{
  "total": 189,
  "topics": [
    {
      "id": 230000,
      "title": "Where to start? A collection of resources.",
      "comment_count": 28,
      "views": 0,
      "votes": 114
    },
    {
      "id": 252995,
      "title": "Best Working Note Award",
      "comment_count": 6,
      "views": 0,
      "votes": 19
    },
    {
      "id": 230002,
      "title": "2nd UPDATE: BirdCLEF working notes. We want your papers!",
      "comment_count": 32,
      "views": 0,
      "votes": 46
    },
    {
      "id": 243557,
      "title": "Leaderboard Finalized - Congratulations to the Winners; Recap",
      "comment_count": 2,
      "views": 0,
      "votes": 13
    },
    {
      "id": 243354,
      "title": "Thanks everyone and congratulations to the top performers!",
      "comment_count": 3,
      "views": 0,
      "votes": 12
    },
    {
      "id": 243927,
      "title": "[1st Place] Detailed Solution",
      "comment_count": 16,
      "views": 0,
      "votes": 77
    },
    {
      "id": 243360,
      "title": "My journey (11th solution, with code)",
      "comment_count": 60,
      "views": 0,
      "votes": 80
    },
    {
      "id": 319416,
      "title": "Access to Testing Data",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 272094,
      "title": "SQL server installation",
      "comment_count": 0,
      "views": 0,
      "votes": -2
    },
    {
      "id": 243463,
      "title": "2nd place solution",
      "comment_count": 35,
      "views": 0,
      "votes": 139
    },
    {
      "id": 236143,
      "title": "Spectrogram and image questions I have been thinking about",
      "comment_count": 14,
      "views": 0,
      "votes": 12
    },
    {
      "id": 245708,
      "title": "3rd place submission",
      "comment_count": 1,
      "views": 0,
      "votes": 31
    },
    {
      "id": 242413,
      "title": "A quary about torch-audiomentations!",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 243293,
      "title": "4th place solution ",
      "comment_count": 26,
      "views": 0,
      "votes": 85
    },
    {
      "id": 244270,
      "title": "6th place solution",
      "comment_count": 4,
      "views": 0,
      "votes": 15
    },
    {
      "id": 243756,
      "title": "8th place writeup",
      "comment_count": 9,
      "views": 0,
      "votes": 43
    },
    {
      "id": 245393,
      "title": "An experiment !!!!",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 243469,
      "title": "2022 competition and more",
      "comment_count": 20,
      "views": 0,
      "votes": 24
    },
    {
      "id": 244827,
      "title": "12th place in one shot",
      "comment_count": 2,
      "views": 0,
      "votes": 12
    },
    {
      "id": 243304,
      "title": "[1st Place] Quick Solution",
      "comment_count": 38,
      "views": 0,
      "votes": 112
    },
    {
      "id": 243390,
      "title": "Bird Song Recognition App with H2O Wave",
      "comment_count": 10,
      "views": 0,
      "votes": 48
    },
    {
      "id": 244248,
      "title": "Streamlit bird app",
      "comment_count": 10,
      "views": 0,
      "votes": 11
    },
    {
      "id": 243473,
      "title": "One trick that can give you a bronze medal or above ",
      "comment_count": 4,
      "views": 0,
      "votes": 23
    },
    {
      "id": 244696,
      "title": "Follow-up on training-evaluation notebook not working",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 243343,
      "title": "Part of the 18th place solution (Iafoss's model)",
      "comment_count": 17,
      "views": 0,
      "votes": 30
    },
    {
      "id": 243378,
      "title": "Postprocessing",
      "comment_count": 4,
      "views": 0,
      "votes": 23
    },
    {
      "id": 243351,
      "title": "5th place solution",
      "comment_count": 8,
      "views": 0,
      "votes": 38
    },
    {
      "id": 243349,
      "title": "Thanks . We all did Best. Solution Outline (Public LB 9th place)",
      "comment_count": 5,
      "views": 0,
      "votes": 17
    },
    {
      "id": 243289,
      "title": "Wow            ",
      "comment_count": 12,
      "views": 0,
      "votes": 38
    },
    {
      "id": 243324,
      "title": "9th Place solution",
      "comment_count": 15,
      "views": 0,
      "votes": 43
    },
    {
      "id": 243334,
      "title": "💥💥Congratulations to a new Kaggle of Masters  😄 💥💥",
      "comment_count": 8,
      "views": 0,
      "votes": 11
    },
    {
      "id": 243583,
      "title": "22nd Place Solution ",
      "comment_count": 2,
      "views": 0,
      "votes": 14
    },
    {
      "id": 243671,
      "title": "Part of the 18th place solution (Naoism's model)",
      "comment_count": 4,
      "views": 0,
      "votes": 13
    },
    {
      "id": 243356,
      "title": "Learnings From the Competition ,  39th Place Solution",
      "comment_count": 7,
      "views": 0,
      "votes": 11
    },
    {
      "id": 242509,
      "title": "Ready for final sprint?",
      "comment_count": 42,
      "views": 0,
      "votes": 31
    },
    {
      "id": 243281,
      "title": "While waiting for the results...",
      "comment_count": 14,
      "views": 0,
      "votes": 15
    },
    {
      "id": 243790,
      "title": "How can I successfully train SED or custom pooling model ?",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 243514,
      "title": "87th solution",
      "comment_count": 3,
      "views": 0,
      "votes": 5
    },
    {
      "id": 243541,
      "title": "A BIG thank you to kneroma!!",
      "comment_count": 1,
      "views": 0,
      "votes": 7
    },
    {
      "id": 244415,
      "title": "Questions about score and percentage of test data",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 243301,
      "title": "68 place solution",
      "comment_count": 7,
      "views": 0,
      "votes": 12
    },
    {
      "id": 244065,
      "title": "How to Apply Audio-space Augmentation on (Mel)Spectrogram-space?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 243313,
      "title": "Colab Pro is All you need!  1st place team as a great example.",
      "comment_count": 6,
      "views": 0,
      "votes": 8
    },
    {
      "id": 243328,
      "title": "top solutions and approaches",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 243312,
      "title": "42 solution with code",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 243497,
      "title": "How should we interpret the results?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 243556,
      "title": "Secondary labels are effective for bronze medal (76th solution)",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 242161,
      "title": "Submission scoring error again {FIXED}",
      "comment_count": 79,
      "views": 0,
      "votes": 34
    },
    {
      "id": 243332,
      "title": "49 place solution - meh models, +0.04-0.05 private LB postprocessing",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 243231,
      "title": "Good luck to every competitor",
      "comment_count": 3,
      "views": 0,
      "votes": 8
    },
    {
      "id": 243397,
      "title": "Top-20 Winning Solutions Compilation",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 243299,
      "title": "Congratulations to everyone",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 242638,
      "title": "Question about the train_soundscapes",
      "comment_count": 14,
      "views": 0,
      "votes": 7
    },
    {
      "id": 243294,
      "title": "So what was Private and Public LB splitting logic?",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 240815,
      "title": "Any succesful model with tensorflow ?",
      "comment_count": 22,
      "views": 0,
      "votes": 14
    },
    {
      "id": 242404,
      "title": "One Day Deadline Extension",
      "comment_count": 1,
      "views": 0,
      "votes": 23
    },
    {
      "id": 242234,
      "title": "Edit: Kaggle staff acknowledged there were scoring issues, see details below",
      "comment_count": 4,
      "views": 0,
      "votes": 24
    },
    {
      "id": 242875,
      "title": "Notebook Submission - CPU",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 242714,
      "title": "Has anyone tried nnAudio? How`s its performance vs torchlibrosa?",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 240559,
      "title": "Bi-Tempered Logistic Loss",
      "comment_count": 13,
      "views": 0,
      "votes": 14
    },
    {
      "id": 241533,
      "title": "File input and output in the Kaggle jupyter notebook",
      "comment_count": 6,
      "views": 0,
      "votes": 6
    },
    {
      "id": 237807,
      "title": "GMs are coming",
      "comment_count": 20,
      "views": 0,
      "votes": 30
    },
    {
      "id": 242366,
      "title": "Will test dataset be made available upon competition closing?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 239427,
      "title": "How to use test metadata",
      "comment_count": 7,
      "views": 0,
      "votes": 9
    },
    {
      "id": 241414,
      "title": "The pros and cons of the 3 options to deal with Kaggle Datasets in Colab .",
      "comment_count": 9,
      "views": 0,
      "votes": 8
    },
    {
      "id": 242370,
      "title": "Low speed of np.vstack",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 241324,
      "title": "Unable to send Contact message",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 242194,
      "title": "OSError: [Errno 28] No space left on device",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 241736,
      "title": "Handle Domain Shift from the Test Data",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 241976,
      "title": "SpecAugment Hurts Model Performance",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 241690,
      "title": "Test Soundscape files and submission.csv not found (fixed)",
      "comment_count": 20,
      "views": 0,
      "votes": 0
    },
    {
      "id": 242187,
      "title": "Thanks to everyone",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 241321,
      "title": "For people who are facing  403 Forbidden error while downloading the resnest50 pretrained model",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 241782,
      "title": "Submission Scoring Error",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 240823,
      "title": "TTA works, but it's too slow",
      "comment_count": 6,
      "views": 0,
      "votes": 8
    },
    {
      "id": 241400,
      "title": "by GoogleCloudPlatform team,Open-sourced code from New book (Practical ML for Computer Vision)",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 237982,
      "title": "Video resourcse to understand Intuition behind Fourier Transform",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 241143,
      "title": "How to submit model results",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 240028,
      "title": "Metadata for train_soundscapes",
      "comment_count": 9,
      "views": 0,
      "votes": 8
    },
    {
      "id": 241269,
      "title": "Another useful External Dataset ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 239911,
      "title": "Hand labeling is small impact",
      "comment_count": 28,
      "views": 0,
      "votes": 11
    },
    {
      "id": 241018,
      "title": "Model training platform for this competition",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 241008,
      "title": "How to decide on Signal to Noise ratio for noise injection",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 237900,
      "title": "How is circular/cyclic data (e.g. month, longitude, etc.) represented in ML?",
      "comment_count": 11,
      "views": 0,
      "votes": 4
    },
    {
      "id": 239747,
      "title": "Fast metric computation",
      "comment_count": 1,
      "views": 0,
      "votes": 24
    },
    {
      "id": 239313,
      "title": "BirdClef EDA and fastai toy experimenter",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 238246,
      "title": "Last 3 weeks: What should you do?",
      "comment_count": 4,
      "views": 0,
      "votes": 17
    },
    {
      "id": 239730,
      "title": "Handy tool for viewing geospatial data",
      "comment_count": 0,
      "views": 0,
      "votes": 15
    },
    {
      "id": 238041,
      "title": "An error when downloading resnet in notebook",
      "comment_count": 7,
      "views": 0,
      "votes": 4
    },
    {
      "id": 239261,
      "title": "Mixup: On MelSpec or Raw Wave?",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 238924,
      "title": "0.01 discrepancy between LB and notebook score",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 240135,
      "title": "How to speed up augmentation on Waveform?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 236859,
      "title": "How to choose threshold?",
      "comment_count": 18,
      "views": 0,
      "votes": 26
    },
    {
      "id": 240031,
      "title": "About optimization methods that fit this competition",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 234154,
      "title": "Fast training and precomputed melspecs images",
      "comment_count": 57,
      "views": 0,
      "votes": 63
    },
    {
      "id": 238314,
      "title": "Running on Kaggle or Locally?",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 237916,
      "title": "why is the result of torchaudio.MelSpectrogram different from that of librosa",
      "comment_count": 4,
      "views": 0,
      "votes": 7
    },
    {
      "id": 239148,
      "title": "Some points worth considering?",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 233454,
      "title": "Don't be intimidated, bagging is the key !!!",
      "comment_count": 57,
      "views": 0,
      "votes": 82
    },
    {
      "id": 238569,
      "title": "Previous competition's models as pretrained models?",
      "comment_count": 7,
      "views": 0,
      "votes": 4
    },
    {
      "id": 239044,
      "title": "Help needed in solving the below error. It is realted to Cudnn and Cuda.",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 234851,
      "title": "Augmentations BirdCLEF 2021",
      "comment_count": 6,
      "views": 0,
      "votes": 8
    },
    {
      "id": 230539,
      "title": "Starter and some thoughts",
      "comment_count": 5,
      "views": 0,
      "votes": 52
    },
    {
      "id": 238839,
      "title": "STF, different buckets appear non-periodical and cannot rebuild original signal",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 238442,
      "title": "pretrained models and normalization",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 236864,
      "title": "Does the test set include the class that only appear in the metadata?",
      "comment_count": 14,
      "views": 0,
      "votes": 5
    },
    {
      "id": 232651,
      "title": "CV vs Public LB",
      "comment_count": 17,
      "views": 0,
      "votes": 14
    },
    {
      "id": 236799,
      "title": "Some of the short audio isn't actually short",
      "comment_count": 4,
      "views": 0,
      "votes": 8
    },
    {
      "id": 238403,
      "title": "validation and the domain gap",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 237502,
      "title": "Which models to choose for ensemble and how to ensemble?",
      "comment_count": 2,
      "views": 0,
      "votes": 23
    },
    {
      "id": 231071,
      "title": "External Data Questions",
      "comment_count": 12,
      "views": 0,
      "votes": 19
    },
    {
      "id": 237507,
      "title": "Same Code, Different Performance on Kaggle Kernel vs. Colab",
      "comment_count": 7,
      "views": 0,
      "votes": 5
    },
    {
      "id": 238176,
      "title": "What do you decide the input spectrum-image size?",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 237204,
      "title": "About the time the score is given",
      "comment_count": 10,
      "views": 0,
      "votes": 5
    },
    {
      "id": 238104,
      "title": "Training a model outside of Kaggle and how to evaluate on test set then",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 230865,
      "title": "Pre-computed Spectrograms Dataset",
      "comment_count": 20,
      "views": 0,
      "votes": 36
    },
    {
      "id": 236592,
      "title": "What is the meaning of dividing into primary_label and secondary_label?",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 237127,
      "title": "Imbalanced classes",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 237697,
      "title": "Is anyone else using tfa.metrics.FBetaScore?",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 237121,
      "title": "A simple and clean pytorch-lightning pipeline",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 237434,
      "title": "Data: Mel Spectrograms for \"train short audio\" dir",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 229995,
      "title": "Looking for a Team Megathread",
      "comment_count": 34,
      "views": 0,
      "votes": 14
    },
    {
      "id": 236502,
      "title": "CNN settings and structure to optimize pattern matching for bird sounds?",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 232829,
      "title": "What do you think about YAMNet",
      "comment_count": 1,
      "views": 0,
      "votes": 7
    },
    {
      "id": 236768,
      "title": "Unable to leverage GPU",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 237012,
      "title": "Memory issues while extracting data spectrograms",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 236814,
      "title": "Is there a formal preprocessing method in spectrogram image?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 229994,
      "title": "New to Kaggle or Machine Learning? Come Say Hi!",
      "comment_count": 29,
      "views": 0,
      "votes": 26
    },
    {
      "id": 236703,
      "title": "What kind of cross-validation should be done for this competition? ",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 236370,
      "title": "submission scoring error",
      "comment_count": 8,
      "views": 0,
      "votes": 2
    },
    {
      "id": 235721,
      "title": "Can Ecology assist in predicting bird songs?",
      "comment_count": 2,
      "views": 0,
      "votes": 13
    },
    {
      "id": 233453,
      "title": "Making a bachelor's thesis out of BirdClef21",
      "comment_count": 8,
      "views": 0,
      "votes": 6
    },
    {
      "id": 235816,
      "title": "5 seconds full preprocessed dataset in .npy",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 236179,
      "title": "Question on hierarchical classification",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 236989,
      "title": "Zürich 3D in the Matrix",
      "comment_count": 0,
      "views": 0,
      "votes": -9
    },
    {
      "id": 230029,
      "title": "💥💥 Previous BirdCLEF Challenges and Audio Competitions  🔥🔥",
      "comment_count": 2,
      "views": 0,
      "votes": 42
    },
    {
      "id": 234464,
      "title": "Read and study past competition solutions",
      "comment_count": 2,
      "views": 0,
      "votes": 83
    },
    {
      "id": 235458,
      "title": "Looking to Get Started: Statistics",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 234647,
      "title": "Code vs Kernel competition training clarification",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 233822,
      "title": "Questions about competition metric",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 230181,
      "title": "What type of Deep learning models do you use about BirdCLEF ?",
      "comment_count": 6,
      "views": 0,
      "votes": 7
    },
    {
      "id": 234204,
      "title": "Data cleaning",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 234192,
      "title": "Identify Frequency",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 233539,
      "title": "Preprocessing data & models",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 234094,
      "title": "I want to be partner of Team",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 232988,
      "title": "Motivation for Model Making",
      "comment_count": 3,
      "views": 0,
      "votes": 10
    },
    {
      "id": 230026,
      "title": "Useful External Datasets",
      "comment_count": 10,
      "views": 0,
      "votes": 29
    },
    {
      "id": 230639,
      "title": "The key is \"label quality\"",
      "comment_count": 1,
      "views": 0,
      "votes": 34
    },
    {
      "id": 233359,
      "title": "Reminder of a bug that could happen when using Pytorch+Numpy",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 232238,
      "title": "Can we get spatial information on the soundscapes`",
      "comment_count": 9,
      "views": 0,
      "votes": 3
    },
    {
      "id": 233269,
      "title": "5 Second Audio Clips Dataset",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 232913,
      "title": "Score in NB vs Public LB",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 233301,
      "title": "How to perform inference?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 230389,
      "title": "Audio Signal Processing for Machine Learning (Video Series)",
      "comment_count": 3,
      "views": 0,
      "votes": 13
    },
    {
      "id": 232791,
      "title": "How the test data were annotated ?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 230007,
      "title": "Hi everyone!",
      "comment_count": 9,
      "views": 0,
      "votes": 26
    },
    {
      "id": 232260,
      "title": "Mapping from 6 letter code to Common Name",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 232645,
      "title": "Annotations for the training soundscapes: questions (and quibbles)",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 232274,
      "title": "Save preprocessed data",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 233153,
      "title": "Complete EDA",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 230733,
      "title": "Time localization / bird or no bird?",
      "comment_count": 4,
      "views": 0,
      "votes": 25
    },
    {
      "id": 232872,
      "title": "submission code.",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 231165,
      "title": "Handling noisy soundscapes",
      "comment_count": 4,
      "views": 0,
      "votes": 10
    },
    {
      "id": 230812,
      "title": "Question about the dataset",
      "comment_count": 4,
      "views": 0,
      "votes": 9
    },
    {
      "id": 231749,
      "title": "Data Exploration",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 231106,
      "title": "Bird code mistake? (maybe a trivial problem)",
      "comment_count": 5,
      "views": 0,
      "votes": 19
    },
    {
      "id": 231906,
      "title": "Tips for making the kaggle notebook usable?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 230298,
      "title": "Is hand labeling and/or editing of training data allowed?",
      "comment_count": 5,
      "views": 0,
      "votes": 9
    },
    {
      "id": 231256,
      "title": "Different 2D Audio Representations",
      "comment_count": 0,
      "views": 0,
      "votes": 11
    },
    {
      "id": 231151,
      "title": "Starter Code by Using Pre-computed Spectrograms Dataset",
      "comment_count": 0,
      "views": 0,
      "votes": 12
    },
    {
      "id": 231797,
      "title": "Size of hidden test set",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 231118,
      "title": "AST: Audio Spectrogram Transformer - New paper on Audio",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 230729,
      "title": "Getting Submission CSV Not Found",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 231059,
      "title": "how to use a python support library",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 230500,
      "title": "Only 2 submission allowed per day?",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 230495,
      "title": "description of train_metadata.csv is wrong",
      "comment_count": 6,
      "views": 0,
      "votes": 8
    },
    {
      "id": 230534,
      "title": "OK/Possible to add external pip package?",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 230117,
      "title": "SpecAugment++",
      "comment_count": 1,
      "views": 0,
      "votes": 14
    },
    {
      "id": 230891,
      "title": "Playing audio in the Notebook",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 230118,
      "title": "How to work on sound?",
      "comment_count": 7,
      "views": 0,
      "votes": 8
    },
    {
      "id": 230380,
      "title": "Winning Solutions of the Previous Audio Competition (Rainforest)",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 230025,
      "title": "🐤🦆 🦅 🦉 🦇Research Papers in BirdCall Identification  💥  💥 ",
      "comment_count": 0,
      "views": 0,
      "votes": 24
    },
    {
      "id": 230108,
      "title": "As a bird keeper and a machine learning beginner",
      "comment_count": 4,
      "views": 0,
      "votes": 11
    },
    {
      "id": 230036,
      "title": "Previous works for inspiration",
      "comment_count": 0,
      "views": 0,
      "votes": 18
    },
    {
      "id": 229996,
      "title": "Hi there and good luck!!",
      "comment_count": 0,
      "views": 0,
      "votes": 19
    },
    {
      "id": 229998,
      "title": "Previous competition winner solutions",
      "comment_count": 0,
      "views": 0,
      "votes": 15
    },
    {
      "id": 230417,
      "title": "New to Kaggle, Looking for team or some help",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 230043,
      "title": "Papers on Soundscapes and Animal Sound detection",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 230037,
      "title": "Bird Voice Detection Papers and Applications 🐦",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    }
  ],
  "errors": []
}