{
  "total": 436,
  "topics": [
    {
      "id": 492532,
      "title": "Recap of Competition - Congratulations to the Winners!",
      "comment_count": 6,
      "views": 0,
      "votes": 7
    },
    {
      "id": 480281,
      "title": "This Competition has an Official Discord Channel",
      "comment_count": 4,
      "views": 0,
      "votes": 18
    },
    {
      "id": 458864,
      "title": "New to Machine Learning or Kaggle?",
      "comment_count": 39,
      "views": 0,
      "votes": 37
    },
    {
      "id": 492189,
      "title": "60th Place Solution: Single Multimodal Attention Model (0.26 CV | 0.28 Public LB | 0.33 Private LB)",
      "comment_count": 17,
      "views": 0,
      "votes": 24
    },
    {
      "id": 472092,
      "title": "Chris' EfficientNetB0 PyTorch Version",
      "comment_count": 27,
      "views": 0,
      "votes": 85
    },
    {
      "id": 479776,
      "title": "Proper Augmentations is a Key!",
      "comment_count": 14,
      "views": 0,
      "votes": 63
    },
    {
      "id": 540218,
      "title": "コードの修正案（日本語版、ChatGPTに聞いてみた）",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 540194,
      "title": "予備知識（日本語版、ChatGPTに聞いてみた）",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 476000,
      "title": "Getting into MultiModal Approach Raw Signals + Spectrograms CV: 0.607 LB: 0.41 ",
      "comment_count": 9,
      "views": 0,
      "votes": 87
    },
    {
      "id": 492251,
      "title": "16th place write-up: EEG montages -> 2D image + specs",
      "comment_count": 5,
      "views": 0,
      "votes": 42
    },
    {
      "id": 492254,
      "title": "2nd place solution ",
      "comment_count": 40,
      "views": 0,
      "votes": 133
    },
    {
      "id": 492482,
      "title": "8th Place Gold - One Mega Model",
      "comment_count": 62,
      "views": 0,
      "votes": 159
    },
    {
      "id": 492471,
      "title": "3rd place solution",
      "comment_count": 44,
      "views": 0,
      "votes": 133
    },
    {
      "id": 472976,
      "title": "Grad Cam - What is important in Spectrograms?",
      "comment_count": 37,
      "views": 0,
      "votes": 174
    },
    {
      "id": 498871,
      "title": "A Big Data Alternative Approach using PySpark ML",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 485864,
      "title": "SSM Architecture Exploration",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 492560,
      "title": "1st place solution, team Sony",
      "comment_count": 29,
      "views": 0,
      "votes": 114
    },
    {
      "id": 466768,
      "title": "Resources for getting started with Brain Data - EEG",
      "comment_count": 16,
      "views": 0,
      "votes": 63
    },
    {
      "id": 492414,
      "title": " A small trick to improve scores - inputting multiple sets of data for one patient",
      "comment_count": 3,
      "views": 0,
      "votes": 8
    },
    {
      "id": 492388,
      "title": "Details in 1D model in 4th place solution (bilzard's part)",
      "comment_count": 12,
      "views": 0,
      "votes": 40
    },
    {
      "id": 492652,
      "title": "5th place solution, team KTMUD",
      "comment_count": 12,
      "views": 0,
      "votes": 40
    },
    {
      "id": 492262,
      "title": "Why shake-up didn't happen",
      "comment_count": 15,
      "views": 0,
      "votes": 49
    },
    {
      "id": 492193,
      "title": "15th Place Solution",
      "comment_count": 11,
      "views": 0,
      "votes": 60
    },
    {
      "id": 493093,
      "title": "14th Place Solution",
      "comment_count": 3,
      "views": 0,
      "votes": 23
    },
    {
      "id": 492211,
      "title": "33th solution : Crazy 10 days sprint with 2D pipeline",
      "comment_count": 23,
      "views": 0,
      "votes": 62
    },
    {
      "id": 492603,
      "title": "Team BNR: 12th Place Solution, Exploring Various Custom Architectures ",
      "comment_count": 1,
      "views": 0,
      "votes": 43
    },
    {
      "id": 492240,
      "title": "4th place solution",
      "comment_count": 18,
      "views": 0,
      "votes": 99
    },
    {
      "id": 492619,
      "title": "6th Place Solution for the HMS - Harmful Brain Activity Classification Competition",
      "comment_count": 3,
      "views": 0,
      "votes": 40
    },
    {
      "id": 492429,
      "title": "9th Place Solution",
      "comment_count": 8,
      "views": 0,
      "votes": 43
    },
    {
      "id": 493080,
      "title": "NVIDIA advice: Use cupy and not cusignal",
      "comment_count": 0,
      "views": 0,
      "votes": 13
    },
    {
      "id": 492281,
      "title": "7th Place solution",
      "comment_count": 6,
      "views": 0,
      "votes": 51
    },
    {
      "id": 492460,
      "title": "20th. My models set / Images that provided the best LB",
      "comment_count": 5,
      "views": 0,
      "votes": 20
    },
    {
      "id": 492207,
      "title": "10th solution, good input image can generate a good single model (Opensource single model with LB233 PB287)",
      "comment_count": 24,
      "views": 0,
      "votes": 56
    },
    {
      "id": 492985,
      "title": "70th Place Solution: 5 Model Ensemble Combining 1D-ResNet, Wavenet, Chrononet, and Two Variations of Efficientnet-B0",
      "comment_count": 0,
      "views": 0,
      "votes": 13
    },
    {
      "id": 492301,
      "title": "11th Place Solution",
      "comment_count": 2,
      "views": 0,
      "votes": 47
    },
    {
      "id": 492472,
      "title": "56th place solution: multimodal, treat montage as 2D image, channel swapping",
      "comment_count": 2,
      "views": 0,
      "votes": 11
    },
    {
      "id": 492938,
      "title": "62th Place Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 488083,
      "title": "How To Tune Learning Schedule",
      "comment_count": 39,
      "views": 0,
      "votes": 181
    },
    {
      "id": 492190,
      "title": "High Votes Distribution Wins!",
      "comment_count": 13,
      "views": 0,
      "votes": 17
    },
    {
      "id": 492631,
      "title": "One eeg_id should have only 1 label or should have different labels?",
      "comment_count": 7,
      "views": 0,
      "votes": 5
    },
    {
      "id": 492234,
      "title": "38th solution: 1d models and 1d+2d models",
      "comment_count": 3,
      "views": 0,
      "votes": 28
    },
    {
      "id": 491462,
      "title": "What I learned in HMS",
      "comment_count": 18,
      "views": 0,
      "votes": 38
    },
    {
      "id": 492327,
      "title": "This competition is in a class of its own when it comes to 'weird things that work\"",
      "comment_count": 10,
      "views": 0,
      "votes": 13
    },
    {
      "id": 492192,
      "title": "What model do you use with raw eeg data?",
      "comment_count": 11,
      "views": 0,
      "votes": 14
    },
    {
      "id": 492274,
      "title": "Release more digits?",
      "comment_count": 4,
      "views": 0,
      "votes": 15
    },
    {
      "id": 492199,
      "title": "Visualizing the overall churn in the leaderboards",
      "comment_count": 4,
      "views": 0,
      "votes": 17
    },
    {
      "id": 492270,
      "title": "Leaderboard Dynamics Visualisation |  Locate your team on the plot.",
      "comment_count": 4,
      "views": 0,
      "votes": 13
    },
    {
      "id": 487110,
      "title": "Sorry Rapids, not this time",
      "comment_count": 44,
      "views": 0,
      "votes": 52
    },
    {
      "id": 492243,
      "title": "high quality definition and test data distribution may be supported by SPaRCNet authors",
      "comment_count": 3,
      "views": 0,
      "votes": 11
    },
    {
      "id": 492579,
      "title": "Bronze medal solution ",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 491856,
      "title": "Submission keep showing scoring",
      "comment_count": 8,
      "views": 0,
      "votes": 10
    },
    {
      "id": 492203,
      "title": "Did anyone use EKG data?",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 491070,
      "title": "The Importance of Sharing: A Bug-to-LB 0.31 ",
      "comment_count": 13,
      "views": 0,
      "votes": 30
    },
    {
      "id": 493144,
      "title": "<Seek Help>My name disappears in the final leaderboard",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 492087,
      "title": "Is someone’s submission constantly showing as in the queue?",
      "comment_count": 9,
      "views": 0,
      "votes": 5
    },
    {
      "id": 492220,
      "title": "Some notes on frequency pairs and EEG features from bipolar montages .  70th  Place Gaurav and Med part",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 492090,
      "title": "Critical unavailability of GPU",
      "comment_count": 8,
      "views": 0,
      "votes": 4
    },
    {
      "id": 492273,
      "title": "Any insights or improvements because of signal processing?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 492383,
      "title": "Some questions about the process of verifying the submissions",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 492265,
      "title": "Thanks for Hosting this Competition and sharing great notebook!",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 492183,
      "title": "A Meme Thread",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 492084,
      "title": "We have submitted the final ensemble, but the scoring does not begin😭",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 492197,
      "title": "Attention is what we need?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 491904,
      "title": "Submission Timing",
      "comment_count": 9,
      "views": 0,
      "votes": 2
    },
    {
      "id": 492332,
      "title": "Running experiments quickly seems to be the key to winning competitions.",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 492336,
      "title": "How is test set eeg_id selected? ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 492101,
      "title": "Queuing time",
      "comment_count": 13,
      "views": 0,
      "votes": 1
    },
    {
      "id": 491555,
      "title": "Reminder - Save some GPU Quota for last submissions",
      "comment_count": 0,
      "views": 0,
      "votes": 11
    },
    {
      "id": 487615,
      "title": "Be careful with public models! ",
      "comment_count": 8,
      "views": 0,
      "votes": 11
    },
    {
      "id": 491078,
      "title": "Multiple Expert Consensus Diagnoses for Single EEG Recordings!",
      "comment_count": 15,
      "views": 0,
      "votes": 7
    },
    {
      "id": 490665,
      "title": "The easiest way to make a brutal ensemble",
      "comment_count": 11,
      "views": 0,
      "votes": 10
    },
    {
      "id": 492187,
      "title": "Graphs and EEG data",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 492050,
      "title": "Scoring Error",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 491648,
      "title": "Handling EEGs",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 491735,
      "title": "Scoring an unsubmitted notebook",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 487479,
      "title": "(1 stage  only LB)  VS  (2 stage) here are my results",
      "comment_count": 16,
      "views": 0,
      "votes": 22
    },
    {
      "id": 487648,
      "title": "[solved? | need kaggle staff help] my sub keep running 24hours while other version's finished 1-2hours. ",
      "comment_count": 23,
      "views": 0,
      "votes": 13
    },
    {
      "id": 486459,
      "title": "Clarification Required for the Use of External Data in Competitions (TUH EEG Seizure Corpus)",
      "comment_count": 15,
      "views": 0,
      "votes": 22
    },
    {
      "id": 486002,
      "title": "Better Performance with Online Dataset[TUH Dataset] ",
      "comment_count": 7,
      "views": 0,
      "votes": 25
    },
    {
      "id": 468804,
      "title": "Kaggle solution write-up",
      "comment_count": 2,
      "views": 0,
      "votes": -12
    },
    {
      "id": 488385,
      "title": "[need kaggle staff help] Can I Create my Dockerfile for submission?",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 488353,
      "title": "Problem with notebook",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 490961,
      "title": "submission",
      "comment_count": 2,
      "views": 0,
      "votes": -2
    },
    {
      "id": 490749,
      "title": "notebook submission error: cannot load model weights file",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 486805,
      "title": "Knowledge Distillation",
      "comment_count": 14,
      "views": 0,
      "votes": 8
    },
    {
      "id": 485352,
      "title": "Rules: sharing high score public notebook in the last week is not recommended  ",
      "comment_count": 19,
      "views": 0,
      "votes": 3
    },
    {
      "id": 485697,
      "title": "CV vs LB gap shortens?",
      "comment_count": 23,
      "views": 0,
      "votes": 10
    },
    {
      "id": 486488,
      "title": "Couple of questions regarding the EEG data",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 487386,
      "title": "Question on Retrieving EEG and Spectrogram",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 482775,
      "title": "Single Model Best LB Discussion",
      "comment_count": 65,
      "views": 0,
      "votes": 49
    },
    {
      "id": 487181,
      "title": "Made a open-source viewer for this dataset",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 487499,
      "title": "Why is 2-stage training effective in this competition?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 483839,
      "title": "An ebook for learning spectrograms and filters",
      "comment_count": 6,
      "views": 0,
      "votes": 42
    },
    {
      "id": 483949,
      "title": "Before it colapse",
      "comment_count": 37,
      "views": 0,
      "votes": 32
    },
    {
      "id": 487572,
      "title": "Need help creating spectrograms of the correct size with MNE",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 487235,
      "title": "How can I use \"tf_efficientnet_b0\" ?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 478195,
      "title": "[CV 0.68 | LB 0.46] with Only Raw EEG Signals in PyTorch",
      "comment_count": 26,
      "views": 0,
      "votes": 66
    },
    {
      "id": 487463,
      "title": "Dilated Inception GRU by interesting paper",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 486985,
      "title": "What does spectrogram mean?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 487258,
      "title": "Is it effective to use Hybrid Model? ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 487112,
      "title": "FileNotFoundError ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 475467,
      "title": "Rule Clarification for Use of Pre-trained Models",
      "comment_count": 12,
      "views": 0,
      "votes": 5
    },
    {
      "id": 486197,
      "title": "Data augmentation that can enhance performance in my code",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 486558,
      "title": "Loading data into dictionary in inference of private LB scoring ",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 487056,
      "title": "Estimating the best preprocessing using numpy",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 484075,
      "title": "What ideas did not work in this competition?",
      "comment_count": 14,
      "views": 0,
      "votes": 14
    },
    {
      "id": 486275,
      "title": "Way to create new features to 1-D model",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 487052,
      "title": "Is European union public license version v 1.2 allowed in this competition?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 487013,
      "title": "Question about data size",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 486785,
      "title": "question about feature value(expert_consensus)",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 486874,
      "title": "What's the point of EEG sub id when EEG parquet files are stores by EEG_id?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 481764,
      "title": "MixUp augmentation in Albumentations",
      "comment_count": 21,
      "views": 0,
      "votes": 40
    },
    {
      "id": 486581,
      "title": "What does  eeg_label_offset_seconds show ? ",
      "comment_count": 7,
      "views": 0,
      "votes": null
    },
    {
      "id": 486580,
      "title": "Time component of dataset",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 483621,
      "title": "Large Pretrained Models for EEGs?",
      "comment_count": 19,
      "views": 0,
      "votes": 76
    },
    {
      "id": 486369,
      "title": "Evaluation metrics",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 486473,
      "title": "About the public nootbook and score.",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 485206,
      "title": "Any success in data augmentations?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 482090,
      "title": "ICA to remove remove artifact",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 486204,
      "title": "Receiving a submission scoring error",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 486100,
      "title": "Test submission inquiry ",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 486099,
      "title": "Submission ",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 485758,
      "title": "brain area image and possible correlation",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 484157,
      "title": "LPD ⇄ Other",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 477610,
      "title": "Chris' WaveNet PyTorch Version",
      "comment_count": 13,
      "views": 0,
      "votes": 47
    },
    {
      "id": 485759,
      "title": "spectrogram data jump starting from a certain time point",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 485755,
      "title": "Motor signal classification & HBA classification",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 483299,
      "title": "Data Drift Caution",
      "comment_count": 10,
      "views": 0,
      "votes": 38
    },
    {
      "id": 484794,
      "title": "Spectrogram processing",
      "comment_count": 9,
      "views": 0,
      "votes": null
    },
    {
      "id": 483699,
      "title": "Rankings keep changing |  A high score of 0.22 appeared !!",
      "comment_count": 8,
      "views": 0,
      "votes": 1
    },
    {
      "id": 484767,
      "title": "Three diff spectrograms",
      "comment_count": 9,
      "views": 0,
      "votes": null
    },
    {
      "id": 485054,
      "title": "Where is the test folders with complete test set after my submission was scored?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 482900,
      "title": "Trying to solve Timm vs Torchvision mystery (Hardcore)(Partially solved)",
      "comment_count": 4,
      "views": 0,
      "votes": 21
    },
    {
      "id": 484663,
      "title": "\"Noise\" in spectrograms is necessary for classifications",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 485229,
      "title": "looking at confusion matrix",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 482579,
      "title": "Intuition behind the frequencies selected by the organizer",
      "comment_count": 5,
      "views": 0,
      "votes": 6
    },
    {
      "id": 468010,
      "title": "Understanding Competition Data and EfficientNetB2 Starter - LB 0.43 🎉",
      "comment_count": 165,
      "views": 0,
      "votes": 603
    },
    {
      "id": 482140,
      "title": "Beginner question：How to optimize DeepLearning model parameters",
      "comment_count": 10,
      "views": 0,
      "votes": 10
    },
    {
      "id": 483770,
      "title": "Train On 10 Seconds",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 484539,
      "title": "Why do eeg_id and spectrogram_id have different unique quantities?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 484156,
      "title": "How to match Kaggle env locally?",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 481700,
      "title": "Channel Attention Hybrid Transformer",
      "comment_count": 20,
      "views": 0,
      "votes": 26
    },
    {
      "id": 484433,
      "title": "Examples of GPD not like described",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 480674,
      "title": "Need for New Insights",
      "comment_count": 13,
      "views": 0,
      "votes": 28
    },
    {
      "id": 483933,
      "title": "Some More Data To Make Better Models",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 484217,
      "title": "compare your manual performance with model",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 479207,
      "title": "Preprocessing in the Labeling Done by Experts",
      "comment_count": 21,
      "views": 0,
      "votes": 47
    },
    {
      "id": 472803,
      "title": "How long does it take for a notebook to get scored?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 481115,
      "title": "WaveClassifier + EfficientNet Combined Model using FC layer (PyTorch) LB - 0.43",
      "comment_count": 1,
      "views": 0,
      "votes": 8
    },
    {
      "id": 477461,
      "title": "Hard samples are more important - [LB 0.37]",
      "comment_count": 33,
      "views": 0,
      "votes": 114
    },
    {
      "id": 469760,
      "title": "Magic Formula to Convert EEG to Spectrograms!",
      "comment_count": 37,
      "views": 0,
      "votes": 233
    },
    {
      "id": 483257,
      "title": "dummy question about tech stuff",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 482548,
      "title": "Do you think there will be a shake?",
      "comment_count": 27,
      "views": 0,
      "votes": 5
    },
    {
      "id": 482135,
      "title": "Why are TPUs almost never used on Kaggle?",
      "comment_count": 21,
      "views": 0,
      "votes": 8
    },
    {
      "id": 470649,
      "title": "Looking for a team - Megathread",
      "comment_count": 27,
      "views": 0,
      "votes": 3
    },
    {
      "id": 471890,
      "title": "LB probing results in HMS-HBAC",
      "comment_count": 9,
      "views": 0,
      "votes": 85
    },
    {
      "id": 479507,
      "title": "Why should we transform EEGs into Spectrograms?",
      "comment_count": 8,
      "views": 0,
      "votes": 6
    },
    {
      "id": 473373,
      "title": "Submission Scoring Error",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 483072,
      "title": "understanding spectrogram plots",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 478810,
      "title": "[placeholder] experiment results ...",
      "comment_count": 3,
      "views": 0,
      "votes": 23
    },
    {
      "id": 483144,
      "title": "Notebook Threw Exception error while submission.",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 475138,
      "title": "Who has the best single CV and LB model for 5 folds?",
      "comment_count": 48,
      "views": 0,
      "votes": 29
    },
    {
      "id": 482527,
      "title": "Can I assume eeg_id is unique in actual test.csv?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 482832,
      "title": "EEG-IDs of Sample PDF files",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 482600,
      "title": "Features i.e. peaks",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 468118,
      "title": "Submission Issue: To Long submission runtime",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 481695,
      "title": "hms-harmful-brain-activity-classification dataset",
      "comment_count": 8,
      "views": 0,
      "votes": null
    },
    {
      "id": 477825,
      "title": "Time and Frequency masking augmentations in Albumentations",
      "comment_count": 10,
      "views": 0,
      "votes": 67
    },
    {
      "id": 482115,
      "title": "Inconsistent EEG to Spectrogram mapping",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 480775,
      "title": "TTA not helping?",
      "comment_count": 14,
      "views": 0,
      "votes": 8
    },
    {
      "id": 481558,
      "title": "Fluctuation in validation loss",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 467000,
      "title": "Understanding terminologies with examples",
      "comment_count": 9,
      "views": 0,
      "votes": 129
    },
    {
      "id": 481436,
      "title": "Augmentation leading to lower LB",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 481133,
      "title": "need help with tensorflow 2.15.0 model debugging",
      "comment_count": 7,
      "views": 0,
      "votes": null
    },
    {
      "id": 481584,
      "title": "Is there a way to know ultimate performance?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 480130,
      "title": "Join the GPU-Powered Journey: Speed Up Experimentation with Features+Head Starter!",
      "comment_count": 21,
      "views": 0,
      "votes": 1
    },
    {
      "id": 479446,
      "title": "Same-Class-CutMix: The Only Data Aug that worked for me",
      "comment_count": 10,
      "views": 0,
      "votes": 42
    },
    {
      "id": 478602,
      "title": "[0.34] LB Gatekeeping",
      "comment_count": 19,
      "views": 0,
      "votes": 61
    },
    {
      "id": 481005,
      "title": "Understanding the basics of MNE",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 480686,
      "title": "Seeking tips for debugging for submission",
      "comment_count": 12,
      "views": 0,
      "votes": null
    },
    {
      "id": 480172,
      "title": "Best starting point?",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 479244,
      "title": "Dataset: The Temple University Hospital Seizure Detection Corpus",
      "comment_count": 4,
      "views": 0,
      "votes": 43
    },
    {
      "id": 480602,
      "title": "STFT vs Wavelet",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 480417,
      "title": "Data exploration: to sum up ",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 480692,
      "title": "[warning] Was having \"Submission Scoring Error\" because wasnt using `index=False`",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 479908,
      "title": "TUH EEG Spectrograms ",
      "comment_count": 5,
      "views": 0,
      "votes": 9
    },
    {
      "id": 476007,
      "title": "Insight on relation of 10-minute spectrograms and 50-second raw EEG to annotations",
      "comment_count": 9,
      "views": 0,
      "votes": 21
    },
    {
      "id": 467021,
      "title": "EDA Train.csv",
      "comment_count": 27,
      "views": 0,
      "votes": 100
    },
    {
      "id": 480935,
      "title": "Model embeddings",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 479751,
      "title": "Do we know anything about the EEG device?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 479786,
      "title": "The Hunt For Weighted Voting Algorithm",
      "comment_count": 7,
      "views": 0,
      "votes": 4
    },
    {
      "id": 477135,
      "title": "EffNetB0 model trained twice, once for each of two training populations - [LB 0.39]",
      "comment_count": 17,
      "views": 0,
      "votes": 120
    },
    {
      "id": 480760,
      "title": "Using Pure ECG standards?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 480556,
      "title": "How the dataset constract?&How to cut the data?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 479001,
      "title": "Converting non-competition EEG signals to 10-minute spectrograms",
      "comment_count": 5,
      "views": 0,
      "votes": 26
    },
    {
      "id": 479712,
      "title": "Notebook Threw Exception. Need help",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 479606,
      "title": "Do your larger models perform better?",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 479357,
      "title": "MelSpec GANs",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 478747,
      "title": "Overfitting problem",
      "comment_count": 10,
      "views": 0,
      "votes": 4
    },
    {
      "id": 479153,
      "title": "Regarding the determination of Expert Consensus when there is a tie in the number of votes.",
      "comment_count": 7,
      "views": 0,
      "votes": 5
    },
    {
      "id": 478693,
      "title": "finding the signal in the noise",
      "comment_count": 8,
      "views": 0,
      "votes": 8
    },
    {
      "id": 467329,
      "title": "Is 1511903313.egg broken?",
      "comment_count": 3,
      "views": 0,
      "votes": 5
    },
    {
      "id": 478169,
      "title": "Transformers?",
      "comment_count": 14,
      "views": 0,
      "votes": 2
    },
    {
      "id": 467877,
      "title": "How To Create Spectrogram From Eeg? SOLVED? Boost CV and LB!",
      "comment_count": 50,
      "views": 0,
      "votes": 169
    },
    {
      "id": 473821,
      "title": "Raw EEG CV vs LB",
      "comment_count": 30,
      "views": 0,
      "votes": 33
    },
    {
      "id": 479665,
      "title": "[solved] Kaggle's search API seems to be crushed",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 478391,
      "title": "Do spectrograms contain more \"information\" than signals?",
      "comment_count": 5,
      "views": 0,
      "votes": 17
    },
    {
      "id": 479587,
      "title": "Train.csv eeg_id and corresponding eeg parquet file",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 479578,
      "title": "Is their any possible way to extract the order in which eegs are recorded?",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 478650,
      "title": "Error Analysis for Probability Distribution: Conditional Probability",
      "comment_count": 4,
      "views": 0,
      "votes": 9
    },
    {
      "id": 478474,
      "title": "[LB 0.43] Resnet1D_GRU EEG Only Pytorch",
      "comment_count": 2,
      "views": 0,
      "votes": 16
    },
    {
      "id": 479442,
      "title": "Exploring Effective Data Augmentation Techniques ",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 478423,
      "title": "Merging models [Wavenet, efficiënter]",
      "comment_count": 12,
      "views": 0,
      "votes": 4
    },
    {
      "id": 478277,
      "title": "Whats with the CV in this comp?",
      "comment_count": 12,
      "views": 0,
      "votes": 7
    },
    {
      "id": 477123,
      "title": "CV VS Public LB score ",
      "comment_count": 18,
      "views": 0,
      "votes": 9
    },
    {
      "id": 479638,
      "title": "Anyone has a team?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 478745,
      "title": "The best single model",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 478233,
      "title": "Missing Data in HMS-HBA Competition Spectrograms",
      "comment_count": 4,
      "views": 0,
      "votes": 17
    },
    {
      "id": 478459,
      "title": "5 fold vs 10 fold CV",
      "comment_count": 4,
      "views": 0,
      "votes": 7
    },
    {
      "id": 479522,
      "title": "Exploring Efficient Hyperparameter Tuning Strategies: Lessons Learned and Challenges Faced",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 470772,
      "title": "Help with ensemble",
      "comment_count": 9,
      "views": 0,
      "votes": 10
    },
    {
      "id": 477682,
      "title": "Pretty good discussion of how an EEG relates to a Spectrogram",
      "comment_count": 2,
      "views": 0,
      "votes": 25
    },
    {
      "id": 479071,
      "title": "Notebook Threw Exception",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 477841,
      "title": "Do you get score improved by taking use of data augmentations?",
      "comment_count": 16,
      "views": 0,
      "votes": 11
    },
    {
      "id": 477680,
      "title": "Wavenet Skip Connection",
      "comment_count": 4,
      "views": 0,
      "votes": 7
    },
    {
      "id": 477893,
      "title": "Spectogram Subsections - no vote shifts over 500+ subsections",
      "comment_count": 0,
      "views": 0,
      "votes": 12
    },
    {
      "id": 477498,
      "title": "Bridging the Gap between Cross-Validation and Leaderboard Scores [CV 0.44 – LB 0.47]",
      "comment_count": 9,
      "views": 0,
      "votes": 15
    },
    {
      "id": 478679,
      "title": "Don't see the link to download the dataset",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 467915,
      "title": "CV vs LB Scores",
      "comment_count": 57,
      "views": 0,
      "votes": 60
    },
    {
      "id": 469953,
      "title": "How are your experience with Augmentation ?",
      "comment_count": 40,
      "views": 0,
      "votes": 44
    },
    {
      "id": 479086,
      "title": "HMS: Harmful Brain Activity Classification : Relevant Papers for this competition",
      "comment_count": 0,
      "views": 0,
      "votes": -6
    },
    {
      "id": 478353,
      "title": "Why are the numbers of train EEG data and train spectrogram data different?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 477966,
      "title": "EKG Spectrograms",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 471783,
      "title": "Patients - might have some valuable features to extract",
      "comment_count": 13,
      "views": 0,
      "votes": 28
    },
    {
      "id": 478163,
      "title": "Download Output",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 477554,
      "title": "A Simple Label Smoothing Scheme Based on the Number of Experts",
      "comment_count": 8,
      "views": 0,
      "votes": 11
    },
    {
      "id": 477646,
      "title": "Is label smoothing effective?",
      "comment_count": 3,
      "views": 0,
      "votes": 7
    },
    {
      "id": 470703,
      "title": "why test has only 3 columns?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 477528,
      "title": "Introducing an Academic Survey Paper 📃",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 476832,
      "title": "Train vs Test (Public LB) Data Distribution",
      "comment_count": 8,
      "views": 0,
      "votes": 7
    },
    {
      "id": 477546,
      "title": "Problem with Kaggle GPU",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 477920,
      "title": "RAM requirements",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 477742,
      "title": "KL Divergence for Gradient Descent ",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 478102,
      "title": "As a beginner at Kaggle, I don't know how to approach this problem. ",
      "comment_count": 11,
      "views": 0,
      "votes": 1
    },
    {
      "id": 477248,
      "title": "Data cleaning",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 468684,
      "title": "UPDATED - WaveNet Starter Notebook - LB 0.52 - Raw EEG Features Only!",
      "comment_count": 47,
      "views": 0,
      "votes": 142
    },
    {
      "id": 477152,
      "title": "Graph Neural Networks",
      "comment_count": 0,
      "views": 0,
      "votes": 13
    },
    {
      "id": 477535,
      "title": "How to stop a submission?",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 467657,
      "title": "Submission Issue",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 470446,
      "title": "Has anyone encountered the same error as me?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 476899,
      "title": "Reproducibility of Chris' WaveNet Baseline in torch and Randomness Study",
      "comment_count": 2,
      "views": 0,
      "votes": 12
    },
    {
      "id": 477186,
      "title": "How to make Denoising Effectively? ",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 476550,
      "title": "Using dilated convolution decreases pytorch performance.",
      "comment_count": 5,
      "views": 0,
      "votes": 10
    },
    {
      "id": 472851,
      "title": "Spectrogram New chain",
      "comment_count": 6,
      "views": 0,
      "votes": 17
    },
    {
      "id": 470642,
      "title": "Kullback-Leibler (KL) Divergence Properties and its Relationship to Statistical Inference",
      "comment_count": 1,
      "views": 0,
      "votes": 7
    },
    {
      "id": 476589,
      "title": "NaN values at eeg",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 477460,
      "title": "EEGNet Modeling Question",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 475292,
      "title": "SPaRCNet Dataset Update",
      "comment_count": 11,
      "views": 0,
      "votes": 23
    },
    {
      "id": 476184,
      "title": "Looking For Advice For Experimentation",
      "comment_count": 9,
      "views": 0,
      "votes": 1
    },
    {
      "id": 476170,
      "title": "Probably a bug in submission.csv",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 476019,
      "title": "Clarification about Ground Truth for Metric Computation",
      "comment_count": 4,
      "views": 0,
      "votes": 17
    },
    {
      "id": 473770,
      "title": "Model ensemble or feature ensemble question",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 475656,
      "title": "Does the test.csv changed ?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 477462,
      "title": "Question - 10 second prediction against 50 second or 600 second data",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 476093,
      "title": "Did anyone achieve better results with EfficientNet (B3, B4, B5) compared to B0?",
      "comment_count": 5,
      "views": 0,
      "votes": 8
    },
    {
      "id": 477021,
      "title": "Raw EEG have been already preprocessed?",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 477151,
      "title": "[Solved]Unknown Error When Uploading Dataset",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 475558,
      "title": "How Essential is Cross Validation?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 473592,
      "title": "Use of RNNs?",
      "comment_count": 12,
      "views": 0,
      "votes": 14
    },
    {
      "id": 477307,
      "title": "Please explain the data",
      "comment_count": 1,
      "views": 0,
      "votes": -5
    },
    {
      "id": 475463,
      "title": "High Pass Filter",
      "comment_count": 10,
      "views": 0,
      "votes": 12
    },
    {
      "id": 475816,
      "title": "pre-processing",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 475730,
      "title": "Why don't orgs provide raw EEGs?",
      "comment_count": 4,
      "views": 0,
      "votes": 6
    },
    {
      "id": 476587,
      "title": "Human factor",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 475569,
      "title": "Using Lightning? Come and get 4X Training Speedup",
      "comment_count": 0,
      "views": 0,
      "votes": 13
    },
    {
      "id": 475593,
      "title": "Best models for HMS comp? ",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 467058,
      "title": "is eeg_ids missing in train.csv but available in train_eegs folder? [Solved]",
      "comment_count": 8,
      "views": 0,
      "votes": 16
    },
    {
      "id": 471666,
      "title": "1D ResNet Based Architecture Baseline - Achieve 0.4x LB with Raw Signals in 2 minutes",
      "comment_count": 26,
      "views": 0,
      "votes": 177
    },
    {
      "id": 467849,
      "title": "What does it mean 『The expert annotators reviewed 50 second long EEG samples plus matched spectrograms covering 10 a minute window centered at the same time and labeled the central 10 seconds.』？",
      "comment_count": 6,
      "views": 0,
      "votes": 20
    },
    {
      "id": 467655,
      "title": "What is the Physical Unit of EEG data?",
      "comment_count": 6,
      "views": 0,
      "votes": 9
    },
    {
      "id": 476119,
      "title": "What's different about the competition goal and the way things are now?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 475599,
      "title": "how to locate the correct spectrogram sample using the offset.",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 473706,
      "title": "Jensen-Shannon divergence instead of Kullback-Leibler divergence",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 473921,
      "title": "How to deal with bad channels?",
      "comment_count": 3,
      "views": 0,
      "votes": 11
    },
    {
      "id": 475834,
      "title": "Relevant Competitions Compilation and Resources: Signal Processing, Time Series Analysis, Image Classification etc.,",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 475748,
      "title": "Why these Submissions are evaluated on the Kullback Liebler divergence",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 475331,
      "title": "Is the row sum 1 when scoring a submission?",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 471287,
      "title": "There are ~2640 unique EEG ids in the hidden test data!",
      "comment_count": 14,
      "views": 0,
      "votes": 74
    },
    {
      "id": 473306,
      "title": "Experimenting with different models for EEG classification",
      "comment_count": 7,
      "views": 0,
      "votes": 14
    },
    {
      "id": 469339,
      "title": "Question about data collection",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 475958,
      "title": "Train metadata",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 475703,
      "title": "Is Test EEG/Spectrogram labels centered too ?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 473406,
      "title": "💥About the characteristics of EEG💥",
      "comment_count": 0,
      "views": 0,
      "votes": 36
    },
    {
      "id": 469593,
      "title": "Looking for a Team!",
      "comment_count": 3,
      "views": 0,
      "votes": -6
    },
    {
      "id": 475560,
      "title": "Should we use data augmentations like frequency masking and time masking in this competition ??",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 467002,
      "title": "Dataset patch posted",
      "comment_count": 4,
      "views": 0,
      "votes": 24
    },
    {
      "id": 475819,
      "title": "LOFO IMPORTANCE",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 473964,
      "title": "Want to download the competition data, but failed.",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 472444,
      "title": "Spec: LL+LP+RP+RR+Others ",
      "comment_count": 11,
      "views": 0,
      "votes": 13
    },
    {
      "id": 472688,
      "title": "Video available. Introductory webinar on the competition",
      "comment_count": 10,
      "views": 0,
      "votes": 19
    },
    {
      "id": 473148,
      "title": "Timeframe considerations for EEG spectrograms",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 472395,
      "title": "KL Divergence Observations",
      "comment_count": 1,
      "views": 0,
      "votes": 27
    },
    {
      "id": 473588,
      "title": "It is a good competition,I want to learn more from it,",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 471521,
      "title": "EEG_SUB_ID Mapping",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 468506,
      "title": "Relationship between patient_id vs eeg_id vs spectrogram_id",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 473159,
      "title": "Trouble With Submission Error",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 471439,
      "title": "Background of this competition",
      "comment_count": 8,
      "views": 0,
      "votes": 50
    },
    {
      "id": 472993,
      "title": "EEG Spectrogram with MNE ",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 473039,
      "title": "📊 A quick remainder about potential label imbalance",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 473178,
      "title": "Need help in identifying issue",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 467909,
      "title": "Faulty spectrogram and EEG data?",
      "comment_count": 14,
      "views": 0,
      "votes": 30
    },
    {
      "id": 473817,
      "title": "my approach to this competition",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 472167,
      "title": "Transformer architecture",
      "comment_count": 9,
      "views": 0,
      "votes": 7
    },
    {
      "id": 473735,
      "title": "Setting the base model not trainable does not work",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 471446,
      "title": "Author Paper: Development of Expert-Level Classification of Seizures and Rhythmic and Periodic Patterns During EEG Interpretation",
      "comment_count": 1,
      "views": 0,
      "votes": 18
    },
    {
      "id": 472465,
      "title": "Understanding Spectrogram Column and Values",
      "comment_count": 4,
      "views": 0,
      "votes": 6
    },
    {
      "id": 473077,
      "title": "Kaggle spectrogram from spectrogram parquet file",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 473101,
      "title": "HMS- Fastai Pipeline",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 472047,
      "title": "Logs not updating",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 472620,
      "title": "Contacting Competition Organizer",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 472853,
      "title": "HMS - Harmful Brain Activity Classification 数据预处理",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 472544,
      "title": "Using TTA to boost metrics",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 471445,
      "title": "bad sample of eeg_id=1457334423(spec_id =1659812292)",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 471447,
      "title": "Author SPaRCNet Code insights + Extra dataset (25 eeg sequences) + Unlabelled data (not clean)",
      "comment_count": 4,
      "views": 0,
      "votes": 25
    },
    {
      "id": 472296,
      "title": "where can the files in <tf-efficientnet-imagenet-weights> and <tf-efficientnet-whl-files> be found?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 467129,
      "title": "Resources for getting started with Heart Data - ECG/EKG",
      "comment_count": 3,
      "views": 0,
      "votes": 27
    },
    {
      "id": 471869,
      "title": "patients in test data",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 469192,
      "title": "Hard labels and soft labels",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 469065,
      "title": "Submission Scoring Error",
      "comment_count": 3,
      "views": 0,
      "votes": 7
    },
    {
      "id": 469149,
      "title": "need help....",
      "comment_count": 5,
      "views": 0,
      "votes": 6
    },
    {
      "id": 467576,
      "title": "UPDATED - CatBoost Starter Notebook and Kaggle Dataset - LB 0.60",
      "comment_count": 33,
      "views": 0,
      "votes": 132
    },
    {
      "id": 471044,
      "title": "NaN's Analysis, ~ 1% of data can be ignored/weak labels",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    },
    {
      "id": 469267,
      "title": "Submission - Error - Submission Scoring error",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 471424,
      "title": "Fine-tuned models for EEG classification",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 471205,
      "title": "What should the WaveNet version of Pytorch look like?",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 471013,
      "title": "How many EEG sub-sequences in test set? [Solved]",
      "comment_count": 2,
      "views": 0,
      "votes": 10
    },
    {
      "id": 470645,
      "title": "k-means clusters for classification",
      "comment_count": 5,
      "views": 0,
      "votes": 19
    },
    {
      "id": 471374,
      "title": "Do you think there will be a shake in this competition?",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 471502,
      "title": "What are the EEG electrode references?",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 471621,
      "title": "Complex Valued Neural Networks....",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 471468,
      "title": "need help......",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 466746,
      "title": "Nilearn, MNE-Python - toolkits for EEG signals data processing ",
      "comment_count": 1,
      "views": 0,
      "votes": 30
    },
    {
      "id": 471379,
      "title": "Why are the lengths of the training spectrograms smaller than 600?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 470875,
      "title": "Do ensemble solutions satisfy the competition's code requirements?",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 470634,
      "title": "Diversity in Brain Activity Classification",
      "comment_count": 0,
      "views": 0,
      "votes": 21
    },
    {
      "id": 468277,
      "title": "Chris Deotte Appreciation and gratitude Post",
      "comment_count": 13,
      "views": 0,
      "votes": 99
    },
    {
      "id": 470371,
      "title": "Be Aware of Missing Values!",
      "comment_count": 2,
      "views": 0,
      "votes": 14
    },
    {
      "id": 468771,
      "title": "Papers & Model Architectures",
      "comment_count": 2,
      "views": 0,
      "votes": 39
    },
    {
      "id": 470787,
      "title": "Do we have normal healthy brain EEGs?",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 471405,
      "title": "About Augmentation",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 470807,
      "title": "Disable notebook internet access - Yes, but how?",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 466718,
      "title": "Thoughts on manual features engineering versus automatic feature learning with deep learning",
      "comment_count": 5,
      "views": 0,
      "votes": 13
    },
    {
      "id": 470380,
      "title": "Back to Basics ( Spectrogram Distribution Analysis ) - Sigma 3",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    },
    {
      "id": 469955,
      "title": "EEG feature extraction using 'eeglib'",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 469666,
      "title": "Features+Head TF Starter - LB 0.34 (ENSEMBLE)",
      "comment_count": 4,
      "views": 0,
      "votes": 29
    },
    {
      "id": 467612,
      "title": "Train Split CV",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 471031,
      "title": "Downloading and using pretrained models.",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 471034,
      "title": "Train targets vs Submission output equivalence ",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 466876,
      "title": "Predictions need to sum to 1 for every row",
      "comment_count": 8,
      "views": 0,
      "votes": 18
    },
    {
      "id": 468132,
      "title": "Now EEGs can speak (wav dataset)",
      "comment_count": 3,
      "views": 0,
      "votes": 13
    },
    {
      "id": 468634,
      "title": "Faulty spectrogram and EEG/EKG data? (Part II)",
      "comment_count": 4,
      "views": 0,
      "votes": 22
    },
    {
      "id": 467979,
      "title": "Previous Competitions Top Solutions",
      "comment_count": 3,
      "views": 0,
      "votes": 43
    },
    {
      "id": 468705,
      "title": "Which transformation is used for the label during official evaluation? label/sum(label)?softmax(label)?or?",
      "comment_count": 12,
      "views": 0,
      "votes": 22
    },
    {
      "id": 470426,
      "title": "What is different bettween submit the result and submit the result from kaggle notebook(with model train/infer)?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 469241,
      "title": "CNN-1D starter notebbok LB-0.69 (Raw EEG) ",
      "comment_count": 1,
      "views": 0,
      "votes": 18
    },
    {
      "id": 467163,
      "title": "Computing Vote Ratio's | Total Number Of Voters In Train Samples",
      "comment_count": 4,
      "views": 0,
      "votes": 9
    },
    {
      "id": 469303,
      "title": "Binary Classification: Other vs Rest ( Accuracy ~ 75% )",
      "comment_count": 2,
      "views": 0,
      "votes": 10
    },
    {
      "id": 466882,
      "title": "Very nice introduction to EEGs - A practical guide for patients and families. ",
      "comment_count": 2,
      "views": 0,
      "votes": 12
    },
    {
      "id": 470116,
      "title": "A simple Feature Extraction",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 467372,
      "title": "There are many outliers in the data",
      "comment_count": 5,
      "views": 0,
      "votes": 12
    },
    {
      "id": 469245,
      "title": "Will private LB include 100% of test data or 65%?",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 468849,
      "title": "Understanding EEG: Video Guide on ACNS 2021 EEG Terminology Standards",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 469511,
      "title": "About TPU...",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 468592,
      "title": "A pitfall in public best notebook",
      "comment_count": 1,
      "views": 0,
      "votes": 19
    },
    {
      "id": 469038,
      "title": "Noob GPU question",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 468524,
      "title": "[Hot Tip 🔥] Reinforce Your Learning",
      "comment_count": 1,
      "views": 0,
      "votes": 19
    },
    {
      "id": 469645,
      "title": "Relating the Train.CSV Data set to data from the Train_Spectrogram parguet files?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 468909,
      "title": "【Q】What's the difference between the 'XXX_sub_id's?",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 469209,
      "title": "Has anyone tried using multimodal fusion?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 468898,
      "title": "We don't have to be so eager to seek methods to fill missing values",
      "comment_count": 4,
      "views": 0,
      "votes": 6
    },
    {
      "id": 467530,
      "title": "For understanding KL Divergence",
      "comment_count": 6,
      "views": 0,
      "votes": 20
    },
    {
      "id": 468963,
      "title": "Why is this kind of sequence completion used in all CNN networks?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 469288,
      "title": "Feature engineered - Ready Data - EEG/Spectogram features ",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 467863,
      "title": "*UPDATE* [CV 0.715, LB 0.5] ResNet34-D Baseline",
      "comment_count": 3,
      "views": 0,
      "votes": 39
    },
    {
      "id": 467839,
      "title": "EEG signal denosing using Wavelet transform",
      "comment_count": 0,
      "views": 0,
      "votes": 35
    },
    {
      "id": 468854,
      "title": "Acess of Datasets in Google colab",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 468498,
      "title": "what is the use of label_id in the dataset?",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 468161,
      "title": "Simple experiments to assess effect of folding",
      "comment_count": 6,
      "views": 0,
      "votes": 6
    },
    {
      "id": 469300,
      "title": "Code competition run times",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 469243,
      "title": "Please help me understand the data.",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 468248,
      "title": "How spectrograms for this competions were created?",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 468916,
      "title": "Data merging Problem ",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 468459,
      "title": "EEG parquets not in train.csv",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 468208,
      "title": "How to understand the target?",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 468388,
      "title": "Learning from the EEG signals",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 467783,
      "title": "EEG basics - everything you need to know about the basics of EEG and spectrograms to start working on this competition",
      "comment_count": 6,
      "views": 0,
      "votes": 8
    },
    {
      "id": 469021,
      "title": "What do the egg_sub_id and spec_sub_id do? ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 467110,
      "title": "Problems with understanding how to get the correct subsets",
      "comment_count": 8,
      "views": 0,
      "votes": 9
    },
    {
      "id": 468535,
      "title": "Only one test example?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 466705,
      "title": "train.csv is empty",
      "comment_count": 11,
      "views": 0,
      "votes": 63
    },
    {
      "id": 467940,
      "title": "Offset of EEGs and Spectrograms",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 467552,
      "title": "EEG-Based Machine Learning Theory",
      "comment_count": 0,
      "views": 0,
      "votes": 26
    },
    {
      "id": 467737,
      "title": "Plot showing overlapping EEG data",
      "comment_count": 0,
      "views": 0,
      "votes": 15
    },
    {
      "id": 467127,
      "title": "Correct way to merge targets",
      "comment_count": 13,
      "views": 0,
      "votes": 26
    },
    {
      "id": 468335,
      "title": "Memory Issue When Merging DataFrames on Kaggle",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 466759,
      "title": "Spectrogram Data Acquisition Rate",
      "comment_count": 9,
      "views": 0,
      "votes": 9
    },
    {
      "id": 467955,
      "title": "Looking at EEG files with multiple distinct brain activity classes",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 468001,
      "title": "Deciphering EEG Patterns: A Deep Dive into Part 1 of the HMS Kaggle Challenge",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 467626,
      "title": "LGBM LB[0.76] EEG and Spectrogram simple feature extraction",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 467292,
      "title": "Time Window Labels Apply To | spectrogram_label_offset_seconds",
      "comment_count": 10,
      "views": 0,
      "votes": 11
    },
    {
      "id": 467978,
      "title": "Mr.GPT4 will answer for u - \"what patterns in eeg associated with epilepsy\"",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 468116,
      "title": "Some questions about the dataset",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 468090,
      "title": "Questions about the competition",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 467400,
      "title": "Some useful tutorials about EEGs and spectrograms",
      "comment_count": 0,
      "views": 0,
      "votes": 11
    },
    {
      "id": 468303,
      "title": "Missing information about the test set",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 466731,
      "title": "Kullback Leibler Divergence Applications, Limitations and KL Divergence on Kaggle.",
      "comment_count": 0,
      "views": 0,
      "votes": 45
    },
    {
      "id": 467977,
      "title": "Mr.GPT4 will answer for u - \"Patterns of EEG\"",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 467321,
      "title": "Typo in data description: understanding spectrogram and EEG matching",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 467105,
      "title": "Spectrograms with more than one EEG id",
      "comment_count": 1,
      "views": 0,
      "votes": 10
    },
    {
      "id": 466735,
      "title": "Eegs 10–20 system",
      "comment_count": 3,
      "views": 0,
      "votes": 20
    },
    {
      "id": 467360,
      "title": "Mismatch in Data Lengths: Spectrogram File Directory vs. EEG File Directory",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 466743,
      "title": "EEG Column Name Explanation",
      "comment_count": 0,
      "views": 0,
      "votes": 27
    },
    {
      "id": 467550,
      "title": "Sample for submission",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 467634,
      "title": "Terminologies for HMS ",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 466721,
      "title": "Adjutant resources to refer",
      "comment_count": 2,
      "views": 0,
      "votes": 15
    },
    {
      "id": 467181,
      "title": "Some eeg_ids are not accounted for in the train.csv",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 467121,
      "title": "test.csv has only one row",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 467038,
      "title": "Do you have any tips on handling the large number of files",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 467628,
      "title": "Artifacts in EEG Signals - Very important for filtering and cleaning data",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 467485,
      "title": "What does IIIC Stand for?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 466749,
      "title": "Similar project name ",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 466975,
      "title": "Broken Test Parquet Files and will it be fixed during the competition window?",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 466931,
      "title": "test_eeg and test_spectogram files stored incorrectly",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 467009,
      "title": "Can't download data",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 467439,
      "title": "Link to test.csv! where is the right file? ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 466969,
      "title": "Use of External Data",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    }
  ],
  "errors": []
}