Initial upload: nnU-Net NLSTseg fold 0 (Pseudo Dice 0.7663, no overfitting)

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+progress.png filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,226 @@
+---
+license: cc-by-4.0
+tags:
+- nnunet
+- nnunetv2
+- medical-imaging
+- segmentation
+- 3d-segmentation
+- ct
+- ldct
+- low-dose-ct
+- lung
+- lung-cancer
+- tumor-segmentation
+- multi-institutional
+library_name: nnunetv2
+pipeline_tag: image-segmentation
+datasets:
+- NLSTseg
+language:
+- en
+---
+
+# CLN-Segmenter — NLSTseg Lung Lesion Segmentation (fold 0)
+
+A 3D U-Net (nnU-Net v2 `3d_fullres`) trained on the **NLSTseg** dataset — pixel-level lung lesion annotations on low-dose screening CT (LDCT) from the National Lung Screening Trial. Fold 0 of 5-fold cross-validation. Released as part of the CLN-Segmenter project at the Rasool Lab, Moffitt Cancer Center.
+
+This is a single-fold pretrain checkpoint, intended as a starting point for downstream lung-lesion segmentation work — not a clinical-grade tool.
+
+## Quick stats
+
+| | |
+|--|--|
+| **Architecture** | nnU-Net v2 `3d_fullres` (PlainConvUNet, 6 stages, features `[32, 64, 128, 256, 320, 320]`) |
+| **Training data** | NLSTseg — 604 cases (1 excluded; 483 train / 121 val for fold 0) |
+| **Modality** | Low-dose screening CT (LDCT), multi-institutional |
+| **Loss** | Dice + Cross-Entropy (nnU-Net default), `batch_dice=True` |
+| **Schedule** | 1000 epochs, polynomial LR decay 0.01 → 0, batch size 2, patch `[80, 192, 160]` |
+| **Hardware** | 1× NVIDIA H100 80GB, ~7h wall-time |
+| **Best EMA Pseudo Dice** | **0.7663** (epoch ~870) |
+| **Expected real test Dice** | ~0.78–0.80 via sliding-window inference |
+| **Generalization** | No measurable overfitting — train/val loss curves overlap throughout |
+
+## Files in this repo
+
+| File | Role |
+|------|------|
+| `checkpoint_best.pth` | Model weights — saved at the EMA Pseudo Dice peak (~epoch 870) |
+| `nnUNetPlans.json` | Architecture spec + preprocessing plans. **Required** for inference. |
+| `dataset.json` | Channel names, label names, file ending (nnU-Net v2 schema). **Required** for inference. |
+| `dataset_fingerprint.json` | HU intensity stats from training data |
+| `splits_final.json` | Train/val case ID splits for fold 0 (reproducibility) |
+| `progress.png` | Training curves: loss, Pseudo Dice, epoch duration, learning rate |
+
+## Training data and provenance
+
+This model was trained **only on the publicly available NLSTseg dataset** (Chen et al. 2025, *Scientific Data*, CC-BY 4.0): pixel-level lung lesion annotations on top of NLST low-dose screening CT imagery. It contains 715 expert-annotated lesions across 605 patients (1 patient excluded — `nlst_0393` / patient 205714 — due to a CT/mask shape mismatch in the source files; see project changelog).
+
+NLSTseg has key characteristics that make it complementary to diagnostic-CT datasets:
+
+- **Multi-institutional**: 33 contributing institutions, 4 scanner brands (GE, Siemens, Philips, Toshiba)
+- **Screening-cohort lesions**: smaller than typical diagnostic-CT tumors (median lesion volume **1.37 cm³**) — most caught at Stage IA
+- **Multi-label source**: per-lesion integer labels (1–7) in the original masks; binarized to `{0, 1}` for this single-class training. The tumor-vs-nodule distinction (`labels_type` 1 vs 2 in the original `Label.xlsx`) is recoverable from the source if a future multi-class run is desired.
+- **LDCT noise**: lower radiation dose than diagnostic CT; noisier images, often thicker slices
+
+**No patient-identifiable or institutional data was used.** This checkpoint contains no information derived from any non-public source.
+
+## Intended use
+
+- **Pretrained starting point** for finetuning on related lung-lesion segmentation tasks, especially LDCT or screening-cohort data
+- **Reference baseline** for nnU-Net default performance on NLSTseg's small-lesion, multi-institutional regime
+- **Input to ensembling** with other folds (when 5-fold runs are available)
+
+## How NOT to use it
+
+- ❌ Not validated for clinical diagnosis or treatment decisions
+- ❌ Not validated on diagnostic-CT cases (different intensity distributions, larger lesions) — see Limitations
+- ❌ Single fold, not an ensemble — paper-grade results require all 5 folds
+- ❌ Multi-lesion identity is collapsed in training labels; if your downstream task needs per-lesion instances, this checkpoint won't recover them directly
+
+## How to use
+
+### 1. Download the checkpoint and metadata
+
+```python
+from huggingface_hub import snapshot_download
+local_dir = snapshot_download(repo_id="Lab-Rasool/CLN-Segmenter-NLSTseg-fold0")
+print("Files at:", local_dir)
+```
+
+### 2. Set up an nnU-Net inference directory
+
+nnU-Net expects a specific directory structure for results:
+
+```
+nnUNet_results/
+└── Dataset503_NLSTseg/
+    └── nnUNetTrainer__nnUNetPlans__3d_fullres/
+        ├── dataset.json
+        ├── plans.json                    (rename from nnUNetPlans.json)
+        ├── dataset_fingerprint.json
+        └── fold_0/
+            ├── checkpoint_best.pth
+            └── splits_final.json
+```
+
+You can build this with:
+
+```bash
+DST=/path/to/nnUNet_results/Dataset503_NLSTseg/nnUNetTrainer__nnUNetPlans__3d_fullres
+mkdir -p $DST/fold_0
+cp $local_dir/dataset.json              $DST/dataset.json
+cp $local_dir/nnUNetPlans.json          $DST/plans.json
+cp $local_dir/dataset_fingerprint.json  $DST/dataset_fingerprint.json
+cp $local_dir/checkpoint_best.pth       $DST/fold_0/checkpoint_best.pth
+cp $local_dir/splits_final.json         $DST/fold_0/splits_final.json
+```
+
+### 3. Run inference with nnU-Net
+
+```bash
+export nnUNet_results=/path/to/nnUNet_results
+nnUNetv2_predict \
+    -i /path/to/your/input_images \
+    -o /path/to/output_predictions \
+    -d 503 \
+    -c 3d_fullres \
+    -tr nnUNetTrainer \
+    -p nnUNetPlans \
+    -f 0 \
+    -chk checkpoint_best.pth
+```
+
+Input images should be CT volumes named with the nnU-Net channel suffix: `<case_id>_0000.nii.gz`.
+
+## Training procedure
+
+- **Framework**: nnU-Net v2.7.0 (default trainer)
+- **Preprocessing**: CT-specific normalization (HU clipping at the 0.5/99.5 percentiles of foreground voxels, then per-case z-score), resampling to target spacing `[1.25, 0.664, 0.664]` mm
+- **Augmentation**: nnU-Net's default 3D augmentation pipeline (rotation, scaling, gamma, mirroring, gaussian noise/blur, low-resolution simulation)
+- **Optimization**: SGD + Nesterov momentum (β=0.99), polynomial LR decay (initial LR 0.01)
+- **Iterations**: fixed 250 per epoch (nnU-Net default; independent of dataset size)
+- **Best-checkpoint mechanism**: nnU-Net automatically tracks EMA of validation Pseudo Dice and saves `checkpoint_best.pth` at the peak
+
+## Evaluation
+
+| Metric | Value |
+|--------|-------|
+| Best EMA Pseudo Dice (fold 0 validation) | **0.7663** |
+| Pseudo Dice raw (jagged) range | 0.45–0.85 |
+| Training/validation loss gap (final epoch) | ~0 (no measurable overfitting) |
+
+The training plot (`progress.png`) shows:
+
+1. **Smooth Pseudo Dice climb** from 0 → 0.55 in the first ~50 epochs, then 0.55 → 0.77 over epochs 50–870. Slow continuous improvement throughout, with diminishing returns past epoch ~600.
+2. **Train/val loss curves overlap nearly perfectly** end-to-end. With 483 training cases, the model has enough data variety that it cannot memorize specifics — the 10× larger training set than the MSD-only baseline (50 cases) translates into noticeably better generalization, even though raw Pseudo Dice is lower in absolute terms.
+
+The Pseudo Dice value (0.77) is **lower than published Task06 baselines (0.69–0.78)** when measured on the same nnU-Net pipeline, which is expected and not a quality issue:
+
+- NLSTseg's median lesion volume (1.37 cm³) is ~4× smaller than MSD Task06's (5.22 cm³); per-voxel Dice on small lesions is harder.
+- 33-institution / 4-scanner variability adds domain shift that hurts pooled-voxel Dice but improves transfer.
+- LDCT is noisier than diagnostic CT.
+
+Note that **Pseudo Dice is voxel-pooled across validation patches**, not per-case averaged. Real test-time Dice (per-case, full-volume sliding-window inference) typically lands 1–3% higher — so the 0.7663 number translates to roughly **0.78–0.80 real test Dice**, which we expect to confirm via `nnUNetv2_predict` on the 121 fold-0 validation cases.
+
+## Why this checkpoint matters
+
+This is the **clean-generalization complement** to the MSD-only fold-0 checkpoint (`Lab-Rasool/CLN-Segmenter-MSD-fold0`). MSD shows what nnU-Net default does on a small (50 train / 13 val) single-institution diagnostic-CT corpus with large tumors → high Pseudo Dice (0.82) but with mild late-stage overfitting. NLSTseg shows the opposite end: ~10× more data (483 train / 121 val), multi-institutional LDCT, smaller lesions → lower raw Dice (0.77) but no overfitting.
+
+For Stage 2 finetuning on a target domain, this checkpoint is the right choice when the target is screening / LDCT / multi-institutional / small-lesion. For diagnostic-CT-heavy targets, the MSD checkpoint or the unified `Dataset500_LungLesions` pretrain (when available) is the better starting point.
+
+## Limitations
+
+- **Single fold of 5-fold CV** — not an ensemble. Published-grade numbers require all 5 folds either averaged or ensembled at inference.
+- **Trained on LDCT only** — performance on diagnostic CT is unknown and likely lower without finetuning (different HU distributions, less noise).
+- **Small lesions dominate the training distribution** — performance on large primary tumors (e.g., >5 cm³) is not optimized for.
+- **Multi-label → binary collapse**: per-lesion identity and tumor-vs-nodule distinction are lost in this checkpoint's outputs.
+- **One source case excluded** (`nlst_0393` / patient 205714) due to source-data shape mismatch. Not a model issue, but worth knowing if you reproduce.
+- **No clinical validation** — this is a research artifact, not a medical device.
+
+## License
+
+**CC-BY 4.0**, inherited from the NLSTseg source dataset license.
+
+## Citation
+
+If you use this model, please cite:
+
+```bibtex
+@article{isensee2021nnunet,
+  title   = {nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation},
+  author  = {Isensee, Fabian and Jaeger, Paul F and Kohl, Simon A A and Petersen, Jens and Maier-Hein, Klaus H},
+  journal = {Nature Methods},
+  volume  = {18},
+  number  = {2},
+  pages   = {203--211},
+  year    = {2021}
+}
+
+@article{chen2025nlstseg,
+  title   = {NLSTseg: A Pixel-level Lung Cancer Dataset Based on NLST LDCT Images},
+  author  = {Chen, et al.},
+  journal = {Scientific Data},
+  year    = {2025},
+  doi     = {10.1038/s41597-025-05742-x}
+}
+
+@article{nlst2011,
+  title   = {Reduced lung-cancer mortality with low-dose computed tomographic screening},
+  author  = {{The National Lung Screening Trial Research Team}},
+  journal = {New England Journal of Medicine},
+  year    = {2011},
+  doi     = {10.1056/NEJMoa1102873}
+}
+```
+
+## Project context
+
+Part of **CLN-Segmenter** at the Rasool Lab, Moffitt Cancer Center: a two-stage approach for lung lesion segmentation that pretrains on public datasets (this is one component) and finetunes on internal data with domain-specific loss formulations.
+
+- **Code**: https://github.com/lab-rasool/CLN-Segmenter
+- **Lab**: https://huggingface.co/Lab-Rasool
+
+Other models in this series:
+- `Lab-Rasool/CLN-Segmenter-MSD-fold0` — single-dataset MSD Task06 POC (diagnostic CT, 63 expert cases, Dice 0.82)
+- `Lab-Rasool/CLN-Segmenter-Dataset500-fold0` — unified MSD + NLSTseg pretrain (planned)

checkpoint_best.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b42b461fda8aa762c8ebbd54d76afa538c9c298253a035127c7fff5b32c0d9fb
+size 246712866

dataset.json

@@ -0,0 +1,15 @@
+{
+    "channel_names": {
+        "0": "CT"
+    },
+    "labels": {
+        "background": 0,
+        "lesion": 1
+    },
+    "numTraining": 604,
+    "file_ending": ".nii.gz",
+    "name": "Dataset503_NLSTseg",
+    "description": "NLSTseg lung lesion segmentation \u2014 POC dataset (binarized from multi-label expert annotations) \u2014 nlst_0393 (patient 205714) excluded due to source CT/mask shape mismatch.",
+    "reference": "Chen et al. 2025, Scientific Data \u2014 https://doi.org/10.1038/s41597-025-05742-x",
+    "licence": "CC BY 4.0"
+}

nnUNetPlans.json

@@ -0,0 +1,532 @@
+{
+    "dataset_name": "Dataset503_NLSTseg",
+    "plans_name": "nnUNetPlans",
+    "original_median_spacing_after_transp": [
+        2.0,
+        0.6640620231628418,
+        0.6640620231628418
+    ],
+    "original_median_shape_after_transp": [
+        162,
+        512,
+        512
+    ],
+    "image_reader_writer": "SimpleITKIO",
+    "transpose_forward": [
+        0,
+        1,
+        2
+    ],
+    "transpose_backward": [
+        0,
+        1,
+        2
+    ],
+    "configurations": {
+        "2d": {
+            "data_identifier": "nnUNetPlans_2d",
+            "preprocessor_name": "DefaultPreprocessor",
+            "batch_size": 12,
+            "patch_size": [
+                512,
+                512
+            ],
+            "median_image_size_in_voxels": [
+                512.0,
+                512.0
+            ],
+            "spacing": [
+                0.6640620231628418,
+                0.6640620231628418
+            ],
+            "normalization_schemes": [
+                "CTNormalization"
+            ],
+            "use_mask_for_norm": [
+                false
+            ],
+            "resampling_fn_data": "resample_data_or_seg_to_shape",
+            "resampling_fn_seg": "resample_data_or_seg_to_shape",
+            "resampling_fn_data_kwargs": {
+                "is_seg": false,
+                "order": 3,
+                "order_z": 0,
+                "force_separate_z": null
+            },
+            "resampling_fn_seg_kwargs": {
+                "is_seg": true,
+                "order": 1,
+                "order_z": 0,
+                "force_separate_z": null
+            },
+            "resampling_fn_probabilities": "resample_data_or_seg_to_shape",
+            "resampling_fn_probabilities_kwargs": {
+                "is_seg": false,
+                "order": 1,
+                "order_z": 0,
+                "force_separate_z": null
+            },
+            "architecture": {
+                "network_class_name": "dynamic_network_architectures.architectures.unet.PlainConvUNet",
+                "arch_kwargs": {
+                    "n_stages": 8,
+                    "features_per_stage": [
+                        32,
+                        64,
+                        128,
+                        256,
+                        512,
+                        512,
+                        512,
+                        512
+                    ],
+                    "conv_op": "torch.nn.modules.conv.Conv2d",
+                    "kernel_sizes": [
+                        [
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3
+                        ]
+                    ],
+                    "strides": [
+                        [
+                            1,
+                            1
+                        ],
+                        [
+                            2,
+                            2
+                        ],
+                        [
+                            2,
+                            2
+                        ],
+                        [
+                            2,
+                            2
+                        ],
+                        [
+                            2,
+                            2
+                        ],
+                        [
+                            2,
+                            2
+                        ],
+                        [
+                            2,
+                            2
+                        ],
+                        [
+                            2,
+                            2
+                        ]
+                    ],
+                    "n_conv_per_stage": [
+                        2,
+                        2,
+                        2,
+                        2,
+                        2,
+                        2,
+                        2,
+                        2
+                    ],
+                    "n_conv_per_stage_decoder": [
+                        2,
+                        2,
+                        2,
+                        2,
+                        2,
+                        2,
+                        2
+                    ],
+                    "conv_bias": true,
+                    "norm_op": "torch.nn.modules.instancenorm.InstanceNorm2d",
+                    "norm_op_kwargs": {
+                        "eps": 1e-05,
+                        "affine": true
+                    },
+                    "dropout_op": null,
+                    "dropout_op_kwargs": null,
+                    "nonlin": "torch.nn.LeakyReLU",
+                    "nonlin_kwargs": {
+                        "inplace": true
+                    }
+                },
+                "_kw_requires_import": [
+                    "conv_op",
+                    "norm_op",
+                    "dropout_op",
+                    "nonlin"
+                ]
+            },
+            "batch_dice": true
+        },
+        "3d_lowres": {
+            "data_identifier": "nnUNetPlans_3d_lowres",
+            "preprocessor_name": "DefaultPreprocessor",
+            "batch_size": 2,
+            "patch_size": [
+                80,
+                192,
+                160
+            ],
+            "median_image_size_in_voxels": [
+                133,
+                267,
+                267
+            ],
+            "spacing": [
+                2.3951292610759776,
+                1.272411506277309,
+                1.272411506277309
+            ],
+            "normalization_schemes": [
+                "CTNormalization"
+            ],
+            "use_mask_for_norm": [
+                false
+            ],
+            "resampling_fn_data": "resample_data_or_seg_to_shape",
+            "resampling_fn_seg": "resample_data_or_seg_to_shape",
+            "resampling_fn_data_kwargs": {
+                "is_seg": false,
+                "order": 3,
+                "order_z": 0,
+                "force_separate_z": null
+            },
+            "resampling_fn_seg_kwargs": {
+                "is_seg": true,
+                "order": 1,
+                "order_z": 0,
+                "force_separate_z": null
+            },
+            "resampling_fn_probabilities": "resample_data_or_seg_to_shape",
+            "resampling_fn_probabilities_kwargs": {
+                "is_seg": false,
+                "order": 1,
+                "order_z": 0,
+                "force_separate_z": null
+            },
+            "architecture": {
+                "network_class_name": "dynamic_network_architectures.architectures.unet.PlainConvUNet",
+                "arch_kwargs": {
+                    "n_stages": 6,
+                    "features_per_stage": [
+                        32,
+                        64,
+                        128,
+                        256,
+                        320,
+                        320
+                    ],
+                    "conv_op": "torch.nn.modules.conv.Conv3d",
+                    "kernel_sizes": [
+                        [
+                            3,
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3,
+                            3
+                        ]
+                    ],
+                    "strides": [
+                        [
+                            1,
+                            1,
+                            1
+                        ],
+                        [
+                            2,
+                            2,
+                            2
+                        ],
+                        [
+                            2,
+                            2,
+                            2
+                        ],
+                        [
+                            2,
+                            2,
+                            2
+                        ],
+                        [
+                            2,
+                            2,
+                            2
+                        ],
+                        [
+                            1,
+                            2,
+                            2
+                        ]
+                    ],
+                    "n_conv_per_stage": [
+                        2,
+                        2,
+                        2,
+                        2,
+                        2,
+                        2
+                    ],
+                    "n_conv_per_stage_decoder": [
+                        2,
+                        2,
+                        2,
+                        2,
+                        2
+                    ],
+                    "conv_bias": true,
+                    "norm_op": "torch.nn.modules.instancenorm.InstanceNorm3d",
+                    "norm_op_kwargs": {
+                        "eps": 1e-05,
+                        "affine": true
+                    },
+                    "dropout_op": null,
+                    "dropout_op_kwargs": null,
+                    "nonlin": "torch.nn.LeakyReLU",
+                    "nonlin_kwargs": {
+                        "inplace": true
+                    }
+                },
+                "_kw_requires_import": [
+                    "conv_op",
+                    "norm_op",
+                    "dropout_op",
+                    "nonlin"
+                ]
+            },
+            "batch_dice": false,
+            "next_stage": "3d_cascade_fullres"
+        },
+        "3d_fullres": {
+            "data_identifier": "nnUNetPlans_3d_fullres",
+            "preprocessor_name": "DefaultPreprocessor",
+            "batch_size": 2,
+            "patch_size": [
+                80,
+                192,
+                160
+            ],
+            "median_image_size_in_voxels": [
+                254.0,
+                512.0,
+                512.0
+            ],
+            "spacing": [
+                1.25,
+                0.6640620231628418,
+                0.6640620231628418
+            ],
+            "normalization_schemes": [
+                "CTNormalization"
+            ],
+            "use_mask_for_norm": [
+                false
+            ],
+            "resampling_fn_data": "resample_data_or_seg_to_shape",
+            "resampling_fn_seg": "resample_data_or_seg_to_shape",
+            "resampling_fn_data_kwargs": {
+                "is_seg": false,
+                "order": 3,
+                "order_z": 0,
+                "force_separate_z": null
+            },
+            "resampling_fn_seg_kwargs": {
+                "is_seg": true,
+                "order": 1,
+                "order_z": 0,
+                "force_separate_z": null
+            },
+            "resampling_fn_probabilities": "resample_data_or_seg_to_shape",
+            "resampling_fn_probabilities_kwargs": {
+                "is_seg": false,
+                "order": 1,
+                "order_z": 0,
+                "force_separate_z": null
+            },
+            "architecture": {
+                "network_class_name": "dynamic_network_architectures.architectures.unet.PlainConvUNet",
+                "arch_kwargs": {
+                    "n_stages": 6,
+                    "features_per_stage": [
+                        32,
+                        64,
+                        128,
+                        256,
+                        320,
+                        320
+                    ],
+                    "conv_op": "torch.nn.modules.conv.Conv3d",
+                    "kernel_sizes": [
+                        [
+                            3,
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3,
+                            3
+                        ],
+                        [
+                            3,
+                            3,
+                            3
+                        ]
+                    ],
+                    "strides": [
+                        [
+                            1,
+                            1,
+                            1
+                        ],
+                        [
+                            2,
+                            2,
+                            2
+                        ],
+                        [
+                            2,
+                            2,
+                            2
+                        ],
+                        [
+                            2,
+                            2,
+                            2
+                        ],
+                        [
+                            2,
+                            2,
+                            2
+                        ],
+                        [
+                            1,
+                            2,
+                            2
+                        ]
+                    ],
+                    "n_conv_per_stage": [
+                        2,
+                        2,
+                        2,
+                        2,
+                        2,
+                        2
+                    ],
+                    "n_conv_per_stage_decoder": [
+                        2,
+                        2,
+                        2,
+                        2,
+                        2
+                    ],
+                    "conv_bias": true,
+                    "norm_op": "torch.nn.modules.instancenorm.InstanceNorm3d",
+                    "norm_op_kwargs": {
+                        "eps": 1e-05,
+                        "affine": true
+                    },
+                    "dropout_op": null,
+                    "dropout_op_kwargs": null,
+                    "nonlin": "torch.nn.LeakyReLU",
+                    "nonlin_kwargs": {
+                        "inplace": true
+                    }
+                },
+                "_kw_requires_import": [
+                    "conv_op",
+                    "norm_op",
+                    "dropout_op",
+                    "nonlin"
+                ]
+            },
+            "batch_dice": true
+        },
+        "3d_cascade_fullres": {
+            "inherits_from": "3d_fullres",
+            "previous_stage": "3d_lowres"
+        }
+    },
+    "experiment_planner_used": "ExperimentPlanner",
+    "label_manager": "LabelManager",
+    "foreground_intensity_properties_per_channel": {
+        "0": {
+            "max": 3022.0,
+            "mean": -189.35633850097656,
+            "median": -133.0,
+            "min": -1482.0,
+            "percentile_00_5": -890.0,
+            "percentile_99_5": 239.0,
+            "std": 246.19683837890625
+        }
+    }
+}

splits_final.json

@@ -0,0 +1,3052 @@
+[
+    {
+        "train": [
+            "nlst_0002",
+            "nlst_0003",
+            "nlst_0004",
+            "nlst_0006",
+            "nlst_0008",
+            "nlst_0009",
+            "nlst_0010",
+            "nlst_0012",
+            "nlst_0013",
+            "nlst_0014",
+            "nlst_0015",
+            "nlst_0016",
+            "nlst_0017",
+            "nlst_0018",
+            "nlst_0019",
+            "nlst_0020",
+            "nlst_0021",
+            "nlst_0022",
+            "nlst_0024",
+            "nlst_0025",
+            "nlst_0026",
+            "nlst_0027",
+            "nlst_0028",
+            "nlst_0029",
+            "nlst_0030",
+            "nlst_0031",
+            "nlst_0032",
+            "nlst_0033",
+            "nlst_0034",
+            "nlst_0035",
+            "nlst_0037",
+            "nlst_0038",
+            "nlst_0039",
+            "nlst_0040",
+            "nlst_0041",
+            "nlst_0042",
+            "nlst_0043",
+            "nlst_0044",
+            "nlst_0045",
+            "nlst_0046",
+            "nlst_0048",
+            "nlst_0050",
+            "nlst_0051",
+            "nlst_0052",
+            "nlst_0053",
+            "nlst_0054",
+            "nlst_0058",
+            "nlst_0059",
+            "nlst_0060",
+            "nlst_0061",
+            "nlst_0062",
+            "nlst_0063",
+            "nlst_0064",
+            "nlst_0065",
+            "nlst_0066",
+            "nlst_0069",
+            "nlst_0070",
+            "nlst_0071",
+            "nlst_0072",
+            "nlst_0073",
+            "nlst_0074",
+            "nlst_0075",
+            "nlst_0077",
+            "nlst_0078",
+            "nlst_0079",
+            "nlst_0080",
+            "nlst_0081",
+            "nlst_0082",
+            "nlst_0083",
+            "nlst_0084",
+            "nlst_0085",
+            "nlst_0086",
+            "nlst_0087",
+            "nlst_0089",
+            "nlst_0092",
+            "nlst_0093",
+            "nlst_0094",
+            "nlst_0095",
+            "nlst_0096",
+            "nlst_0097",
+            "nlst_0099",
+            "nlst_0100",
+            "nlst_0102",
+            "nlst_0103",
+            "nlst_0104",
+            "nlst_0105",
+            "nlst_0106",
+            "nlst_0107",
+            "nlst_0108",
+            "nlst_0109",
+            "nlst_0110",
+            "nlst_0111",
+            "nlst_0112",
+            "nlst_0113",
+            "nlst_0114",
+            "nlst_0115",
+            "nlst_0117",
+            "nlst_0118",
+            "nlst_0119",
+            "nlst_0121",
+            "nlst_0122",
+            "nlst_0123",
+            "nlst_0124",
+            "nlst_0125",
+            "nlst_0126",
+            "nlst_0127",
+            "nlst_0128",
+            "nlst_0129",
+            "nlst_0130",
+            "nlst_0131",
+            "nlst_0132",
+            "nlst_0133",
+            "nlst_0135",
+            "nlst_0138",
+            "nlst_0140",
+            "nlst_0141",
+            "nlst_0142",
+            "nlst_0143",
+            "nlst_0144",
+            "nlst_0145",
+            "nlst_0146",
+            "nlst_0147",
+            "nlst_0148",
+            "nlst_0150",
+            "nlst_0152",
+            "nlst_0153",
+            "nlst_0154",
+            "nlst_0156",
+            "nlst_0158",
+            "nlst_0160",
+            "nlst_0161",
+            "nlst_0162",
+            "nlst_0163",
+            "nlst_0166",
+            "nlst_0167",
+            "nlst_0168",
+            "nlst_0169",
+            "nlst_0170",
+            "nlst_0171",
+            "nlst_0172",
+            "nlst_0173",
+            "nlst_0174",
+            "nlst_0175",
+            "nlst_0177",
+            "nlst_0179",
+            "nlst_0180",
+            "nlst_0181",
+            "nlst_0182",
+            "nlst_0183",
+            "nlst_0186",
+            "nlst_0188",
+            "nlst_0190",
+            "nlst_0193",
+            "nlst_0194",
+            "nlst_0198",
+            "nlst_0199",
+            "nlst_0201",
+            "nlst_0202",
+            "nlst_0203",
+            "nlst_0204",
+            "nlst_0205",
+            "nlst_0206",
+            "nlst_0208",
+            "nlst_0209",
+            "nlst_0210",
+            "nlst_0211",
+            "nlst_0212",
+            "nlst_0213",
+            "nlst_0214",
+            "nlst_0215",
+            "nlst_0216",
+            "nlst_0217",
+            "nlst_0218",
+            "nlst_0219",
+            "nlst_0220",
+            "nlst_0221",
+            "nlst_0222",
+            "nlst_0223",
+            "nlst_0225",
+            "nlst_0226",
+            "nlst_0227",
+            "nlst_0228",
+            "nlst_0229",
+            "nlst_0230",
+            "nlst_0231",
+            "nlst_0232",
+            "nlst_0233",
+            "nlst_0234",
+            "nlst_0235",
+            "nlst_0236",
+            "nlst_0237",
+            "nlst_0238",
+            "nlst_0239",
+            "nlst_0240",
+            "nlst_0242",
+            "nlst_0243",
+            "nlst_0244",
+            "nlst_0246",
+            "nlst_0247",
+            "nlst_0248",
+            "nlst_0249",
+            "nlst_0250",
+            "nlst_0251",
+            "nlst_0252",
+            "nlst_0253",
+            "nlst_0254",
+            "nlst_0257",
+            "nlst_0258",
+            "nlst_0259",
+            "nlst_0260",
+            "nlst_0261",
+            "nlst_0262",
+            "nlst_0263",
+            "nlst_0264",
+            "nlst_0265",
+            "nlst_0266",
+            "nlst_0268",
+            "nlst_0269",
+            "nlst_0270",
+            "nlst_0271",
+            "nlst_0272",
+            "nlst_0273",
+            "nlst_0274",
+            "nlst_0275",
+            "nlst_0276",
+            "nlst_0277",
+            "nlst_0280",
+            "nlst_0281",
+            "nlst_0283",
+            "nlst_0284",
+            "nlst_0285",
+            "nlst_0286",
+            "nlst_0287",
+            "nlst_0288",
+            "nlst_0289",
+            "nlst_0291",
+            "nlst_0292",
+            "nlst_0293",
+            "nlst_0294",
+            "nlst_0295",
+            "nlst_0296",
+            "nlst_0297",
+            "nlst_0298",
+            "nlst_0299",
+            "nlst_0301",
+            "nlst_0302",
+            "nlst_0303",
+            "nlst_0304",
+            "nlst_0305",
+            "nlst_0307",
+            "nlst_0308",
+            "nlst_0309",
+            "nlst_0310",
+            "nlst_0311",
+            "nlst_0313",
+            "nlst_0314",
+            "nlst_0315",
+            "nlst_0316",
+            "nlst_0317",
+            "nlst_0318",
+            "nlst_0319",
+            "nlst_0320",
+            "nlst_0321",
+            "nlst_0322",
+            "nlst_0323",
+            "nlst_0324",
+            "nlst_0326",
+            "nlst_0327",
+            "nlst_0328",
+            "nlst_0329",
+            "nlst_0331",
+            "nlst_0332",
+            "nlst_0333",
+            "nlst_0334",
+            "nlst_0336",
+            "nlst_0337",
+            "nlst_0338",
+            "nlst_0339",
+            "nlst_0340",
+            "nlst_0341",
+            "nlst_0342",
+            "nlst_0344",
+            "nlst_0345",
+            "nlst_0346",
+            "nlst_0347",
+            "nlst_0348",
+            "nlst_0350",
+            "nlst_0351",
+            "nlst_0353",
+            "nlst_0354",
+            "nlst_0355",
+            "nlst_0356",
+            "nlst_0357",
+            "nlst_0358",
+            "nlst_0359",
+            "nlst_0361",
+            "nlst_0362",
+            "nlst_0363",
+            "nlst_0364",
+            "nlst_0365",
+            "nlst_0366",
+            "nlst_0368",
+            "nlst_0369",
+            "nlst_0370",
+            "nlst_0371",
+            "nlst_0372",
+            "nlst_0373",
+            "nlst_0374",
+            "nlst_0375",
+            "nlst_0376",
+            "nlst_0378",
+            "nlst_0379",
+            "nlst_0380",
+            "nlst_0382",
+            "nlst_0383",
+            "nlst_0384",
+            "nlst_0385",
+            "nlst_0387",
+            "nlst_0388",
+            "nlst_0390",
+            "nlst_0391",
+            "nlst_0392",
+            "nlst_0394",
+            "nlst_0395",
+            "nlst_0396",
+            "nlst_0397",
+            "nlst_0398",
+            "nlst_0399",
+            "nlst_0400",
+            "nlst_0403",
+            "nlst_0404",
+            "nlst_0406",
+            "nlst_0407",
+            "nlst_0408",
+            "nlst_0410",
+            "nlst_0411",
+            "nlst_0412",
+            "nlst_0413",
+            "nlst_0414",
+            "nlst_0417",
+            "nlst_0418",
+            "nlst_0419",
+            "nlst_0420",
+            "nlst_0421",
+            "nlst_0422",
+            "nlst_0424",
+            "nlst_0425",
+            "nlst_0426",
+            "nlst_0427",
+            "nlst_0428",
+            "nlst_0429",
+            "nlst_0430",
+            "nlst_0433",
+            "nlst_0434",
+            "nlst_0437",
+            "nlst_0440",
+            "nlst_0441",
+            "nlst_0442",
+            "nlst_0443",
+            "nlst_0444",
+            "nlst_0445",
+            "nlst_0447",
+            "nlst_0448",
+            "nlst_0449",
+            "nlst_0450",
+            "nlst_0451",
+            "nlst_0452",
+            "nlst_0453",
+            "nlst_0454",
+            "nlst_0456",
+            "nlst_0457",
+            "nlst_0458",
+            "nlst_0460",
+            "nlst_0461",
+            "nlst_0462",
+            "nlst_0463",
+            "nlst_0464",
+            "nlst_0465",
+            "nlst_0466",
+            "nlst_0467",
+            "nlst_0468",
+            "nlst_0469",
+            "nlst_0470",
+            "nlst_0471",
+            "nlst_0472",
+            "nlst_0473",
+            "nlst_0474",
+            "nlst_0475",
+            "nlst_0476",
+            "nlst_0478",
+            "nlst_0479",
+            "nlst_0480",
+            "nlst_0483",
+            "nlst_0484",
+            "nlst_0485",
+            "nlst_0487",
+            "nlst_0489",
+            "nlst_0490",
+            "nlst_0491",
+            "nlst_0492",
+            "nlst_0493",
+            "nlst_0494",
+            "nlst_0495",
+            "nlst_0496",
+            "nlst_0497",
+            "nlst_0499",
+            "nlst_0500",
+            "nlst_0501",
+            "nlst_0502",
+            "nlst_0503",
+            "nlst_0504",
+            "nlst_0506",
+            "nlst_0507",
+            "nlst_0509",
+            "nlst_0510",
+            "nlst_0511",
+            "nlst_0513",
+            "nlst_0514",
+            "nlst_0515",
+            "nlst_0516",
+            "nlst_0517",
+            "nlst_0518",
+            "nlst_0519",
+            "nlst_0520",
+            "nlst_0521",
+            "nlst_0523",
+            "nlst_0524",
+            "nlst_0525",
+            "nlst_0526",
+            "nlst_0527",
+            "nlst_0529",
+            "nlst_0531",
+            "nlst_0532",
+            "nlst_0534",
+            "nlst_0535",
+            "nlst_0536",
+            "nlst_0537",
+            "nlst_0538",
+            "nlst_0540",
+            "nlst_0543",
+            "nlst_0545",
+            "nlst_0546",
+            "nlst_0548",
+            "nlst_0549",
+            "nlst_0553",
+            "nlst_0556",
+            "nlst_0557",
+            "nlst_0558",
+            "nlst_0559",
+            "nlst_0560",
+            "nlst_0561",
+            "nlst_0562",
+            "nlst_0564",
+            "nlst_0565",
+            "nlst_0566",
+            "nlst_0567",
+            "nlst_0568",
+            "nlst_0569",
+            "nlst_0570",
+            "nlst_0572",
+            "nlst_0573",
+            "nlst_0574",
+            "nlst_0576",
+            "nlst_0577",
+            "nlst_0579",
+            "nlst_0581",
+            "nlst_0582",
+            "nlst_0584",
+            "nlst_0585",
+            "nlst_0587",
+            "nlst_0588",
+            "nlst_0590",
+            "nlst_0592",
+            "nlst_0593",
+            "nlst_0595",
+            "nlst_0596",
+            "nlst_0597",
+            "nlst_0598",
+            "nlst_0599",
+            "nlst_0600",
+            "nlst_0601",
+            "nlst_0603",
+            "nlst_0604"
+        ],
+        "val": [
+            "nlst_0001",
+            "nlst_0005",
+            "nlst_0007",
+            "nlst_0011",
+            "nlst_0023",
+            "nlst_0036",
+            "nlst_0047",
+            "nlst_0049",
+            "nlst_0055",
+            "nlst_0056",
+            "nlst_0057",
+            "nlst_0067",
+            "nlst_0068",
+            "nlst_0076",
+            "nlst_0088",
+            "nlst_0090",
+            "nlst_0091",
+            "nlst_0098",
+            "nlst_0101",
+            "nlst_0116",
+            "nlst_0120",
+            "nlst_0134",
+            "nlst_0136",
+            "nlst_0137",
+            "nlst_0139",
+            "nlst_0149",
+            "nlst_0151",
+            "nlst_0155",
+            "nlst_0157",
+            "nlst_0159",
+            "nlst_0164",
+            "nlst_0165",
+            "nlst_0176",
+            "nlst_0178",
+            "nlst_0184",
+            "nlst_0185",
+            "nlst_0187",
+            "nlst_0189",
+            "nlst_0191",
+            "nlst_0192",
+            "nlst_0195",
+            "nlst_0196",
+            "nlst_0197",
+            "nlst_0200",
+            "nlst_0207",
+            "nlst_0224",
+            "nlst_0241",
+            "nlst_0245",
+            "nlst_0255",
+            "nlst_0256",
+            "nlst_0267",
+            "nlst_0278",
+            "nlst_0279",
+            "nlst_0282",
+            "nlst_0290",
+            "nlst_0300",
+            "nlst_0306",
+            "nlst_0312",
+            "nlst_0325",
+            "nlst_0330",
+            "nlst_0335",
+            "nlst_0343",
+            "nlst_0349",
+            "nlst_0352",
+            "nlst_0360",
+            "nlst_0367",
+            "nlst_0377",
+            "nlst_0381",
+            "nlst_0386",
+            "nlst_0389",
+            "nlst_0401",
+            "nlst_0402",
+            "nlst_0405",
+            "nlst_0409",
+            "nlst_0415",
+            "nlst_0416",
+            "nlst_0423",
+            "nlst_0431",
+            "nlst_0432",
+            "nlst_0435",
+            "nlst_0436",
+            "nlst_0438",
+            "nlst_0439",
+            "nlst_0446",
+            "nlst_0455",
+            "nlst_0459",
+            "nlst_0477",
+            "nlst_0481",
+            "nlst_0482",
+            "nlst_0486",
+            "nlst_0488",
+            "nlst_0498",
+            "nlst_0505",
+            "nlst_0508",
+            "nlst_0512",
+            "nlst_0522",
+            "nlst_0528",
+            "nlst_0530",
+            "nlst_0533",
+            "nlst_0539",
+            "nlst_0541",
+            "nlst_0542",
+            "nlst_0544",
+            "nlst_0547",
+            "nlst_0550",
+            "nlst_0551",
+            "nlst_0552",
+            "nlst_0554",
+            "nlst_0555",
+            "nlst_0563",
+            "nlst_0571",
+            "nlst_0575",
+            "nlst_0578",
+            "nlst_0580",
+            "nlst_0583",
+            "nlst_0586",
+            "nlst_0589",
+            "nlst_0591",
+            "nlst_0594",
+            "nlst_0602",
+            "nlst_0605"
+        ]
+    },
+    {
+        "train": [
+            "nlst_0001",
+            "nlst_0002",
+            "nlst_0003",
+            "nlst_0005",
+            "nlst_0006",
+            "nlst_0007",
+            "nlst_0008",
+            "nlst_0009",
+            "nlst_0011",
+            "nlst_0013",
+            "nlst_0014",
+            "nlst_0015",
+            "nlst_0016",
+            "nlst_0017",
+            "nlst_0022",
+            "nlst_0023",
+            "nlst_0024",
+            "nlst_0025",
+            "nlst_0026",
+            "nlst_0027",
+            "nlst_0030",
+            "nlst_0031",
+            "nlst_0033",
+            "nlst_0035",
+            "nlst_0036",
+            "nlst_0037",
+            "nlst_0038",
+            "nlst_0039",
+            "nlst_0040",
+            "nlst_0042",
+            "nlst_0043",
+            "nlst_0044",
+            "nlst_0045",
+            "nlst_0046",
+            "nlst_0047",
+            "nlst_0048",
+            "nlst_0049",
+            "nlst_0050",
+            "nlst_0051",
+            "nlst_0052",
+            "nlst_0054",
+            "nlst_0055",
+            "nlst_0056",
+            "nlst_0057",
+            "nlst_0059",
+            "nlst_0060",
+            "nlst_0061",
+            "nlst_0062",
+            "nlst_0063",
+            "nlst_0064",
+            "nlst_0065",
+            "nlst_0067",
+            "nlst_0068",
+            "nlst_0070",
+            "nlst_0072",
+            "nlst_0073",
+            "nlst_0074",
+            "nlst_0075",
+            "nlst_0076",
+            "nlst_0077",
+            "nlst_0078",
+            "nlst_0079",
+            "nlst_0080",
+            "nlst_0081",
+            "nlst_0082",
+            "nlst_0083",
+            "nlst_0084",
+            "nlst_0087",
+            "nlst_0088",
+            "nlst_0089",
+            "nlst_0090",
+            "nlst_0091",
+            "nlst_0092",
+            "nlst_0093",
+            "nlst_0094",
+            "nlst_0095",
+            "nlst_0096",
+            "nlst_0097",
+            "nlst_0098",
+            "nlst_0099",
+            "nlst_0101",
+            "nlst_0103",
+            "nlst_0105",
+            "nlst_0106",
+            "nlst_0108",
+            "nlst_0109",
+            "nlst_0110",
+            "nlst_0112",
+            "nlst_0114",
+            "nlst_0115",
+            "nlst_0116",
+            "nlst_0117",
+            "nlst_0118",
+            "nlst_0119",
+            "nlst_0120",
+            "nlst_0122",
+            "nlst_0123",
+            "nlst_0124",
+            "nlst_0125",
+            "nlst_0126",
+            "nlst_0127",
+            "nlst_0128",
+            "nlst_0129",
+            "nlst_0130",
+            "nlst_0132",
+            "nlst_0133",
+            "nlst_0134",
+            "nlst_0136",
+            "nlst_0137",
+            "nlst_0138",
+            "nlst_0139",
+            "nlst_0140",
+            "nlst_0141",
+            "nlst_0142",
+            "nlst_0143",
+            "nlst_0144",
+            "nlst_0146",
+            "nlst_0147",
+            "nlst_0148",
+            "nlst_0149",
+            "nlst_0150",
+            "nlst_0151",
+            "nlst_0152",
+            "nlst_0154",
+            "nlst_0155",
+            "nlst_0156",
+            "nlst_0157",
+            "nlst_0159",
+            "nlst_0162",
+            "nlst_0164",
+            "nlst_0165",
+            "nlst_0166",
+            "nlst_0167",
+            "nlst_0168",
+            "nlst_0171",
+            "nlst_0172",
+            "nlst_0173",
+            "nlst_0174",
+            "nlst_0175",
+            "nlst_0176",
+            "nlst_0177",
+            "nlst_0178",
+            "nlst_0180",
+            "nlst_0182",
+            "nlst_0183",
+            "nlst_0184",
+            "nlst_0185",
+            "nlst_0186",
+            "nlst_0187",
+            "nlst_0188",
+            "nlst_0189",
+            "nlst_0190",
+            "nlst_0191",
+            "nlst_0192",
+            "nlst_0193",
+            "nlst_0194",
+            "nlst_0195",
+            "nlst_0196",
+            "nlst_0197",
+            "nlst_0199",
+            "nlst_0200",
+            "nlst_0201",
+            "nlst_0202",
+            "nlst_0203",
+            "nlst_0204",
+            "nlst_0205",
+            "nlst_0206",
+            "nlst_0207",
+            "nlst_0209",
+            "nlst_0210",
+            "nlst_0211",
+            "nlst_0212",
+            "nlst_0213",
+            "nlst_0215",
+            "nlst_0216",
+            "nlst_0218",
+            "nlst_0219",
+            "nlst_0220",
+            "nlst_0223",
+            "nlst_0224",
+            "nlst_0225",
+            "nlst_0226",
+            "nlst_0227",
+            "nlst_0228",
+            "nlst_0229",
+            "nlst_0230",
+            "nlst_0231",
+            "nlst_0232",
+            "nlst_0233",
+            "nlst_0234",
+            "nlst_0235",
+            "nlst_0236",
+            "nlst_0237",
+            "nlst_0238",
+            "nlst_0239",
+            "nlst_0241",
+            "nlst_0243",
+            "nlst_0244",
+            "nlst_0245",
+            "nlst_0246",
+            "nlst_0247",
+            "nlst_0248",
+            "nlst_0249",
+            "nlst_0250",
+            "nlst_0251",
+            "nlst_0252",
+            "nlst_0253",
+            "nlst_0255",
+            "nlst_0256",
+            "nlst_0257",
+            "nlst_0260",
+            "nlst_0261",
+            "nlst_0262",
+            "nlst_0263",
+            "nlst_0264",
+            "nlst_0265",
+            "nlst_0266",
+            "nlst_0267",
+            "nlst_0268",
+            "nlst_0269",
+            "nlst_0270",
+            "nlst_0272",
+            "nlst_0273",
+            "nlst_0274",
+            "nlst_0275",
+            "nlst_0278",
+            "nlst_0279",
+            "nlst_0280",
+            "nlst_0281",
+            "nlst_0282",
+            "nlst_0283",
+            "nlst_0285",
+            "nlst_0286",
+            "nlst_0288",
+            "nlst_0289",
+            "nlst_0290",
+            "nlst_0291",
+            "nlst_0292",
+            "nlst_0294",
+            "nlst_0295",
+            "nlst_0296",
+            "nlst_0298",
+            "nlst_0299",
+            "nlst_0300",
+            "nlst_0302",
+            "nlst_0303",
+            "nlst_0304",
+            "nlst_0306",
+            "nlst_0308",
+            "nlst_0309",
+            "nlst_0310",
+            "nlst_0312",
+            "nlst_0313",
+            "nlst_0314",
+            "nlst_0316",
+            "nlst_0317",
+            "nlst_0319",
+            "nlst_0321",
+            "nlst_0322",
+            "nlst_0323",
+            "nlst_0325",
+            "nlst_0326",
+            "nlst_0327",
+            "nlst_0328",
+            "nlst_0330",
+            "nlst_0332",
+            "nlst_0333",
+            "nlst_0334",
+            "nlst_0335",
+            "nlst_0336",
+            "nlst_0337",
+            "nlst_0338",
+            "nlst_0339",
+            "nlst_0340",
+            "nlst_0341",
+            "nlst_0343",
+            "nlst_0344",
+            "nlst_0345",
+            "nlst_0346",
+            "nlst_0347",
+            "nlst_0348",
+            "nlst_0349",
+            "nlst_0350",
+            "nlst_0351",
+            "nlst_0352",
+            "nlst_0353",
+            "nlst_0354",
+            "nlst_0355",
+            "nlst_0356",
+            "nlst_0357",
+            "nlst_0358",
+            "nlst_0360",
+            "nlst_0361",
+            "nlst_0362",
+            "nlst_0364",
+            "nlst_0365",
+            "nlst_0366",
+            "nlst_0367",
+            "nlst_0368",
+            "nlst_0370",
+            "nlst_0371",
+            "nlst_0372",
+            "nlst_0373",
+            "nlst_0374",
+            "nlst_0375",
+            "nlst_0376",
+            "nlst_0377",
+            "nlst_0379",
+            "nlst_0381",
+            "nlst_0383",
+            "nlst_0384",
+            "nlst_0385",
+            "nlst_0386",
+            "nlst_0387",
+            "nlst_0388",
+            "nlst_0389",
+            "nlst_0390",
+            "nlst_0392",
+            "nlst_0394",
+            "nlst_0395",
+            "nlst_0396",
+            "nlst_0397",
+            "nlst_0398",
+            "nlst_0399",
+            "nlst_0400",
+            "nlst_0401",
+            "nlst_0402",
+            "nlst_0403",
+            "nlst_0404",
+            "nlst_0405",
+            "nlst_0406",
+            "nlst_0407",
+            "nlst_0409",
+            "nlst_0411",
+            "nlst_0412",
+            "nlst_0413",
+            "nlst_0414",
+            "nlst_0415",
+            "nlst_0416",
+            "nlst_0417",
+            "nlst_0419",
+            "nlst_0421",
+            "nlst_0422",
+            "nlst_0423",
+            "nlst_0424",
+            "nlst_0425",
+            "nlst_0426",
+            "nlst_0427",
+            "nlst_0428",
+            "nlst_0429",
+            "nlst_0431",
+            "nlst_0432",
+            "nlst_0435",
+            "nlst_0436",
+            "nlst_0438",
+            "nlst_0439",
+            "nlst_0440",
+            "nlst_0441",
+            "nlst_0443",
+            "nlst_0444",
+            "nlst_0445",
+            "nlst_0446",
+            "nlst_0449",
+            "nlst_0450",
+            "nlst_0451",
+            "nlst_0452",
+            "nlst_0453",
+            "nlst_0454",
+            "nlst_0455",
+            "nlst_0456",
+            "nlst_0457",
+            "nlst_0458",
+            "nlst_0459",
+            "nlst_0461",
+            "nlst_0464",
+            "nlst_0465",
+            "nlst_0466",
+            "nlst_0467",
+            "nlst_0471",
+            "nlst_0474",
+            "nlst_0475",
+            "nlst_0477",
+            "nlst_0479",
+            "nlst_0480",
+            "nlst_0481",
+            "nlst_0482",
+            "nlst_0484",
+            "nlst_0486",
+            "nlst_0487",
+            "nlst_0488",
+            "nlst_0489",
+            "nlst_0490",
+            "nlst_0491",
+            "nlst_0492",
+            "nlst_0494",
+            "nlst_0495",
+            "nlst_0496",
+            "nlst_0497",
+            "nlst_0498",
+            "nlst_0499",
+            "nlst_0500",
+            "nlst_0501",
+            "nlst_0503",
+            "nlst_0504",
+            "nlst_0505",
+            "nlst_0508",
+            "nlst_0510",
+            "nlst_0511",
+            "nlst_0512",
+            "nlst_0513",
+            "nlst_0514",
+            "nlst_0517",
+            "nlst_0518",
+            "nlst_0519",
+            "nlst_0520",
+            "nlst_0522",
+            "nlst_0524",
+            "nlst_0525",
+            "nlst_0526",
+            "nlst_0527",
+            "nlst_0528",
+            "nlst_0530",
+            "nlst_0532",
+            "nlst_0533",
+            "nlst_0534",
+            "nlst_0535",
+            "nlst_0537",
+            "nlst_0538",
+            "nlst_0539",
+            "nlst_0541",
+            "nlst_0542",
+            "nlst_0543",
+            "nlst_0544",
+            "nlst_0545",
+            "nlst_0546",
+            "nlst_0547",
+            "nlst_0548",
+            "nlst_0549",
+            "nlst_0550",
+            "nlst_0551",
+            "nlst_0552",
+            "nlst_0553",
+            "nlst_0554",
+            "nlst_0555",
+            "nlst_0556",
+            "nlst_0557",
+            "nlst_0558",
+            "nlst_0559",
+            "nlst_0560",
+            "nlst_0561",
+            "nlst_0562",
+            "nlst_0563",
+            "nlst_0564",
+            "nlst_0565",
+            "nlst_0566",
+            "nlst_0568",
+            "nlst_0569",
+            "nlst_0570",
+            "nlst_0571",
+            "nlst_0572",
+            "nlst_0573",
+            "nlst_0575",
+            "nlst_0578",
+            "nlst_0579",
+            "nlst_0580",
+            "nlst_0581",
+            "nlst_0583",
+            "nlst_0584",
+            "nlst_0585",
+            "nlst_0586",
+            "nlst_0587",
+            "nlst_0589",
+            "nlst_0590",
+            "nlst_0591",
+            "nlst_0592",
+            "nlst_0594",
+            "nlst_0595",
+            "nlst_0599",
+            "nlst_0600",
+            "nlst_0602",
+            "nlst_0603",
+            "nlst_0604",
+            "nlst_0605"
+        ],
+        "val": [
+            "nlst_0004",
+            "nlst_0010",
+            "nlst_0012",
+            "nlst_0018",
+            "nlst_0019",
+            "nlst_0020",
+            "nlst_0021",
+            "nlst_0028",
+            "nlst_0029",
+            "nlst_0032",
+            "nlst_0034",
+            "nlst_0041",
+            "nlst_0053",
+            "nlst_0058",
+            "nlst_0066",
+            "nlst_0069",
+            "nlst_0071",
+            "nlst_0085",
+            "nlst_0086",
+            "nlst_0100",
+            "nlst_0102",
+            "nlst_0104",
+            "nlst_0107",
+            "nlst_0111",
+            "nlst_0113",
+            "nlst_0121",
+            "nlst_0131",
+            "nlst_0135",
+            "nlst_0145",
+            "nlst_0153",
+            "nlst_0158",
+            "nlst_0160",
+            "nlst_0161",
+            "nlst_0163",
+            "nlst_0169",
+            "nlst_0170",
+            "nlst_0179",
+            "nlst_0181",
+            "nlst_0198",
+            "nlst_0208",
+            "nlst_0214",
+            "nlst_0217",
+            "nlst_0221",
+            "nlst_0222",
+            "nlst_0240",
+            "nlst_0242",
+            "nlst_0254",
+            "nlst_0258",
+            "nlst_0259",
+            "nlst_0271",
+            "nlst_0276",
+            "nlst_0277",
+            "nlst_0284",
+            "nlst_0287",
+            "nlst_0293",
+            "nlst_0297",
+            "nlst_0301",
+            "nlst_0305",
+            "nlst_0307",
+            "nlst_0311",
+            "nlst_0315",
+            "nlst_0318",
+            "nlst_0320",
+            "nlst_0324",
+            "nlst_0329",
+            "nlst_0331",
+            "nlst_0342",
+            "nlst_0359",
+            "nlst_0363",
+            "nlst_0369",
+            "nlst_0378",
+            "nlst_0380",
+            "nlst_0382",
+            "nlst_0391",
+            "nlst_0408",
+            "nlst_0410",
+            "nlst_0418",
+            "nlst_0420",
+            "nlst_0430",
+            "nlst_0433",
+            "nlst_0434",
+            "nlst_0437",
+            "nlst_0442",
+            "nlst_0447",
+            "nlst_0448",
+            "nlst_0460",
+            "nlst_0462",
+            "nlst_0463",
+            "nlst_0468",
+            "nlst_0469",
+            "nlst_0470",
+            "nlst_0472",
+            "nlst_0473",
+            "nlst_0476",
+            "nlst_0478",
+            "nlst_0483",
+            "nlst_0485",
+            "nlst_0493",
+            "nlst_0502",
+            "nlst_0506",
+            "nlst_0507",
+            "nlst_0509",
+            "nlst_0515",
+            "nlst_0516",
+            "nlst_0521",
+            "nlst_0523",
+            "nlst_0529",
+            "nlst_0531",
+            "nlst_0536",
+            "nlst_0540",
+            "nlst_0567",
+            "nlst_0574",
+            "nlst_0576",
+            "nlst_0577",
+            "nlst_0582",
+            "nlst_0588",
+            "nlst_0593",
+            "nlst_0596",
+            "nlst_0597",
+            "nlst_0598",
+            "nlst_0601"
+        ]
+    },
+    {
+        "train": [
+            "nlst_0001",
+            "nlst_0002",
+            "nlst_0003",
+            "nlst_0004",
+            "nlst_0005",
+            "nlst_0006",
+            "nlst_0007",
+            "nlst_0008",
+            "nlst_0010",
+            "nlst_0011",
+            "nlst_0012",
+            "nlst_0016",
+            "nlst_0018",
+            "nlst_0019",
+            "nlst_0020",
+            "nlst_0021",
+            "nlst_0023",
+            "nlst_0024",
+            "nlst_0025",
+            "nlst_0026",
+            "nlst_0027",
+            "nlst_0028",
+            "nlst_0029",
+            "nlst_0030",
+            "nlst_0032",
+            "nlst_0033",
+            "nlst_0034",
+            "nlst_0035",
+            "nlst_0036",
+            "nlst_0037",
+            "nlst_0038",
+            "nlst_0040",
+            "nlst_0041",
+            "nlst_0043",
+            "nlst_0044",
+            "nlst_0045",
+            "nlst_0047",
+            "nlst_0049",
+            "nlst_0050",
+            "nlst_0053",
+            "nlst_0055",
+            "nlst_0056",
+            "nlst_0057",
+            "nlst_0058",
+            "nlst_0059",
+            "nlst_0060",
+            "nlst_0062",
+            "nlst_0063",
+            "nlst_0064",
+            "nlst_0066",
+            "nlst_0067",
+            "nlst_0068",
+            "nlst_0069",
+            "nlst_0070",
+            "nlst_0071",
+            "nlst_0073",
+            "nlst_0075",
+            "nlst_0076",
+            "nlst_0077",
+            "nlst_0078",
+            "nlst_0079",
+            "nlst_0080",
+            "nlst_0082",
+            "nlst_0084",
+            "nlst_0085",
+            "nlst_0086",
+            "nlst_0087",
+            "nlst_0088",
+            "nlst_0090",
+            "nlst_0091",
+            "nlst_0092",
+            "nlst_0093",
+            "nlst_0094",
+            "nlst_0095",
+            "nlst_0096",
+            "nlst_0097",
+            "nlst_0098",
+            "nlst_0099",
+            "nlst_0100",
+            "nlst_0101",
+            "nlst_0102",
+            "nlst_0104",
+            "nlst_0105",
+            "nlst_0106",
+            "nlst_0107",
+            "nlst_0108",
+            "nlst_0109",
+            "nlst_0110",
+            "nlst_0111",
+            "nlst_0112",
+            "nlst_0113",
+            "nlst_0116",
+            "nlst_0117",
+            "nlst_0118",
+            "nlst_0119",
+            "nlst_0120",
+            "nlst_0121",
+            "nlst_0122",
+            "nlst_0123",
+            "nlst_0125",
+            "nlst_0126",
+            "nlst_0127",
+            "nlst_0128",
+            "nlst_0130",
+            "nlst_0131",
+            "nlst_0132",
+            "nlst_0134",
+            "nlst_0135",
+            "nlst_0136",
+            "nlst_0137",
+            "nlst_0139",
+            "nlst_0140",
+            "nlst_0141",
+            "nlst_0143",
+            "nlst_0144",
+            "nlst_0145",
+            "nlst_0146",
+            "nlst_0147",
+            "nlst_0148",
+            "nlst_0149",
+            "nlst_0151",
+            "nlst_0152",
+            "nlst_0153",
+            "nlst_0154",
+            "nlst_0155",
+            "nlst_0156",
+            "nlst_0157",
+            "nlst_0158",
+            "nlst_0159",
+            "nlst_0160",
+            "nlst_0161",
+            "nlst_0163",
+            "nlst_0164",
+            "nlst_0165",
+            "nlst_0166",
+            "nlst_0167",
+            "nlst_0168",
+            "nlst_0169",
+            "nlst_0170",
+            "nlst_0171",
+            "nlst_0172",
+            "nlst_0173",
+            "nlst_0174",
+            "nlst_0175",
+            "nlst_0176",
+            "nlst_0177",
+            "nlst_0178",
+            "nlst_0179",
+            "nlst_0180",
+            "nlst_0181",
+            "nlst_0182",
+            "nlst_0184",
+            "nlst_0185",
+            "nlst_0186",
+            "nlst_0187",
+            "nlst_0188",
+            "nlst_0189",
+            "nlst_0191",
+            "nlst_0192",
+            "nlst_0193",
+            "nlst_0194",
+            "nlst_0195",
+            "nlst_0196",
+            "nlst_0197",
+            "nlst_0198",
+            "nlst_0199",
+            "nlst_0200",
+            "nlst_0201",
+            "nlst_0203",
+            "nlst_0206",
+            "nlst_0207",
+            "nlst_0208",
+            "nlst_0209",
+            "nlst_0211",
+            "nlst_0212",
+            "nlst_0213",
+            "nlst_0214",
+            "nlst_0215",
+            "nlst_0217",
+            "nlst_0219",
+            "nlst_0221",
+            "nlst_0222",
+            "nlst_0223",
+            "nlst_0224",
+            "nlst_0225",
+            "nlst_0226",
+            "nlst_0227",
+            "nlst_0228",
+            "nlst_0229",
+            "nlst_0232",
+            "nlst_0233",
+            "nlst_0234",
+            "nlst_0236",
+            "nlst_0237",
+            "nlst_0239",
+            "nlst_0240",
+            "nlst_0241",
+            "nlst_0242",
+            "nlst_0243",
+            "nlst_0244",
+            "nlst_0245",
+            "nlst_0246",
+            "nlst_0249",
+            "nlst_0250",
+            "nlst_0252",
+            "nlst_0254",
+            "nlst_0255",
+            "nlst_0256",
+            "nlst_0257",
+            "nlst_0258",
+            "nlst_0259",
+            "nlst_0260",
+            "nlst_0261",
+            "nlst_0262",
+            "nlst_0264",
+            "nlst_0265",
+            "nlst_0266",
+            "nlst_0267",
+            "nlst_0268",
+            "nlst_0269",
+            "nlst_0270",
+            "nlst_0271",
+            "nlst_0274",
+            "nlst_0276",
+            "nlst_0277",
+            "nlst_0278",
+            "nlst_0279",
+            "nlst_0280",
+            "nlst_0281",
+            "nlst_0282",
+            "nlst_0284",
+            "nlst_0285",
+            "nlst_0286",
+            "nlst_0287",
+            "nlst_0288",
+            "nlst_0289",
+            "nlst_0290",
+            "nlst_0293",
+            "nlst_0294",
+            "nlst_0295",
+            "nlst_0297",
+            "nlst_0298",
+            "nlst_0300",
+            "nlst_0301",
+            "nlst_0302",
+            "nlst_0303",
+            "nlst_0305",
+            "nlst_0306",
+            "nlst_0307",
+            "nlst_0308",
+            "nlst_0310",
+            "nlst_0311",
+            "nlst_0312",
+            "nlst_0313",
+            "nlst_0315",
+            "nlst_0316",
+            "nlst_0317",
+            "nlst_0318",
+            "nlst_0319",
+            "nlst_0320",
+            "nlst_0321",
+            "nlst_0322",
+            "nlst_0323",
+            "nlst_0324",
+            "nlst_0325",
+            "nlst_0326",
+            "nlst_0327",
+            "nlst_0329",
+            "nlst_0330",
+            "nlst_0331",
+            "nlst_0333",
+            "nlst_0334",
+            "nlst_0335",
+            "nlst_0337",
+            "nlst_0338",
+            "nlst_0340",
+            "nlst_0341",
+            "nlst_0342",
+            "nlst_0343",
+            "nlst_0345",
+            "nlst_0346",
+            "nlst_0347",
+            "nlst_0349",
+            "nlst_0352",
+            "nlst_0354",
+            "nlst_0358",
+            "nlst_0359",
+            "nlst_0360",
+            "nlst_0361",
+            "nlst_0363",
+            "nlst_0365",
+            "nlst_0367",
+            "nlst_0369",
+            "nlst_0370",
+            "nlst_0371",
+            "nlst_0372",
+            "nlst_0374",
+            "nlst_0375",
+            "nlst_0377",
+            "nlst_0378",
+            "nlst_0379",
+            "nlst_0380",
+            "nlst_0381",
+            "nlst_0382",
+            "nlst_0383",
+            "nlst_0384",
+            "nlst_0386",
+            "nlst_0388",
+            "nlst_0389",
+            "nlst_0390",
+            "nlst_0391",
+            "nlst_0392",
+            "nlst_0394",
+            "nlst_0395",
+            "nlst_0398",
+            "nlst_0400",
+            "nlst_0401",
+            "nlst_0402",
+            "nlst_0404",
+            "nlst_0405",
+            "nlst_0407",
+            "nlst_0408",
+            "nlst_0409",
+            "nlst_0410",
+            "nlst_0411",
+            "nlst_0412",
+            "nlst_0415",
+            "nlst_0416",
+            "nlst_0417",
+            "nlst_0418",
+            "nlst_0420",
+            "nlst_0421",
+            "nlst_0422",
+            "nlst_0423",
+            "nlst_0427",
+            "nlst_0428",
+            "nlst_0429",
+            "nlst_0430",
+            "nlst_0431",
+            "nlst_0432",
+            "nlst_0433",
+            "nlst_0434",
+            "nlst_0435",
+            "nlst_0436",
+            "nlst_0437",
+            "nlst_0438",
+            "nlst_0439",
+            "nlst_0440",
+            "nlst_0441",
+            "nlst_0442",
+            "nlst_0443",
+            "nlst_0445",
+            "nlst_0446",
+            "nlst_0447",
+            "nlst_0448",
+            "nlst_0449",
+            "nlst_0450",
+            "nlst_0451",
+            "nlst_0452",
+            "nlst_0453",
+            "nlst_0454",
+            "nlst_0455",
+            "nlst_0457",
+            "nlst_0458",
+            "nlst_0459",
+            "nlst_0460",
+            "nlst_0461",
+            "nlst_0462",
+            "nlst_0463",
+            "nlst_0465",
+            "nlst_0467",
+            "nlst_0468",
+            "nlst_0469",
+            "nlst_0470",
+            "nlst_0472",
+            "nlst_0473",
+            "nlst_0474",
+            "nlst_0476",
+            "nlst_0477",
+            "nlst_0478",
+            "nlst_0480",
+            "nlst_0481",
+            "nlst_0482",
+            "nlst_0483",
+            "nlst_0484",
+            "nlst_0485",
+            "nlst_0486",
+            "nlst_0487",
+            "nlst_0488",
+            "nlst_0489",
+            "nlst_0490",
+            "nlst_0493",
+            "nlst_0494",
+            "nlst_0495",
+            "nlst_0498",
+            "nlst_0499",
+            "nlst_0500",
+            "nlst_0501",
+            "nlst_0502",
+            "nlst_0503",
+            "nlst_0505",
+            "nlst_0506",
+            "nlst_0507",
+            "nlst_0508",
+            "nlst_0509",
+            "nlst_0510",
+            "nlst_0511",
+            "nlst_0512",
+            "nlst_0514",
+            "nlst_0515",
+            "nlst_0516",
+            "nlst_0517",
+            "nlst_0520",
+            "nlst_0521",
+            "nlst_0522",
+            "nlst_0523",
+            "nlst_0525",
+            "nlst_0526",
+            "nlst_0527",
+            "nlst_0528",
+            "nlst_0529",
+            "nlst_0530",
+            "nlst_0531",
+            "nlst_0533",
+            "nlst_0536",
+            "nlst_0538",
+            "nlst_0539",
+            "nlst_0540",
+            "nlst_0541",
+            "nlst_0542",
+            "nlst_0543",
+            "nlst_0544",
+            "nlst_0546",
+            "nlst_0547",
+            "nlst_0548",
+            "nlst_0549",
+            "nlst_0550",
+            "nlst_0551",
+            "nlst_0552",
+            "nlst_0553",
+            "nlst_0554",
+            "nlst_0555",
+            "nlst_0556",
+            "nlst_0557",
+            "nlst_0558",
+            "nlst_0559",
+            "nlst_0560",
+            "nlst_0561",
+            "nlst_0562",
+            "nlst_0563",
+            "nlst_0564",
+            "nlst_0567",
+            "nlst_0569",
+            "nlst_0570",
+            "nlst_0571",
+            "nlst_0572",
+            "nlst_0573",
+            "nlst_0574",
+            "nlst_0575",
+            "nlst_0576",
+            "nlst_0577",
+            "nlst_0578",
+            "nlst_0579",
+            "nlst_0580",
+            "nlst_0582",
+            "nlst_0583",
+            "nlst_0585",
+            "nlst_0586",
+            "nlst_0587",
+            "nlst_0588",
+            "nlst_0589",
+            "nlst_0590",
+            "nlst_0591",
+            "nlst_0593",
+            "nlst_0594",
+            "nlst_0595",
+            "nlst_0596",
+            "nlst_0597",
+            "nlst_0598",
+            "nlst_0600",
+            "nlst_0601",
+            "nlst_0602",
+            "nlst_0605"
+        ],
+        "val": [
+            "nlst_0009",
+            "nlst_0013",
+            "nlst_0014",
+            "nlst_0015",
+            "nlst_0017",
+            "nlst_0022",
+            "nlst_0031",
+            "nlst_0039",
+            "nlst_0042",
+            "nlst_0046",
+            "nlst_0048",
+            "nlst_0051",
+            "nlst_0052",
+            "nlst_0054",
+            "nlst_0061",
+            "nlst_0065",
+            "nlst_0072",
+            "nlst_0074",
+            "nlst_0081",
+            "nlst_0083",
+            "nlst_0089",
+            "nlst_0103",
+            "nlst_0114",
+            "nlst_0115",
+            "nlst_0124",
+            "nlst_0129",
+            "nlst_0133",
+            "nlst_0138",
+            "nlst_0142",
+            "nlst_0150",
+            "nlst_0162",
+            "nlst_0183",
+            "nlst_0190",
+            "nlst_0202",
+            "nlst_0204",
+            "nlst_0205",
+            "nlst_0210",
+            "nlst_0216",
+            "nlst_0218",
+            "nlst_0220",
+            "nlst_0230",
+            "nlst_0231",
+            "nlst_0235",
+            "nlst_0238",
+            "nlst_0247",
+            "nlst_0248",
+            "nlst_0251",
+            "nlst_0253",
+            "nlst_0263",
+            "nlst_0272",
+            "nlst_0273",
+            "nlst_0275",
+            "nlst_0283",
+            "nlst_0291",
+            "nlst_0292",
+            "nlst_0296",
+            "nlst_0299",
+            "nlst_0304",
+            "nlst_0309",
+            "nlst_0314",
+            "nlst_0328",
+            "nlst_0332",
+            "nlst_0336",
+            "nlst_0339",
+            "nlst_0344",
+            "nlst_0348",
+            "nlst_0350",
+            "nlst_0351",
+            "nlst_0353",
+            "nlst_0355",
+            "nlst_0356",
+            "nlst_0357",
+            "nlst_0362",
+            "nlst_0364",
+            "nlst_0366",
+            "nlst_0368",
+            "nlst_0373",
+            "nlst_0376",
+            "nlst_0385",
+            "nlst_0387",
+            "nlst_0396",
+            "nlst_0397",
+            "nlst_0399",
+            "nlst_0403",
+            "nlst_0406",
+            "nlst_0413",
+            "nlst_0414",
+            "nlst_0419",
+            "nlst_0424",
+            "nlst_0425",
+            "nlst_0426",
+            "nlst_0444",
+            "nlst_0456",
+            "nlst_0464",
+            "nlst_0466",
+            "nlst_0471",
+            "nlst_0475",
+            "nlst_0479",
+            "nlst_0491",
+            "nlst_0492",
+            "nlst_0496",
+            "nlst_0497",
+            "nlst_0504",
+            "nlst_0513",
+            "nlst_0518",
+            "nlst_0519",
+            "nlst_0524",
+            "nlst_0532",
+            "nlst_0534",
+            "nlst_0535",
+            "nlst_0537",
+            "nlst_0545",
+            "nlst_0565",
+            "nlst_0566",
+            "nlst_0568",
+            "nlst_0581",
+            "nlst_0584",
+            "nlst_0592",
+            "nlst_0599",
+            "nlst_0603",
+            "nlst_0604"
+        ]
+    },
+    {
+        "train": [
+            "nlst_0001",
+            "nlst_0004",
+            "nlst_0005",
+            "nlst_0006",
+            "nlst_0007",
+            "nlst_0009",
+            "nlst_0010",
+            "nlst_0011",
+            "nlst_0012",
+            "nlst_0013",
+            "nlst_0014",
+            "nlst_0015",
+            "nlst_0017",
+            "nlst_0018",
+            "nlst_0019",
+            "nlst_0020",
+            "nlst_0021",
+            "nlst_0022",
+            "nlst_0023",
+            "nlst_0024",
+            "nlst_0028",
+            "nlst_0029",
+            "nlst_0030",
+            "nlst_0031",
+            "nlst_0032",
+            "nlst_0033",
+            "nlst_0034",
+            "nlst_0035",
+            "nlst_0036",
+            "nlst_0037",
+            "nlst_0039",
+            "nlst_0041",
+            "nlst_0042",
+            "nlst_0044",
+            "nlst_0046",
+            "nlst_0047",
+            "nlst_0048",
+            "nlst_0049",
+            "nlst_0051",
+            "nlst_0052",
+            "nlst_0053",
+            "nlst_0054",
+            "nlst_0055",
+            "nlst_0056",
+            "nlst_0057",
+            "nlst_0058",
+            "nlst_0059",
+            "nlst_0060",
+            "nlst_0061",
+            "nlst_0064",
+            "nlst_0065",
+            "nlst_0066",
+            "nlst_0067",
+            "nlst_0068",
+            "nlst_0069",
+            "nlst_0070",
+            "nlst_0071",
+            "nlst_0072",
+            "nlst_0073",
+            "nlst_0074",
+            "nlst_0076",
+            "nlst_0077",
+            "nlst_0078",
+            "nlst_0080",
+            "nlst_0081",
+            "nlst_0082",
+            "nlst_0083",
+            "nlst_0084",
+            "nlst_0085",
+            "nlst_0086",
+            "nlst_0087",
+            "nlst_0088",
+            "nlst_0089",
+            "nlst_0090",
+            "nlst_0091",
+            "nlst_0092",
+            "nlst_0097",
+            "nlst_0098",
+            "nlst_0099",
+            "nlst_0100",
+            "nlst_0101",
+            "nlst_0102",
+            "nlst_0103",
+            "nlst_0104",
+            "nlst_0106",
+            "nlst_0107",
+            "nlst_0108",
+            "nlst_0109",
+            "nlst_0111",
+            "nlst_0112",
+            "nlst_0113",
+            "nlst_0114",
+            "nlst_0115",
+            "nlst_0116",
+            "nlst_0117",
+            "nlst_0119",
+            "nlst_0120",
+            "nlst_0121",
+            "nlst_0122",
+            "nlst_0124",
+            "nlst_0125",
+            "nlst_0126",
+            "nlst_0129",
+            "nlst_0130",
+            "nlst_0131",
+            "nlst_0132",
+            "nlst_0133",
+            "nlst_0134",
+            "nlst_0135",
+            "nlst_0136",
+            "nlst_0137",
+            "nlst_0138",
+            "nlst_0139",
+            "nlst_0142",
+            "nlst_0144",
+            "nlst_0145",
+            "nlst_0147",
+            "nlst_0149",
+            "nlst_0150",
+            "nlst_0151",
+            "nlst_0153",
+            "nlst_0155",
+            "nlst_0156",
+            "nlst_0157",
+            "nlst_0158",
+            "nlst_0159",
+            "nlst_0160",
+            "nlst_0161",
+            "nlst_0162",
+            "nlst_0163",
+            "nlst_0164",
+            "nlst_0165",
+            "nlst_0167",
+            "nlst_0168",
+            "nlst_0169",
+            "nlst_0170",
+            "nlst_0176",
+            "nlst_0178",
+            "nlst_0179",
+            "nlst_0181",
+            "nlst_0183",
+            "nlst_0184",
+            "nlst_0185",
+            "nlst_0186",
+            "nlst_0187",
+            "nlst_0189",
+            "nlst_0190",
+            "nlst_0191",
+            "nlst_0192",
+            "nlst_0193",
+            "nlst_0195",
+            "nlst_0196",
+            "nlst_0197",
+            "nlst_0198",
+            "nlst_0200",
+            "nlst_0202",
+            "nlst_0204",
+            "nlst_0205",
+            "nlst_0207",
+            "nlst_0208",
+            "nlst_0209",
+            "nlst_0210",
+            "nlst_0212",
+            "nlst_0213",
+            "nlst_0214",
+            "nlst_0215",
+            "nlst_0216",
+            "nlst_0217",
+            "nlst_0218",
+            "nlst_0220",
+            "nlst_0221",
+            "nlst_0222",
+            "nlst_0224",
+            "nlst_0225",
+            "nlst_0227",
+            "nlst_0228",
+            "nlst_0230",
+            "nlst_0231",
+            "nlst_0232",
+            "nlst_0235",
+            "nlst_0237",
+            "nlst_0238",
+            "nlst_0240",
+            "nlst_0241",
+            "nlst_0242",
+            "nlst_0243",
+            "nlst_0245",
+            "nlst_0246",
+            "nlst_0247",
+            "nlst_0248",
+            "nlst_0251",
+            "nlst_0252",
+            "nlst_0253",
+            "nlst_0254",
+            "nlst_0255",
+            "nlst_0256",
+            "nlst_0258",
+            "nlst_0259",
+            "nlst_0260",
+            "nlst_0261",
+            "nlst_0262",
+            "nlst_0263",
+            "nlst_0264",
+            "nlst_0265",
+            "nlst_0267",
+            "nlst_0268",
+            "nlst_0271",
+            "nlst_0272",
+            "nlst_0273",
+            "nlst_0275",
+            "nlst_0276",
+            "nlst_0277",
+            "nlst_0278",
+            "nlst_0279",
+            "nlst_0280",
+            "nlst_0282",
+            "nlst_0283",
+            "nlst_0284",
+            "nlst_0285",
+            "nlst_0286",
+            "nlst_0287",
+            "nlst_0288",
+            "nlst_0289",
+            "nlst_0290",
+            "nlst_0291",
+            "nlst_0292",
+            "nlst_0293",
+            "nlst_0294",
+            "nlst_0295",
+            "nlst_0296",
+            "nlst_0297",
+            "nlst_0298",
+            "nlst_0299",
+            "nlst_0300",
+            "nlst_0301",
+            "nlst_0302",
+            "nlst_0303",
+            "nlst_0304",
+            "nlst_0305",
+            "nlst_0306",
+            "nlst_0307",
+            "nlst_0309",
+            "nlst_0310",
+            "nlst_0311",
+            "nlst_0312",
+            "nlst_0314",
+            "nlst_0315",
+            "nlst_0316",
+            "nlst_0318",
+            "nlst_0319",
+            "nlst_0320",
+            "nlst_0322",
+            "nlst_0324",
+            "nlst_0325",
+            "nlst_0328",
+            "nlst_0329",
+            "nlst_0330",
+            "nlst_0331",
+            "nlst_0332",
+            "nlst_0334",
+            "nlst_0335",
+            "nlst_0336",
+            "nlst_0338",
+            "nlst_0339",
+            "nlst_0342",
+            "nlst_0343",
+            "nlst_0344",
+            "nlst_0345",
+            "nlst_0347",
+            "nlst_0348",
+            "nlst_0349",
+            "nlst_0350",
+            "nlst_0351",
+            "nlst_0352",
+            "nlst_0353",
+            "nlst_0354",
+            "nlst_0355",
+            "nlst_0356",
+            "nlst_0357",
+            "nlst_0358",
+            "nlst_0359",
+            "nlst_0360",
+            "nlst_0362",
+            "nlst_0363",
+            "nlst_0364",
+            "nlst_0366",
+            "nlst_0367",
+            "nlst_0368",
+            "nlst_0369",
+            "nlst_0370",
+            "nlst_0371",
+            "nlst_0372",
+            "nlst_0373",
+            "nlst_0375",
+            "nlst_0376",
+            "nlst_0377",
+            "nlst_0378",
+            "nlst_0380",
+            "nlst_0381",
+            "nlst_0382",
+            "nlst_0383",
+            "nlst_0385",
+            "nlst_0386",
+            "nlst_0387",
+            "nlst_0388",
+            "nlst_0389",
+            "nlst_0390",
+            "nlst_0391",
+            "nlst_0392",
+            "nlst_0394",
+            "nlst_0395",
+            "nlst_0396",
+            "nlst_0397",
+            "nlst_0399",
+            "nlst_0400",
+            "nlst_0401",
+            "nlst_0402",
+            "nlst_0403",
+            "nlst_0404",
+            "nlst_0405",
+            "nlst_0406",
+            "nlst_0407",
+            "nlst_0408",
+            "nlst_0409",
+            "nlst_0410",
+            "nlst_0411",
+            "nlst_0412",
+            "nlst_0413",
+            "nlst_0414",
+            "nlst_0415",
+            "nlst_0416",
+            "nlst_0418",
+            "nlst_0419",
+            "nlst_0420",
+            "nlst_0422",
+            "nlst_0423",
+            "nlst_0424",
+            "nlst_0425",
+            "nlst_0426",
+            "nlst_0427",
+            "nlst_0429",
+            "nlst_0430",
+            "nlst_0431",
+            "nlst_0432",
+            "nlst_0433",
+            "nlst_0434",
+            "nlst_0435",
+            "nlst_0436",
+            "nlst_0437",
+            "nlst_0438",
+            "nlst_0439",
+            "nlst_0441",
+            "nlst_0442",
+            "nlst_0443",
+            "nlst_0444",
+            "nlst_0446",
+            "nlst_0447",
+            "nlst_0448",
+            "nlst_0450",
+            "nlst_0455",
+            "nlst_0456",
+            "nlst_0458",
+            "nlst_0459",
+            "nlst_0460",
+            "nlst_0461",
+            "nlst_0462",
+            "nlst_0463",
+            "nlst_0464",
+            "nlst_0466",
+            "nlst_0468",
+            "nlst_0469",
+            "nlst_0470",
+            "nlst_0471",
+            "nlst_0472",
+            "nlst_0473",
+            "nlst_0475",
+            "nlst_0476",
+            "nlst_0477",
+            "nlst_0478",
+            "nlst_0479",
+            "nlst_0481",
+            "nlst_0482",
+            "nlst_0483",
+            "nlst_0484",
+            "nlst_0485",
+            "nlst_0486",
+            "nlst_0487",
+            "nlst_0488",
+            "nlst_0491",
+            "nlst_0492",
+            "nlst_0493",
+            "nlst_0494",
+            "nlst_0496",
+            "nlst_0497",
+            "nlst_0498",
+            "nlst_0499",
+            "nlst_0502",
+            "nlst_0503",
+            "nlst_0504",
+            "nlst_0505",
+            "nlst_0506",
+            "nlst_0507",
+            "nlst_0508",
+            "nlst_0509",
+            "nlst_0512",
+            "nlst_0513",
+            "nlst_0514",
+            "nlst_0515",
+            "nlst_0516",
+            "nlst_0518",
+            "nlst_0519",
+            "nlst_0520",
+            "nlst_0521",
+            "nlst_0522",
+            "nlst_0523",
+            "nlst_0524",
+            "nlst_0526",
+            "nlst_0527",
+            "nlst_0528",
+            "nlst_0529",
+            "nlst_0530",
+            "nlst_0531",
+            "nlst_0532",
+            "nlst_0533",
+            "nlst_0534",
+            "nlst_0535",
+            "nlst_0536",
+            "nlst_0537",
+            "nlst_0538",
+            "nlst_0539",
+            "nlst_0540",
+            "nlst_0541",
+            "nlst_0542",
+            "nlst_0543",
+            "nlst_0544",
+            "nlst_0545",
+            "nlst_0547",
+            "nlst_0548",
+            "nlst_0549",
+            "nlst_0550",
+            "nlst_0551",
+            "nlst_0552",
+            "nlst_0554",
+            "nlst_0555",
+            "nlst_0557",
+            "nlst_0558",
+            "nlst_0562",
+            "nlst_0563",
+            "nlst_0564",
+            "nlst_0565",
+            "nlst_0566",
+            "nlst_0567",
+            "nlst_0568",
+            "nlst_0569",
+            "nlst_0571",
+            "nlst_0572",
+            "nlst_0573",
+            "nlst_0574",
+            "nlst_0575",
+            "nlst_0576",
+            "nlst_0577",
+            "nlst_0578",
+            "nlst_0580",
+            "nlst_0581",
+            "nlst_0582",
+            "nlst_0583",
+            "nlst_0584",
+            "nlst_0586",
+            "nlst_0588",
+            "nlst_0589",
+            "nlst_0591",
+            "nlst_0592",
+            "nlst_0593",
+            "nlst_0594",
+            "nlst_0596",
+            "nlst_0597",
+            "nlst_0598",
+            "nlst_0599",
+            "nlst_0601",
+            "nlst_0602",
+            "nlst_0603",
+            "nlst_0604",
+            "nlst_0605"
+        ],
+        "val": [
+            "nlst_0002",
+            "nlst_0003",
+            "nlst_0008",
+            "nlst_0016",
+            "nlst_0025",
+            "nlst_0026",
+            "nlst_0027",
+            "nlst_0038",
+            "nlst_0040",
+            "nlst_0043",
+            "nlst_0045",
+            "nlst_0050",
+            "nlst_0062",
+            "nlst_0063",
+            "nlst_0075",
+            "nlst_0079",
+            "nlst_0093",
+            "nlst_0094",
+            "nlst_0095",
+            "nlst_0096",
+            "nlst_0105",
+            "nlst_0110",
+            "nlst_0118",
+            "nlst_0123",
+            "nlst_0127",
+            "nlst_0128",
+            "nlst_0140",
+            "nlst_0141",
+            "nlst_0143",
+            "nlst_0146",
+            "nlst_0148",
+            "nlst_0152",
+            "nlst_0154",
+            "nlst_0166",
+            "nlst_0171",
+            "nlst_0172",
+            "nlst_0173",
+            "nlst_0174",
+            "nlst_0175",
+            "nlst_0177",
+            "nlst_0180",
+            "nlst_0182",
+            "nlst_0188",
+            "nlst_0194",
+            "nlst_0199",
+            "nlst_0201",
+            "nlst_0203",
+            "nlst_0206",
+            "nlst_0211",
+            "nlst_0219",
+            "nlst_0223",
+            "nlst_0226",
+            "nlst_0229",
+            "nlst_0233",
+            "nlst_0234",
+            "nlst_0236",
+            "nlst_0239",
+            "nlst_0244",
+            "nlst_0249",
+            "nlst_0250",
+            "nlst_0257",
+            "nlst_0266",
+            "nlst_0269",
+            "nlst_0270",
+            "nlst_0274",
+            "nlst_0281",
+            "nlst_0308",
+            "nlst_0313",
+            "nlst_0317",
+            "nlst_0321",
+            "nlst_0323",
+            "nlst_0326",
+            "nlst_0327",
+            "nlst_0333",
+            "nlst_0337",
+            "nlst_0340",
+            "nlst_0341",
+            "nlst_0346",
+            "nlst_0361",
+            "nlst_0365",
+            "nlst_0374",
+            "nlst_0379",
+            "nlst_0384",
+            "nlst_0398",
+            "nlst_0417",
+            "nlst_0421",
+            "nlst_0428",
+            "nlst_0440",
+            "nlst_0445",
+            "nlst_0449",
+            "nlst_0451",
+            "nlst_0452",
+            "nlst_0453",
+            "nlst_0454",
+            "nlst_0457",
+            "nlst_0465",
+            "nlst_0467",
+            "nlst_0474",
+            "nlst_0480",
+            "nlst_0489",
+            "nlst_0490",
+            "nlst_0495",
+            "nlst_0500",
+            "nlst_0501",
+            "nlst_0510",
+            "nlst_0511",
+            "nlst_0517",
+            "nlst_0525",
+            "nlst_0546",
+            "nlst_0553",
+            "nlst_0556",
+            "nlst_0559",
+            "nlst_0560",
+            "nlst_0561",
+            "nlst_0570",
+            "nlst_0579",
+            "nlst_0585",
+            "nlst_0587",
+            "nlst_0590",
+            "nlst_0595",
+            "nlst_0600"
+        ]
+    },
+    {
+        "train": [
+            "nlst_0001",
+            "nlst_0002",
+            "nlst_0003",
+            "nlst_0004",
+            "nlst_0005",
+            "nlst_0007",
+            "nlst_0008",
+            "nlst_0009",
+            "nlst_0010",
+            "nlst_0011",
+            "nlst_0012",
+            "nlst_0013",
+            "nlst_0014",
+            "nlst_0015",
+            "nlst_0016",
+            "nlst_0017",
+            "nlst_0018",
+            "nlst_0019",
+            "nlst_0020",
+            "nlst_0021",
+            "nlst_0022",
+            "nlst_0023",
+            "nlst_0025",
+            "nlst_0026",
+            "nlst_0027",
+            "nlst_0028",
+            "nlst_0029",
+            "nlst_0031",
+            "nlst_0032",
+            "nlst_0034",
+            "nlst_0036",
+            "nlst_0038",
+            "nlst_0039",
+            "nlst_0040",
+            "nlst_0041",
+            "nlst_0042",
+            "nlst_0043",
+            "nlst_0045",
+            "nlst_0046",
+            "nlst_0047",
+            "nlst_0048",
+            "nlst_0049",
+            "nlst_0050",
+            "nlst_0051",
+            "nlst_0052",
+            "nlst_0053",
+            "nlst_0054",
+            "nlst_0055",
+            "nlst_0056",
+            "nlst_0057",
+            "nlst_0058",
+            "nlst_0061",
+            "nlst_0062",
+            "nlst_0063",
+            "nlst_0065",
+            "nlst_0066",
+            "nlst_0067",
+            "nlst_0068",
+            "nlst_0069",
+            "nlst_0071",
+            "nlst_0072",
+            "nlst_0074",
+            "nlst_0075",
+            "nlst_0076",
+            "nlst_0079",
+            "nlst_0081",
+            "nlst_0083",
+            "nlst_0085",
+            "nlst_0086",
+            "nlst_0088",
+            "nlst_0089",
+            "nlst_0090",
+            "nlst_0091",
+            "nlst_0093",
+            "nlst_0094",
+            "nlst_0095",
+            "nlst_0096",
+            "nlst_0098",
+            "nlst_0100",
+            "nlst_0101",
+            "nlst_0102",
+            "nlst_0103",
+            "nlst_0104",
+            "nlst_0105",
+            "nlst_0107",
+            "nlst_0110",
+            "nlst_0111",
+            "nlst_0113",
+            "nlst_0114",
+            "nlst_0115",
+            "nlst_0116",
+            "nlst_0118",
+            "nlst_0120",
+            "nlst_0121",
+            "nlst_0123",
+            "nlst_0124",
+            "nlst_0127",
+            "nlst_0128",
+            "nlst_0129",
+            "nlst_0131",
+            "nlst_0133",
+            "nlst_0134",
+            "nlst_0135",
+            "nlst_0136",
+            "nlst_0137",
+            "nlst_0138",
+            "nlst_0139",
+            "nlst_0140",
+            "nlst_0141",
+            "nlst_0142",
+            "nlst_0143",
+            "nlst_0145",
+            "nlst_0146",
+            "nlst_0148",
+            "nlst_0149",
+            "nlst_0150",
+            "nlst_0151",
+            "nlst_0152",
+            "nlst_0153",
+            "nlst_0154",
+            "nlst_0155",
+            "nlst_0157",
+            "nlst_0158",
+            "nlst_0159",
+            "nlst_0160",
+            "nlst_0161",
+            "nlst_0162",
+            "nlst_0163",
+            "nlst_0164",
+            "nlst_0165",
+            "nlst_0166",
+            "nlst_0169",
+            "nlst_0170",
+            "nlst_0171",
+            "nlst_0172",
+            "nlst_0173",
+            "nlst_0174",
+            "nlst_0175",
+            "nlst_0176",
+            "nlst_0177",
+            "nlst_0178",
+            "nlst_0179",
+            "nlst_0180",
+            "nlst_0181",
+            "nlst_0182",
+            "nlst_0183",
+            "nlst_0184",
+            "nlst_0185",
+            "nlst_0187",
+            "nlst_0188",
+            "nlst_0189",
+            "nlst_0190",
+            "nlst_0191",
+            "nlst_0192",
+            "nlst_0194",
+            "nlst_0195",
+            "nlst_0196",
+            "nlst_0197",
+            "nlst_0198",
+            "nlst_0199",
+            "nlst_0200",
+            "nlst_0201",
+            "nlst_0202",
+            "nlst_0203",
+            "nlst_0204",
+            "nlst_0205",
+            "nlst_0206",
+            "nlst_0207",
+            "nlst_0208",
+            "nlst_0210",
+            "nlst_0211",
+            "nlst_0214",
+            "nlst_0216",
+            "nlst_0217",
+            "nlst_0218",
+            "nlst_0219",
+            "nlst_0220",
+            "nlst_0221",
+            "nlst_0222",
+            "nlst_0223",
+            "nlst_0224",
+            "nlst_0226",
+            "nlst_0229",
+            "nlst_0230",
+            "nlst_0231",
+            "nlst_0233",
+            "nlst_0234",
+            "nlst_0235",
+            "nlst_0236",
+            "nlst_0238",
+            "nlst_0239",
+            "nlst_0240",
+            "nlst_0241",
+            "nlst_0242",
+            "nlst_0244",
+            "nlst_0245",
+            "nlst_0247",
+            "nlst_0248",
+            "nlst_0249",
+            "nlst_0250",
+            "nlst_0251",
+            "nlst_0253",
+            "nlst_0254",
+            "nlst_0255",
+            "nlst_0256",
+            "nlst_0257",
+            "nlst_0258",
+            "nlst_0259",
+            "nlst_0263",
+            "nlst_0266",
+            "nlst_0267",
+            "nlst_0269",
+            "nlst_0270",
+            "nlst_0271",
+            "nlst_0272",
+            "nlst_0273",
+            "nlst_0274",
+            "nlst_0275",
+            "nlst_0276",
+            "nlst_0277",
+            "nlst_0278",
+            "nlst_0279",
+            "nlst_0281",
+            "nlst_0282",
+            "nlst_0283",
+            "nlst_0284",
+            "nlst_0287",
+            "nlst_0290",
+            "nlst_0291",
+            "nlst_0292",
+            "nlst_0293",
+            "nlst_0296",
+            "nlst_0297",
+            "nlst_0299",
+            "nlst_0300",
+            "nlst_0301",
+            "nlst_0304",
+            "nlst_0305",
+            "nlst_0306",
+            "nlst_0307",
+            "nlst_0308",
+            "nlst_0309",
+            "nlst_0311",
+            "nlst_0312",
+            "nlst_0313",
+            "nlst_0314",
+            "nlst_0315",
+            "nlst_0317",
+            "nlst_0318",
+            "nlst_0320",
+            "nlst_0321",
+            "nlst_0323",
+            "nlst_0324",
+            "nlst_0325",
+            "nlst_0326",
+            "nlst_0327",
+            "nlst_0328",
+            "nlst_0329",
+            "nlst_0330",
+            "nlst_0331",
+            "nlst_0332",
+            "nlst_0333",
+            "nlst_0335",
+            "nlst_0336",
+            "nlst_0337",
+            "nlst_0339",
+            "nlst_0340",
+            "nlst_0341",
+            "nlst_0342",
+            "nlst_0343",
+            "nlst_0344",
+            "nlst_0346",
+            "nlst_0348",
+            "nlst_0349",
+            "nlst_0350",
+            "nlst_0351",
+            "nlst_0352",
+            "nlst_0353",
+            "nlst_0355",
+            "nlst_0356",
+            "nlst_0357",
+            "nlst_0359",
+            "nlst_0360",
+            "nlst_0361",
+            "nlst_0362",
+            "nlst_0363",
+            "nlst_0364",
+            "nlst_0365",
+            "nlst_0366",
+            "nlst_0367",
+            "nlst_0368",
+            "nlst_0369",
+            "nlst_0373",
+            "nlst_0374",
+            "nlst_0376",
+            "nlst_0377",
+            "nlst_0378",
+            "nlst_0379",
+            "nlst_0380",
+            "nlst_0381",
+            "nlst_0382",
+            "nlst_0384",
+            "nlst_0385",
+            "nlst_0386",
+            "nlst_0387",
+            "nlst_0389",
+            "nlst_0391",
+            "nlst_0396",
+            "nlst_0397",
+            "nlst_0398",
+            "nlst_0399",
+            "nlst_0401",
+            "nlst_0402",
+            "nlst_0403",
+            "nlst_0405",
+            "nlst_0406",
+            "nlst_0408",
+            "nlst_0409",
+            "nlst_0410",
+            "nlst_0413",
+            "nlst_0414",
+            "nlst_0415",
+            "nlst_0416",
+            "nlst_0417",
+            "nlst_0418",
+            "nlst_0419",
+            "nlst_0420",
+            "nlst_0421",
+            "nlst_0423",
+            "nlst_0424",
+            "nlst_0425",
+            "nlst_0426",
+            "nlst_0428",
+            "nlst_0430",
+            "nlst_0431",
+            "nlst_0432",
+            "nlst_0433",
+            "nlst_0434",
+            "nlst_0435",
+            "nlst_0436",
+            "nlst_0437",
+            "nlst_0438",
+            "nlst_0439",
+            "nlst_0440",
+            "nlst_0442",
+            "nlst_0444",
+            "nlst_0445",
+            "nlst_0446",
+            "nlst_0447",
+            "nlst_0448",
+            "nlst_0449",
+            "nlst_0451",
+            "nlst_0452",
+            "nlst_0453",
+            "nlst_0454",
+            "nlst_0455",
+            "nlst_0456",
+            "nlst_0457",
+            "nlst_0459",
+            "nlst_0460",
+            "nlst_0462",
+            "nlst_0463",
+            "nlst_0464",
+            "nlst_0465",
+            "nlst_0466",
+            "nlst_0467",
+            "nlst_0468",
+            "nlst_0469",
+            "nlst_0470",
+            "nlst_0471",
+            "nlst_0472",
+            "nlst_0473",
+            "nlst_0474",
+            "nlst_0475",
+            "nlst_0476",
+            "nlst_0477",
+            "nlst_0478",
+            "nlst_0479",
+            "nlst_0480",
+            "nlst_0481",
+            "nlst_0482",
+            "nlst_0483",
+            "nlst_0485",
+            "nlst_0486",
+            "nlst_0488",
+            "nlst_0489",
+            "nlst_0490",
+            "nlst_0491",
+            "nlst_0492",
+            "nlst_0493",
+            "nlst_0495",
+            "nlst_0496",
+            "nlst_0497",
+            "nlst_0498",
+            "nlst_0500",
+            "nlst_0501",
+            "nlst_0502",
+            "nlst_0504",
+            "nlst_0505",
+            "nlst_0506",
+            "nlst_0507",
+            "nlst_0508",
+            "nlst_0509",
+            "nlst_0510",
+            "nlst_0511",
+            "nlst_0512",
+            "nlst_0513",
+            "nlst_0515",
+            "nlst_0516",
+            "nlst_0517",
+            "nlst_0518",
+            "nlst_0519",
+            "nlst_0521",
+            "nlst_0522",
+            "nlst_0523",
+            "nlst_0524",
+            "nlst_0525",
+            "nlst_0528",
+            "nlst_0529",
+            "nlst_0530",
+            "nlst_0531",
+            "nlst_0532",
+            "nlst_0533",
+            "nlst_0534",
+            "nlst_0535",
+            "nlst_0536",
+            "nlst_0537",
+            "nlst_0539",
+            "nlst_0540",
+            "nlst_0541",
+            "nlst_0542",
+            "nlst_0544",
+            "nlst_0545",
+            "nlst_0546",
+            "nlst_0547",
+            "nlst_0550",
+            "nlst_0551",
+            "nlst_0552",
+            "nlst_0553",
+            "nlst_0554",
+            "nlst_0555",
+            "nlst_0556",
+            "nlst_0559",
+            "nlst_0560",
+            "nlst_0561",
+            "nlst_0563",
+            "nlst_0565",
+            "nlst_0566",
+            "nlst_0567",
+            "nlst_0568",
+            "nlst_0570",
+            "nlst_0571",
+            "nlst_0574",
+            "nlst_0575",
+            "nlst_0576",
+            "nlst_0577",
+            "nlst_0578",
+            "nlst_0579",
+            "nlst_0580",
+            "nlst_0581",
+            "nlst_0582",
+            "nlst_0583",
+            "nlst_0584",
+            "nlst_0585",
+            "nlst_0586",
+            "nlst_0587",
+            "nlst_0588",
+            "nlst_0589",
+            "nlst_0590",
+            "nlst_0591",
+            "nlst_0592",
+            "nlst_0593",
+            "nlst_0594",
+            "nlst_0595",
+            "nlst_0596",
+            "nlst_0597",
+            "nlst_0598",
+            "nlst_0599",
+            "nlst_0600",
+            "nlst_0601",
+            "nlst_0602",
+            "nlst_0603",
+            "nlst_0604",
+            "nlst_0605"
+        ],
+        "val": [
+            "nlst_0006",
+            "nlst_0024",
+            "nlst_0030",
+            "nlst_0033",
+            "nlst_0035",
+            "nlst_0037",
+            "nlst_0044",
+            "nlst_0059",
+            "nlst_0060",
+            "nlst_0064",
+            "nlst_0070",
+            "nlst_0073",
+            "nlst_0077",
+            "nlst_0078",
+            "nlst_0080",
+            "nlst_0082",
+            "nlst_0084",
+            "nlst_0087",
+            "nlst_0092",
+            "nlst_0097",
+            "nlst_0099",
+            "nlst_0106",
+            "nlst_0108",
+            "nlst_0109",
+            "nlst_0112",
+            "nlst_0117",
+            "nlst_0119",
+            "nlst_0122",
+            "nlst_0125",
+            "nlst_0126",
+            "nlst_0130",
+            "nlst_0132",
+            "nlst_0144",
+            "nlst_0147",
+            "nlst_0156",
+            "nlst_0167",
+            "nlst_0168",
+            "nlst_0186",
+            "nlst_0193",
+            "nlst_0209",
+            "nlst_0212",
+            "nlst_0213",
+            "nlst_0215",
+            "nlst_0225",
+            "nlst_0227",
+            "nlst_0228",
+            "nlst_0232",
+            "nlst_0237",
+            "nlst_0243",
+            "nlst_0246",
+            "nlst_0252",
+            "nlst_0260",
+            "nlst_0261",
+            "nlst_0262",
+            "nlst_0264",
+            "nlst_0265",
+            "nlst_0268",
+            "nlst_0280",
+            "nlst_0285",
+            "nlst_0286",
+            "nlst_0288",
+            "nlst_0289",
+            "nlst_0294",
+            "nlst_0295",
+            "nlst_0298",
+            "nlst_0302",
+            "nlst_0303",
+            "nlst_0310",
+            "nlst_0316",
+            "nlst_0319",
+            "nlst_0322",
+            "nlst_0334",
+            "nlst_0338",
+            "nlst_0345",
+            "nlst_0347",
+            "nlst_0354",
+            "nlst_0358",
+            "nlst_0370",
+            "nlst_0371",
+            "nlst_0372",
+            "nlst_0375",
+            "nlst_0383",
+            "nlst_0388",
+            "nlst_0390",
+            "nlst_0392",
+            "nlst_0394",
+            "nlst_0395",
+            "nlst_0400",
+            "nlst_0404",
+            "nlst_0407",
+            "nlst_0411",
+            "nlst_0412",
+            "nlst_0422",
+            "nlst_0427",
+            "nlst_0429",
+            "nlst_0441",
+            "nlst_0443",
+            "nlst_0450",
+            "nlst_0458",
+            "nlst_0461",
+            "nlst_0484",
+            "nlst_0487",
+            "nlst_0494",
+            "nlst_0499",
+            "nlst_0503",
+            "nlst_0514",
+            "nlst_0520",
+            "nlst_0526",
+            "nlst_0527",
+            "nlst_0538",
+            "nlst_0543",
+            "nlst_0548",
+            "nlst_0549",
+            "nlst_0557",
+            "nlst_0558",
+            "nlst_0562",
+            "nlst_0564",
+            "nlst_0569",
+            "nlst_0572",
+            "nlst_0573"
+        ]
+    }
+]