{
  "total": 193,
  "topics": [
    {
      "id": 461113,
      "title": "Announcing the Competition Workshop (Saturday Dec. 16)",
      "comment_count": 5,
      "views": 0,
      "votes": 13
    },
    {
      "id": 459552,
      "title": "Recap of Competition - Congratulations to the Winners!",
      "comment_count": 5,
      "views": 0,
      "votes": 10
    },
    {
      "id": 456615,
      "title": "Judges Award Submission + End of competition survey!",
      "comment_count": 22,
      "views": 0,
      "votes": 12
    },
    {
      "id": 443493,
      "title": "Competition Info Session + Q&A - Oct 3, 2023",
      "comment_count": 11,
      "views": 0,
      "votes": 19
    },
    {
      "id": 440680,
      "title": "Announcing free compute (with A10 GPUs), courtesy of Saturn Cloud 🪐",
      "comment_count": 15,
      "views": 0,
      "votes": 36
    },
    {
      "id": 437486,
      "title": "Welcome to the “Open Problems - Single-Cell Perturbations” competition 🎉",
      "comment_count": 8,
      "views": 0,
      "votes": 23
    },
    {
      "id": 444986,
      "title": "Info Session 1 - Recording and notes",
      "comment_count": 5,
      "views": 0,
      "votes": 19
    },
    {
      "id": 440394,
      "title": "This Competition has an Official Discord Channel",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 459258,
      "title": "1st Place Solution Writeup for Open Problems – Single-Cell Perturbations",
      "comment_count": 22,
      "views": 0,
      "votes": 50
    },
    {
      "id": 456943,
      "title": "Will there be a huge shakeup?",
      "comment_count": 19,
      "views": 0,
      "votes": 28
    },
    {
      "id": 458661,
      "title": "#18: Py-boost predicting t-scores",
      "comment_count": 18,
      "views": 0,
      "votes": 54
    },
    {
      "id": 444825,
      "title": "Video available: Pyboost - from creator - Anton Vakrushev - Monday 17.00 (CET) 11 December. Webinars related to the competition ",
      "comment_count": 19,
      "views": 0,
      "votes": 22
    },
    {
      "id": 458750,
      "title": "3rd Place Solution for the Open Problems – Single-Cell Perturbations",
      "comment_count": 10,
      "views": 0,
      "votes": 33
    },
    {
      "id": 491899,
      "title": "How our team got disqualified from 4th place",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 486499,
      "title": "Data availability",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 480892,
      "title": "Approximated date of determining the judges' awards",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 461649,
      "title": "#30: \"Melting\" the Data",
      "comment_count": 15,
      "views": 0,
      "votes": 8
    },
    {
      "id": 461663,
      "title": "Insights from the comparison of different models (13th place)",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 461015,
      "title": "9th solution write-up: Pure NN model",
      "comment_count": 6,
      "views": 0,
      "votes": 10
    },
    {
      "id": 459618,
      "title": "8th Place Solution for the Open Problems – Single-Cell Perturbations Competition",
      "comment_count": 5,
      "views": 0,
      "votes": 7
    },
    {
      "id": 459961,
      "title": "10th Place Solution for the Open Problems – Single-Cell Perturbations",
      "comment_count": 3,
      "views": 0,
      "votes": 11
    },
    {
      "id": 458663,
      "title": "27th Tabtransformer",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 471333,
      "title": "Model intuition ",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 461225,
      "title": "16th Place Solution Writeup for the Open Problems – Single-Cell Perturbations (Los Rodriguez)",
      "comment_count": 4,
      "views": 0,
      "votes": 7
    },
    {
      "id": 466181,
      "title": "Post-competition EDA: unveiling the significance of biases in the training data",
      "comment_count": 1,
      "views": 0,
      "votes": 7
    },
    {
      "id": 458738,
      "title": "2nd Place Solution for the Open Problems – Single-Cell Perturbations",
      "comment_count": 26,
      "views": 0,
      "votes": 49
    },
    {
      "id": 463546,
      "title": "Detailed Analysis of Gene Cluster Stability",
      "comment_count": 1,
      "views": 0,
      "votes": 8
    },
    {
      "id": 463283,
      "title": "Computational method used for cell annotation",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 461166,
      "title": "178th Place Solution for the Open Problems – Single-Cell Perturbations",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 461159,
      "title": "20th Place Solution Writeup For Open Problems - Single-cell Perturbations Competition",
      "comment_count": 10,
      "views": 0,
      "votes": 11
    },
    {
      "id": 462435,
      "title": "Why RNA splicing factors are susceptible to perturbations?",
      "comment_count": 5,
      "views": 0,
      "votes": 7
    },
    {
      "id": 460858,
      "title": "#13: U900 team - PYBOOST is what you need ",
      "comment_count": 5,
      "views": 0,
      "votes": 65
    },
    {
      "id": 462534,
      "title": "118th Place Solution for the Open Problems – Single-Cell Perturbations Competition draft",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 462031,
      "title": "17th Place Solution for the Open Problems – Single-Cell Perturbations (ADEFR)",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 462011,
      "title": "when we will get access to the test dataset?",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 461363,
      "title": "6th Place Solution for the Open Problems – Single-Cell Perturbations",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 461389,
      "title": "Why there are genes in the de_train with exactly the same expression change?",
      "comment_count": 3,
      "views": 0,
      "votes": 11
    },
    {
      "id": 461245,
      "title": "The Bittersweet Taste of Victory and Defeat: My First Kaggle Expedition",
      "comment_count": 4,
      "views": 0,
      "votes": 9
    },
    {
      "id": 461174,
      "title": "Our Solution write-up",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 461058,
      "title": "207th Place Solution for the Open Problems – Single-Cell Perturbations.  Late submission 0.576 private LB.",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 461264,
      "title": "#274: Learnings from generative models",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 459623,
      "title": "7th Place Solution for the Open Problems – Single-Cell Perturbations",
      "comment_count": 5,
      "views": 0,
      "votes": 15
    },
    {
      "id": 460960,
      "title": "SMILES😘 Data Science Competition: A Deep Dive",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 460191,
      "title": "4rd Place Solution for the Open Problems – Single-Cell Perturbations",
      "comment_count": 3,
      "views": 0,
      "votes": 10
    },
    {
      "id": 460567,
      "title": "43d Place Solution for the Open Problems – Single-Cell Perturbations",
      "comment_count": 2,
      "views": 0,
      "votes": 11
    },
    {
      "id": 460959,
      "title": "Kaggle Solution Write-up",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 460911,
      "title": "34th Place Solution Writeup for Open Problems – Single-Cell Perturbations",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 460946,
      "title": "XGBoost in Compressed Space | 425th Place Solution Writeup for Open Problems – Single-Cell Perturbations",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 460908,
      "title": "710th Place Solution for the Open Problems – Single-Cell Perturbations",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 460988,
      "title": " Predicting Gene Expression Changes",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 460251,
      "title": "CV-LB correspondence analysis: row-wise correlation (CV) - better fits LB, local mrrmse is near ZERO correlated with LB",
      "comment_count": 2,
      "views": 0,
      "votes": 11
    },
    {
      "id": 460630,
      "title": "Will Swag be a prize for Wiretups in this competition?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 460059,
      "title": "A model used in the 24th solution - pure linear algebra!",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 460693,
      "title": "The 440th solution of the 'Open Problems – Single-Cell Perturbations' competition",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 459573,
      "title": "4th Place Writeup",
      "comment_count": 1,
      "views": 0,
      "votes": 10
    },
    {
      "id": 459588,
      "title": "Public 7th and Private 15th solution (Nothing but just multiplied a factor of 1.2)",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 459549,
      "title": "cleanup leaderboard",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 459365,
      "title": "45 Place Solution for the Open Problems – Single-Cell Perturbations Competition",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 458939,
      "title": "0.98 - correlation between public and private scores - our team, what is for your ?  (or trust your LB, not CV)",
      "comment_count": 5,
      "views": 0,
      "votes": 12
    },
    {
      "id": 460128,
      "title": "Convert feature-added table data to image data and use Timm models.",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 459741,
      "title": "So many removals from the LB",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 459001,
      "title": "... & I'd like to thank Kaggle, the challenge host, and everyone who made their notebooks public.",
      "comment_count": 10,
      "views": 0,
      "votes": 7
    },
    {
      "id": 458916,
      "title": "Lessons Learned",
      "comment_count": 2,
      "views": 0,
      "votes": 20
    },
    {
      "id": 458764,
      "title": "SCP 21st Solution",
      "comment_count": 4,
      "views": 0,
      "votes": 9
    },
    {
      "id": 458842,
      "title": "Remove - CD8+ T-cells uplifted score ? Locally ? Why ? Increase multiplicity of b-cells, myeloid cells, etc.  helped ? ",
      "comment_count": 4,
      "views": 0,
      "votes": 9
    },
    {
      "id": 458893,
      "title": "Why scGEN, chemCPA, graphVCI, etc do not work？",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 458639,
      "title": "How to choose notebooks for Private Leaderboard",
      "comment_count": 17,
      "views": 0,
      "votes": 12
    },
    {
      "id": 458834,
      "title": "What CV you used  ? What tricks/lessons to overcome poor CV - LB correspondence ?  NK-cells - as validation - good for you ? ",
      "comment_count": 1,
      "views": 0,
      "votes": 12
    },
    {
      "id": 457753,
      "title": "Stop spoiling the competition with high scoring notebooks",
      "comment_count": 18,
      "views": 0,
      "votes": 29
    },
    {
      "id": 457782,
      "title": "Mistakes you made ?",
      "comment_count": 6,
      "views": 0,
      "votes": 16
    },
    {
      "id": 458888,
      "title": "58th solution: Single-Cell Perturbations (Blending only)",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 459053,
      "title": "Late submission for best scors ",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 457511,
      "title": "Should we use a blended data frame or any its combination with custom solution in final submission?",
      "comment_count": 4,
      "views": 0,
      "votes": 6
    },
    {
      "id": 458685,
      "title": "Is it okay for notebook to submit directly using other people's submission file?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 457864,
      "title": "Don't forget to move the peaks.",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 457793,
      "title": "What is the best cross-validation score you have achieved locally?",
      "comment_count": 8,
      "views": 0,
      "votes": 5
    },
    {
      "id": 458739,
      "title": "Wrong control annotation in adata_obs_meta.csv? ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 458698,
      "title": "Bronze medal thresh ",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 458686,
      "title": "Public and Private LB are visible",
      "comment_count": 0,
      "views": 0,
      "votes": -2
    },
    {
      "id": 457861,
      "title": "If the LB scores keep improving at this rate, can I use the public blend as target to train the model?",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 457510,
      "title": "There is always a meme Thread",
      "comment_count": 7,
      "views": 0,
      "votes": 12
    },
    {
      "id": 457547,
      "title": "Why do people continue sharing highly scoring notebooks 5 days before the conclusion of the competition?",
      "comment_count": 8,
      "views": 0,
      "votes": 5
    },
    {
      "id": 457698,
      "title": "The survey. What is your min and max value in predicted test dataset?",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 454375,
      "title": "What is the score for your single model? ",
      "comment_count": 25,
      "views": 0,
      "votes": 21
    },
    {
      "id": 457799,
      "title": "Oxybenzone 'B cells' have the lowest RMSE (Constant_X- prediction) of 0.102 due to week model",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 458024,
      "title": "Constant for the Train dataset:",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 456874,
      "title": "Question Regarding DE model",
      "comment_count": 0,
      "views": 0,
      "votes": 11
    },
    {
      "id": 454107,
      "title": "New adata_excluded_ids File",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 456239,
      "title": "When and how to submit the write up for judge prize",
      "comment_count": 3,
      "views": 0,
      "votes": 15
    },
    {
      "id": 456604,
      "title": "Removed one sm_name from the 17 sm_names and observed score 0.598 - 0.617",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 457081,
      "title": "RMSE between predicted values submitted0577.csv and actual values submitted0574.csv.",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 457075,
      "title": "Missing IDs?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 456758,
      "title": "0.588 is the LB score for the Penfluridol, Dactolisib, Crizotinib, LDN 193189 and Oprozomib (ONX 0912)",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 456376,
      "title": "Cell * 17,50,77",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 455259,
      "title": "Challenge of Myeloid cells...",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 455350,
      "title": "scATAC-seq integration",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    },
    {
      "id": 453486,
      "title": "New Kernels Grandmaster - Meer Atif Magsi 😎",
      "comment_count": 10,
      "views": 0,
      "votes": 12
    },
    {
      "id": 454700,
      "title": "PYBOOST - breakthrough gradient boosting for MULTI-target tasks",
      "comment_count": 0,
      "views": 0,
      "votes": 33
    },
    {
      "id": 455485,
      "title": "Blend. ordered B cell ",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 455437,
      "title": "Initial gene expressions",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 455049,
      "title": "Train dataset too large",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 450439,
      "title": "ATAC-seq analysis",
      "comment_count": 12,
      "views": 0,
      "votes": 10
    },
    {
      "id": 452515,
      "title": "\"Terribly\" scored models - are useful in current blends - any idea why ? ",
      "comment_count": 17,
      "views": 0,
      "votes": 18
    },
    {
      "id": 453376,
      "title": "Missing data for DMSO in adata",
      "comment_count": 1,
      "views": 0,
      "votes": 13
    },
    {
      "id": 453818,
      "title": "Feature Augmentation 2 - Adding \"fragments of SMILES\" as a feature",
      "comment_count": 0,
      "views": 0,
      "votes": 12
    },
    {
      "id": 453766,
      "title": "Normalize targets",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 448892,
      "title": "Is there the mapping of gene symbol to Ensembl gene id?",
      "comment_count": 5,
      "views": 0,
      "votes": 6
    },
    {
      "id": 453110,
      "title": "【0.584】new ensemble weights",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 453475,
      "title": "Predicting Bulk Data + Limma Pipeline",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 453373,
      "title": "SMILES for testset (i.e. id_map)",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 452274,
      "title": "Loss functions discussion",
      "comment_count": 6,
      "views": 0,
      "votes": 6
    },
    {
      "id": 453119,
      "title": "Has anyone tried multitask learning ?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 452902,
      "title": "Is de_train.parquet corrupt?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 452056,
      "title": "Representing SMILES Notation as 2D array",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 452000,
      "title": "Useful Resources for this problem ",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 452380,
      "title": "A nother ensembles to get 0.583 on LB",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 451670,
      "title": "Incremental learning in XGBoost  {'tree_method': 'exact'}",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 451510,
      "title": "Target Encoders - LeaveOneOutEncoder - top1 ",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 451660,
      "title": "Are Naive Methods Exist?",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 451245,
      "title": "Feature Augmentation",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 451404,
      "title": "about local cv",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 445883,
      "title": "Some strange observations about adata_train.parquet",
      "comment_count": 13,
      "views": 0,
      "votes": 33
    },
    {
      "id": 450545,
      "title": "Pseudobulked counts from AnnData inconsistent",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 450351,
      "title": "Cell type's gene expression as part of the input",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 444494,
      "title": "CV , LB results thread. Welcome to use AmbrosM's or MT's CV schemes",
      "comment_count": 8,
      "views": 0,
      "votes": 11
    },
    {
      "id": 447256,
      "title": "Did you use any biological prior knowledge and how it works?",
      "comment_count": 23,
      "views": 0,
      "votes": 16
    },
    {
      "id": 450539,
      "title": "ATAC-seq data/sample for cells",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 449082,
      "title": "Pytorch vs Tensorflow ?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 434084,
      "title": "New to Machine Learning or Kaggle?",
      "comment_count": 8,
      "views": 0,
      "votes": 12
    },
    {
      "id": 448556,
      "title": "Mapping between differential gene expressions (DE) and log(p-value) s",
      "comment_count": 3,
      "views": 0,
      "votes": 8
    },
    {
      "id": 448668,
      "title": "Overview and Data Explained",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 446034,
      "title": "Run the differential expression code using Kaggle kernels",
      "comment_count": 2,
      "views": 0,
      "votes": 10
    },
    {
      "id": 443330,
      "title": "Question about SMILES in the test dataset",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 448587,
      "title": "Questions about multiome_train.parquet",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 441550,
      "title": "ChemBERTa v2 Embeddings for smiles",
      "comment_count": 15,
      "views": 0,
      "votes": 24
    },
    {
      "id": 448033,
      "title": "pseudobulking",
      "comment_count": 3,
      "views": 0,
      "votes": 5
    },
    {
      "id": 448839,
      "title": "Predict at celltype-drug level or celltype-drug-gene level?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 446397,
      "title": "Anyone tried cell data?",
      "comment_count": 9,
      "views": 0,
      "votes": 9
    },
    {
      "id": 447902,
      "title": "Questeion regarding some genes",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 445048,
      "title": "Ideas why ensembles work so well on LB?",
      "comment_count": 9,
      "views": 0,
      "votes": 11
    },
    {
      "id": 447051,
      "title": "Multi-output regression by XGBoost ",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 446342,
      "title": "Some observations using chemCPA",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 446234,
      "title": "Any course suggestion ?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 445459,
      "title": "Compounds SB-2343, 5-Iodotubercidin, C-646, JTC-801 not found in the train data?",
      "comment_count": 8,
      "views": 0,
      "votes": 3
    },
    {
      "id": 445973,
      "title": "Fun poll - what will be the best score on the public LB at the end ?",
      "comment_count": 5,
      "views": 0,
      "votes": 6
    },
    {
      "id": 444949,
      "title": "Team size limit",
      "comment_count": 7,
      "views": 0,
      "votes": 5
    },
    {
      "id": 445941,
      "title": "Predicting Small Molecule-Induced Gene Expression Changes Across Diverse Cell Types",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 446312,
      "title": "'Dimethyl Sulfoxide'",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 438963,
      "title": "🔥Papers including Code for this Competition",
      "comment_count": 2,
      "views": 0,
      "votes": 41
    },
    {
      "id": 446021,
      "title": "New Feature - mean_rows",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 438938,
      "title": "Three great perturbation models to share",
      "comment_count": 1,
      "views": 0,
      "votes": 14
    },
    {
      "id": 445177,
      "title": "Hello everyone",
      "comment_count": 1,
      "views": 0,
      "votes": -5
    },
    {
      "id": 445596,
      "title": "Aide aux compétitions",
      "comment_count": 2,
      "views": 0,
      "votes": -3
    },
    {
      "id": 443580,
      "title": "Limma model clarification",
      "comment_count": 8,
      "views": 0,
      "votes": 9
    },
    {
      "id": 438859,
      "title": "A Comprehensive Guide to Small Molecule-Cell Interaction Prediction: Challenges, Approaches, and Strategies",
      "comment_count": 4,
      "views": 0,
      "votes": 65
    },
    {
      "id": 438868,
      "title": "Single Cell Perturbation. PerturbNet (Deep Generative Model) MichiGAN (NN Architecture).",
      "comment_count": 12,
      "views": 0,
      "votes": 41
    },
    {
      "id": 444668,
      "title": "About reproducing the targets from training data",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 444657,
      "title": "Will the final test data be published after the competition finished?🥺",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 444725,
      "title": "Clarification of Description",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 444067,
      "title": "Understanding multiome data",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 443871,
      "title": "Single cell RNA seq part of data -- conversion to ->  sparse matrix and adata (standard bioinfo format)",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 443914,
      "title": "about participation rules",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 443686,
      "title": "question about target features",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 443583,
      "title": "The \"control\" feature",
      "comment_count": 7,
      "views": 0,
      "votes": 4
    },
    {
      "id": 442756,
      "title": "Drug-Target (Gene) Interaction database and API",
      "comment_count": 1,
      "views": 0,
      "votes": 10
    },
    {
      "id": 443748,
      "title": "Having trouble locating LINCS data",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 443816,
      "title": "SMILES structures",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 443395,
      "title": "How are others handling cross-validation?",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 443792,
      "title": "Clarification on DE analysis",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 443788,
      "title": " Cell type annotation of single-cell RNA-seq data",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 443817,
      "title": "Typo in data page: \"dabrfenib\" should be \"dabrafenib\"",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 443229,
      "title": "I want to make sure I define the problem.",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 441845,
      "title": "Clarifying the aim of the challenge",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 438879,
      "title": "Structuring the Dataset",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 442490,
      "title": "Funky effects of batch size on the metric MRRMSE (You'd want to know if you are using NN)",
      "comment_count": 1,
      "views": 0,
      "votes": 7
    },
    {
      "id": 440706,
      "title": "The values to predict",
      "comment_count": 9,
      "views": 0,
      "votes": 9
    },
    {
      "id": 439017,
      "title": "Could you provide the code for DE analysis?",
      "comment_count": 4,
      "views": 0,
      "votes": 13
    },
    {
      "id": 442615,
      "title": "Jupyter lab kernel crashing ",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 441139,
      "title": "Trouble reproducing evaluation metric (MRRMSE) locally?",
      "comment_count": 7,
      "views": 0,
      "votes": 5
    },
    {
      "id": 441700,
      "title": "Genes direct targets of the drugs ",
      "comment_count": 1,
      "views": 0,
      "votes": 10
    },
    {
      "id": 442367,
      "title": "Could we have the access to the DE of the single cells calculated from the original single-cell RNA-seq?  ",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 440956,
      "title": "Batch effects between donors",
      "comment_count": 6,
      "views": 0,
      "votes": 5
    },
    {
      "id": 440959,
      "title": "Human genome version",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 442204,
      "title": "what baseline means in 10xmultiome data?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 440553,
      "title": "Regarding external model and dataset use",
      "comment_count": 9,
      "views": 0,
      "votes": 3
    },
    {
      "id": 441072,
      "title": "Is there negative control in the de_train.parquet?",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 440677,
      "title": "Kaggle datasets - single cell data under similar compounds, but different cell types",
      "comment_count": 1,
      "views": 0,
      "votes": 13
    },
    {
      "id": 441035,
      "title": "question about fold-change",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 440812,
      "title": "The gene expression data was measured before or after the drug stimulation",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 440792,
      "title": "why don't genes correspond to each other",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 440177,
      "title": "SMILES notation: Rules. Aromaticity and Kekulization. PySmiles, Chem and RDKit.",
      "comment_count": 0,
      "views": 0,
      "votes": 26
    },
    {
      "id": 438959,
      "title": "Question re: evaluation",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 440625,
      "title": "Clarification on DE analysis and de_train.parquet",
      "comment_count": 1,
      "views": 0,
      "votes": null
    }
  ],
  "errors": []
}