 31518, + "Ġadherent": 31519, + "Ġposing": 31520, + "ĠGeoff": 31521, + "Ġtrusting": 31522, + "Ġepidemiological": 31523, + "Migration": 31524, + "atz": 31525, + "Ġjargon": 31526, + "ported": 31527, + "idson": 31528, + "loom": 31529, + "Tell": 31530, + "ĠMight": 31531, + "ĠPie": 31532, + "ĠKatherine": 31533, + "Ġresultant": 31534, + "Guide": 31535, + "Secondly": 31536, + "Ġrepositories": 31537, + "orating": 31538, + "teness": 31539, + "ERC": 31540, + "termedi": 31541, + "Ġunearthed": 31542, + "Ġdred": 31543, + "ĠBend": 31544, + "ĠHier": 31545, + "amming": 31546, + "Ġfavourable": 31547, + "ĠRodrig": 31548, + "Ġlawsuits": 31549, + "Clear": 31550, + "Ġbureaucracy": 31551, + "Ġgust": 31552, + "Ġrushing": 31553, + "ĠFerr": 31554, + "Ġcommissions": 31555, + "Ġlongstanding": 31556, + "ABA": 31557, + "Ġimpartial": 31558, + "enzie": 31559, + "absolute": 31560, + "ĠAuschwitz": 31561, + "Ġquer": 31562, + "Ġtownship": 31563, + "Ġresponders": 31564, + "Ġfavors": 31565, + "Ġnegligible": 31566, + "ĠPrague": 31567, + "rar": 31568, + "informatics": 31569, + "alias": 31570, + "Ġmedically": 31571, + "ĠCampus": 31572, + "Ġinhalation": 31573, + "Ġbiomarkers": 31574, + "Safety": 31575, + "ĠPall": 31576, + "addWidget": 31577, + "Ġpharmacist": 31578, + "Ġprincipally": 31579, + "otypic": 31580, + "HV": 31581, + "tion": 31582, + "ĠChern": 31583, + "ĠRebecca": 31584, + "ĠWeber": 31585, + "Ġecclesiastical": 31586, + "Ġautomate": 31587, + "Ġsurveying": 31588, + "ĠRobotics": 31589, + "Ġmisconception": 31590, + "Ġdiscrepancy": 31591, + "Ġcried": 31592, + "opin": 31593, + "ĠDesigning": 31594, + "Ġtactic": 31595, + "GRO": 31596, + "lip": 31597, + "ĠSSD": 31598, + "Ġprinces": 31599, + "Ġgrandchildren": 31600, + "Ġreciprocal": 31601, + "Dar": 31602, + "hang": 31603, + "áº": 31604, + "prod": 31605, + "ĠSeb": 31606, + "ĠAhmed": 31607, + "Ġinverted": 31608, + "male": 31609, + "pv": 31610, + "Ġtherein": 31611, + "ITES": 31612, + "ĠTransmission": 31613, + "Ġdelegate": 31614, + ">=": 31615, + "yield": 31616, + "iminary": 31617, + "ĠJak": 31618, + "ĠKoh": 31619, + "Ġaccents": 31620, + "ĠEarlier": 31621, + "Fac": 31622, + "Ġthrilled": 31623, + "Ġcervix": 31624, + "delivery": 31625, + "Ġstren": 31626, + "Ġdirective": 31627, + "ĠAttack": 31628, + "Ġtasting": 31629, + "oya": 31630, + "Ġintellectually": 31631, + "ĠCSV": 31632, + "Ġslept": 31633, + "anse": 31634, + "odend": 31635, + "Ġsolic": 31636, + "ĠInstitutions": 31637, + "Ġcirculated": 31638, + "IK": 31639, + "ĠHelps": 31640, + "Ġtedious": 31641, + "Ġepigenetic": 31642, + "BF": 31643, + "ovis": 31644, + "Ġhandmade": 31645, + "dummy": 31646, + "elian": 31647, + "ĠLac": 31648, + "Ġpatiently": 31649, + "Ġhospitalized": 31650, + "Ġnarrower": 31651, + "Ġpioneered": 31652, + "ĠCassini": 31653, + "IU": 31654, + "Rout": 31655, + "Ġshook": 31656, + "aspx": 31657, + "nering": 31658, + "Ġti": 31659, + "ĠInteractions": 31660, + "Canadian": 31661, + "Ġbombard": 31662, + "rush": 31663, + "lli": 31664, + "ĠEducators": 31665, + "ĠAnything": 31666, + "iago": 31667, + "meth": 31668, + "inol": 31669, + "ĠEz": 31670, + "Ġflowed": 31671, + "Ġsalient": 31672, + "ĠCec": 31673, + "akra": 31674, + "=='": 31675, + "Ġcritiques": 31676, + "Ġeyesight": 31677, + "customer": 31678, + "Ġterrifying": 31679, + "Ġhref": 31680, + "Ġgenotype": 31681, + "Ġdedicate": 31682, + "ĠOpera": 31683, + "ĠBuildings": 31684, + "Ġreconnaissance": 31685, + "Ġvernacular": 31686, + "Ser": 31687, + "ratch": 31688, + "Ġdummy": 31689, + "Ġhass": 31690, + "ptr": 31691, + "ĠInequ": 31692, + "Ġmeadows": 31693, + "Ġequipping": 31694, + 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"Alternatively": 40714, + "Mas": 40715, + "Male": 40716, + "Sustainable": 40717, + "cox": 40718, + "ĠMice": 40719, + "ĠGrants": 40720, + "Ġsetback": 40721, + "Ġreparations": 40722, + "ĠBeer": 40723, + "ĠGeophysical": 40724, + "isteria": 40725, + "Golden": 40726, + "Ġelectrochemical": 40727, + "Ġcrocodile": 40728, + "Ġretinopathy": 40729, + "Ġassemblage": 40730, + "Ġssh": 40731, + "Ġbyproducts": 40732, + "ĠDeficiency": 40733, + "ĠAnalytical": 40734, + "Ġindefinite": 40735, + "Ġspectrometry": 40736, + "ĠIberian": 40737, + "Ġboulders": 40738, + "NW": 40739, + "hake": 40740, + "Ġaeration": 40741, + "Ġcradle": 40742, + "Ġuv": 40743, + "Ġnotch": 40744, + "Ġplunder": 40745, + "Ġdisclaimer": 40746, + "ĠViv": 40747, + "ĠSupper": 40748, + "Ġblockers": 40749, + "Ġdroppings": 40750, + "ĠJournals": 40751, + "Legal": 40752, + "renewable": 40753, + "cmap": 40754, + "evelop": 40755, + "Ġhp": 40756, + "stocks": 40757, + "__))": 40758, + "Ġrisking": 40759, + "mini": 40760, + "ennes": 40761, + "Ġmicrocontroller": 40762, + "Ġrotting": 40763, + "ipheral": 40764, + "ĠConceptual": 40765, + "ĠCrusades": 40766, + "Ġhorticulture": 40767, + "ĠRacism": 40768, + "Ġrefrigerant": 40769, + "JS": 40770, + "Ol": 40771, + "wl": 40772, + "reaction": 40773, + "ĠDoor": 40774, + "ĠFletcher": 40775, + "ĠGMT": 40776, + "weak": 40777, + "ĠYor": 40778, + "Ġmeditate": 40779, + "Ġvirtualization": 40780, + "ĠLima": 40781, + "Ġyeah": 40782, + "Ġacetaminophen": 40783, + "Ġeukaryotic": 40784, + "Ġquieter": 40785, + "Ġconduit": 40786, + "ĠDionys": 40787, + "das": 40788, + "morph": 40789, + "Ġmultidimensional": 40790, + "ĠEnum": 40791, + "Compan": 40792, + "constraint": 40793, + "Plate": 40794, + "masked": 40795, + "('/')": 40796, + "Ġdomestication": 40797, + "nz": 40798, + "sudo": 40799, + "ĠASS": 40800, + "Ġanem": 40801, + "ĠLum": 40802, + "Ġkite": 40803, + "Ġmanic": 40804, + "Ġintercultural": 40805, + "played": 40806, + "ĠConsistent": 40807, + "Ġhopping": 40808, + "Ġmethanol": 40809, + "Subst": 40810, + "Ġinspectors": 40811, + "Ġvertigo": 40812, + "ĠMongols": 40813, + "Ġconsecrated": 40814, + "Provider": 40815, + "ĠSensitivity": 40816, + "ĠStewardship": 40817, + "tro": 40818, + "Ġdeformed": 40819, + "âĢĻ:": 40820, + "Ġplunge": 40821, + "Ġunofficial": 40822, + "Ġsubdivided": 40823, + "ĠBihar": 40824, + "ĠInvasive": 40825, + "Ġshutting": 40826, + "carotene": 40827, + "Secondary": 40828, + "Ġrepublican": 40829, + "ĠPartnerships": 40830, + "ĠStreets": 40831, + "Ġforeseeable": 40832, + "Dogs": 40833, + "Friends": 40834, + "Frequently": 40835, + "dor": 40836, + "touch": 40837, + "Ġdosing": 40838, + "ĠHC": 40839, + "ĠWTO": 40840, + "Ġliking": 40841, + "ĠGupta": 40842, + "Ġroadway": 40843, + "αÏĦ": 40844, + "Known": 40845, + "ĠCosm": 40846, + "Ġjeans": 40847, + "Ġwiping": 40848, + "XXXXXXXX": 40849, + "Ġsuperstition": 40850, + "Ġsanctioned": 40851, + "Ġfaçade": 40852, + "ĠWaves": 40853, + "Ġleve": 40854, + "ĠGym": 40855, + "Ġborrowers": 40856, + "Ġexhale": 40857, + "garde": 40858, + "Ġfairer": 40859, + "Fer": 40860, + "fection": 40861, + "thello": 40862, + "Identity": 40863, + "ĠColeman": 40864, + "ĠRodriguez": 40865, + "Ġinnumerable": 40866, + "seat": 40867, + "ĠESP": 40868, + "Ġleaked": 40869, + "Ġdisillusion": 40870, + "ĠStamp": 40871, + "compress": 40872, + "Appro": 40873, + "Ġfertilize": 40874, + "Ġanthropological": 40875, + "ĠMarshal": 40876, + "ĠMoshe": 40877, + "ĠThreatened": 40878, + "ĠPlatforms": 40879, + "Easy": 40880, + "Ġdurations": 40881, + "thorne": 40882, + "ĠWade": 40883, + "plog": 40884, + "Ġunconsciously": 40885, + "thews": 40886, + "ĠKeynes": 40887, + "divisions": 40888, + "Handle": 40889, + "Util": 40890, + "ĠBLM": 40891, + "ĠTucson": 40892, + "moves": 40893, + "arative": 40894, + "Ġnave": 40895, + "ĠRV": 40896, + "ĠKod": 40897, + "Ġdefender": 40898, + "manage": 40899, + "Ġbarracks": 40900, + "Ġvillains": 40901, + "Ġplainly": 40902, + "ĠEVs": 40903, + "Ġsurfaced": 40904, + "Ġinductive": 40905, + "ĠPURPOSE": 40906, + "vah": 40907, + "Ġsoot": 40908, + "Arr": 40909, + "ĠInterstate": 40910, + "Ġclimbers": 40911, + "Ġnonex": 40912, + "Ġmolded": 40913, + "bourg": 40914, + "Ġoversees": 40915, + "responsive": 40916, + "ĠVedas": 40917, + "Ġsurrogate": 40918, + "covering": 40919, + "Ġbordered": 40920, + "ĠSEL": 40921, + "ĠPablo": 40922, + "ĠArabidopsis": 40923, + "ĠCircular": 40924, + "rotsky": 40925, + "ĠHabit": 40926, + "ĠEurasia": 40927, + "Dictionary": 40928, + "ĠTomb": 40929, + "quiring": 40930, + "Ġnecks": 40931, + "Ġdisordered": 40932, + "Ġjohn": 40933, + "ĠSto": 40934, + "othermia": 40935, + "genome": 40936, + "Ġfourteenth": 40937, + "ĠSheep": 40938, + "SSL": 40939, + "ä¸Ĭ": 40940, + "Ġamplifiers": 40941, + "нÑĭ": 40942, + "predicted": 40943, + "ĊĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ": 40944, + "Ġabolish": 40945, + "Ġanthrax": 40946, + "confirmed": 40947, + "Ġmortgages": 40948, + "Din": 40949, + "liquid": 40950, + "Ġwreat": 40951, + "ibou": 40952, + "Ġsubcontinent": 40953, + "ĠArsen": 40954, + "ĠEmpty": 40955, + "Ġcombatting": 40956, + "Ġplugins": 40957, + "Ġcannib": 40958, + "Ġpsychiatrists": 40959, + "ytocin": 40960, + "ĠRaising": 40961, + "ĠBruno": 40962, + "ĠThreats": 40963, + "Ġcarcasses": 40964, + "Ġbots": 40965, + "sta": 40966, + "igible": 40967, + "ĠHog": 40968, + "ĠJE": 40969, + "ĠYom": 40970, + "Ġmoderated": 40971, + "Ġwoodpec": 40972, + "Ġsuspend": 40973, + "ĠParliamentary": 40974, + "anasia": 40975, + "Ġgrapefruit": 40976, + "avas": 40977, + "scipy": 40978, + "idelberg": 40979, + "warnings": 40980, + "Ġstaircase": 40981, + "ĠMaharashtra": 40982, + "Sand": 40983, + "walking": 40984, + "Ġvase": 40985, + "ĠBrom": 40986, + "ĠUAE": 40987, + "ĠAbnormal": 40988, + "aturation": 40989, + "ĠDiary": 40990, + "URI": 40991, + "FTA": 40992, + "æľ¬": 40993, + "ä½ľ": 40994, + "ĠMutual": 40995, + "ĠAuthentication": 40996, + "ĠKEY": 40997, + "ĠBIM": 40998, + "apur": 40999, + "unding": 41000, + "ĠAdri": 41001, + "ĠColour": 41002, + "ICH": 41003, + "ĠAntony": 41004, + "Ġsonic": 41005, + "abilistic": 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