From c749dc4b2c2ea640750936026b6230f6354dfe77 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 1 Jun 2026 14:07:20 +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: anakin87/LFM2-2.6B-ttt-sft Source: Original Platform --- .gitattributes | 35 + README.md | 48 + chat_template.jinja | 7 + config.json | 74 + generation_config.json | 7 + model-00001-of-00002.safetensors | 3 + model-00002-of-00002.safetensors | 3 + model.safetensors.index.json | 274 + special_tokens_map.json | 17 + tokenizer.json | 323812 ++++++++++++++++++++++++++++ tokenizer_config.json | 4078 + 11 files changed, 328358 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-00001-of-00002.safetensors create mode 100644 model-00002-of-00002.safetensors create mode 100644 model.safetensors.index.json create mode 100644 special_tokens_map.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.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..b96a4e1 --- /dev/null +++ b/README.md @@ -0,0 +1,48 @@ +--- +license: other +license_name: lfm1.0 +license_link: https://www.liquid.ai/legal/lfm-license +base_model: +- LiquidAI/LFM2-2.6B +datasets: +- anakin87/tictactoe-filtered +library_name: transformers +tags: +- sft +- tictactoe +pipeline_tag: text-generation +language: +- en +--- + +# LFM2-2.6B-ttt-sft + +Supervised Fine-Tuning checkpoint of [LiquidAI/LFM2-2.6B](https://huggingface.co/LiquidAI/LFM2-2.6B) for Tic Tac Toe. + +The goal of this SFT warm-up was to teach the model the correct output format and valid move syntax, before applying Reinforcement Learning. The model is not a strong player at this stage. + +This is an intermediate checkpoint from 🎓 **[LLM RL Environments Lil Course](https://github.com/anakin87/llm-rl-environments-lil-course)**, a hands-on course on building RL environments for Language Models, where models learn from rewards, not examples. It walks through the full process of turning a small open model into a specialist that outperforms a large proprietary one on a specific task (Tic Tac Toe). The final model is [anakin87/LFM2-2.6B-mr-tictactoe](https://huggingface.co/anakin87/LFM2-2.6B-mr-tictactoe). + +đŸ¤—đŸ•šī¸ **[Play against the final model](https://huggingface.co/spaces/anakin87/LFM2-2.6B-mr-tictactoe)** + +## Training + +- **Method:** SFT with [PRIME-RL](https://docs.primeintellect.ai/prime-rl) +- **Dataset:** [anakin87/tictactoe-filtered](https://huggingface.co/datasets/anakin87/tictactoe-filtered) (174 examples, ~5.5 epochs) +- **Steps:** 30, batch size 32, lr 1e-5, seq_len 700 +- **Hardware:** NVIDIA RTX Pro 6000 96GB (~5 min) + +## Evaluation + +100 games per setting. + +| **Model vs random opponent** | **% Wins** | **% Draws** | **% Losses** | **% Follows format** | **% Games w invalid moves** | +|------------------------------|------------|-------------|--------------|----------------------|---------------------| +| LiquidAI/LFM2-2.6B | 40 | 11 | 49 | 27.8 | 40 | +| **anakin87/LFM2-2.6B-ttt-sft** | **74** | **13** | **13** | **99.8** | **11** | +| | | | | | | +| **Model vs optimal opponent** | **% Wins** | **% Draws** | **% Losses** | **% Follows format** | **% Games w invalid moves** | +| LiquidAI/LFM2-2.6B | 0 | 11 | 89 | 24.7 | 43 | +| **anakin87/LFM2-2.6B-ttt-sft** | **0** | **52** | **48** | **99** | **14** | + +Format following jumped from <30% to 99%. Gameplay strategy improved as a side effect. diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..99f3593 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,7 @@ +{{- bos_token -}}{%- set system_prompt = "" -%}{%- set ns = namespace(system_prompt="") -%}{%- if messages[0]["role"] == "system" -%} {%- set ns.system_prompt = messages[0]["content"] -%} {%- set messages = messages[1:] -%}{%- endif -%}{%- if tools -%} {%- set ns.system_prompt = ns.system_prompt + (" +" if ns.system_prompt else "") + "List of tools: <|tool_list_start|>[" -%} {%- for tool in tools -%} {%- if tool is not string -%} {%- set tool = tool | tojson -%} {%- endif -%} {%- set ns.system_prompt = ns.system_prompt + tool -%} {%- if not loop.last -%} {%- set ns.system_prompt = ns.system_prompt + ", " -%} {%- endif -%} {%- endfor -%} {%- set ns.system_prompt = ns.system_prompt + "]<|tool_list_end|>" -%}{%- endif -%}{%- if ns.system_prompt -%} {{- "<|im_start|>system +" + ns.system_prompt + "<|im_end|> +" -}}{%- endif -%}{%- for message in messages -%} {{- "<|im_start|>" + message["role"] + " +" -}} {%- set content = message["content"] -%} {%- if content is not string -%} {%- set content = content | tojson -%} {%- endif -%} {%- if message["role"] == "tool" -%} {%- set content = "<|tool_response_start|>" + content + "<|tool_response_end|>" -%} {%- endif -%} {{- content + "<|im_end|> +" -}}{%- endfor -%}{%- if add_generation_prompt -%} {{- "<|im_start|>assistant +" -}}{%- endif -%} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..c732962 --- /dev/null +++ b/config.json @@ -0,0 +1,74 @@ +{ + "architectures": [ + "Lfm2ForCausalLM" + ], + "block_auto_adjust_ff_dim": false, + "block_dim": 2048, + "block_ff_dim": 10752, + "block_ffn_dim_multiplier": 1.0, + "block_mlp_init_scale": 1.0, + "block_multiple_of": 256, + "block_norm_eps": 1e-05, + "block_out_init_scale": 1.0, + "block_use_swiglu": true, + 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"491": 31967, + "Ä Mutter": 31968, + "oplus": 31969, + "volume": 31970, + "Ä CG": 31971, + "ÃĨžŠ": 31972, + "Ä belonged": 31973, + "Ä readings": 31974, + "ovÃƒÂĄnÃŃ": 31975, + "-body": 31976, + "except": 31977, + "Ä anz": 31978, + "Ä specimen": 31979, + "/.": 31980, + "agua": 31981, + "kÊnt": 31982, + "ĠØÂŦÙħ": 31983, + "Ä ÃŦŀÄē": 31984, + "519": 31985, + "ÃĻ´ÂĨ": 31986, + "years": 31987, + "ĠÙÄŦؚ": 31988, + "Ä Huang": 31989, + "Ä reset": 31990, + "Ä satisfying": 31991, + "Ä intrinsic": 31992, + "Ä wax": 31993, + "ç¤Âŧ": 31994, + "Ä Lau": 31995, + "Ä schlieÃŁlich": 31996, + "434": 31997, + "Ä Warner": 31998, + "çÂŦÂŦä¸ÄĢ": 31999, + "Ä embrace": 32000, + "Ä reflecting": 32001, + "Ä orch": 32002, + "ĠÐÄļи": 32003, + "_text": 32004, + "ographics": 32005, + "507": 32006, + "ÑİÑÄĢиК": 32007, + "Ä vraiment": 32008, + "Tu": 32009, + "Ä utilisÊ": 32010, + "Ä Napoleon": 32011, + "ĠíÄģÄļ": 32012, + "/>Ċ": 32013, + "\\phi": 32014, + "ÃÂžÃÂŗÃÂģÃÂ°Ã‘ÄŖ": 32015, + "equal": 32016, + "Ä payload": 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"ÃŖÄĨÂŠÃŖÄĨÂŗÃŖÄ¤Âš": 37800, + "ÐÂŊОÐÂē": 37801, + "Ä europÊenne": 37802, + "präsident": 37803, + "ÃĨÂĨÄš": 37804, + "Ä martial": 37805, + "ä¸ĊÃĨħÄĨ": 37806, + "Ä arrange": 37807, + "Ä UnterstÃÂŧt": 37808, + "Ä proche": 37809, + "Ä anime": 37810, + "Ä szÃÂŧlet": 37811, + "Sir": 37812, + "Ä photographer": 37813, + "Ä vicinity": 37814, + "Ä gambling": 37815, + "Ä donation": 37816, + "ĠÐÄļОÐÂŊ": 37817, + "Ä pathogen": 37818, + "runde": 37819, + "Business": 37820, + "'occasion": 37821, + "_KEY": 37822, + "çÄļÂĩÃĨÂŊÂą": 37823, + "iagn": 37824, + "çÄŊÂŽÃŖÄŖÂŽ": 37825, + "Ä maja": 37826, + "ÃŖÄĸĤÃĨÂŊÄĩ": 37827, + "Ä concerts": 37828, + "Ä heavier": 37829, + "ismic": 37830, + "owan": 37831, + "ÃϏÂŦ": 37832, + "istica": 37833, + "ĠÐÂŋÃÂ¸Ã‘ÄŖÃ‘ÄŽ": 37834, + "Ä permissions": 37835, + "Ä tablespoons": 37836, + "material": 37837, + "Ä mots": 37838, + "Ä turtles": 37839, + "Ä upl": 37840, + "cepciÃƒÂŗn": 37841, + "ilitÊ": 37842, + "Ä cents": 37843, + "Ä Energ": 37844, + "Ä ministro": 37845, + "Ä coloring": 37846, + "Ä vinegar": 37847, + "Ã§ÄŖÂŊ": 37848, + "engths": 37849, + "Ä Hack": 37850, + "ckt": 37851, + "Ä idx": 37852, + "Ä Draft": 37853, + "Ä Antarctica": 37854, + "Ã¨ÂŽÂĄÃ§ÂŽÄš": 37855, + "Ä bureau": 37856, + "Ä wrzeÅÄŊnia": 37857, + "ederbÃÂļrd": 37858, + "099": 37859, + ")^{-": 37860, + "Ä Sob": 37861, + "Ä drunk": 37862, + "copy": 37863, + "Ä Papa": 37864, + "kter": 37865, + "Ä algÃÂēn": 37866, + "Ä permettant": 37867, + "Ä massage": 37868, + "Ä veut": 37869, + "tok": 37870, + "achten": 37871, + "umbled": 37872, + "Ä bile": 37873, + "Ä dividing": 37874, + "Ä enthusiasm": 37875, + "Ä Contemporary": 37876, + "Ä advancing": 37877, + "Ä Uniwers": 37878, + "ÃŖÄŖÄŋÃŖÄŖÄ¨ÃŖÄŖÂ§ÃŖÄŖÄģ": 37879, + "Ä encompass": 37880, + "ÃŖÄ¤ÂĢÃŖÄĨÂŠÃŖÄĨÂŧ": 37881, + "reading": 37882, + "Ä nutrit": 37883, + "Ä envelope": 37884, + "mental": 37885, + "ĠÐĞÐÂĩд": 37886, + "Ä pots": 37887, + "nad": 37888, + "Soci": 37889, + "Overall": 37890, + "Ä Corp": 37891, + "autor": 37892, + "ÃĨÄŖÄŠ": 37893, + "onneur": 37894, + "ÃĨĨĎ": 37895, + "Ä searches": 37896, + "Ä aure": 37897, + "ÃĨŽšÃĻÄēÄĩ": 37898, + "Ä Ã‘ÄŖÃÂžÃÂžÃ‘Ä¤ÃÂ˛ÃÂĩÑĤ": 37899, + "Êf": 37900, + "Ä summarized": 37901, + "Ä verde": 37902, + "clav": 37903, + "wasser": 37904, + "iotics": 37905, + "Ljava": 37906, + "ÃŖÄ¤Ä´ÃĨŽŁ": 37907, + "Ä gewesen": 37908, + "pared": 37909, + "ÃĻĹ¥": 37910, + "Ä juvenile": 37911, + "ffe": 37912, + "clair": 37913, + "ä¸įäÂŧÄŧ": 37914, + "Ä cumulative": 37915, + "Ä sender": 37916, + "ierungen": 37917, + "Ä ÃÂ˛Ã‘Ä¸ÃÂšÃÂŊи": 37918, + "aume": 37919, + "Ä Formula": 37920, + "Ä ().": 37921, + "-controlled": 37922, + "Ä screw": 37923, + "Ä endpoint": 37924, + "Ã…ÂĄÃ„Ä¯": 37925, + "req": 37926, + "ØÂĒÃ™ÄŖ": 37927, + "\\subsubsection": 37928, + "azÃƒÂŗn": 37929, + "Ä ainda": 37930, + "Ä muestra": 37931, + "ÃĻÄģÄ¤ÃŖÄŖÂŽ": 37932, + "stär": 37933, + "Ä crosses": 37934, + "Pointer": 37935, + "Ä loyalty": 37936, + "Ä Getting": 37937, + "Ä droite": 37938, + "ÃÂĒque": 37939, + "-Th": 37940, + "ÃĨÄąÂļ": 37941, + "WC": 37942, + "Ä Hond": 37943, + "Ä Ã‘ÄŖÃÂžÃÂ´": 37944, + "Ä Kern": 37945, + "(event": 37946, + "try": 37947, + "success": 37948, + "Ä NHL": 37949, + "ÃĻġ°ÃĨŃĚ": 37950, + "erea": 37951, + "ÑįК": 37952, + "Ä reconcil": 37953, + "Ä gaze": 37954, + "Ã˜ÂŖÃ˜Âŗ": 37955, + "Ä ladies": 37956, + "Ä futbol": 37957, + "ÑÄĨÐÂŧÐÂĩÐÂŊÑĤ": 37958, + "jekte": 37959, + "Ä hemorrh": 37960, + "iegen": 37961, + ".~(\\": 37962, + "Ä kilometres": 37963, + "иÑĤÑĭ": 37964, + "ÃƒÂĄmara": 37965, + "ÃŦĸ¸": 37966, + "Ä Zach": 37967, + "Sequence": 37968, + "Ä Rost": 37969, + "Ä stationary": 37970, + "ÃĨÄĩÄŖÃ¨ÂŗÂĒ": 37971, + "got": 37972, + "Ä incar": 37973, + "odon": 37974, + "(res": 37975, + "Ä erect": 37976, + "ilidad": 37977, + "======": 37978, + "*,": 37979, + "Ä porta": 37980, + "sonian": 37981, + "Ä Krish": 37982, + "098": 37983, + "Ä Wies": 37984, + "ÃŠÂŖÄŊ": 37985, + "annah": 37986, + "Ä tradicional": 37987, + "Ä Pars": 37988, + "piration": 37989, + "zos": 37990, + "Ã‘ÄŖÃÂēÃÂ¸Ã‘Äą": 37991, + "Ä deposition": 37992, + "Ä ÃÂĄÃ‘ÄĨ": 37993, + "Ä Roz": 37994, + "Personer": 37995, + "Ä corte": 37996, + "ÃĻÄ´ÄĨ": 37997, + "mask": 37998, + "Ä Bee": 37999, + "Ä averaged": 38000, + "Ä trafficking": 38001, + "Ä ucc": 38002, + "Ä bureauc": 38003, + "Ä sore": 38004, + "Ä Cham": 38005, + "ÃŖÄŖÄĻÃŖÄŖÂĻÃŖÄŖÄĻÃŖÄ¤Ä­": 38006, + "Ã¨ÂˇÂĩ": 38007, + "paid": 38008, + "ĠÐÂģÑİдÐÂĩК": 38009, + ".u": 38010, + "Ä emitted": 38011, + "Ä podczas": 38012, + ".query": 38013, + "Ä Pine": 38014, + "`.Ċ": 38015, + "'Île": 38016, + "sku": 38017, + "Ä lak": 38018, + "Ä Release": 38019, + "ÊÄŊÂļ": 38020, + "-party": 38021, + "Ä frontal": 38022, + "Ä Edmund": 38023, + "Ä fibrosis": 38024, + "Ä Auflage": 38025, + "Ä Herzog": 38026, + "Ä gospel": 38027, + "Ã…ÂĄi": 38028, + "ĠÐÂŊÐÂĩÃÂą": 38029, + "Ä evapor": 38030, + "Ä miejscowo": 38031, + "Ä bronch": 38032, + "ÐÂēаÑĤа": 38033, + "Ä kop": 38034, + "ÃĻĸšÃĻÂĄÄĒ": 38035, + "Ä ach": 38036, + "ÃĨÂžÄŖ": 38037, + "ä¸ŃÃĨ¤Ž": 38038, + "Ä participe": 38039, + "ÃĸĨ": 38040, + "gefÃÂŧhrt": 38041, + "Ä paradox": 38042, + "Ä MG": 38043, + "äÂģÂģäÂŊġ": 38044, + "unami": 38045, + "ergic": 38046, + "Ä Options": 38047, + "ÑÄĨÑÄļ": 38048, + "Ä formulas": 38049, + "Ä Stati": 38050, + "Ä futur": 38051, + "Ä Blake": 38052, + "(void": 38053, + "-Col": 38054, + "proc": 38055, + "Ä rappresent": 38056, + "ÊłĨ": 38057, + "Ä Syrian": 38058, + "Ä morb": 38059, + "Period": 38060, + "Ä pasta": 38061, + "Ä mÊg": 38062, + "Ä Spot": 38063, + "Ä Männer": 38064, + "three": 38065, + "weig": 38066, + "Ä \"<": 38067, + "Ä Venice": 38068, + "ÐÂŋÑÄĸиÐÂŧÐÂĩÑÄĸ": 38069, + "ÐÂŊаÑÄĸ": 38070, + "Ä ceased": 38071, + "ÃĨ¸ŽÃĨÄŦŠ": 38072, + "Ä suppressed": 38073, + "ÃĻÄŦÂĨÃĨÄŗÄŦ": 38074, + "riber": 38075, + "-air": 38076, + "Ä absolv": 38077, + "{$\\": 38078, + "ÃĨŁÂēÃŠÄŠÄŗ": 38079, + "racting": 38080, + "Ä Various": 38081, + "Ä jugador": 38082, + "Ä mistrzost": 38083, + "Ä Eat": 38084, + "-thirds": 38085, + "deo": 38086, + "redu": 38087, + "دد": 38088, + "è§ÄĻÃĨÄĒÄ´": 38089, + "ÃŖÄ¤ÂģÃŖÄĨÂĢ": 38090, + "Ä Subject": 38091, + "Ä sorte": 38092, + "Ä canonical": 38093, + "Ä stal": 38094, + "Ä genius": 38095, + "Ä astronomers": 38096, + "Ä openly": 38097, + "levard": 38098, + "Ä insign": 38099, + "Ä facult": 38100, + "Ä Schles": 38101, + "ĠÐÂēОд": 38102, + "Ä cependant": 38103, + "ÄĊi": 38104, + "attach": 38105, + "аÐÂŊиÑħ": 38106, + "cord": 38107, + "086": 38108, + "gebracht": 38109, + "cb": 38110, + "eger": 38111, + "Ä movimiento": 38112, + "ÑÄĸОÐÂŧÐÂĩ": 38113, + "Ä ---": 38114, + "Ä geeignet": 38115, + "ARC": 38116, + "Ä Erfolg": 38117, + "Ah": 38118, + "imeters": 38119, + "Ä submission": 38120, + "\\par": 38121, + "Ä struggled": 38122, + ".content": 38123, + "ĠÐÄļÐÂļОÐÂŊ": 38124, + "Ä pathology": 38125, + "Ä invÃÂĨn": 38126, + "ForrÃƒÂĄsok": 38127, + "Ä espèce": 38128, + "Center": 38129, + "ryw": 38130, + "Ä pÃƒÂŗÃ…Âēniej": 38131, + "Ä retrieved": 38132, + "Ä removes": 38133, + "Ä kall": 38134, + "Ä \".": 38135, + "lip": 38136, + "ÃŠÄŖÄŦ": 38137, + "Ä Zhao": 38138, + "ÐÂēÃÂ°Ã‘Äą": 38139, + "Ä phosphorus": 38140, + "Ä Joshua": 38141, + "Ä mondial": 38142, + "ogh": 38143, + "äÂŧ¸": 38144, + "docs": 38145, + "Ä turbine": 38146, + "çŀ": 38147, + "reatening": 38148, + "Ä uph": 38149, + "Ä cheer": 38150, + "ĉvoid": 38151, + "Ä organizaciÃƒÂŗn": 38152, + "Ä Pall": 38153, + "Ä landmark": 38154, + "Unlike": 38155, + "Ä sten": 38156, + "orestation": 38157, + "stick": 38158, + "Ä Campus": 38159, + "Ä Mills": 38160, + "izados": 38161, + "Ä Twenty": 38162, + "Ä righteous": 38163, + "Ä Crypt": 38164, + "tools": 38165, + "VO": 38166, + "ÊÄŋŀÃĨÂ¸Â¸ÃŖÄŖÂĢ": 38167, + "Ä cleaner": 38168, + "Ä crushed": 38169, + "(K": 38170, + "Ä fortun": 38171, + "Plot": 38172, + "ïÂŧÄŽÃĨÂŽÄĨ": 38173, + "Ä ds": 38174, + "Ä Chrom": 38175, + "UTH": 38176, + "ÃÂŧcht": 38177, + "ĠÙÄĻÙÄĻÙħ": 38178, + "aphyl": 38179, + "'Êl": 38180, + "atoria": 38181, + "Ä Ã‘ÄŖÃÂĩÐÂŧÐÂĩК": 38182, + "Ä repairs": 38183, + "Ä Schwer": 38184, + "orns": 38185, + "Ä ehemaligen": 38186, + "Ä vorhand": 38187, + "Ä endothelial": 38188, + "Ä grazing": 38189, + "coli": 38190, + "Ä marble": 38191, + "asma": 38192, + "igneur": 38193, + "Ä Damit": 38194, + "ÃĻŠĭ": 38195, + "ĠÐÂŧаÑÄļ": 38196, + "ÐÂŊÑĸÑħ": 38197, + "School": 38198, + "Little": 38199, + "Ä livelihood": 38200, + "Ä urge": 38201, + "ÃŖÄĸÄŖÃĨÂŊÄĩ": 38202, + "Ä complaint": 38203, + "Ä validated": 38204, + "Ä entsch": 38205, + "Ä sais": 38206, + "иÐÂŊÃÂžÃÂ˛": 38207, + "wod": 38208, + "mons": 38209, + "Ä volatile": 38210, + "Ä Ortste": 38211, + "Ä quoi": 38212, + "-comp": 38213, + "Ä feast": 38214, + "Ä densities": 38215, + "ocity": 38216, + "Ä punish": 38217, + "Ä Catholics": 38218, + "-count": 38219, + "Socket": 38220, + "Ä asi": 38221, + "аÑĤÐÂĩÐÂģÃ‘Äą": 38222, + "Ä coordinated": 38223, + "ĠÐÄĩÑÄĸа": 38224, + "know": 38225, + ".Create": 38226, + "Ä interÊs": 38227, + "ATED": 38228, + "ÃĨšġ": 38229, + "Ä cess": 38230, + "Ä Voll": 38231, + "Ä observational": 38232, + "Natural": 38233, + "France": 38234, + "dep": 38235, + "idores": 38236, + "ÃŖÄ¤Ä´ÃĨÄąÄšÃŖÄŖÄŗ": 38237, + "ICA": 38238, + "Ã§ÄŖÂ¯": 38239, + "Ä islam": 38240, + "vity": 38241, + "ÏÄĢ": 38242, + "Ã‘ÄŖÃ‘Ä¤ÃÂ˛ÃÂ¸ÃÂ¸": 38243, + "Ä Gandhi": 38244, + "Ä lime": 38245, + "Uns": 38246, + "аÐÂģÑĎÐÂŊОК": 38247, + "Ä textbook": 38248, + "Ä consÊqu": 38249, + "Ä Morning": 38250, + "Ä Attorney": 38251, + "íÄŧį": 38252, + "Ä donors": 38253, + "аÐÂēОÐÂŊ": 38254, + "\"-": 38255, + "Ä modific": 38256, + "ĠдОÑĊ": 38257, + "Ä ÃĢŠÄļ": 38258, + "Ä Formation": 38259, + "ÊdÊ": 38260, + "hole": 38261, + "Ä Sean": 38262, + "Ä denoted": 38263, + "widget": 38264, + "ÃĨžÄĩ": 38265, + "...,": 38266, + "Ä talents": 38267, + "ÐÂģадÑÄĨ": 38268, + "-defined": 38269, + "iland": 38270, + "Ä appreciated": 38271, + "Ä possessed": 38272, + "Ä Traditional": 38273, + "Ä Info": 38274, + "Ä IEEE": 38275, + "Wed": 38276, + "Ä Associated": 38277, + "Ä synonym": 38278, + "Ä kwiet": 38279, + "Ä kannst": 38280, + "Ä Foods": 38281, + "莯": 38282, + "ographs": 38283, + "Ä professionnel": 38284, + "Ä partnerships": 38285, + "Returns": 38286, + "Deutschland": 38287, + "Ä dull": 38288, + "-ÐĴ": 38289, + "Ä Mira": 38290, + "inline": 38291, + "Ä Representative": 38292, + "ibilitÊ": 38293, + "Ä gloves": 38294, + "Ä Matth": 38295, + "Ä wojewÃƒÂŗdzt": 38296, + "optera": 38297, + "Ä vois": 38298, + "Ä Session": 38299, + "\"That": 38300, + "Ä Luz": 38301, + "buffer": 38302, + "Ä nau": 38303, + "\").Ċ": 38304, + "ategorie": 38305, + "Ä Cela": 38306, + "Ä Ahmed": 38307, + "macht": 38308, + "ployed": 38309, + "ÃĻŁÄĻ": 38310, + "ÄÄŊnÃŃ": 38311, + "ïÂŧÄŽÃĨÂĻĤ": 38312, + "Ä offshore": 38313, + "Ä discern": 38314, + "Ä Ellen": 38315, + "Ä accommodation": 38316, + "ÃŖÄĨÂŧÃŖÄĨį": 38317, + "Ä asbestos": 38318, + "ÃĨħ¨ÊÄŋÂĸ": 38319, + "Ä caregivers": 38320, + "Ä IQ": 38321, + "Ä Belgique": 38322, + "bÃÂŧr": 38323, + "Ä affir": 38324, + "enthal": 38325, + "ÐÂŊÃ‘ÄąÃ‘Äą": 38326, + "atis": 38327, + "ÃĨÄĒĨÊĴŁ": 38328, + "Ä inexpensive": 38329, + "Ä Ã‘ÄŖÃÂ˛ÃÂžÃÂĩÃÂŗÃÂž": 38330, + "ÃĤ": 38331, + "Ä Extra": 38332, + "Ä Pool": 38333, + "ĠÙĤبÙÄĻ": 38334, + "Ä misunder": 38335, + "Ä deben": 38336, + "Ã¨Â˛Â¨": 38337, + "Ä Terror": 38338, + "Ä cursor": 38339, + "nete": 38340, + "Ä Bulletin": 38341, + "Ä Waters": 38342, + "ä¸įÃĨÄ­ÄˇÃ§ÄļÂŖ": 38343, + "Ä darunter": 38344, + "Ä scÊn": 38345, + "czest": 38346, + "ÃƒÂĄzÃŃ": 38347, + "Ä regeneration": 38348, + "aptic": 38349, + "ÑĊиÐÂģа": 38350, + "ÂÂĩ": 38351, + "ОÐÂŧиÐÂŊа": 38352, + "ÃĻİÂĒ": 38353, + "Ä estaven": 38354, + "kich": 38355, + "validate": 38356, + "Ä handy": 38357, + "Ä imports": 38358, + "Ä Nederlandse": 38359, + "ÃĨ¯ÂŧèĊ´": 38360, + "Famil": 38361, + "ĠÐÂĨаÑÄĸ": 38362, + "Ä berg": 38363, + "Err": 38364, + "ÃĢŀĞ": 38365, + "Ä plante": 38366, + "Decl": 38367, + "ÃĢĨ": 38368, + "èÄŦ¸": 38369, + "Ã‘Ä¨ÃÂžÃÂ˛": 38370, + "riques": 38371, + "-an": 38372, + "ÃĻÄžÄĢÃĻġÄĒ": 38373, + "Ä protagonista": 38374, + "Ä sufic": 38375, + "$^{-": 38376, + "Ä viz": 38377, + "ÐÂĩÃÂˇÃÂĩ": 38378, + "Ä jard": 38379, + "ÙÄĻÙÄŦÙħ": 38380, + "Ä terrorist": 38381, + "Ä Simpson": 38382, + "Ä Pon": 38383, + "sime": 38384, + "Ä Rut": 38385, + "ÃÂ˛ÃÂ°ÃÂŊÐÂĩ": 38386, + "ÃĨÄĩÂĒ": 38387, + "Ä circulating": 38388, + "Awards": 38389, + "KD": 38390, + "Ä tiles": 38391, + "ОÐÂŧÑĸ": 38392, + "Ä starring": 38393, + "Ä heutigen": 38394, + "çÂĢÄ­ÃŖÄŖÂĄ": 38395, + "Ä accelerate": 38396, + "_sub": 38397, + "Ä doub": 38398, + "acha": 38399, + "Ä defending": 38400, + "Ä Filter": 38401, + "Ä phosphory": 38402, + "Ä DH": 38403, + "Ä Sank": 38404, + "Ä demi": 38405, + "Ä ÃŦŀÄĒÃŦĸ´": 38406, + "aner": 38407, + "Ä Heidelberg": 38408, + "ÐÂŊОд": 38409, + "Ä Secondary": 38410, + "ĠÐŀдÐÂŊаÐÂēО": 38411, + "ullehrer": 38412, + "coll": 38413, + "fors": 38414, + "ÃÂļnt": 38415, + "-Univers": 38416, + "Ä Lum": 38417, + "Ä Parti": 38418, + "Ä disputes": 38419, + "ÐÂĩÐÂŧÐÂŋиОÐÂŊ": 38420, + "Ä petroleum": 38421, + "Ä assertThat": 38422, + "Ä tense": 38423, + "jm": 38424, + "ÃŖÄĨÅƒÃŖÄĨÂŧ": 38425, + "Ä csak": 38426, + "brate": 38427, + "ĠдÑÄĨÑħ": 38428, + 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38478, + "Ä Acts": 38479, + "Ä humid": 38480, + "_VAL": 38481, + "Ä anv": 38482, + "Ä sieht": 38483, + "Ä Plato": 38484, + "ÃŖÄ¤Â¤ÃŖÄ¤Â¯": 38485, + "Ä NAME": 38486, + "ÃÂļne": 38487, + "Ä indul": 38488, + "Ä diven": 38489, + "ÃĢłÄĒÃŦÄŋ´": 38490, + "Ä proceedings": 38491, + "orporated": 38492, + "Ä Issues": 38493, + "Ä duo": 38494, + "between": 38495, + "Ä hÃÂļg": 38496, + "colm": 38497, + "ÃĨÂĄÄŗ": 38498, + "Ä reef": 38499, + "Ä ÃÄˇÃÂ˛": 38500, + "Ä fertile": 38501, + "ÃŖÄ¤ÄĢÃŖÄŖÂŽ": 38502, + "Ä ancestor": 38503, + "Ä stratÊg": 38504, + "ÊÄĨ¨ÃĨ¹ĭ": 38505, + "Ä Sprache": 38506, + "bullet": 38507, + "dn": 38508, + "Ä abrupt": 38509, + "Ä dokument": 38510, + "ĠÐĞиÑħаК": 38511, + "\\}": 38512, + "oti": 38513, + "ÃĸÄĸÄļbut": 38514, + "Ä Dokument": 38515, + "Ä Winn": 38516, + "Ä hull": 38517, + "apo": 38518, + "Ä nullptr": 38519, + "Ä novo": 38520, + "ossen": 38521, + "Ä lanc": 38522, + "莸ÃĨ¤Äŧ": 38523, + "Ä sixty": 38524, + "ÙÄŦØÂŦ": 38525, + "idian": 38526, + "Ä nich": 38527, + "ĠаÑÄĸÑħиÑĤÐÂĩÐÂē": 38528, + "ÃÂĸnia": 38529, + "ÃĻĸĊÃĨŃĚ": 38530, + "èĨĞ": 38531, + "/st": 38532, + "Ä Mitglieder": 38533, + "Ä Militär": 38534, + "Ä afric": 38535, + "izaÃƒÂ§ÃƒÂŖo": 38536, + "Ä toes": 38537, + "Ä pork": 38538, + "Ä defens": 38539, + "gging": 38540, + "Ä assembl": 38541, + "Ä Andre": 38542, + "äÂŧÄŧ莎": 38543, + "Ä Presidente": 38544, + "Ä labdarÃÂēg": 38545, + "subseteq": 38546, + "simeq": 38547, + "ÃĨÄĢÂĩ": 38548, + "ĠдÐÂĩÃÂ˛": 38549, + "ÃƒÂĄÃ…ÂĄ": 38550, + "ОÑÄĸÑÄĨÃ‘ÄŖ": 38551, + "umas": 38552, + "ÃÂ˛ÃÂ¸Ã‘ÄŖÃÂ¸ÃÂŧ": 38553, + "bane": 38554, + "Ä parasite": 38555, + "Ä trump": 38556, + "iare": 38557, + "ĠÃÄĩ": 38558, + "Ä pasa": 38559, + "Neg": 38560, + "Ä Rim": 38561, + "piracy": 38562, + "Ä chickens": 38563, + "Ä dash": 38564, + "Ä skÅĤad": 38565, + "Ä welches": 38566, + "Natur": 38567, + "ipage": 38568, + "Ä disturbance": 38569, + "Ä SÃƒÂĄnchez": 38570, + "Ä ellen": 38571, + "Ä ultr": 38572, + "Ä integrating": 38573, + "Ä behaviours": 38574, + "Ä barrel": 38575, + "Ä souls": 38576, + "Ä sorted": 38577, + "sets": 38578, + "ĠÑħÑÄĸа": 38579, + "Ä Rangers": 38580, + "Ä Julie": 38581, + "elier": 38582, + "Ä Module": 38583, + "Ä microscopic": 38584, + "Ä Disorders": 38585, + "antage": 38586, + "iban": 38587, + "tree": 38588, + "Ä necesario": 38589, + "Ä stressful": 38590, + "Ä Elisabeth": 38591, + "keits": 38592, + "Ä advancement": 38593, + "äÂŋÄŋÃĨŃÄē": 38594, + "Ä drie": 38595, + "loaded": 38596, + "flanzen": 38597, + "Ä inscription": 38598, + "Ä unh": 38599, + "seg": 38600, + "Ä Krit": 38601, + "vir": 38602, + "Ä Ferm": 38603, + "ĠÐĴÑĭ": 38604, + "Ä plein": 38605, + "çÂĨÄŋÃŖÄŖÄĻ": 38606, + "Ä poursu": 38607, + "ĠÑħОÑÄĸ": 38608, + "ÃǰÄŋ": 38609, + "-wing": 38610, + "Ä minorities": 38611, + "published": 38612, + "Ä semb": 38613, + "ĠÐÂŋÑÄĨÐÂŊÐÂēÑĤÑĭ": 38614, + "ophila": 38615, + "Ä Emil": 38616, + "Ä suf": 38617, + "Ä indirectly": 38618, + "Hor": 38619, + "ICS": 38620, + "Ä romance": 38621, + "():": 38622, + "Ä remarks": 38623, + "Ä elli": 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43547, + "Ä astronauts": 43548, + "ÃĻÂŧÄą": 43549, + "ĠÐÄĩÑÄĸи": 43550, + "Ä Biography": 43551, + "Ä Komb": 43552, + "Ä entraÎ": 43553, + "ÃĸÄĒÄš": 43554, + "Ä Taj": 43555, + "ĠÑÄĸÃÂ°Ã‘ÄŖÃ‘Ä¤": 43556, + "-treated": 43557, + "-six": 43558, + "%)Ċ": 43559, + "çžİÃĨŽš": 43560, + "Ä ÃÄ˛ÃÂą": 43561, + "Ä RÊs": 43562, + "ruce": 43563, + "brauch": 43564, + "these": 43565, + "Ä guiding": 43566, + "ÃĨÂĒĴäÂŊÄĩ": 43567, + "Ä hrab": 43568, + "ucional": 43569, + "Ä privileges": 43570, + "ÃĻĞĝ": 43571, + "Ä cambiar": 43572, + "cra": 43573, + "Ä Decision": 43574, + "_field": 43575, + "Ã˜ÂŗÃ˜Âą": 43576, + "äÂŋÄĨèÂŋÄŊ": 43577, + "Ä Mord": 43578, + "Ä pathogenic": 43579, + "Ä Drama": 43580, + "idelity": 43581, + "Ä Starting": 43582, + "pell": 43583, + "Ä Device": 43584, + "Ä Tav": 43585, + "Ä JC": 43586, + ".http": 43587, + "Ä fmt": 43588, + "uddy": 43589, + "\\Delta": 43590, + "Ä runtime": 43591, + "Ä ÃÂ˛Ã‘Ä­Ã‘ÄŖÃÂžÃÂē": 43592, + "Ä Mask": 43593, + "unique": 43594, + "Ä chiff": 43595, + "biota": 43596, + "Ä lacked": 43597, + "Ä behand": 43598, + "ĠÐłÐ¸ÐÂŧ": 43599, + "ç´¯": 43600, + "VS": 43601, + "Ä missiles": 43602, + "Ä tumour": 43603, + "Ä Refuge": 43604, + "yfik": 43605, + "Ä descended": 43606, + "аÐÂŊÃ‘ÄŖ": 43607, + "Ä practitioner": 43608, + "Ä Investigation": 43609, + "'id": 43610, + "Ä concernant": 43611, + "ОÐÂģÃÂ¸Ã‘ÄŖÃ‘Ä¤": 43612, + "apia": 43613, + "ÃƒÂŗst": 43614, + "ÑÄĒÐÂĩÐÂģ": 43615, + "Ä sola": 43616, + "brook": 43617, + "arat": 43618, + "IK": 43619, + "ĠÐĴÐÂĩÐÂģиÐÂēОК": 43620, + "Ä plains": 43621, + "Ä Laure": 43622, + "Ä Aid": 43623, + "Ä ÃÂąÃ‘Ä­ÃÂ˛": 43624, + "Ä ÃÂ˛Ã‘ÄĸÐÂĩÐÂŧÐÂĩ": 43625, + "Ä MN": 43626, + "ĠÙÄĒÙÄĨ": 43627, + "Ä touches": 43628, + "ç§Ł": 43629, + "Hence": 43630, + "Ä opts": 43631, + "iewicz": 43632, + "ÃĨħ¨ÊÄĨ¨": 43633, + "'B": 43634, + "Ä ns": 43635, + "Ä Qualität": 43636, + "ĠÏÄĻ": 43637, + "opotam": 43638, + "Ä Mund": 43639, + "Ä classement": 43640, + "[-": 43641, + "tc": 43642, + "respect": 43643, + "Ä FS": 43644, + "Management": 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"itaciÃƒÂŗn": 43693, + "Ä gebied": 43694, + "äÂēÂĄ": 43695, + "ÃŖÄ¤ÂˇÃŖÄĨÂŧ": 43696, + "ÃĻĪĞ": 43697, + "typedef": 43698, + "wege": 43699, + "ĠاÙÄĻØÂŦÙħ": 43700, + "ÃĻÄŧÂŽ": 43701, + "ÃĨÂŋÂĢÊÄĸŁ": 43702, + "ÃĻÂĩ´": 43703, + "GH": 43704, + "Ä CAP": 43705, + "Male": 43706, + "ellan": 43707, + "Ä Feel": 43708, + "ÐÂģÐÂŊ": 43709, + "environment": 43710, + "Ä ancestry": 43711, + "Ä abord": 43712, + "Ä Dop": 43713, + "Ä QU": 43714, + "Ä tÃÂļrtÊn": 43715, + "Ä Allow": 43716, + "Ä wod": 43717, + "TON": 43718, + "Ä ÃÂ´ÃÂ°ÃÂ˛": 43719, + "Interest": 43720, + "аÑĤÐÂĩÐÂģи": 43721, + "Ä Manit": 43722, + "ÃŖÄŖÄ¤ÃŖÄŖÂžÃŖÄ¤ÄŦ": 43723, + "abelle": 43724, + "Ä mindestens": 43725, + "ÃŖÄŖÂ¯ÃŖÄŖÄŧ": 43726, + "Ä congress": 43727, + "Ä Mineral": 43728, + "Ä ancestral": 43729, + "Ä Wen": 43730, + "Ä SEC": 43731, + "çŠÂēÊĚ´": 43732, + "Ä pelos": 43733, + "Secret": 43734, + "ieke": 43735, + "çžİÃĨÄŗÂŗ": 43736, + "Ä Numbers": 43737, + "Besides": 43738, + "Ä Petit": 43739, + "Ä folgte": 43740, + "аÐÂŊОÐÂŧ": 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43789, + "ÐÂŊÐÂĩÑÄĒ": 43790, + "ILD": 43791, + "Ä ÃÄ´Ã‘ÄŖ": 43792, + "Ã˜ÂąÃ˜Â§Ã˜ÂĒ": 43793, + "Ä cambi": 43794, + "Medal": 43795, + "Points": 43796, + "Ä Comme": 43797, + "Ä Door": 43798, + "Ä Essen": 43799, + "Named": 43800, + "rador": 43801, + "ricas": 43802, + "Ä Parlament": 43803, + "ÃŃtett": 43804, + "两ä¸ÂĒ": 43805, + "ĠÑÄĨÃ‘ÄŠÃÂ°Ã‘ÄŖÃ‘Ä¤Ã‘ÄŽ": 43806, + "Ä conocida": 43807, + "Ä finals": 43808, + "Ä Steuer": 43809, + "Ä przeci": 43810, + "Ä WC": 43811, + "Ä gesture": 43812, + "Ä malgrÊ": 43813, + "Zone": 43814, + "Ä sprint": 43815, + ".assertEquals": 43816, + "Ä quantify": 43817, + "Ä propriet": 43818, + "Ä camping": 43819, + "ïÂŧÄŽÃĨÂĻĤÃĻŀĞ": 43820, + "geordnet": 43821, + "Ä Lives": 43822, + "Ä depletion": 43823, + "zhou": 43824, + "Ä obtient": 43825, + "Ä talented": 43826, + "\\put": 43827, + "ickÃƒÂĄ": 43828, + "Ä influencing": 43829, + "lined": 43830, + "äÂēÂēÃĻÂ°ÄšÃŖÄŖÂŽ": 43831, + "Ä moss": 43832, + "ÄÄŊji": 43833, + "ALE": 43834, + "Ä Shadow": 43835, + "Ä JD": 43836, + "ÃŃncia": 43837, + "Ä Corinth": 43838, + "Ä feh": 43839, + "_item": 43840, + "ÑĤиÑĊÐÂĩÃ‘ÄŖÃÂēи": 43841, + "Ä Hannah": 43842, + "mÃÂļ": 43843, + "Ä EA": 43844, + "\\partial": 43845, + "Ä twins": 43846, + ".File": 43847, + "Ä opere": 43848, + "Ä Bundesliga": 43849, + "Ä ÃŦÄĒÄž": 43850, + "posium": 43851, + "Processor": 43852, + "ionic": 43853, + "-sign": 43854, + "iour": 43855, + "ÃŖÄĨÂĒÃŖÄĨÂŗ": 43856, + "Ä internally": 43857, + "yu": 43858, + "ÃŖÄŖÄĻÃŖÄŖÂžÃŖÄŖÄŊÃŖÄ¤Äĩ": 43859, + "FILE": 43860, + "ighthouse": 43861, + "Ä Twe": 43862, + "lantic": 43863, + "ÃĨÄĒÄŧ": 43864, + "ÑÄĒÐÂĩÐÂĩ": 43865, + "Ä grec": 43866, + "Ä oriental": 43867, + "Ä offen": 43868, + "Ä fist": 43869, + "ÃŦÄŋÂĩ": 43870, + "||-": 43871, + "Ä Ud": 43872, + "Ä lawsuit": 43873, + "ellij": 43874, + "Ä Vorb": 43875, + "Ä professionnels": 43876, + "Ä mortal": 43877, + "Ä Ã‘ÄŖÃ‘ÄŠÃÂ¸Ã‘Ä¤ÃÂ°": 43878, + "stones": 43879, + "Ä disadvantage": 43880, + "vd": 43881, + "Ä mayores": 43882, + "ĠÊpisode": 43883, + "merk": 43884, + 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"Ä Flying": 43979, + "aldi": 43980, + "Ä Individuals": 43981, + "avers": 43982, + "Ä mateix": 43983, + "queur": 43984, + "#ifdef": 43985, + "ïÂŧÄŽÃĨIJĎÃĻÄšÂļ": 43986, + "Ä Cycle": 43987, + "Ä contenido": 43988, + "Ä revival": 43989, + "Ä pagan": 43990, + "Ä Xia": 43991, + "Ä imprisoned": 43992, + "Ä Alternatively": 43993, + "Ä Thinking": 43994, + "Ä semanas": 43995, + "Ä Bris": 43996, + "Ä foremost": 43997, + "validation": 43998, + "ÃŦ²ÄēÃĢŁÂŧ": 43999, + "Ä kathol": 44000, + "Ä Cave": 44001, + "Êsie": 44002, + "/u": 44003, + "ologischen": 44004, + "Ä Lions": 44005, + "ĠاÙÄĻÙħÙĤ": 44006, + "Ä yeux": 44007, + "ÃĻÄģĤÃĻĞŁ": 44008, + "ÃÂŊmi": 44009, + "emment": 44010, + "Ä memoria": 44011, + "arnings": 44012, + "Ä ili": 44013, + "Ä precios": 44014, + "ifera": 44015, + "-ÐÄļ": 44016, + "ÑÄĢиÐÂŊ": 44017, + "-Ne": 44018, + "Ä awake": 44019, + "Ä Antwort": 44020, + "Ä comen": 44021, + "Ä dernières": 44022, + "Ä katol": 44023, + "Ä Eugene": 44024, + "emis": 44025, + "eron": 44026, + "Ä Pau": 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