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      "ref": "raphael1123/single-lgbm-21-feats-private-796",
      "title": "Single LGBM 21 Feats  Private 796",
      "source": "live",
      "kernel_id": "14065620"
    },
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      "ref": "zephyrwang666/riiid-saint-tf-transformer-6-1-train",
      "title": "Riiid SAINT++(tf Transformer)6.1-train",
      "source": "live",
      "kernel_id": "14062323"
    },
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      "ref": "abdulkadirguner/with-q-success-md",
      "title": "with_q_success_Md",
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      "kernel_id": "14061204"
    },
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      "ref": "shuntarotanaka/riiid-the-first-30-questions-are-proficiency-test",
      "title": "[Riiid]The first 30 questions are proficiency test",
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      "kernel_id": "14058871"
    },
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      "ref": "ginger88895/lgbm-constant-content-avg",
      "title": "LGBM constant content_avg",
      "source": "live",
      "kernel_id": "14058610"
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      "ref": "zephyrwang666/riiid-saint-tf-transformer-6-inference",
      "title": "Riiid SAINT+(tf Transformer)6-inference",
      "source": "live",
      "kernel_id": "14057573"
    },
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      "ref": "gzl0506/riiid-sakt-model-training-public-maxseq-drop",
      "title": "Riiid! SAKT Model - Training - Public-maxseq+drop",
      "source": "live",
      "kernel_id": "14056254"
    },
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      "ref": "narendra/riiiid-saint-elapsed-lag-submission",
      "title": "Riiiid-(SAINT)Elapsed+Lag Submission",
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      "kernel_id": "14051621"
    },
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      "ref": "narendra/riiiid-saint-prev-elapse-lag",
      "title": "Riiiid-Saint(+)-prev_elapse,lag",
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      "kernel_id": "14048131"
    },
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      "ref": "wojiaoyibaqiang/3-lgbm-bagging-280",
      "title": "3 LGBM bagging +280",
      "source": "live",
      "kernel_id": "14047495"
    },
    {
      "ref": "gzl0506/riiid-sakt-model-training-public-3embedding",
      "title": "Riiid! SAKT Model - Training - Public-3embedding",
      "source": "live",
      "kernel_id": "14032697"
    },
    {
      "ref": "sherdim/repetitions-in-riiid",
      "title": "Repetitions in Riiid",
      "source": "live",
      "kernel_id": "14031906"
    },
    {
      "ref": "gzl0506/riiid-sakt-model-training-public-0drop",
      "title": "Riiid! SAKT Model - Training - Public-0drop",
      "source": "live",
      "kernel_id": "14031596"
    },
    {
      "ref": "vishwajeet993511/riiid-saint-final-train-v2-55-gpu",
      "title": "Riiid! SAINT+ Final Train V2 55_gpu",
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      "kernel_id": "14030037"
    },
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      "ref": "benoitvignaud/riiid-lgbm-bagging2-sakt-with-new-features",
      "title": "Riiid LGBM bagging2+SAKT_with_new_features",
      "source": "live",
      "kernel_id": "14028641"
    },
    {
      "ref": "gzl0506/riiid-sakt-model-training-public",
      "title": "Riiid! SAKT Model - Training - Public",
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      "kernel_id": "14028611"
    },
    {
      "ref": "ruhong/fast-pandas-left-join-357x-faster-than-pd-merge",
      "title": "FAST PANDAS LEFT JOIN (357x faster than pd.merge)",
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      "kernel_id": "14024274"
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      "ref": "maxchang0724/get-infer",
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      "kernel_id": "14021727"
    },
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      "ref": "suzukiseiya/riiid-num5-lgbm-0-781",
      "title": "riiid_num5_lgbm_0.781",
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      "kernel_id": "14018412"
    },
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      "ref": "iivvaann22001188/transformer-encoder-only",
      "title": "Transformer (Encoder Only)",
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      "kernel_id": "14016911"
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      "ref": "abdessalemboukil/saint-lgbm-0-805-the-simpler-the-better",
      "title": "SAINT + LGBM = 0.805 The simpler the better",
      "source": "live",
      "kernel_id": "14016854"
    },
    {
      "ref": "vishwajeet993511/dnn-conv1d",
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      "kernel_id": "14014191"
    },
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      "ref": "mukuldsagupta/riiid-answer-correctness-prediction-lgbm",
      "title": "Riiid! Answer Correctness Prediction:lgbm",
      "source": "live",
      "kernel_id": "14012851"
    },
    {
      "ref": "konumaru/saint-with-pytorch-transformer-module",
      "title": "SAINT with Pytorch Transformer Module",
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      "kernel_id": "14007554"
    },
    {
      "ref": "tarique7/v4-fork-of-riiid-sakt-model-full",
      "title": "V4 Fork of Riiid! SAKT Model Full",
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      "kernel_id": "14004188"
    },
    {
      "ref": "aimen19/fork-of-riiid-lgbm-bagging2-1-471152-022f1f",
      "title": "Fork of  Riiid LGBM bagging2.1 471152 022f1f",
      "source": "live",
      "kernel_id": "14002338"
    },
    {
      "ref": "chinga/riiid-rasch",
      "title": "Riiid - Rasch",
      "source": "live",
      "kernel_id": "13992024"
    },
    {
      "ref": "kuchibecka/riid-code",
      "title": "riid_code",
      "source": "live",
      "kernel_id": "13989910"
    },
    {
      "ref": "tkyiws/riiid-feature-engineering",
      "title": "Riiid! Feature engineering",
      "source": "live",
      "kernel_id": "13989737"
    },
    {
      "ref": "tkyiws/single-lgb-model-with-about-23-features",
      "title": "Single LGB model with about 23 features",
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      "kernel_id": "13988285"
    },
    {
      "ref": "victoruwaje/correctness-answer-predictor",
      "title": "correctness_answer_predictor",
      "source": "live",
      "kernel_id": "13967595"
    },
    {
      "ref": "tfukuda675/japanese-riiid-simple-lgbm-tag-one-hot-ver",
      "title": "[Japanese] Riiid simple LGBM(tag one-hot ver.)",
      "source": "live",
      "kernel_id": "13960099"
    },
    {
      "ref": "kaerunantoka/riiid-transformer-v11-inference",
      "title": "Riiid | Transformer V11 inference",
      "source": "live",
      "kernel_id": "13958906"
    },
    {
      "ref": "takadaat/riiid-question-association-analysis",
      "title": "Riiid: Question Association Analysis",
      "source": "live",
      "kernel_id": "13952382"
    },
    {
      "ref": "m10515009/saint-is-all-you-need-inference-private-0-801",
      "title": "SAINT+ is all you need (Inference) private 0.801",
      "source": "live",
      "kernel_id": "13949696"
    },
    {
      "ref": "luffy521/bert-like-model",
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      "source": "live",
      "kernel_id": "13943465"
    },
    {
      "ref": "scaomath/riiid-lgbm-loop-feature-multiprocessing",
      "title": "[Riiid] LGBM loop feature multiprocessing",
      "source": "live",
      "kernel_id": "13940658"
    },
    {
      "ref": "syxuming/two-ways-to-reduce-memory-about-load-dict-pkl",
      "title": "Two ways to reduce memory about load dict.pkl",
      "source": "live",
      "kernel_id": "13939982"
    },
    {
      "ref": "shinomoriaoshi/riiid-saint",
      "title": "RIIID::SAINT",
      "source": "live",
      "kernel_id": "13937275"
    },
    {
      "ref": "scaomath/riiid-lgbm-model-2-loop-user-dict-dump",
      "title": "[Riiid] LGBM model 2 (loop) user dict dump",
      "source": "live",
      "kernel_id": "13925416"
    },
    {
      "ref": "abdessalemboukil/saint-training-inference-guide-39th-solution",
      "title": "SAINT: training + inference guide , 39th solution",
      "source": "live",
      "kernel_id": "13919969"
    },
    {
      "ref": "tymurprorochenko/question-duration",
      "title": "question duration",
      "source": "live",
      "kernel_id": "13919900"
    },
    {
      "ref": "ydl1y17/riiid-model-lgbm",
      "title": "Riiid model LGBM",
      "source": "live",
      "kernel_id": "13902271"
    },
    {
      "ref": "mrbeancoder/saint-implemented-in-keras",
      "title": "saint+ implemented in Keras",
      "source": "live",
      "kernel_id": "13897299"
    },
    {
      "ref": "ctscsu/biaoge-train",
      "title": "biaoge_train",
      "source": "live",
      "kernel_id": "13895458"
    },
    {
      "ref": "urvishp80/saint-256-len-train-2",
      "title": "SAINT+256 len Train 2",
      "source": "live",
      "kernel_id": "13891972"
    },
    {
      "ref": "ahmedsalah142/interesting-features-copied-0-78-for-training",
      "title": "Interesting Features (copied [0.78] for training) ",
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      "kernel_id": "13891024"
    },
    {
      "ref": "merrybad/riiid-model-lgbm",
      "title": "Riiid model LGBM",
      "source": "live",
      "kernel_id": "13887331"
    },
    {
      "ref": "ericrobertson050/custom-elo-algorithm-by-question-tag",
      "title": "Custom ELO algorithm by Question Tag",
      "source": "live",
      "kernel_id": "13881763"
    },
    {
      "ref": "narendra/riiiid-saint-sakt-baselinesubmission",
      "title": "Riiiid-SAINT-SAKT-BaselineSubmission",
      "source": "live",
      "kernel_id": "13869807"
    },
    {
      "ref": "gaozhanfire/riiid-lgbm-val-0-788-offline-and-lsimodel-updated",
      "title": "Riiid LGBM val 0.788(offline and lsiModel updated)",
      "source": "live",
      "kernel_id": "13868239"
    },
    {
      "ref": "shigeoaoki/study-riiid",
      "title": "Study-Riiid",
      "source": "live",
      "kernel_id": "13865660"
    },
    {
      "ref": "abdessalemboukil/torch-gpu-in-riid-competition",
      "title": "Torch GPU in RIID competition",
      "source": "live",
      "kernel_id": "13857318"
    },
    {
      "ref": "gphilmod/torch-gpu-in-riid-competition",
      "title": "Torch GPU in RIID competition",
      "source": "live",
      "kernel_id": "13856530"
    },
    {
      "ref": "ymatioun/riii-sub-ym",
      "title": "riii_sub_ym",
      "source": "live",
      "kernel_id": "13855749"
    },
    {
      "ref": "yohannayin/riiid-answer-question",
      "title": "Riiid answer question",
      "source": "live",
      "kernel_id": "13846640"
    },
    {
      "ref": "narendra/riiiid-sakt-saint",
      "title": "Riiiid - SAKT+SAINT",
      "source": "live",
      "kernel_id": "13846045"
    },
    {
      "ref": "ahmedsalah142/riid-eda-part-2-features-related-to-the-target",
      "title": "Riid EDA part 2 (features related to the target)",
      "source": "live",
      "kernel_id": "13844783"
    },
    {
      "ref": "ceshine/values-to-numpy-vs-itertuples-vs-iterrows",
      "title": ".values/to_numpy() vs .itertuples() vs .iterrows()",
      "source": "live",
      "kernel_id": "13843300"
    },
    {
      "ref": "nicolaswattiez/riid-competition-rapids-part-ii-fe-and-training",
      "title": "Riid competition Rapids - Part II: FE and training",
      "source": "live",
      "kernel_id": "13833998"
    },
    {
      "ref": "amitush/riiid-basic-pipeline",
      "title": "Riiid: basic pipeline",
      "source": "live",
      "kernel_id": "13832622"
    },
    {
      "ref": "neinun/understanding-microsoft-trueskill-with-riiid",
      "title": "Understanding Microsoft TrueSkill with Riiid!",
      "source": "live",
      "kernel_id": "13831653"
    },
    {
      "ref": "zekun98/blend-another",
      "title": "blend another ",
      "source": "live",
      "kernel_id": "13826394"
    },
    {
      "ref": "scaomath/riiid-pandas-groupby-speed-diff-for-inference",
      "title": "[Riiid] Pandas groupby speed diff for inference",
      "source": "live",
      "kernel_id": "13823095"
    },
    {
      "ref": "waste8/user-questions-patterns-heatmap",
      "title": "User / Questions Patterns (Heatmap)",
      "source": "live",
      "kernel_id": "13820356"
    },
    {
      "ref": "narendra/riiiid-saint",
      "title": "Riiiid-SAINT",
      "source": "live",
      "kernel_id": "13815211"
    },
    {
      "ref": "iicyan/riid-high-voted-notebooks-overview",
      "title": "[Riid]high voted notebooks overview",
      "source": "live",
      "kernel_id": "13806250"
    },
    {
      "ref": "mumenhabdalkareem/an-exploratory-data-analysis-of-riiid-in-r",
      "title": "An Exploratory Data Analysis of Riiid in R",
      "source": "live",
      "kernel_id": "13805307"
    },
    {
      "ref": "zekun98/sometune-about-riiid-self-attention-transformer",
      "title": "SomeTUNE about Riiid_Self_Attention_Transformer",
      "source": "live",
      "kernel_id": "13804556"
    },
    {
      "ref": "yanamal/pandas-performance-hack-data-split-by-user",
      "title": "Pandas performance hack: data split by user",
      "source": "live",
      "kernel_id": "13797983"
    },
    {
      "ref": "shivanandmn/saint-training-using-pytorch-success-run",
      "title": "SAINT+ Training using PyTorch [success run]",
      "source": "live",
      "kernel_id": "13795807"
    },
    {
      "ref": "zyy2016/0-780-unoptimized-lgbm-interesting-features",
      "title": "[0.780]Unoptimized LGBM + Interesting Features",
      "source": "live",
      "kernel_id": "13795415"
    },
    {
      "ref": "zyy2016/0-780-lgbm-0-780",
      "title": "[中文 0.780]特征工程+未调参LGBM=0.780",
      "source": "live",
      "kernel_id": "13794880"
    },
    {
      "ref": "zephyrwang666/riiid-saint-tf-transformer-inference",
      "title": "Riiid SAINT(tf Transformer)-inference",
      "source": "live",
      "kernel_id": "13793921"
    },
    {
      "ref": "ahmedsalah142/riid-data-set-wrangling-and-basic-eda-1",
      "title": "Riid data set wrangling and basic EDA 1 ",
      "source": "live",
      "kernel_id": "13791861"
    },
    {
      "ref": "zephyrwang666/riiid-saint-tf-transformer",
      "title": "Riiid SAINT(tf Transformer)",
      "source": "live",
      "kernel_id": "13791272"
    },
    {
      "ref": "saurabhshahane/catboost-hyperparameter-tuning-with-optuna",
      "title": "CatBoost HyperParameter Tuning with Optuna!",
      "source": "live",
      "kernel_id": "13791140"
    },
    {
      "ref": "beautifulmoment/riiid-train-lgbm-model",
      "title": "Riiid train LGBM model",
      "source": "live",
      "kernel_id": "13789797"
    },
    {
      "ref": "binodsuman/answer-correctness-prediction-step-by-step",
      "title": "Answer Correctness Prediction Step by Step",
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      "kernel_id": "13781053"
    },
    {
      "ref": "rohithansdah/riiid-lgbm-classifier-bagging-ensemble-learning",
      "title": "Riiid LGBM Classifier & Bagging Ensemble Learning",
      "source": "live",
      "kernel_id": "13767785"
    },
    {
      "ref": "jasonlearnsml/attempt-hyperopt",
      "title": "Attempt Hyperopt",
      "source": "live",
      "kernel_id": "13758364"
    },
    {
      "ref": "urvishp80/sakt-su-tags-part-inference-256-len",
      "title": "SAKT+SU+Tags+Part Inference+256 len",
      "source": "live",
      "kernel_id": "13755827"
    },
    {
      "ref": "hvjain/my-first",
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      "source": "live",
      "kernel_id": "13755676"
    },
    {
      "ref": "filipinogambino/riiid-lightgbm",
      "title": "Riiid - LightGBM",
      "source": "live",
      "kernel_id": "13752832"
    },
    {
      "ref": "rohithansdah/riiid-model-lgbm-optimized",
      "title": "Riiid model LGBM optimized",
      "source": "live",
      "kernel_id": "13751679"
    },
    {
      "ref": "saurabhshahane/beginners-pour-out-everything-here",
      "title": "(Beginners)Pour out Everything Here",
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      "kernel_id": "13748268"
    },
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      "ref": "muditmanchanda97/notebookae3d137c39",
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      "source": "live",
      "kernel_id": "13748107"
    },
    {
      "ref": "rohithansdah/riiid-competition",
      "title": "Riiid Competition",
      "source": "live",
      "kernel_id": "13747993"
    },
    {
      "ref": "sindhuj/ridd-answers-correction",
      "title": "ridd answers correction",
      "source": "live",
      "kernel_id": "13743765"
    },
    {
      "ref": "c7934597/riiid-lgbm-bagging2-sakt-0-781",
      "title": "Riiid LGBM bagging2 + SAKT =0.781",
      "source": "live",
      "kernel_id": "13741334"
    },
    {
      "ref": "calebeverett/test-tid-deltas",
      "title": "test_tid_deltas",
      "source": "live",
      "kernel_id": "13737792"
    },
    {
      "ref": "edgarandres/first-approach",
      "title": "First_Approach",
      "source": "live",
      "kernel_id": "13737716"
    },
    {
      "ref": "sudisen/riiid-xgboost",
      "title": "Riiid_xgboost",
      "source": "live",
      "kernel_id": "13737057"
    },
    {
      "ref": "jwilliamhughdore/collaborative-filetering-with-fast-ai-nn",
      "title": "Collaborative Filetering with FAST AI + NN ",
      "source": "live",
      "kernel_id": "13736485"
    },
    {
      "ref": "fjodorfomin/riid-random-forest",
      "title": "riid_random_forest",
      "source": "live",
      "kernel_id": "13735391"
    },
    {
      "ref": "rohithansdah/riiid-answer-correctness-submission-rohit",
      "title": "Riiid! Answer Correctness Submission Rohit",
      "source": "live",
      "kernel_id": "13729172"
    },
    {
      "ref": "pandaman817/riiid-lgbm-bagging2-sakt-0-781",
      "title": "Riiid LGBM bagging2 + SAKT =0.781",
      "source": "live",
      "kernel_id": "13725753"
    },
    {
      "ref": "rodolphelampe/competition-api-detailed-introduction",
      "title": "Competition API Detailed Introduction",
      "source": "live",
      "kernel_id": "13720285"
    },
    {
      "ref": "akashsuper2000/riiid-lgbm-bagging2-sakt-0-781",
      "title": "Riiid LGBM bagging2 + SAKT =0.781",
      "source": "live",
      "kernel_id": "13715895"
    },
    {
      "ref": "xiaoyuliu123123/lightgbm-sakt",
      "title": "LightGBM+SAKT",
      "source": "live",
      "kernel_id": "13713810"
    },
    {
      "ref": "felipebihaiek/saint-clean-loop",
      "title": "SAINT clean loop",
      "source": "live",
      "kernel_id": "13708268"
    },
    {
      "ref": "paweszwajnoch/ver4-0",
      "title": "ver4.0",
      "source": "live",
      "kernel_id": "13705951"
    },
    {
      "ref": "scaomath/riiid-is-there-a-magic-for-sakt",
      "title": "[Riiid] Is there a magic for SAKT?",
      "source": "live",
      "kernel_id": "13690560"
    },
    {
      "ref": "tymurprorochenko/riiid-parquets-v5",
      "title": "riiid parquets v5",
      "source": "live",
      "kernel_id": "13682017"
    },
    {
      "ref": "ivanpermyakov/riiid-4models-classic",
      "title": "riiid_4models_classic",
      "source": "live",
      "kernel_id": "13681994"
    },
    {
      "ref": "zefirchik/updatez-40",
      "title": " Updatez_40",
      "source": "live",
      "kernel_id": "13681062"
    },
    {
      "ref": "gilfernandes/riiid-self-attention-transformer",
      "title": "Riiid_Self_Attention_Transformer",
      "source": "live",
      "kernel_id": "13677940"
    },
    {
      "ref": "hqsong/new-sakt-new-lgbm-1f0cb8",
      "title": "new SAKT + new LGBM  1f0cb8",
      "source": "live",
      "kernel_id": "13676973"
    },
    {
      "ref": "julianguo/fork-of-riiid-lgbm-bagging2-1-471152",
      "title": "Fork of  Riiid LGBM bagging2.1 471152",
      "source": "live",
      "kernel_id": "13668781"
    },
    {
      "ref": "pauldiee/riid-notebook",
      "title": "Riid新手入门尝试的notebook",
      "source": "live",
      "kernel_id": "13667636"
    },
    {
      "ref": "stevemju/riiid-simple-elo-rating",
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