From 31fd47cf6f5f5eecb8fe9a02495fbc3e723fc08d Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Tue, 29 Sep 2026 12:04:20 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: ceyda/Qwen3-0.6B-Base-trim-koen-32768 Source: Original Platform --- .gitattributes | 35 + README.md | 61 + chat_template.jinja | 85 + config.json | 63 + generation_config.json | 7 + model.safetensors | 3 + tokenizer.json | 162975 ++++++++++++++++++++++++++++++++++++++ tokenizer_config.json | 30 + trim_meta.json | 12 + verify_summary.json | 18 + 10 files changed, 163289 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 model.safetensors create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json create mode 100644 trim_meta.json create mode 100644 verify_summary.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..37d3797 --- /dev/null +++ b/README.md @@ -0,0 +1,61 @@ +--- +license: apache-2.0 +base_model: Qwen/Qwen3-0.6B-Base +language: +- ko +- en +library_name: transformers +pipeline_tag: text-generation +tags: +- qwen3 +- vocabulary-trimming +- trimming +- korean +- english +--- + +# Qwen3-0.6B-Base — vocabulary-trimmed (Korean + English, 32,768) + +A vocabulary-**trimmed** version of [`Qwen/Qwen3-0.6B-Base`](https://huggingface.co/Qwen/Qwen3-0.6B-Base): +the byte-level BPE vocabulary is reduced from ~151.7k to **32768** tokens covering **Korean + English**, +and the (tied) embedding matrix is sliced to match. **No retraining** — weights are copied verbatim for +kept tokens, so on kept tokens the model is numerically identical to the original. + +Method: [Introduction to Trimming](https://huggingface.co/blog/lbourdois/introduction-to-trimming). + +## What changed + +| | Original | Trimmed | +|---|---|---| +| Parameters | 596,049,920 | 474,021,888 (**-20.5%**) | +| Vocab size | 151,669 | 32,768 | +| Merges | 151,387 | 32,486 | +| Embedding | tied | tied (sliced) | + +- All 256 byte-level tokens + all 26 special tokens are kept, plus the most frequent Korean/English + tokens **and their full BPE merge-derivation closure** (so multi-byte Korean stays reachable). +- Verified: lossless round-trip on KO/EN/code; teacher-forced logit equivalence `max|Δ| = 0.0`; greedy + generation on natural Korean/English is **token-for-token identical** to the base model. + +## Usage + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer + +repo = "ceyda/Qwen3-0.6B-Base-trim-koen-32768" +tok = AutoTokenizer.from_pretrained(repo) +model = AutoModelForCausalLM.from_pretrained(repo) + +ids = tok("대한민국의 수도는", return_tensors="pt") +print(tok.decode(model.generate(**ids, max_new_tokens=20)[0], skip_special_tokens=True)) +``` + +## Limitations + +- Trimmed for **Korean + English prose**. Code and rare jargon still encode losslessly but may split + into a few extra tokens. Text in other languages falls back to byte tokens (longer sequences). +- This is a **base** (non-instruction-tuned) model. + +## Attribution + +Derived from `Qwen/Qwen3-0.6B-Base` (Apache-2.0). Trimming method by Loïck Bourdois. diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..699ff8d --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,85 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0].role == 'system' %} + {{- messages[0].content + '\n\n' }} + {%- endif %} + {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0].role == 'system' %} + {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} +{%- for message in messages[::-1] %} + {%- set index = (messages|length - 1) - loop.index0 %} + {%- if ns.multi_step_tool and message.role == "user" and not(message.content.startswith('') and message.content.endswith('')) %} + {%- set ns.multi_step_tool = false %} + {%- set ns.last_query_index = index %} + {%- endif %} +{%- endfor %} +{%- for message in messages %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) %} + {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {%- set content = message.content %} + {%- set reasoning_content = '' %} + {%- if message.reasoning_content is defined and message.reasoning_content is not none %} + {%- set reasoning_content = message.reasoning_content %} + {%- else %} + {%- if '' in message.content %} + {%- set content = message.content.split('')[-1].lstrip('\n') %} + {%- set reasoning_content = message.content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %} + {%- endif %} + {%- endif %} + {%- if loop.index0 > ns.last_query_index %} + {%- if loop.last or (not loop.last and reasoning_content) %} + {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- if message.tool_calls %} + {%- for tool_call in message.tool_calls %} + {%- if (loop.first and content) or (not loop.first) %} + {{- '\n' }} + {%- endif %} + {%- if tool_call.function %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {%- if tool_call.arguments is string %} + {{- tool_call.arguments }} + {%- else %} + {{- tool_call.arguments | tojson }} + {%- endif %} + {{- '}\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- message.content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} + {%- if enable_thinking is defined and enable_thinking is false %} + {{- '\n\n\n\n' }} + {%- endif %} +{%- endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..46aa3d1 --- /dev/null +++ b/config.json @@ -0,0 +1,63 @@ +{ + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 32742, + "dtype": "bfloat16", + "eos_token_id": 32742, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 1024, + "initializer_range": 0.02, + "intermediate_size": 3072, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 32768, + "max_window_layers": 28, + "model_type": "qwen3", + "num_attention_heads": 16, + "num_hidden_layers": 28, + "num_key_value_heads": 8, + "pad_token_id": null, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": true, + "transformers_version": "5.14.1", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 32768 +} diff 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"Ġliterature": 11596, + "ĠReference": 11597, + "ĠSeg": 11598, + "ĠIndust": 11599, + "ĠTrade": 11600, + "Ġbreast": 11601, + "ulse": 11602, + "Ġcreature": 11603, + "ĠWi": 11604, + "Ġsupplied": 11605, + "ĠChrome": 11606, + "ĠNation": 11607, + "THE": 11608, + "ĠOriginal": 11609, + "Ġsharp": 11610, + "Ġcooking": 11611, + "ĠPsych": 11612, + "ĠHollywood": 11613, + "Ġger": 11614, + "Ġbone": 11615, + "ysics": 11616, + "Sal": 11617, + "Ġdeeply": 11618, + "angles": 11619, + "bell": 11620, + "ĠQuick": 11621, + "eneration": 11622, + "ĠEL": 11623, + "rett": 11624, + "ĠFlash": 11625, + "Ġroughly": 11626, + "aying": 11627, + "inator": 11628, + "ĠHo": 11629, + "aires": 11630, + "Ġhem": 11631, + "angel": 11632, + "ĠLength": 11633, + "ĠFast": 11634, + "Ġsignals": 11635, + "riers": 11636, + "Ġpersonality": 11637, + "Ġagricult": 11638, + "ĠTra": 11639, + "Ġenorm": 11640, + "Ġaver": 11641, + "Ġdebut": 11642, + "Ġvag": 11643, + "ĠAward": 11644, + "Ġpressed": 11645, + "ĠFestival": 11646, + "'T": 11647, + 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"ĠWilson": 11701, + "yard": 11702, + "Ġrevers": 11703, + "Ġbullet": 11704, + "cribed": 11705, + "nesota": 11706, + "annon": 11707, + "Ġclothing": 11708, + "ĠMulti": 11709, + "Ġvess": 11710, + "ordinator": 11711, + "Ġarmed": 11712, + "ä¸Ĭ": 11713, + "ĠSep": 11714, + "ĠSubject": 11715, + "Ġcharacteristics": 11716, + "Ġdensity": 11717, + "ĠPlatform": 11718, + "Ġovers": 11719, + "Ġpushing": 11720, + "ç¤": 11721, + "lesh": 11722, + "ĠPin": 11723, + "Ġdefinitions": 11724, + "Ġterrible": 11725, + "bean": 11726, + "ickets": 11727, + "ĠSV": 11728, + "Buy": 11729, + "Ġregime": 11730, + "Ġcrack": 11731, + "NUM": 11732, + "energy": 11733, + "Ġstruck": 11734, + "Ġrevis": 11735, + "Ġbreakfast": 11736, + "ĠAnton": 11737, + "Ġguidelines": 11738, + "Ġexhaust": 11739, + "ĠFinancial": 11740, + "Ġindent": 11741, + "Ġdesktop": 11742, + "Ġprinciple": 11743, + "Ġiv": 11744, + "ĠAlbert": 11745, + ",.": 11746, + "ĠTyp": 11747, + "ĠTerm": 11748, + "ĠArts": 11749, + "Ġbehalf": 11750, + "Ġmere": 11751, + "Ġawareness": 11752, + "flix": 11753, + "Ġweigh": 11754, + "Ġestimates": 11755, + "/O": 11756, + "ento": 11757, + "ĠForum": 11758, + "veral": 11759, + "Ġjail": 11760, + "Ġabilities": 11761, + "ĠCit": 11762, + "Ġdynam": 11763, + "Ġgray": 11764, + "antly": 11765, + "Ġrejected": 11766, + "ĠNic": 11767, + "Ġleather": 11768, + "alytics": 11769, + "thetic": 11770, + "mann": 11771, + "WD": 11772, + "ĠSom": 11773, + "Ġtrait": 11774, + "ÃĹ": 11775, + "iac": 11776, + "Sample": 11777, + "opped": 11778, + "Ġtear": 11779, + "iversary": 11780, + "ĠConstitution": 11781, + "Ġbrill": 11782, + "ĠProm": 11783, + "ĠMiami": 11784, + "Ġargue": 11785, + "ĠãĤ": 11786, + "Ġnat": 11787, + "ĠTal": 11788, + "Ġintegration": 11789, + "Ġremoving": 11790, + "Ġcoeff": 11791, + "ĠThough": 11792, + "Ġforecast": 11793, + "ĠVegas": 11794, + "Site": 11795, + "ĠHenry": 11796, + "-i": 11797, + "Ġinvolves": 11798, + "BT": 11799, + "Ġslo": 11800, + "Ġlucky": 11801, + "rat": 11802, + "Ġ?Ċ": 11803, + "Ġhandled": 11804, + "ĠOFF": 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"Take": 11912, + "burgh": 11913, + "ĠOnt": 11914, + "pus": 11915, + "Ġtransparent": 11916, + "Ġpocket": 11917, + "Ġram": 11918, + "Ġadopted": 11919, + "Ġreportedly": 11920, + "ĠDream": 11921, + "Ġteeth": 11922, + "ĠBooks": 11923, + "enny": 11924, + "Ġgel": 11925, + "ĠPlant": 11926, + "!âĢĿ": 11927, + "rength": 11928, + "Ġrecognition": 11929, + "LA": 11930, + "Ġmirror": 11931, + "Ġassistant": 11932, + "Ġspiritual": 11933, + "§": 11934, + "Ġoutr": 11935, + "ĠPER": 11936, + "Ġradical": 11937, + "Methods": 11938, + "Ġpace": 11939, + "udy": 11940, + "Ġgut": 11941, + "ĠGreek": 11942, + "ĠPaper": 11943, + "Ġobst": 11944, + "vironments": 11945, + "ĠSov": 11946, + "elter": 11947, + "Ġbitcoin": 11948, + "ìĿĦ": 11949, + "Ġconsideration": 11950, + "ĠExecutive": 11951, + "ĠBell": 11952, + "Ġspokesman": 11953, + "ockey": 11954, + "ĠGro": 11955, + "ĠPract": 11956, + "ĠEver": 11957, + "prim": 11958, + "PN": 11959, + "Ġbags": 11960, + "Ġtransportation": 11961, + "ĠSaudi": 11962, + "Ġub": 11963, + "ARM": 11964, + "ĠAPP": 11965, + "Ġtonight": 11966, + "Ġdining": 11967, + "Recogn": 11968, + "Ġelsewhere": 11969, + "Ġarrow": 11970, + "Ġdelicious": 11971, + "ĠSN": 11972, + "WR": 11973, + "ĠQuality": 11974, + "(email": 11975, + "Ġinterpre": 11976, + "igation": 11977, + "Ġchocolate": 11978, + "Ġstops": 11979, + ")|": 11980, + "Story": 11981, + "Ġadventure": 11982, + "Ġblockchain": 11983, + "Because": 11984, + "Ġviv": 11985, + "Ġocean": 11986, + "ylvania": 11987, + "Ġdesper": 11988, + "hl": 11989, + "Ġdirections": 11990, + "Ġsubscribe": 11991, + "ĠHeart": 11992, + "ests": 11993, + "-sub": 11994, + "ĠRh": 11995, + "Ġdelight": 11996, + "Ġterritory": 11997, + "Ġ(+": 11998, + "Ġpreparation": 11999, + "Ġrounded": 12000, + "Comm": 12001, + "Ġopinions": 12002, + "ĠNavigation": 12003, + "(first": 12004, + "Ġhire": 12005, + "Ġdetection": 12006, + "metic": 12007, + "Ġtransformation": 12008, + "Ġimplicit": 12009, + "/in": 12010, + ".go": 12011, + "Ġformation": 12012, + "Ġdeclaration": 12013, + 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"AH": 17696, + "Ġfreeze": 17697, + "sson": 17698, + "ĠSusan": 17699, + "eded": 17700, + "ĠMitchell": 17701, + "based": 17702, + "ounces": 17703, + "Ġapproaching": 17704, + "ĠSeven": 17705, + "Ġnuts": 17706, + "Ġric": 17707, + "Ġcalculator": 17708, + "ĠMurphy": 17709, + "ĠBou": 17710, + "íĦ": 17711, + "Ġbutt": 17712, + "Ġticks": 17713, + "ilib": 17714, + "Ġunprecedented": 17715, + "Ġtourist": 17716, + "Ġbron": 17717, + "Ġcontractor": 17718, + "Ġlicence": 17719, + "ĠNam": 17720, + "ĠGam": 17721, + "Ġvessels": 17722, + "Ġhav": 17723, + "Later": 17724, + "Ġbreakdown": 17725, + "Ġpenalties": 17726, + "Ġfoster": 17727, + "ĠUE": 17728, + "Ġclue": 17729, + "comed": 17730, + "Ġcounted": 17731, + "icts": 17732, + "Ġpec": 17733, + "Ġstraw": 17734, + "Ġretreat": 17735, + "fee": 17736, + "Ġsubscribers": 17737, + "ĠEff": 17738, + "Ġpound": 17739, + "ĠTea": 17740, + "Ġmaxim": 17741, + "Ġcareers": 17742, + "Ġspreading": 17743, + "ĠOrd": 17744, + "Ġmobility": 17745, + "Unfortunately": 17746, + "akk": 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"Ġreminded": 17800, + "Ġgesture": 17801, + "Ġtours": 17802, + "activated": 17803, + "Ġpractition": 17804, + "University": 17805, + "Ġcounties": 17806, + "Ġshore": 17807, + "Ġrepairs": 17808, + "Ġcentered": 17809, + "Ġcents": 17810, + "Ġexpectation": 17811, + "October": 17812, + "cales": 17813, + "ĠVel": 17814, + "Ġcrying": 17815, + "-season": 17816, + "Ġfunctioning": 17817, + "-le": 17818, + "Ġethical": 17819, + "Ġtoe": 17820, + "ĠPuerto": 17821, + "Ġexecuting": 17822, + "Ġopposing": 17823, + "alph": 17824, + "Ġexhibit": 17825, + "ainted": 17826, + "Ġwil": 17827, + "Ġslope": 17828, + "ĠIraqi": 17829, + "Ġorganize": 17830, + "shine": 17831, + "ĠSkills": 17832, + "Ġconclusions": 17833, + "Ġreforms": 17834, + "Ġreluct": 17835, + "ĠOliver": 17836, + "-looking": 17837, + "Ġfog": 17838, + "ĠFried": 17839, + "Ġinevitable": 17840, + "illes": 17841, + "logical": 17842, + "Ġconnectivity": 17843, + "-Sh": 17844, + "Ġreadily": 17845, + "Ġmultiply": 17846, + "armed": 17847, + "Ġsooner": 17848, + "Ġfossil": 17849, + "ĠAnc": 17850, + "âĢľThis": 17851, + "Python": 17852, + "western": 17853, + "Ġinfant": 17854, + "Ġcoordinator": 17855, + "Ġrespected": 17856, + "Ġdefinit": 17857, + "&T": 17858, + "thal": 17859, + "Ġbeaten": 17860, + "ĠPalace": 17861, + "Ġhazard": 17862, + "Ġisolation": 17863, + "Ġreign": 17864, + "ĠPlate": 17865, + "Ġflux": 17866, + "Ġpacks": 17867, + "Ġparticipated": 17868, + "Ġneedle": 17869, + "-depth": 17870, + "-law": 17871, + "ĠAtomic": 17872, + "ĠBrain": 17873, + "-sc": 17874, + "ĠPerry": 17875, + "Ġunity": 17876, + "Further": 17877, + "ĠHousing": 17878, + "Ġattorneys": 17879, + "Ġcompose": 17880, + "attering": 17881, + "\"What": 17882, + "draul": 17883, + "Ġstraightforward": 17884, + "Instant": 17885, + "Ġtrades": 17886, + "Ġlately": 17887, + "ĠAld": 17888, + "Ġcartoon": 17889, + "Ġdough": 17890, + "fen": 17891, + "ĠButter": 17892, + "ĠConnecticut": 17893, + "achi": 17894, + "Ġrelaxed": 17895, + "Ġshaft": 17896, + "ĠAdding": 17897, + "Ġbreach": 17898, + "Ġconducting": 17899, + "ashi": 17900, + "ĠCommerce": 17901, + "ĠSchools": 17902, + "Ġnucle": 17903, + "Again": 17904, + "Ġseventh": 17905, + "ĠNear": 17906, + "ìķ": 17907, + "Ġintrig": 17908, + "wave": 17909, + "Ġanalysts": 17910, + "ĠFri": 17911, + "Ġretrieved": 17912, + "Regular": 17913, + "Ġstro": 17914, + "fulness": 17915, + "Da": 17916, + "Ġenrich": 17917, + "hole": 17918, + "ĠCurt": 17919, + "(the": 17920, + "Ġavoiding": 17921, + "Ġbuzz": 17922, + "Ġviable": 17923, + "uba": 17924, + "-is": 17925, + "Ġacted": 17926, + "ĠTheory": 17927, + "ĠPun": 17928, + "...\"Ċ": 17929, + "ĠVision": 17930, + "asha": 17931, + "Ġcuis": 17932, + "quant": 17933, + "Ġglobally": 17934, + "Ġcruise": 17935, + "ĠStanley": 17936, + "Ġbikes": 17937, + "Ġpoorly": 17938, + "amping": 17939, + "odi": 17940, + "ĠGaming": 17941, + "IDs": 17942, + "ĠTrek": 17943, + "Ġdownloads": 17944, + "Ġdomains": 17945, + "à¥įà¤": 17946, + "ĠARM": 17947, + "positive": 17948, + "Ġseized": 17949, + "Ġelectronics": 17950, + "ĠPolitical": 17951, + "ĠBug": 17952, + "ikh": 17953, + "Ġconstitu": 17954, + "-range": 17955, + "ropolitan": 17956, + "ĠUC": 17957, + "Ġfier": 17958, + "Ġë³": 17959, + "Ġknees": 17960, + "Soft": 17961, + "wealth": 17962, + "ĠClimate": 17963, + "Ġreliability": 17964, + "ï¸ı": 17965, + "Ġdrill": 17966, + "ĠSI": 17967, + "Ġregression": 17968, + "-X": 17969, + "ĠJar": 17970, + "ĠHitler": 17971, + "Ġinstinct": 17972, + "Ġlover": 17973, + "ril": 17974, + "ĠKan": 17975, + "Ġcrops": 17976, + "entially": 17977, + "ĠAK": 17978, + "Ġrab": 17979, + "Ġtorrent": 17980, + "ĠOt": 17981, + "Ġlecture": 17982, + "Ġenjo": 17983, + "Ġresponds": 17984, + "ĠBeauty": 17985, + "Ġtouching": 17986, + "Ġtrapped": 17987, + "Ġestablishing": 17988, + "ĠInform": 17989, + "curities": 17990, + "ĠUkrain": 17991, + "Ġsug": 17992, + "Ġconsisting": 17993, + "oodle": 17994, + "Ġcommentary": 17995, + "Ġtransfers": 17996, + "ĠUpper": 17997, + "Ġconfusing": 17998, + "-cl": 17999, + "Ġcongressional": 18000, + "Ġrevealing": 18001, + "rup": 18002, + "Ġexped": 18003, + "Ġgarlic": 18004, + "Ġspirits": 18005, + "Ġinspire": 18006, + "Ġbasement": 18007, + "Ġhints": 18008, + "Ġcath": 18009, + "Ġcompressed": 18010, + "ĠVS": 18011, + "]'": 18012, + "Ġjudicial": 18013, + "ĠTrend": 18014, + "ognition": 18015, + "Äģ": 18016, + "ventions": 18017, + "Ġconsultant": 18018, + "umph": 18019, + "kh": 18020, + "Dear": 18021, + "itations": 18022, + "Ġmetaph": 18023, + "ĠMaj": 18024, + "ĠSad": 18025, + "ĠBerg": 18026, + "ĠMine": 18027, + "Ġresistant": 18028, + "ĠROM": 18029, + "Ġpeg": 18030, + "ĠStanford": 18031, + "ĠYahoo": 18032, + "Ġscaled": 18033, + "Ġlan": 18034, + "Ġplots": 18035, + "Ġtraveled": 18036, + "ĠOscar": 18037, + "Ġlinking": 18038, + "Ġtires": 18039, + "eri": 18040, + "Ġoverlook": 18041, + "å°ı": 18042, + "Ġattacker": 18043, + "Ġdecay": 18044, + "Ġjewelry": 18045, + "Ġbypass": 18046, + "Ġmembr": 18047, + "RNA": 18048, + "ĠMedicare": 18049, + "Ġtravelling": 18050, + "Ġconsulting": 18051, + "Phase": 18052, + "Ġscholars": 18053, + "enever": 18054, + "ĠVPN": 18055, + "usa": 18056, + "Ġtriggers": 18057, + "ĠBarry": 18058, + "Ġpermanently": 18059, + "Ġchick": 18060, + "oka": 18061, + "Ġunderstands": 18062, + "ĠJunior": 18063, + "ustain": 18064, + "-source": 18065, + "Ġsells": 18066, + "Europe": 18067, + "preh": 18068, + "ĠNSA": 18069, + "ĠBeyond": 18070, + "Instead": 18071, + "Ġarise": 18072, + "Ġavoided": 18073, + "Ġhid": 18074, + "ĠColomb": 18075, + "Ġacceleration": 18076, + "obic": 18077, + "ĠDX": 18078, + "ĠBesides": 18079, + "National": 18080, + "ĠImplementation": 18081, + "Ġeffic": 18082, + "ĠRM": 18083, + "Hy": 18084, + "ĠFormula": 18085, + "ĠFran": 18086, + "Ġtragedy": 18087, + "compass": 18088, + "ĠBh": 18089, + "ĠHour": 18090, + "iov": 18091, + "amon": 18092, + "ĠDry": 18093, + "ĠObserv": 18094, + "ĠBalance": 18095, + "ISS": 18096, + "Ġdece": 18097, + "Ġally": 18098, + "Ġtendency": 18099, + "Fun": 18100, + "Ġschemes": 18101, + "Ġinterven": 18102, + "æĺİ": 18103, + "Ġadverse": 18104, + "Ġsacrific": 18105, + "Ġoccurring": 18106, + "ĠCommunication": 18107, + "umar": 18108, + "ĠTreatment": 18109, + "ĠLC": 18110, + "Ġech": 18111, + "ĠDisease": 18112, + "ĠAZ": 18113, + "Ġcontinuously": 18114, + "Ġgauge": 18115, + "ĠKin": 18116, + "Ġarrange": 18117, + "ĠBlake": 18118, + "ĠHampshire": 18119, + "Paper": 18120, + "FOR": 18121, + "Ġignoring": 18122, + "ĠDD": 18123, + "avan": 18124, + "Ġtraditions": 18125, + "Ġethics": 18126, + "ĠMaterials": 18127, + "Ġenzym": 18128, + "iolet": 18129, + "ĠChip": 18130, + "ĠMcDonald": 18131, + "Ġnerve": 18132, + "çĦ": 18133, + "ĠSugar": 18134, + "Ġdiscretion": 18135, + "ĠTN": 18136, + "bove": 18137, + "Ġworkforce": 18138, + "Ġprescribed": 18139, + "ĠPB": 18140, + "imity": 18141, + "ĠExternal": 18142, + "°C": 18143, + "ĠColon": 18144, + "Ġosc": 18145, + "successful": 18146, + "alog": 18147, + "Students": 18148, + "chemical": 18149, + "ĠSalv": 18150, + "Ġwelcomed": 18151, + "ĠFAQ": 18152, + "ieved": 18153, + "Ġadventures": 18154, + "Ġfuneral": 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18204, + "Ġcustomize": 18205, + "Ġconclude": 18206, + "ĠCohen": 18207, + "-income": 18208, + "mentation": 18209, + "ĠBarbara": 18210, + "ĠOrth": 18211, + "Ġdemonstrates": 18212, + "Ġmisc": 18213, + "Ġpurely": 18214, + "Ġrecalled": 18215, + "ĠDistance": 18216, + "Ġbeast": 18217, + "Ġconsiders": 18218, + "tribution": 18219, + "ĠGem": 18220, + "Ġcompounds": 18221, + "Ġstairs": 18222, + "ĠSens": 18223, + "ĠTogether": 18224, + "atility": 18225, + "Ġmoisture": 18226, + "TB": 18227, + "Ġinsist": 18228, + "Ġheadline": 18229, + "ĠPrepare": 18230, + "Ġswitches": 18231, + "ĠYe": 18232, + "Ġassignments": 18233, + "Ġpipes": 18234, + "ographical": 18235, + "bps": 18236, + "ĠPeters": 18237, + "ĠDesc": 18238, + "duino": 18239, + "ĠPrize": 18240, + "Ġsubstantially": 18241, + "Ġinequality": 18242, + "antry": 18243, + "Ġsurveys": 18244, + "Ġdetector": 18245, + "Ġinterference": 18246, + "ĠTyler": 18247, + "ĠCatalog": 18248, + "ĠProjects": 18249, + "ĠLeban": 18250, + "Ġrides": 18251, + "ĠMut": 18252, + 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"Ġsenator": 18455, + "ashington": 18456, + "ymph": 18457, + "/J": 18458, + "Ġfuse": 18459, + "ramid": 18460, + "References": 18461, + "Ġheated": 18462, + "ĠBarr": 18463, + "iped": 18464, + "Ġrevised": 18465, + "ĠFeel": 18466, + "Ġreass": 18467, + "Ġenjoys": 18468, + "Ġtreats": 18469, + "ancers": 18470, + "Ġcontinent": 18471, + "Ġcardio": 18472, + "Ser": 18473, + "Ġphrases": 18474, + "Ġpuzz": 18475, + "Ġambitious": 18476, + "ĠTob": 18477, + "ĠDP": 18478, + "Ġpresidency": 18479, + "Ġsurrender": 18480, + "Ġwatches": 18481, + "ĠSoon": 18482, + "Photos": 18483, + "Ġmarginal": 18484, + "Ġbasics": 18485, + "eing": 18486, + "Ġloyalty": 18487, + "Ġprotocols": 18488, + "ĠCompanies": 18489, + "Ġtheoretical": 18490, + "Ġaccessing": 18491, + "ĠZen": 18492, + "attice": 18493, + "zes": 18494, + "Ġintersect": 18495, + "Ġinactive": 18496, + "ĠWORK": 18497, + "Ġderivative": 18498, + "Ġdatabases": 18499, + "ĠBullet": 18500, + "ĠColumbus": 18501, + "Ġmarry": 18502, + "DEV": 18503, + "mino": 18504, + "ĠWine": 18505, + "ĠPull": 18506, + "riters": 18507, + "rients": 18508, + "Ġshifting": 18509, + "upp": 18510, + "ĠConditions": 18511, + "ĠStrength": 18512, + "Ġvalidity": 18513, + "Ġbolt": 18514, + "ĠAlong": 18515, + "oshi": 18516, + "Ġassumptions": 18517, + "Ġmagazines": 18518, + "Ġrelay": 18519, + "Ġnecessity": 18520, + "Ġnovels": 18521, + "ussels": 18522, + "ĠMVP": 18523, + "ĠOC": 18524, + "thood": 18525, + "Ġcharacterized": 18526, + "Ġcleaner": 18527, + "ieval": 18528, + "DMI": 18529, + "ĠTreasury": 18530, + "Ġfeas": 18531, + "Ġsla": 18532, + "ĠInstit": 18533, + "ippers": 18534, + "Reading": 18535, + "-cell": 18536, + "ĠSamuel": 18537, + "Ġmills": 18538, + "Ġdonate": 18539, + "ĠGeo": 18540, + "Ġsheep": 18541, + "Ġintroducing": 18542, + "atta": 18543, + "atching": 18544, + "ĠKnowledge": 18545, + "lessness": 18546, + "opard": 18547, + "umatic": 18548, + "ĠGoth": 18549, + "ĠSites": 18550, + "MG": 18551, + "Ġversatile": 18552, + "Ġobesity": 18553, + "gra": 18554, + "Ġcollector": 18555, + "ĠOlympics": 18556, + "Ġtyped": 18557, + "Ġlun": 18558, + "poon": 18559, + "ĠPolish": 18560, + "Ġknocked": 18561, + "Ġfrustration": 18562, + "aukee": 18563, + "Ġphosph": 18564, + "iquid": 18565, + "Latest": 18566, + "ĠDust": 18567, + "Ġmaintains": 18568, + "Ġmarsh": 18569, + "incinn": 18570, + "Care": 18571, + "Ġneighborhoods": 18572, + "Dem": 18573, + "ĠWhe": 18574, + "ĠHarper": 18575, + "ĠBerkeley": 18576, + "Ġgraduated": 18577, + "Ġarriving": 18578, + "ĠMarie": 18579, + "Speaking": 18580, + "Ġimmun": 18581, + "ĠMichelle": 18582, + "bee": 18583, + "ĠClinical": 18584, + "Ġdistinguish": 18585, + "Ġeducated": 18586, + "Ġurge": 18587, + "Ġdonors": 18588, + "Ġbillions": 18589, + "Ġbelonging": 18590, + "Ġsubstances": 18591, + "ibbean": 18592, + "ĠCad": 18593, + "Ġcycling": 18594, + "Ġleverage": 18595, + "eat": 18596, + "ĠRespons": 18597, + "Ġasleep": 18598, + "fortunate": 18599, + "ìĿ¼": 18600, + "German": 18601, + "ĠInvestig": 18602, + "Ġnonprofit": 18603, + "ĠExpect": 18604, + "Multiple": 18605, + "levance": 18606, + "ĠGitHub": 18607, + "mination": 18608, + "ĠLion": 18609, + "-pl": 18610, + "åĮĸ": 18611, + "Ġantibiot": 18612, + "acial": 18613, + "ĠRegistry": 18614, + "Ġolive": 18615, + "igers": 18616, + "Ġlovers": 18617, + "ĠìĤ¬": 18618, + "Ġinitiated": 18619, + "WF": 18620, + "Ġinstitutional": 18621, + "ĠScr": 18622, + "Ġdoctrine": 18623, + "isure": 18624, + "ĠAna": 18625, + "ĠNan": 18626, + "Ġincomplete": 18627, + "-build": 18628, + "December": 18629, + "Ġresidual": 18630, + "ĠListen": 18631, + "Ġglyph": 18632, + "Ġgaps": 18633, + "nea": 18634, + "ĠPhotograph": 18635, + "ĠExpert": 18636, + "-reg": 18637, + "Ġciting": 18638, + "ĠOttawa": 18639, + "ĠBatt": 18640, + "Ġrenewable": 18641, + "Ġpreliminary": 18642, + "Ġasylum": 18643, + "Ġwrist": 18644, + "Ġdetention": 18645, + "Fast": 18646, + "incinnati": 18647, + "Ġsteering": 18648, + "iosity": 18649, + "sterol": 18650, + "Ġobstacle": 18651, + "Ġbizarre": 18652, + "Ġextraction": 18653, + "Ġloses": 18654, + "ĠCelebr": 18655, + "Ġexploit": 18656, + "Ġmagnet": 18657, + "Ġatoms": 18658, + "Sources": 18659, + "pectives": 18660, + "Ġdare": 18661, + "ĠWalter": 18662, + "Ġbrightness": 18663, + "ëı": 18664, + "Ġinstructor": 18665, + "-am": 18666, + "Ġdevastating": 18667, + "ĠSaints": 18668, + "January": 18669, + "Ġimpose": 18670, + "Ġcoronavirus": 18671, + "itated": 18672, + "esar": 18673, + "Ġrushed": 18674, + "metry": 18675, + "pheric": 18676, + "ĠInvestment": 18677, + "Ġappealing": 18678, + "Ġsubtract": 18679, + "grading": 18680, + "ĠFailure": 18681, + "Ġvariance": 18682, + "ĠGreater": 18683, + "alan": 18684, + "Ġmonetary": 18685, + "ollen": 18686, + "ë©´": 18687, + "ADA": 18688, + "Ġshy": 18689, + "Ġinterpreted": 18690, + "Ġpharmacy": 18691, + "Ġparas": 18692, + "ĠDemon": 18693, + "Adding": 18694, + "ĠExam": 18695, + "ĠVictor": 18696, + "Ġfortune": 18697, + "Ġbarn": 18698, + "Ġspeculation": 18699, + "ĠNu": 18700, + "Ġinhabit": 18701, + "Ġvalidated": 18702, + "Ġmidnight": 18703, + "anking": 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"Ġweaken": 18754, + "Drive": 18755, + "anean": 18756, + "Ġsalad": 18757, + "ĠRV": 18758, + "osterone": 18759, + "Ġdownloading": 18760, + "ĠPalm": 18761, + "waukee": 18762, + "Ġchase": 18763, + "ĠEgyptian": 18764, + "ĠDynam": 18765, + "Ġï": 18766, + "Ġmemorable": 18767, + "ĠFormer": 18768, + "Ġbombs": 18769, + "rah": 18770, + "stones": 18771, + "âĢĿ)": 18772, + "Ġhostile": 18773, + "ĠIncome": 18774, + "ĠDad": 18775, + "Ġpatrol": 18776, + "Ġupgraded": 18777, + "Ġchina": 18778, + "Ġfrustrated": 18779, + "Ġwoods": 18780, + "ĠAnyone": 18781, + "Ġsheer": 18782, + "ski": 18783, + "Ġvalued": 18784, + "Ġ%Ċ": 18785, + "Ġfame": 18786, + "ĠRic": 18787, + "ĠAlberta": 18788, + "osal": 18789, + "ĠMis": 18790, + "uffs": 18791, + "âĢľYou": 18792, + "ĠCho": 18793, + "Ġcastle": 18794, + "pit": 18795, + "Ġguided": 18796, + "Ġsuperb": 18797, + "Ġsupplements": 18798, + "falls": 18799, + "irmingham": 18800, + "\"In": 18801, + "ãĥ«": 18802, + "ĠSuit": 18803, + "ournals": 18804, + "uder": 18805, + "fu": 18806, + "Ġattitudes": 18807, + "Ġsignatures": 18808, + "Jack": 18809, + "warf": 18810, + "ĠWhatever": 18811, + "Ġoutlined": 18812, + "Ġcrushed": 18813, + "ICO": 18814, + "Ġautomation": 18815, + "Nor": 18816, + "Ġreflex": 18817, + "Ġ______": 18818, + "agle": 18819, + "Energy": 18820, + "Ġquantities": 18821, + "Ġcitizenship": 18822, + "mouth": 18823, + "Ġinappropriate": 18824, + "Ten": 18825, + "Ġaccidents": 18826, + "Ġadvertisement": 18827, + "ĠYemen": 18828, + "Ġslavery": 18829, + "ĠLam": 18830, + "Ġproport": 18831, + "ĠPredict": 18832, + "Ġreasoning": 18833, + "Ġdestroying": 18834, + "ĠLegisl": 18835, + "Ġsympath": 18836, + "Ġchess": 18837, + "Ġmam": 18838, + "Ġconverts": 18839, + "Ġprogression": 18840, + "ĠGill": 18841, + "Ġsupposedly": 18842, + "elin": 18843, + "ĠHyper": 18844, + "Ġups": 18845, + "ĠCriminal": 18846, + "Ġcontractors": 18847, + "draulic": 18848, + "ĠWide": 18849, + "School": 18850, + "Ġclearing": 18851, + "-being": 18852, + "Ġmeditation": 18853, + "Ġweld": 18854, + "Ġcush": 18855, + "Ġgenome": 18856, + "Ġcamping": 18857, + "February": 18858, + "usk": 18859, + "Ġdiesel": 18860, + "ĠDH": 18861, + "Ġvillages": 18862, + "Ġpoem": 18863, + "ÃĤ": 18864, + "cade": 18865, + "aines": 18866, + "opsis": 18867, + "ĠRelationship": 18868, + "ĠBomb": 18869, + "official": 18870, + "ĠAround": 18871, + "ĠExercise": 18872, + "ĠBilly": 18873, + "Ġneeding": 18874, + "ĠHem": 18875, + "ìĦ±": 18876, + "Ġofferings": 18877, + "EEE": 18878, + "orf": 18879, + "ëIJ": 18880, + "Ġblessed": 18881, + "vascular": 18882, + "Happy": 18883, + "ilitation": 18884, + "Ġmeantime": 18885, + "/K": 18886, + "Ġrigid": 18887, + "Ġbrowsers": 18888, + "Ġstitch": 18889, + "Ġtrails": 18890, + "Ġacids": 18891, + "Ġ!!!": 18892, + "Ġplanets": 18893, + "ĠDublin": 18894, + "deep": 18895, + "Ġμ": 18896, + "Far": 18897, + "iasm": 18898, + "Ġteaches": 18899, + "ĠBelt": 18900, + "Ġlimiting": 18901, + "Ġachievements": 18902, + "Ġdisse": 18903, + "arming": 18904, + "ulsion": 18905, + "Po": 18906, + "Ġagrees": 18907, 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"Ġdistract": 26921, + "Ġsunrise": 26922, + "Ġspaced": 26923, + "Chem": 26924, + "izons": 26925, + "Ġgroundbreaking": 26926, + "-Pacific": 26927, + "Ġpillars": 26928, + "Rather": 26929, + "Ġcovenant": 26930, + "Ġlineage": 26931, + "ographically": 26932, + "Ġassay": 26933, + "ogh": 26934, + "-offs": 26935, + "Ġiris": 26936, + "Ġeup": 26937, + "Ġropes": 26938, + "ĠQuadr": 26939, + "estinal": 26940, + "igate": 26941, + "Ġyouths": 26942, + "Ġdetrimental": 26943, + "Ġinnate": 26944, + "estation": 26945, + "ĠVirus": 26946, + "Ġpersuaded": 26947, + "Ġmuc": 26948, + "Ġoutlaw": 26949, + "Ġlandscaping": 26950, + "Ġions": 26951, + "ĠDys": 26952, + "Ġcess": 26953, + "ycin": 26954, + "Ġborne": 26955, + "Ġmarkings": 26956, + "Ġrecurrent": 26957, + "ĠImprove": 26958, + "ĠHighland": 26959, + "Ġoccupational": 26960, + "ĠDecre": 26961, + "Ġherald": 26962, + "Ġboosted": 26963, + "Ġantidepress": 26964, + "brate": 26965, + "ëIJĺ": 26966, + "ĠAstro": 26967, + "Ġinjections": 26968, + "-olds": 26969, + "flation": 26970, + "Ġspherical": 26971, + "Ġfallout": 26972, + "bestos": 26973, + "-lasting": 26974, + "Ġnarrator": 26975, + "Ġimmersive": 26976, + "Ġtextbooks": 26977, + "Ġbenign": 26978, + "âĢĿ).": 26979, + "-paced": 26980, + "Ġsank": 26981, + "ĠFolk": 26982, + "Ġmotherboard": 26983, + "Ġshear": 26984, + "Ġhail": 26985, + "Ġgenerosity": 26986, + "Ġthinner": 26987, + "Ġintersections": 26988, + "Crit": 26989, + "Ġcommenced": 26990, + "Ġdeposition": 26991, + "Ġdinosaurs": 26992, + "minating": 26993, + "Ġplateau": 26994, + "Ġfertilizer": 26995, + "Ġcatastrophe": 26996, + "versible": 26997, + "Ġmustard": 26998, + "Ġcooled": 26999, + "Ġavoidance": 27000, + "Ġartery": 27001, + "Ġconditioner": 27002, + "Ġwag": 27003, + "Ġscalp": 27004, + "Ġcommanding": 27005, + "acellular": 27006, + "Ġpavement": 27007, + "ĠViking": 27008, + "Ġsoothing": 27009, + "ĠHers": 27010, + "-Al": 27011, + "-energy": 27012, + "Ġsupremacy": 27013, + "Ġcreek": 27014, + "Ġmandated": 27015, + "ĠReaders": 27016, + "ĠGuang": 27017, + "iage": 27018, + "Certain": 27019, + "Ġleftover": 27020, + "ĠAbbey": 27021, + "imony": 27022, + "Ġadhesive": 27023, + "Ġpublishes": 27024, + "Ġconstituted": 27025, + "privation": 27026, + "ĠImaging": 27027, + "ighted": 27028, + "Ġmouths": 27029, + "Ġantis": 27030, + "ĤŃ": 27031, + "ĠìŀĪëĬĶ": 27032, + "Ġves": 27033, + "Fish": 27034, + "Ġcalf": 27035, + "ĠIdentify": 27036, + "Ġfluctuations": 27037, + "ESA": 27038, + "ĠInfantry": 27039, + "ĠProper": 27040, + "Cit": 27041, + "riet": 27042, + "ĠìŀIJ": 27043, + "Ġorbital": 27044, + "Ġauthoritative": 27045, + "aaS": 27046, + "Ġblankets": 27047, + "Ġhelmets": 27048, + "aday": 27049, + "pheres": 27050, + "oras": 27051, + "Ġlinguistic": 27052, + "ĠLego": 27053, + "Ġrecommending": 27054, + "ĠGuarantee": 27055, + "thora": 27056, + "Ġstimulating": 27057, + "itious": 27058, + "ĠSPL": 27059, + "Ġacet": 27060, + "ĠMcA": 27061, + "ĠAppendix": 27062, + "Ġbumps": 27063, + "Ġprescriptions": 27064, + "Ġrevise": 27065, + "ĠPrintable": 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