Datasets:
Add files using upload-large-folder tool
Browse files- .gitattributes +2 -0
- README.md +101 -3
- aggregated/01_JUMP_DINO_ECFP4_C_aggregated.h5ad +3 -0
- build_info.json +26 -0
- cp_measure/jump_cp_well.h5ad +3 -0
- crops/data-00000-of-00001.arrow +3 -0
- crops/dataset_info.json +84 -0
- crops/state.json +33 -0
- crops_density/data-00000-of-00001.arrow +3 -0
- crops_density/dataset_info.json +84 -0
- crops_density/state.json +33 -0
- metadata/perturbations.parquet +3 -0
- metadata/quality_filter_report.yml +21 -0
- seg/data-00000-of-00001.arrow +3 -0
- seg/dataset_info.json +84 -0
- seg/state.json +33 -0
- seg_density/data-00000-of-00001.arrow +3 -0
- seg_density/dataset_info.json +84 -0
- seg_density/state.json +33 -0
.gitattributes
CHANGED
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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aggregated/01_JUMP_DINO_ECFP4_C_aggregated.h5ad filter=lfs diff=lfs merge=lfs -text
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cp_measure/jump_cp_well.h5ad filter=lfs diff=lfs merge=lfs -text
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README.md
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-
---
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-
license:
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-
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---
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+
license: cc-by-4.0
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+
language:
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+
- en
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pretty_name: cp-bg-bench preview (jump)
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size_categories:
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- 1K<n<10K
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task_categories:
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- image-classification
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tags:
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- cell-painting
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- microscopy
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- biology
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- benchmark
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configs:
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- config_name: crops
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data_files:
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- split: train
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path: crops/data-*.arrow
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- config_name: crops_density
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data_files:
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- split: train
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path: crops_density/data-*.arrow
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- config_name: seg
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data_files:
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- split: train
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path: seg/data-*.arrow
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- config_name: seg_density
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data_files:
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- split: train
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path: seg_density/data-*.arrow
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+
---
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+
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# cp-bg-bench preview — jump
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Compact preview of the **jump** dataset from the cp-bg-bench
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+
benchmark. Stratified subset of the full release; designed so that the
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| 38 |
+
held-out-batch perturbation-recall and cp_measure-prediction evals can
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+
be reproduced end-to-end against this small slice alone.
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+
| | |
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+
|---|---|
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+
| Cells | 913 |
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+
| Wells | 69 |
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| Perturbations | 33 |
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| Held-out batch | `source_4` |
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| Views | crops, crops_density, seg, seg_density |
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| 48 |
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## What's in this repo
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| 50 |
+
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+
```
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crops/ # HF dataset, 224×224×C uint8 cell crops + masks
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| 53 |
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crops_density/ # crops + 4 corner density patches
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seg/ # mask-applied cell crops
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seg_density/ # mask + density patches
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aggregated/ # well-level aggregated h5ad with X_pca + X_pca_harmony
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+
cp_measure/ # well-level cp_measure features (~1300-1400 features)
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metadata/ # perturbations parquet + quality filter report
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build_info.json # full provenance (seed, source pipeline commit, selection stats)
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| 60 |
+
```
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| 61 |
+
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+
## Schema (per cell row)
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| 63 |
+
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+
```
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row_key, source, plate, well, tile, id_local # identity
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| 66 |
+
nuc_area, cyto_area, nuc_cyto_ratio, n_cells_in_fov, n_cells_scaled # per-cell QC
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| 67 |
+
mask: large_binary # (2, 224, 224) uint8 -> NucMask, CellMask
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| 68 |
+
cell: large_binary # (C, 224, 224) uint8 fluorescence channels
|
| 69 |
+
Metadata_JCP2022, Metadata_InChIKey, Metadata_PlateType # source metadata
|
| 70 |
+
perturbation, batch, treatment, Metadata_Perturbation # benchmark axes
|
| 71 |
+
```
|
| 72 |
+
|
| 73 |
+
## Selection recipe
|
| 74 |
+
|
| 75 |
+
1. All control wells, capped to a small budget.
|
| 76 |
+
2. Treated wells whose perturbation appears in **both** the held-out
|
| 77 |
+
batch and at least one non-held-out batch (so cross-batch retrieval
|
| 78 |
+
is reproducible). Per chosen perturbation: one held-out well + one
|
| 79 |
+
non-held-out well.
|
| 80 |
+
3. Per-well cell cap to keep total budget near 1,000 cells.
|
| 81 |
+
|
| 82 |
+
Seed = 42. See `build_info.json` for exact stats.
|
| 83 |
+
|
| 84 |
+
## Quick start
|
| 85 |
+
|
| 86 |
+
```python
|
| 87 |
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from datasets import load_dataset
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| 88 |
+
|
| 89 |
+
ds = load_dataset("cp-bg-bench-anon/jump-sample", name="crops", split="train")
|
| 90 |
+
print(ds)
|
| 91 |
+
print(ds[0]["row_key"], ds[0]["perturbation"])
|
| 92 |
+
```
|
| 93 |
+
|
| 94 |
+
## Full dataset
|
| 95 |
+
|
| 96 |
+
The corresponding full-size release is hosted separately.
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| 97 |
+
|
| 98 |
+
## License
|
| 99 |
+
|
| 100 |
+
JUMP-CP: CC-BY 4.0. RxRx1 / RxRx3-core: CC BY-NC-SA 4.0.
|
| 101 |
+
Verify upstream license terms before use.
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aggregated/01_JUMP_DINO_ECFP4_C_aggregated.h5ad
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:043e3150f702f80571dc20224369ec7e48f520c1e6d37e2b3bd810e295ff59ce
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size 182328
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build_info.json
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{
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| 2 |
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"dataset": "jump",
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| 3 |
+
"held_out_batch_axis_value": "source_4",
|
| 4 |
+
"target_cells": 1000,
|
| 5 |
+
"max_cells_per_well": 25,
|
| 6 |
+
"n_target_wells": 70,
|
| 7 |
+
"seed": 42,
|
| 8 |
+
"n_wells": 69,
|
| 9 |
+
"n_cells_per_variant": {
|
| 10 |
+
"crops": 913,
|
| 11 |
+
"crops_density": 913,
|
| 12 |
+
"seg": 913,
|
| 13 |
+
"seg_density": 913
|
| 14 |
+
},
|
| 15 |
+
"n_perturbations_in_preview": 33,
|
| 16 |
+
"n_perturbations_in_held_out": 32,
|
| 17 |
+
"selection": {
|
| 18 |
+
"n_target_wells": 70,
|
| 19 |
+
"n_paired_perts_available": 296,
|
| 20 |
+
"n_paired_perts_chosen": 32,
|
| 21 |
+
"n_control_wells_chosen": 5,
|
| 22 |
+
"n_wells_total": 69
|
| 23 |
+
},
|
| 24 |
+
"source_aggregated_h5ad": "<full-data>/results/embeddings/01_JUMP_DINO_ECFP4_C_aggregated.h5ad",
|
| 25 |
+
"source_cp_well_h5ad": "<full-data>/cp_measure/jump_cp_well.h5ad"
|
| 26 |
+
}
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cp_measure/jump_cp_well.h5ad
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:26dd0a75277b2e45080f76bc7915935f123ad564a8b581a4a249e80c9bd7dd75
|
| 3 |
+
size 667900
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crops/data-00000-of-00001.arrow
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:e63ea7a9df62e57761bb1da936a652f45af3fc4022da02a0b6a42267d9014efd
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| 3 |
+
size 320908448
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crops/dataset_info.json
ADDED
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| 1 |
+
{
|
| 2 |
+
"citation": "",
|
| 3 |
+
"description": "",
|
| 4 |
+
"features": {
|
| 5 |
+
"row_key": {
|
| 6 |
+
"dtype": "string",
|
| 7 |
+
"_type": "Value"
|
| 8 |
+
},
|
| 9 |
+
"source": {
|
| 10 |
+
"dtype": "string",
|
| 11 |
+
"_type": "Value"
|
| 12 |
+
},
|
| 13 |
+
"plate": {
|
| 14 |
+
"dtype": "string",
|
| 15 |
+
"_type": "Value"
|
| 16 |
+
},
|
| 17 |
+
"well": {
|
| 18 |
+
"dtype": "string",
|
| 19 |
+
"_type": "Value"
|
| 20 |
+
},
|
| 21 |
+
"tile": {
|
| 22 |
+
"dtype": "string",
|
| 23 |
+
"_type": "Value"
|
| 24 |
+
},
|
| 25 |
+
"id_local": {
|
| 26 |
+
"dtype": "int64",
|
| 27 |
+
"_type": "Value"
|
| 28 |
+
},
|
| 29 |
+
"nuc_area": {
|
| 30 |
+
"dtype": "int64",
|
| 31 |
+
"_type": "Value"
|
| 32 |
+
},
|
| 33 |
+
"cyto_area": {
|
| 34 |
+
"dtype": "int64",
|
| 35 |
+
"_type": "Value"
|
| 36 |
+
},
|
| 37 |
+
"nuc_cyto_ratio": {
|
| 38 |
+
"dtype": "float64",
|
| 39 |
+
"_type": "Value"
|
| 40 |
+
},
|
| 41 |
+
"n_cells_in_fov": {
|
| 42 |
+
"dtype": "int64",
|
| 43 |
+
"_type": "Value"
|
| 44 |
+
},
|
| 45 |
+
"n_cells_scaled": {
|
| 46 |
+
"dtype": "float64",
|
| 47 |
+
"_type": "Value"
|
| 48 |
+
},
|
| 49 |
+
"mask": {
|
| 50 |
+
"dtype": "large_binary",
|
| 51 |
+
"_type": "Value"
|
| 52 |
+
},
|
| 53 |
+
"cell": {
|
| 54 |
+
"dtype": "large_binary",
|
| 55 |
+
"_type": "Value"
|
| 56 |
+
},
|
| 57 |
+
"Metadata_JCP2022": {
|
| 58 |
+
"dtype": "string",
|
| 59 |
+
"_type": "Value"
|
| 60 |
+
},
|
| 61 |
+
"Metadata_InChIKey": {
|
| 62 |
+
"dtype": "string",
|
| 63 |
+
"_type": "Value"
|
| 64 |
+
},
|
| 65 |
+
"Metadata_PlateType": {
|
| 66 |
+
"dtype": "string",
|
| 67 |
+
"_type": "Value"
|
| 68 |
+
},
|
| 69 |
+
"perturbation": {
|
| 70 |
+
"dtype": "string",
|
| 71 |
+
"_type": "Value"
|
| 72 |
+
},
|
| 73 |
+
"batch": {
|
| 74 |
+
"dtype": "string",
|
| 75 |
+
"_type": "Value"
|
| 76 |
+
},
|
| 77 |
+
"treatment": {
|
| 78 |
+
"dtype": "string",
|
| 79 |
+
"_type": "Value"
|
| 80 |
+
}
|
| 81 |
+
},
|
| 82 |
+
"homepage": "",
|
| 83 |
+
"license": ""
|
| 84 |
+
}
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crops/state.json
ADDED
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| 1 |
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{
|
| 2 |
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"_data_files": [
|
| 3 |
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{
|
| 4 |
+
"filename": "data-00000-of-00001.arrow"
|
| 5 |
+
}
|
| 6 |
+
],
|
| 7 |
+
"_fingerprint": "06e9639ec68ca7e1",
|
| 8 |
+
"_format_columns": [
|
| 9 |
+
"Metadata_InChIKey",
|
| 10 |
+
"Metadata_JCP2022",
|
| 11 |
+
"Metadata_PlateType",
|
| 12 |
+
"batch",
|
| 13 |
+
"cell",
|
| 14 |
+
"cyto_area",
|
| 15 |
+
"id_local",
|
| 16 |
+
"mask",
|
| 17 |
+
"n_cells_in_fov",
|
| 18 |
+
"n_cells_scaled",
|
| 19 |
+
"nuc_area",
|
| 20 |
+
"nuc_cyto_ratio",
|
| 21 |
+
"perturbation",
|
| 22 |
+
"plate",
|
| 23 |
+
"row_key",
|
| 24 |
+
"source",
|
| 25 |
+
"tile",
|
| 26 |
+
"treatment",
|
| 27 |
+
"well"
|
| 28 |
+
],
|
| 29 |
+
"_format_kwargs": {},
|
| 30 |
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"_format_type": null,
|
| 31 |
+
"_output_all_columns": false,
|
| 32 |
+
"_split": null
|
| 33 |
+
}
|
crops_density/data-00000-of-00001.arrow
ADDED
|
@@ -0,0 +1,3 @@
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|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:dde4beb4ab2b453b3582f29ae6da6a5528cd4722ae23d460d509f330b9d011c1
|
| 3 |
+
size 320908448
|
crops_density/dataset_info.json
ADDED
|
@@ -0,0 +1,84 @@
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|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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"_type": "Value"
|
| 8 |
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},
|
| 9 |
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"source": {
|
| 10 |
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|
| 11 |
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"_type": "Value"
|
| 12 |
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},
|
| 13 |
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"plate": {
|
| 14 |
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"dtype": "string",
|
| 15 |
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"_type": "Value"
|
| 16 |
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},
|
| 17 |
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|
| 18 |
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"dtype": "string",
|
| 19 |
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"_type": "Value"
|
| 20 |
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|
| 21 |
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"tile": {
|
| 22 |
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"dtype": "string",
|
| 23 |
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"_type": "Value"
|
| 24 |
+
},
|
| 25 |
+
"id_local": {
|
| 26 |
+
"dtype": "int64",
|
| 27 |
+
"_type": "Value"
|
| 28 |
+
},
|
| 29 |
+
"nuc_area": {
|
| 30 |
+
"dtype": "int64",
|
| 31 |
+
"_type": "Value"
|
| 32 |
+
},
|
| 33 |
+
"cyto_area": {
|
| 34 |
+
"dtype": "int64",
|
| 35 |
+
"_type": "Value"
|
| 36 |
+
},
|
| 37 |
+
"nuc_cyto_ratio": {
|
| 38 |
+
"dtype": "float64",
|
| 39 |
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"_type": "Value"
|
| 40 |
+
},
|
| 41 |
+
"n_cells_in_fov": {
|
| 42 |
+
"dtype": "int64",
|
| 43 |
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"_type": "Value"
|
| 44 |
+
},
|
| 45 |
+
"n_cells_scaled": {
|
| 46 |
+
"dtype": "float64",
|
| 47 |
+
"_type": "Value"
|
| 48 |
+
},
|
| 49 |
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"mask": {
|
| 50 |
+
"dtype": "large_binary",
|
| 51 |
+
"_type": "Value"
|
| 52 |
+
},
|
| 53 |
+
"cell": {
|
| 54 |
+
"dtype": "large_binary",
|
| 55 |
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"_type": "Value"
|
| 56 |
+
},
|
| 57 |
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"Metadata_JCP2022": {
|
| 58 |
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"dtype": "string",
|
| 59 |
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"_type": "Value"
|
| 60 |
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},
|
| 61 |
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"Metadata_InChIKey": {
|
| 62 |
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"dtype": "string",
|
| 63 |
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"_type": "Value"
|
| 64 |
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},
|
| 65 |
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"Metadata_PlateType": {
|
| 66 |
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"dtype": "string",
|
| 67 |
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"_type": "Value"
|
| 68 |
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},
|
| 69 |
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"perturbation": {
|
| 70 |
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"dtype": "string",
|
| 71 |
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"_type": "Value"
|
| 72 |
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},
|
| 73 |
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"batch": {
|
| 74 |
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"dtype": "string",
|
| 75 |
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"_type": "Value"
|
| 76 |
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},
|
| 77 |
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"treatment": {
|
| 78 |
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"dtype": "string",
|
| 79 |
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"_type": "Value"
|
| 80 |
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|
| 81 |
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},
|
| 82 |
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"homepage": "",
|
| 83 |
+
"license": ""
|
| 84 |
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}
|
crops_density/state.json
ADDED
|
@@ -0,0 +1,33 @@
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|
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|
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|
| 1 |
+
{
|
| 2 |
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"_data_files": [
|
| 3 |
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{
|
| 4 |
+
"filename": "data-00000-of-00001.arrow"
|
| 5 |
+
}
|
| 6 |
+
],
|
| 7 |
+
"_fingerprint": "13bb12af6055afa1",
|
| 8 |
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"_format_columns": [
|
| 9 |
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"Metadata_InChIKey",
|
| 10 |
+
"Metadata_JCP2022",
|
| 11 |
+
"Metadata_PlateType",
|
| 12 |
+
"batch",
|
| 13 |
+
"cell",
|
| 14 |
+
"cyto_area",
|
| 15 |
+
"id_local",
|
| 16 |
+
"mask",
|
| 17 |
+
"n_cells_in_fov",
|
| 18 |
+
"n_cells_scaled",
|
| 19 |
+
"nuc_area",
|
| 20 |
+
"nuc_cyto_ratio",
|
| 21 |
+
"perturbation",
|
| 22 |
+
"plate",
|
| 23 |
+
"row_key",
|
| 24 |
+
"source",
|
| 25 |
+
"tile",
|
| 26 |
+
"treatment",
|
| 27 |
+
"well"
|
| 28 |
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],
|
| 29 |
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"_format_kwargs": {},
|
| 30 |
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"_format_type": null,
|
| 31 |
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"_output_all_columns": false,
|
| 32 |
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"_split": null
|
| 33 |
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}
|
metadata/perturbations.parquet
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:c539e6342c5e3d71604f4a6cee87cb36c387ead21fc03f149871acd19d101245
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| 3 |
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size 3722
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metadata/quality_filter_report.yml
ADDED
|
@@ -0,0 +1,21 @@
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|
|
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|
|
| 1 |
+
enabled: true
|
| 2 |
+
fields:
|
| 3 |
+
- nuc_area
|
| 4 |
+
- cyto_area
|
| 5 |
+
- nuc_cyto_ratio
|
| 6 |
+
n_after: 645390
|
| 7 |
+
n_before: 717923
|
| 8 |
+
n_dropped: 72533
|
| 9 |
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quantiles:
|
| 10 |
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- 0.025
|
| 11 |
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- 0.975
|
| 12 |
+
thresholds:
|
| 13 |
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cyto_area:
|
| 14 |
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- 674.0
|
| 15 |
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|
| 16 |
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nuc_area:
|
| 17 |
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- 244.0
|
| 18 |
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|
| 19 |
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nuc_cyto_ratio:
|
| 20 |
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- 0.14219369580546817
|
| 21 |
+
- 0.6333333333333333
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seg/data-00000-of-00001.arrow
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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| 3 |
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size 320908448
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seg/dataset_info.json
ADDED
|
@@ -0,0 +1,84 @@
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| 1 |
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{
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| 2 |
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|
| 3 |
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|
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| 5 |
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| 9 |
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| 10 |
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| 15 |
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|
| 16 |
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},
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| 17 |
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|
| 18 |
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|
| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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},
|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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"n_cells_in_fov": {
|
| 42 |
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"dtype": "int64",
|
| 43 |
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"_type": "Value"
|
| 44 |
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|
| 45 |
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"n_cells_scaled": {
|
| 46 |
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|
| 47 |
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"_type": "Value"
|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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| 53 |
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"cell": {
|
| 54 |
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|
| 55 |
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"_type": "Value"
|
| 56 |
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},
|
| 57 |
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"Metadata_JCP2022": {
|
| 58 |
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|
| 59 |
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"_type": "Value"
|
| 60 |
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},
|
| 61 |
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"Metadata_InChIKey": {
|
| 62 |
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|
| 63 |
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"_type": "Value"
|
| 64 |
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},
|
| 65 |
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"Metadata_PlateType": {
|
| 66 |
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"dtype": "string",
|
| 67 |
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"_type": "Value"
|
| 68 |
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},
|
| 69 |
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"perturbation": {
|
| 70 |
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"dtype": "string",
|
| 71 |
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"_type": "Value"
|
| 72 |
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},
|
| 73 |
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"batch": {
|
| 74 |
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"dtype": "string",
|
| 75 |
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"_type": "Value"
|
| 76 |
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},
|
| 77 |
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"treatment": {
|
| 78 |
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"dtype": "string",
|
| 79 |
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"_type": "Value"
|
| 80 |
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}
|
| 81 |
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},
|
| 82 |
+
"homepage": "",
|
| 83 |
+
"license": ""
|
| 84 |
+
}
|
seg/state.json
ADDED
|
@@ -0,0 +1,33 @@
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|
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|
|
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|
| 1 |
+
{
|
| 2 |
+
"_data_files": [
|
| 3 |
+
{
|
| 4 |
+
"filename": "data-00000-of-00001.arrow"
|
| 5 |
+
}
|
| 6 |
+
],
|
| 7 |
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"_fingerprint": "92c978fdfc4f9977",
|
| 8 |
+
"_format_columns": [
|
| 9 |
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|
| 10 |
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"Metadata_JCP2022",
|
| 11 |
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"Metadata_PlateType",
|
| 12 |
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"batch",
|
| 13 |
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"cell",
|
| 14 |
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"cyto_area",
|
| 15 |
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"id_local",
|
| 16 |
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"mask",
|
| 17 |
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"n_cells_in_fov",
|
| 18 |
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"n_cells_scaled",
|
| 19 |
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"nuc_area",
|
| 20 |
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"nuc_cyto_ratio",
|
| 21 |
+
"perturbation",
|
| 22 |
+
"plate",
|
| 23 |
+
"row_key",
|
| 24 |
+
"source",
|
| 25 |
+
"tile",
|
| 26 |
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"treatment",
|
| 27 |
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"well"
|
| 28 |
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],
|
| 29 |
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"_format_kwargs": {},
|
| 30 |
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"_format_type": null,
|
| 31 |
+
"_output_all_columns": false,
|
| 32 |
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"_split": null
|
| 33 |
+
}
|
seg_density/data-00000-of-00001.arrow
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:96c047998270880ec40aaf1806cf2b7deb09fac3551e2810526e6e4fd554e27a
|
| 3 |
+
size 320908448
|
seg_density/dataset_info.json
ADDED
|
@@ -0,0 +1,84 @@
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|
|
|
|
|
|
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|
|
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|
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|
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|
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|
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|
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|
|
|
|
| 1 |
+
{
|
| 2 |
+
"citation": "",
|
| 3 |
+
"description": "",
|
| 4 |
+
"features": {
|
| 5 |
+
"row_key": {
|
| 6 |
+
"dtype": "string",
|
| 7 |
+
"_type": "Value"
|
| 8 |
+
},
|
| 9 |
+
"source": {
|
| 10 |
+
"dtype": "string",
|
| 11 |
+
"_type": "Value"
|
| 12 |
+
},
|
| 13 |
+
"plate": {
|
| 14 |
+
"dtype": "string",
|
| 15 |
+
"_type": "Value"
|
| 16 |
+
},
|
| 17 |
+
"well": {
|
| 18 |
+
"dtype": "string",
|
| 19 |
+
"_type": "Value"
|
| 20 |
+
},
|
| 21 |
+
"tile": {
|
| 22 |
+
"dtype": "string",
|
| 23 |
+
"_type": "Value"
|
| 24 |
+
},
|
| 25 |
+
"id_local": {
|
| 26 |
+
"dtype": "int64",
|
| 27 |
+
"_type": "Value"
|
| 28 |
+
},
|
| 29 |
+
"nuc_area": {
|
| 30 |
+
"dtype": "int64",
|
| 31 |
+
"_type": "Value"
|
| 32 |
+
},
|
| 33 |
+
"cyto_area": {
|
| 34 |
+
"dtype": "int64",
|
| 35 |
+
"_type": "Value"
|
| 36 |
+
},
|
| 37 |
+
"nuc_cyto_ratio": {
|
| 38 |
+
"dtype": "float64",
|
| 39 |
+
"_type": "Value"
|
| 40 |
+
},
|
| 41 |
+
"n_cells_in_fov": {
|
| 42 |
+
"dtype": "int64",
|
| 43 |
+
"_type": "Value"
|
| 44 |
+
},
|
| 45 |
+
"n_cells_scaled": {
|
| 46 |
+
"dtype": "float64",
|
| 47 |
+
"_type": "Value"
|
| 48 |
+
},
|
| 49 |
+
"mask": {
|
| 50 |
+
"dtype": "large_binary",
|
| 51 |
+
"_type": "Value"
|
| 52 |
+
},
|
| 53 |
+
"cell": {
|
| 54 |
+
"dtype": "large_binary",
|
| 55 |
+
"_type": "Value"
|
| 56 |
+
},
|
| 57 |
+
"Metadata_JCP2022": {
|
| 58 |
+
"dtype": "string",
|
| 59 |
+
"_type": "Value"
|
| 60 |
+
},
|
| 61 |
+
"Metadata_InChIKey": {
|
| 62 |
+
"dtype": "string",
|
| 63 |
+
"_type": "Value"
|
| 64 |
+
},
|
| 65 |
+
"Metadata_PlateType": {
|
| 66 |
+
"dtype": "string",
|
| 67 |
+
"_type": "Value"
|
| 68 |
+
},
|
| 69 |
+
"perturbation": {
|
| 70 |
+
"dtype": "string",
|
| 71 |
+
"_type": "Value"
|
| 72 |
+
},
|
| 73 |
+
"batch": {
|
| 74 |
+
"dtype": "string",
|
| 75 |
+
"_type": "Value"
|
| 76 |
+
},
|
| 77 |
+
"treatment": {
|
| 78 |
+
"dtype": "string",
|
| 79 |
+
"_type": "Value"
|
| 80 |
+
}
|
| 81 |
+
},
|
| 82 |
+
"homepage": "",
|
| 83 |
+
"license": ""
|
| 84 |
+
}
|
seg_density/state.json
ADDED
|
@@ -0,0 +1,33 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_data_files": [
|
| 3 |
+
{
|
| 4 |
+
"filename": "data-00000-of-00001.arrow"
|
| 5 |
+
}
|
| 6 |
+
],
|
| 7 |
+
"_fingerprint": "64c0bbfd07695288",
|
| 8 |
+
"_format_columns": [
|
| 9 |
+
"Metadata_InChIKey",
|
| 10 |
+
"Metadata_JCP2022",
|
| 11 |
+
"Metadata_PlateType",
|
| 12 |
+
"batch",
|
| 13 |
+
"cell",
|
| 14 |
+
"cyto_area",
|
| 15 |
+
"id_local",
|
| 16 |
+
"mask",
|
| 17 |
+
"n_cells_in_fov",
|
| 18 |
+
"n_cells_scaled",
|
| 19 |
+
"nuc_area",
|
| 20 |
+
"nuc_cyto_ratio",
|
| 21 |
+
"perturbation",
|
| 22 |
+
"plate",
|
| 23 |
+
"row_key",
|
| 24 |
+
"source",
|
| 25 |
+
"tile",
|
| 26 |
+
"treatment",
|
| 27 |
+
"well"
|
| 28 |
+
],
|
| 29 |
+
"_format_kwargs": {},
|
| 30 |
+
"_format_type": null,
|
| 31 |
+
"_output_all_columns": false,
|
| 32 |
+
"_split": null
|
| 33 |
+
}
|