{
  "total": 265,
  "topics": [
    {
      "id": 452360,
      "title": "UBC-OCEAN Challenge Presentation: Insights and Tips",
      "comment_count": 29,
      "views": 0,
      "votes": 28,
      "reused": true
    },
    {
      "id": 497790,
      "title": "Embargo Lifted on Competition Dataset",
      "comment_count": 1,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 465806,
      "title": "Recap of Competition - Congratulations to the Winners!",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 466455,
      "title": "1st Place Solution 🥇 [Owkin]",
      "comment_count": 37,
      "views": 0,
      "votes": 65,
      "reused": true
    },
    {
      "id": 465410,
      "title": "2nd Place Solution - UBC-OCEAN",
      "comment_count": 26,
      "views": 0,
      "votes": 43,
      "reused": true
    },
    {
      "id": 465527,
      "title": "3rd Place Solution for the UBC-OCEAN UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN)",
      "comment_count": 8,
      "views": 0,
      "votes": 26,
      "reused": true
    },
    {
      "id": 554844,
      "title": "Downloading or accessing the data",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 446642,
      "title": "Notebook Threw Exception",
      "comment_count": 10,
      "views": 0,
      "votes": 6,
      "reused": true
    },
    {
      "id": 447319,
      "title": "While submitting Notebook to the compitition ,  I am facing Notebook Out of Memory Error ",
      "comment_count": 6,
      "views": 0,
      "votes": 6,
      "reused": true
    },
    {
      "id": 514555,
      "title": "Dataset Details",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 465356,
      "title": "20th Place Solution - UBC-OCEAN",
      "comment_count": 14,
      "views": 0,
      "votes": 19,
      "reused": true
    },
    {
      "id": 465697,
      "title": "7th place solution",
      "comment_count": 12,
      "views": 0,
      "votes": 36,
      "reused": true
    },
    {
      "id": 482781,
      "title": "Using dataset",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 446104,
      "title": "Tiled Images dataset (256x256)",
      "comment_count": 27,
      "views": 0,
      "votes": 85,
      "reused": true
    },
    {
      "id": 465382,
      "title": "[8th Place Solution] Understanding Data Before Designing Methods",
      "comment_count": 28,
      "views": 0,
      "votes": 49,
      "reused": true
    },
    {
      "id": 471768,
      "title": "I wrote an article in medium for this competition! ",
      "comment_count": 5,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 471487,
      "title": "CNN - Some advice",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 468313,
      "title": "When may I freely use these data?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 466017,
      "title": "5th place solution",
      "comment_count": 4,
      "views": 0,
      "votes": 14,
      "reused": true
    },
    {
      "id": 451907,
      "title": "submission `Notebook Out of Disk` with pyVips",
      "comment_count": 18,
      "views": 0,
      "votes": 7,
      "reused": true
    },
    {
      "id": 465358,
      "title": "13th Place Solution for the UBC-OCEAN Competition",
      "comment_count": 16,
      "views": 0,
      "votes": 48,
      "reused": true
    },
    {
      "id": 466159,
      "title": "Competition Paper Publication ETA",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 465879,
      "title": " Congratulations to new Kaggle Competitions GM",
      "comment_count": 2,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 465379,
      "title": "3th on Public and 6th on Private, A Very Simple Solution: Big Pretrained-Model is All You Need! ",
      "comment_count": 25,
      "views": 0,
      "votes": 39,
      "reused": true
    },
    {
      "id": 465811,
      "title": "4th place solution",
      "comment_count": 4,
      "views": 0,
      "votes": 16,
      "reused": true
    },
    {
      "id": 465815,
      "title": "9th place solution ",
      "comment_count": 3,
      "views": 0,
      "votes": 15,
      "reused": true
    },
    {
      "id": 465491,
      "title": "Your Approach to the \"Other\" Class?",
      "comment_count": 5,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 465719,
      "title": "A Bronze Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 11
    },
    {
      "id": 465604,
      "title": "Why some teams are moved from the private LB????",
      "comment_count": 5,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 465461,
      "title": "83rd solusion and this is my firstintroduction of solution !",
      "comment_count": 6,
      "views": 0,
      "votes": 12,
      "reused": true
    },
    {
      "id": 465455,
      "title": "10th place solution",
      "comment_count": 19,
      "views": 0,
      "votes": 28,
      "reused": true
    },
    {
      "id": 465466,
      "title": "Some suspicious teams",
      "comment_count": 6,
      "views": 0,
      "votes": 15,
      "reused": true
    },
    {
      "id": 465619,
      "title": "30th place solution",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 465617,
      "title": "My Takeaways from this competition",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 465598,
      "title": "\"Notebook Out of Disk\" submission error",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 465593,
      "title": "50th Place Solution (Simple Solution) ",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 464324,
      "title": "What are the most common reasons for submission fail after successful notebook run and how to inspect them?",
      "comment_count": 5,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 465476,
      "title": "[14th Place Notes]  Image Agumentation + Domain Adaptation + ABMIL",
      "comment_count": 0,
      "views": 0,
      "votes": 11
    },
    {
      "id": 465415,
      "title": "[Our Solution] UBC-OCEAN",
      "comment_count": 6,
      "views": 0,
      "votes": 10,
      "reused": true
    },
    {
      "id": 465368,
      "title": "38th solution (Private 0.52, Hight score 0.55)",
      "comment_count": 9,
      "views": 0,
      "votes": 14,
      "reused": true
    },
    {
      "id": 465432,
      "title": "Submission Failing",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 465425,
      "title": "28th solution",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 464186,
      "title": "Highest score without predicting Other",
      "comment_count": 18,
      "views": 0,
      "votes": 16,
      "reused": true
    },
    {
      "id": 465384,
      "title": "Can we download hidden test data now?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 465363,
      "title": "Why only private data?",
      "comment_count": 10,
      "views": 0,
      "votes": -7,
      "reused": true
    },
    {
      "id": 465360,
      "title": "Survived the shake-up! (Public 538 -> Private 90)",
      "comment_count": 3,
      "views": 0,
      "votes": 9,
      "reused": true
    },
    {
      "id": 465301,
      "title": "can' t stop wrong submission!",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 465259,
      "title": "The method in this paper can be used in this competition. There is a high probability that the first place will be this method.",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 464746,
      "title": "Why does the model not converge for WSI image classification in multi-instance processing? The training acc is always equal to about 0.4",
      "comment_count": 6,
      "views": 0,
      "votes": -4,
      "reused": true
    },
    {
      "id": 443349,
      "title": "New to Machine Learning or Kaggle?",
      "comment_count": 29,
      "views": 0,
      "votes": 12,
      "reused": true
    },
    {
      "id": 465054,
      "title": "Can submissions be made after the competition ends?",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 465097,
      "title": "OSError: unrecognized data stream contents when reading image file",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 463042,
      "title": "Percentage of the outliers \"other\"",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 461049,
      "title": "Question about  enhance the speed of WSI (Whole Slide Image) patch extraction",
      "comment_count": 3,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 461513,
      "title": "Public score 0.16",
      "comment_count": 4,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 463580,
      "title": "is there any universe stategy to speed up inference?I got run time over 12h error.please help me",
      "comment_count": 4,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 463921,
      "title": "Doesn’t the hgsc category account for more than 60% in this competition? If the model classifies the image as hgsc when it sees the image, then the accuracy will reach 0.6? Or is it judged by the average accuracy of each category?",
      "comment_count": 3,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 464278,
      "title": "<12 hour runtime",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 465030,
      "title": "My Competition Recap",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 464927,
      "title": "cannot able to submit the competition ",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 464900,
      "title": "Learning Recap",
      "comment_count": 0,
      "views": 0,
      "votes": 13
    },
    {
      "id": 464853,
      "title": "Can't submit the result to competition ",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 464775,
      "title": "Notebook threw Exception",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 463261,
      "title": "How to deal with \"Notebook Threw Exception\"?",
      "comment_count": 3,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 463245,
      "title": "[Solved] Loss isn't correlated with the metric too much",
      "comment_count": 8,
      "views": 0,
      "votes": 11,
      "reused": true
    },
    {
      "id": 445804,
      "title": "Pathologist's perspective of the ovarian cancer subtype classification task",
      "comment_count": 27,
      "views": 0,
      "votes": 112,
      "reused": true
    },
    {
      "id": 464220,
      "title": "Are Stanford Tissue Microarray Database TMAs Fair Game? (with PNG dataset)",
      "comment_count": 1,
      "views": 0,
      "votes": 11,
      "reused": true
    },
    {
      "id": 450859,
      "title": "fail in submission but success in notebook",
      "comment_count": 9,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 463824,
      "title": "Segmentation Model Value",
      "comment_count": 4,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 462273,
      "title": "Worry about timeout errors",
      "comment_count": 4,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 455890,
      "title": "Supplemental annotations now available",
      "comment_count": 30,
      "views": 0,
      "votes": 38,
      "reused": true
    },
    {
      "id": 463196,
      "title": "LB Score stuck at 0.16",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 463328,
      "title": "Tile Generation Timing",
      "comment_count": 5,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 446102,
      "title": "Why is there no \"is_tma\" in the test csv?",
      "comment_count": 7,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 454113,
      "title": "About the Other label",
      "comment_count": 6,
      "views": 0,
      "votes": 13,
      "reused": true
    },
    {
      "id": 462387,
      "title": "Notebook Threw Exception",
      "comment_count": 2,
      "views": 0,
      "votes": -1,
      "reused": true
    },
    {
      "id": 462997,
      "title": "KerasCV ImageClassifier ValueError",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 462920,
      "title": "为什么用vgg16.preprocessing.ImageDataGenerator 出来后的图是黑白的？？？",
      "comment_count": 0,
      "views": 0,
      "votes": -20
    },
    {
      "id": 461431,
      "title": "Model only trains or predicts 'CC' for every scan",
      "comment_count": 1,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 461793,
      "title": "External dataset with subtypes",
      "comment_count": 4,
      "views": 0,
      "votes": 24,
      "reused": true
    },
    {
      "id": 461362,
      "title": "Is the storage of kaggle submission notebook change in the last 24 hours?",
      "comment_count": 30,
      "views": 0,
      "votes": 11,
      "reused": true
    },
    {
      "id": 455918,
      "title": "Error: Notebook Threw Exception",
      "comment_count": 5,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 461797,
      "title": "\"is_tma - True if the slide is a tissue microarray. Only available for the train set.\"",
      "comment_count": 3,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 461775,
      "title": "Only one WSI prevents me from completing a full submission...",
      "comment_count": 13,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 445938,
      "title": "Looking for teammate/group!",
      "comment_count": 8,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 445786,
      "title": "How to download all the data in a reasonable amount of time?",
      "comment_count": 6,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 460632,
      "title": "Does both WSI and TMA images have \"Other\" category in testset?",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 462033,
      "title": "Environment Configuration Problems",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 461991,
      "title": "Notebook threw exception",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 461943,
      "title": "Test set only has 1 image!?",
      "comment_count": 3,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 449209,
      "title": "Validity of image level labels for patch level analysis",
      "comment_count": 25,
      "views": 0,
      "votes": 12,
      "reused": true
    },
    {
      "id": 461799,
      "title": "Why did the same model get the same private score, inspite of changing threshold?",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 460098,
      "title": "The problem of using gpu kaggle",
      "comment_count": 5,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 461669,
      "title": "Seeking Insights and Experiences Until Now",
      "comment_count": 1,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 461691,
      "title": "How to Move Data to Storage Bucket with GCloud CLI (ask & answer)",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 461556,
      "title": "BE AWARE of the misleading info from the competition description on TMA thumbnail",
      "comment_count": 1,
      "views": 0,
      "votes": 14,
      "reused": true
    },
    {
      "id": 449079,
      "title": "Thumbnails are not provided for test TMAs?",
      "comment_count": 11,
      "views": 0,
      "votes": 14,
      "reused": true
    },
    {
      "id": 461443,
      "title": "Output getting automatically zipped? ",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 461098,
      "title": "[Submission] Help with Notebook Threw Exception. Struggling to find the root cause.",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 460975,
      "title": "Notebook Threw Exception:",
      "comment_count": 1,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 460673,
      "title": "Anyone to team?",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 461134,
      "title": "Notebook time constraints",
      "comment_count": 2,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 460317,
      "title": "[Solved] Notebook Threw Exception problem",
      "comment_count": 8,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 460890,
      "title": "How to deal with outliers?",
      "comment_count": 7,
      "views": 0,
      "votes": 19,
      "reused": true
    },
    {
      "id": 460926,
      "title": "How can I handle large image data in pytorch ",
      "comment_count": 1,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 453158,
      "title": "In this challenge, do ensemble can increase score?",
      "comment_count": 16,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 459363,
      "title": "Balanced Accuracy Pytorch Implementation",
      "comment_count": 5,
      "views": 0,
      "votes": 18,
      "reused": true
    },
    {
      "id": 460691,
      "title": "Segmentations Tumor Only (Code Implementation)",
      "comment_count": 2,
      "views": 0,
      "votes": 14,
      "reused": true
    },
    {
      "id": 457460,
      "title": "Why GPU memory gets filled like this?",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 445592,
      "title": "'Other' class - outlier identification",
      "comment_count": 9,
      "views": 0,
      "votes": 6,
      "reused": true
    },
    {
      "id": 451424,
      "title": "How to know when we stop training a DL model while training with all data? ",
      "comment_count": 7,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 460432,
      "title": "Interesting game",
      "comment_count": 0,
      "views": 0,
      "votes": -15
    },
    {
      "id": 460226,
      "title": "Problem with pytorch_lightning on TPU",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 459938,
      "title": "How to successfully do model ensemble/tta?",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 459964,
      "title": "Denoised Image",
      "comment_count": 5,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 458774,
      "title": "freeze of submission score !!",
      "comment_count": 1,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 459793,
      "title": "Do we have some markers in the training images?",
      "comment_count": 3,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 457418,
      "title": "Training of large datasets?",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 452165,
      "title": "baseline with Lightning⚡TIMM scores 0.4+ on LB become TOP 5%",
      "comment_count": 28,
      "views": 0,
      "votes": 86,
      "reused": true
    },
    {
      "id": 459375,
      "title": "Incorrect image size in train.csv",
      "comment_count": 3,
      "views": 0,
      "votes": 8,
      "reused": true
    },
    {
      "id": 459130,
      "title": "Has the top scores gone up since the annotations update?",
      "comment_count": 1,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 458324,
      "title": "Rules regarding code requirements (notebooks)",
      "comment_count": 3,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 459690,
      "title": "Anyone who wants to work in a Team",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 458710,
      "title": "To make patches or not to?",
      "comment_count": 4,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 458997,
      "title": "Loading ViT: Vision Transformer",
      "comment_count": 2,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 450856,
      "title": "How should we debug \"Submission CSV Not Found\"? Let's make a list of ideas!",
      "comment_count": 2,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 458151,
      "title": "Problem with xFormers installation via utility script",
      "comment_count": 7,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 445457,
      "title": "Test data incomplete?",
      "comment_count": 9,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 458929,
      "title": "do anyone know the deadline ，The introduction only roughly stated that there was still one month left",
      "comment_count": 1,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 458860,
      "title": "Competition Submission Error",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 458805,
      "title": "What is your best LB score using only thumbnails (and TMAs)?",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 457249,
      "title": "Using External Data for Validation",
      "comment_count": 8,
      "views": 0,
      "votes": 20,
      "reused": true
    },
    {
      "id": 448414,
      "title": "Overview of Published Research in Ovarian Cancer Subtyping AI ",
      "comment_count": 2,
      "views": 0,
      "votes": 31,
      "reused": true
    },
    {
      "id": 451306,
      "title": "Why the error is giving Notebook out of Disk when submitting notebook ?",
      "comment_count": 1,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 451892,
      "title": "Data updated to fix flawed masks",
      "comment_count": 31,
      "views": 0,
      "votes": 33,
      "reused": true
    },
    {
      "id": 456819,
      "title": "Has anyone tried the Pseudo-labelling?",
      "comment_count": 6,
      "views": 0,
      "votes": 9,
      "reused": true
    },
    {
      "id": 458368,
      "title": "Can someone guide me on why I'm getting the error message \"Submission CSV Not Found\" after submitting?",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 457255,
      "title": "Is it overfitting my model !?",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 458362,
      "title": "Does anyone know what the normalized mean variance parameter of the picture is?",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 458095,
      "title": "Need Help to Process x ray image?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 457122,
      "title": "Test data/ Loader/ Path",
      "comment_count": 4,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 457690,
      "title": "Starter Notebook runs successfully but scoring failed",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 445575,
      "title": "Any reason behind why micro tissue array count is just 25? Is there any use of is_tma if its only available in training?",
      "comment_count": 5,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 446390,
      "title": "Is sample weight not given?",
      "comment_count": 3,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 456972,
      "title": "Memory and time Issues with Patch Segmentation and Feature Extraction in WSI Images - Seeking Solutions❓",
      "comment_count": 1,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 457089,
      "title": "What does the content in file updated_image_ids.json mean?",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 456281,
      "title": "I need help ",
      "comment_count": 2,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 455327,
      "title": "Submission Scoring Error",
      "comment_count": 9,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 451908,
      "title": "Tiled Images dataset (512x512) scale 0.25 all-in-one",
      "comment_count": 18,
      "views": 0,
      "votes": 26,
      "reused": true
    },
    {
      "id": 456342,
      "title": "TMAs in test set might be quite different from those in the training set?",
      "comment_count": 3,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 456188,
      "title": "What is the storage capacity limit when writing to directories outside /kaggle/working?",
      "comment_count": 2,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 455699,
      "title": "Patch Based Model's Predictions on TMAs in trainset(number = 25)",
      "comment_count": 1,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 448354,
      "title": "What exactly are duplicate regions on WSIs?",
      "comment_count": 9,
      "views": 0,
      "votes": 14,
      "reused": true
    },
    {
      "id": 455426,
      "title": "Help needed!     Inference is timing out.",
      "comment_count": 5,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 448252,
      "title": "Memory increased for GPU notebooks",
      "comment_count": 4,
      "views": 0,
      "votes": 33,
      "reused": true
    },
    {
      "id": 453841,
      "title": "Notebook keeps throwing exceptions? Why?",
      "comment_count": 7,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 452027,
      "title": "Why image format of PNG must be changed or competition solution quality will suffer",
      "comment_count": 8,
      "views": 0,
      "votes": 45,
      "reused": true
    },
    {
      "id": 453474,
      "title": "Stuck in submission part",
      "comment_count": 8,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 454755,
      "title": "Submission Scoring Error",
      "comment_count": 1,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 455002,
      "title": "Genes of importance for classification",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 453096,
      "title": "How to correctly convert from 40x to 20x magnification",
      "comment_count": 10,
      "views": 0,
      "votes": 9,
      "reused": true
    },
    {
      "id": 454872,
      "title": "[📚Recourses] For beginner to learn ovarian cancer classification",
      "comment_count": 0,
      "views": 0,
      "votes": 14
    },
    {
      "id": 445420,
      "title": "This Competition has an Official Discord Channel",
      "comment_count": 11,
      "views": 0,
      "votes": 7,
      "reused": true
    },
    {
      "id": 451675,
      "title": "what will be the approach while submitting notebook? Because when i submit notebook, i am always faced the problem Notebook Out Of Memory , Can Anyone help?",
      "comment_count": 7,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 452799,
      "title": "One question about the tile/patch-based approach",
      "comment_count": 4,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 453951,
      "title": "Runtime for final submission",
      "comment_count": 2,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 453922,
      "title": "Submissions timing for code competitions",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 453873,
      "title": "On test images public and private exists thumb and large?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 453584,
      "title": "Submission Failing Consistently - Need Help",
      "comment_count": 4,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 453599,
      "title": "Anyone working on developing a GAN model to generate high-res image from low-res(thumbnails) images?",
      "comment_count": 1,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 451591,
      "title": "What are TMA (Tissue Microarray) data in WSI, and why is this type of data not included in thumbnails?",
      "comment_count": 4,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 452428,
      "title": "need help...",
      "comment_count": 5,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 453308,
      "title": "Tiles/thumbnails",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 453097,
      "title": "Save Trained Mode and reuse it in another notebook",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 452845,
      "title": "Problem installing and executing pyvips second time",
      "comment_count": 2,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 446033,
      "title": "Criteria for healthy/unhealthy patches ?",
      "comment_count": 4,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 452813,
      "title": "Runtime limit for private test ",
      "comment_count": 3,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 452898,
      "title": "Has anyone tried using histolab for this competition?",
      "comment_count": 1,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 447049,
      "title": "How were the [train/test]_thumbnails created?",
      "comment_count": 9,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 452780,
      "title": "balanced accuracy?",
      "comment_count": 2,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 448005,
      "title": "Using Thumbnails or Real images dataset ",
      "comment_count": 8,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 452206,
      "title": "Help with Test Images",
      "comment_count": 4,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 452253,
      "title": "How to quickly read images?",
      "comment_count": 5,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 452366,
      "title": "Comparing the Use of Thumbnails and Cropped Real Images for Training and Testing",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 446195,
      "title": "What are the full names for abbreviation CC, EC, MC, LGSC, HGSC?",
      "comment_count": 3,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 449198,
      "title": "Are you using any pretrained model?",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 452202,
      "title": "Save/load models for inference",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 452257,
      "title": "Teaming up",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 452208,
      "title": "CV/validation score vs LB",
      "comment_count": 1,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 448573,
      "title": "Competition Starter Pack",
      "comment_count": 3,
      "views": 0,
      "votes": 28,
      "reused": true
    },
    {
      "id": 451902,
      "title": "[My Solution Share] Patch Based",
      "comment_count": 7,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 452064,
      "title": "Beginner Question",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 451784,
      "title": "What is the micron-per-pixel spacing of the images",
      "comment_count": 2,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 451792,
      "title": "Details about \"Other\" class",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 446041,
      "title": "Any idea how to avoid out of memory error in submitting when using image.open()?",
      "comment_count": 9,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 445440,
      "title": "Any one want to join with me ?",
      "comment_count": 5,
      "views": 0,
      "votes": 14,
      "reused": true
    },
    {
      "id": 451628,
      "title": "If you had succeeded in gathering more data, it would have been good for both you and us to create the best-fit model.",
      "comment_count": 0,
      "views": 0,
      "votes": -6
    },
    {
      "id": 447886,
      "title": "Please fix the many quality issues with the competition data and leaderboard",
      "comment_count": 25,
      "views": 0,
      "votes": 57,
      "reused": true
    },
    {
      "id": 450616,
      "title": "submission error",
      "comment_count": 8,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 451189,
      "title": "Sub-Image Extraction for Consistent Labeling",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 451034,
      "title": "Test Dataset for Submission",
      "comment_count": 1,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 450924,
      "title": "I have created JPEG dataset using UBC-OCEAN -JPEG Dataset Pipeline",
      "comment_count": 1,
      "views": 0,
      "votes": 7,
      "reused": true
    },
    {
      "id": 447825,
      "title": "CV vs LB Thread",
      "comment_count": 16,
      "views": 0,
      "votes": 11,
      "reused": true
    },
    {
      "id": 451134,
      "title": "Trouble Downloading Images from Kaggle Competition Folder: Seeking Help and Guidance",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 450591,
      "title": "time sending sumbitions  >2 hours?",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 446688,
      "title": "Why WSIs are uploaded as PNGs?",
      "comment_count": 9,
      "views": 0,
      "votes": 25,
      "reused": true
    },
    {
      "id": 450775,
      "title": "Why people train the model on thumbnail images instead or train_images ?",
      "comment_count": 5,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 450979,
      "title": "Unable to download data",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 450451,
      "title": "TMA images dataset",
      "comment_count": 2,
      "views": 0,
      "votes": 8,
      "reused": true
    },
    {
      "id": 448955,
      "title": "Image size too large",
      "comment_count": 5,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 448791,
      "title": "Availability of Test Thumbnails for final test?",
      "comment_count": 1,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 450313,
      "title": "Please record scoring time during submission and not just notebook time",
      "comment_count": 3,
      "views": 0,
      "votes": 10,
      "reused": true
    },
    {
      "id": 448100,
      "title": "Notebook Threw Exception",
      "comment_count": 3,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 448277,
      "title": "Why I got “threw exception” erorr while doing multi-img-size ensembel？QAQ",
      "comment_count": 5,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 450641,
      "title": "What does 40x magnification exactly means?",
      "comment_count": 2,
      "views": 0,
      "votes": 6,
      "reused": true
    },
    {
      "id": 445472,
      "title": "Adjutant reference materials and resources ",
      "comment_count": 4,
      "views": 0,
      "votes": 37,
      "reused": true
    },
    {
      "id": 445759,
      "title": "Missing TMA images in train_thumbnails",
      "comment_count": 3,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 450292,
      "title": "Question about the Test Time Limitation",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 449075,
      "title": "How to handle the repeating images or is it a hoax?",
      "comment_count": 1,
      "views": 0,
      "votes": -2,
      "reused": true
    },
    {
      "id": 445427,
      "title": "Would someone team up with me?",
      "comment_count": 40,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 448873,
      "title": "How TMA test images look?",
      "comment_count": 5,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 449064,
      "title": "Error converting the image and putting it in the directory",
      "comment_count": 3,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 449074,
      "title": "Where do I find the data to make the prediction for submit?",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 446517,
      "title": "How to avoid Out of Memory error in submitting?",
      "comment_count": 2,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 447605,
      "title": "Is image magnification a factor to be concerned about?",
      "comment_count": 11,
      "views": 0,
      "votes": 8,
      "reused": true
    },
    {
      "id": 448198,
      "title": "How to handle big data?",
      "comment_count": 3,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 448790,
      "title": "how to download a subset of the dataset",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 445526,
      "title": "💡7 ovarian cancer datasets + TCGA💡",
      "comment_count": 3,
      "views": 0,
      "votes": 10,
      "reused": true
    },
    {
      "id": 448010,
      "title": "Don't Train During Inference?",
      "comment_count": 6,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 445473,
      "title": "🏆🔮UBC 0varian Cancer classification - Reference Kernels, Posts and materials for similar events 🔮🏆",
      "comment_count": 5,
      "views": 0,
      "votes": 16,
      "reused": true
    },
    {
      "id": 447382,
      "title": "looking for teammates with CV coding experience~",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 448205,
      "title": "Solution file patch and rescore",
      "comment_count": 0,
      "views": 0,
      "votes": 20
    },
    {
      "id": 446760,
      "title": "Error in LB metric",
      "comment_count": 5,
      "views": 0,
      "votes": 35,
      "reused": true
    },
    {
      "id": 447261,
      "title": "When i submit the  notebook , getting Notebook Threw Exception error ? How to solve that problem while submitting notebook to the compitition ? ",
      "comment_count": 9,
      "views": 0,
      "votes": 6,
      "reused": true
    },
    {
      "id": 448027,
      "title": "Submission time?",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 446009,
      "title": "Keras is not accepting the folder structure of `train`",
      "comment_count": 3,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 447851,
      "title": "On submitting notebook to competition, getting Notebook Threw Exception",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 447826,
      "title": "The resources needed for this competition.",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 446150,
      "title": "Handling large images with \"pyvips\"+ EDA",
      "comment_count": 3,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 447376,
      "title": "Would someone team up with me?",
      "comment_count": 1,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 447703,
      "title": "Why they are 8 classes?",
      "comment_count": 1,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 447697,
      "title": "Is it possible to skip training on submission run?",
      "comment_count": 1,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 445449,
      "title": "Dealing with Large Image Size of Carcinomas Subtypes (HGSC, LGSC, MC, EC) and Outliers.",
      "comment_count": 6,
      "views": 0,
      "votes": 44,
      "reused": true
    },
    {
      "id": 447679,
      "title": "Happy Coding",
      "comment_count": 1,
      "views": 0,
      "votes": -6,
      "reused": true
    },
    {
      "id": 447455,
      "title": "submission Help",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 447467,
      "title": "Notebook Run Successful - submission.csv created - But not scored",
      "comment_count": 2,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 447025,
      "title": "perfect prediction of \"is_tma\"",
      "comment_count": 3,
      "views": 0,
      "votes": 10,
      "reused": true
    },
    {
      "id": 447151,
      "title": "How to prepare data?",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 447063,
      "title": "Broken data?",
      "comment_count": 0,
      "views": 0,
      "votes": 30
    },
    {
      "id": 446518,
      "title": " train locally without downloading data",
      "comment_count": 4,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 446762,
      "title": "Do all tissues on a microarray belong to the same class?",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 445629,
      "title": "Save your GPU quota and Memory. Fast & large GPU cards helps too : )",
      "comment_count": 10,
      "views": 0,
      "votes": 23,
      "reused": true
    },
    {
      "id": 446111,
      "title": "Transkational información of potential interest. Searching for wider data (always)",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 446088,
      "title": "RStudio for analysis",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 445920,
      "title": "train_image/image91_thumbnails",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 445470,
      "title": "🔮💥✔Good Resources to leverage for this competition📚💥🔮",
      "comment_count": 2,
      "views": 0,
      "votes": 28,
      "reused": true
    },
    {
      "id": 445951,
      "title": "Only data needed to be downloaded for training locally",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 445771,
      "title": "Help to get image paths into the df. Applying lambda. Any tips?",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 445638,
      "title": "To what extent should we cooperate on this task?",
      "comment_count": 2,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 445849,
      "title": "image preprocessing .",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 445680,
      "title": "No region information of the lesion. No normal image.",
      "comment_count": 1,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 445593,
      "title": "New to Deep Learning? Here is the notebook to start with!",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 445432,
      "title": "Exceeds limit of 178956970 pixels",
      "comment_count": 2,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 445484,
      "title": "Found 0 images belonging to 0 classes.",
      "comment_count": 3,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 445397,
      "title": "Getting started with data! Know how it looks!",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    }
  ],
  "errors": []
}