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Keep only the standalone PROWBench episodes tree

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  1. README.md +0 -128
  2. SHA256SUMS +0 -12
  3. archives/PROWBench-no-depth-20261008T152517Z.tar.zst +0 -3
  4. cases/long_video/long30-001-forest-long-return.json +0 -56
  5. cases/long_video/long30-004-mountain-long-return.json +0 -56
  6. cases/long_video/long30-005-desert-long-bends.json +0 -56
  7. cases/long_video/long30-006-snow-long-pause-look.json +0 -56
  8. cases/long_video/long30-012-tunnel-long-pause-look.json +0 -56
  9. cases/long_video/long30-016-urban-park-revisit.json +0 -56
  10. cases/long_video/long30-017-home-camera.json +0 -56
  11. cases/long_video/long30-019-warehouse-combat.json +0 -56
  12. cases/long_video/long30-021-desert-launch.json +0 -56
  13. cases/long_video/long30-022-coast-coast.json +0 -56
  14. cases/multi_view/multi4-001-forest-staggered-follow.json +0 -164
  15. cases/multi_view/multi4-002-jungle-opposing-pairs.json +0 -164
  16. cases/multi_view/multi4-003-grassland-crossroads.json +0 -164
  17. cases/multi_view/multi4-006-snow-parallel-turn.json +0 -164
  18. cases/multi_view/multi4-010-underwater-converge-turn.json +0 -164
  19. cases/multi_view/multi4-013-old-town-staggered-follow.json +0 -164
  20. cases/multi_view/multi4-017-home-overtake.json +0 -164
  21. cases/multi_view/multi4-020-warehouse-opposing-pairs.json +0 -164
  22. cases/multi_view/multi4-021-transit-crossroads.json +0 -164
  23. cases/multi_view/multi4-023-cave-overtake.json +0 -164
  24. cases/neon/ndm-01-cam-dynamic_obj-static-death.json +0 -47
  25. cases/neon/ndm-02-cam-dynamic_obj-static-death.json +0 -47
  26. cases/neon/ndm-02-cam-static_obj-dynamic-death.json +0 -47
  27. cases/neon/ndm-02-cam-static_obj-enter-death.json +0 -47
  28. cases/neon/ndm-03-cam-dynamic_obj-dynamic-death-composite-forward-turn-v1.json +0 -47
  29. cases/neon/ndm-03-cam-static_obj-dynamic-death.json +0 -47
  30. cases/neon/ndm-04-cam-dynamic_obj-static-death.json +0 -47
  31. cases/neon/ndm-05-cam-dynamic_obj-dynamic-death.json +0 -47
  32. cases/neon/ndm-05-cam-static_obj-dynamic-death.json +0 -47
  33. cases/neon/ndm-05-cam-static_obj-enter-death.json +0 -47
  34. cases/neon/ndm-06-cam-static_obj-dynamic-death.json +0 -47
  35. cases/neon/ndm-06-cam-static_obj-static-death.json +0 -47
  36. cases/neon/ndm-07-cam-dynamic_obj-dynamic-death.json +0 -47
  37. cases/neon/ndm-08-cam-dynamic_obj-dynamic-death.json +0 -47
  38. cases/neon/ndm-08-cam-static_obj-dynamic-death.json +0 -47
  39. cases/neon/ndm-08-cam-static_obj-static-death.json +0 -47
  40. cases/neon/ndm-09-cam-dynamic_obj-dynamic-death.json +0 -47
  41. cases/neon/ndm-09-cam-static_obj-enter-death.json +0 -47
  42. cases/neon/ndm-10-cam-dynamic_obj-dynamic-death-composite-forward-back-v1.json +0 -47
  43. cases/neon/ndm-10-cam-static_obj-dynamic-death.json +0 -47
  44. cases/unverified_first_frame/dv200-003-city-traffic.json +0 -47
  45. cases/unverified_first_frame/dv200-004-city-stairs.json +0 -47
  46. cases/unverified_first_frame/dv200-007-city-stairsDown.json +0 -47
  47. cases/unverified_first_frame/dv200-011-city-handoff.json +0 -47
  48. cases/unverified_first_frame/dv200-016-city-handoff.json +0 -47
  49. cases/unverified_first_frame/dv200-017-city-combat.json +0 -47
  50. cases/unverified_first_frame/dv200-018-city-combat.json +0 -47
README.md DELETED
@@ -1,128 +0,0 @@
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- ---
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- language:
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- - en
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- size_categories:
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- - n<1K
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- tags:
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- - benchmark
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- - world-model
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- - video-generation
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- - programmable-world-models
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- arxiv: "2610.02205"
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- pretty_name: PROWBench — No-depth input bundle
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- configs:
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- - config_name: default
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- default: true
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- data_files:
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- - split: full
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- path: splits/full.parquet
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- - split: long_video
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- path: splits/long_video.parquet
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- - split: multi_view
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- path: splits/multi_view.parquet
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- - split: verified_first_frame
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- path: splits/verified_first_frame.parquet
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- - split: unverified_first_frame
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- path: splits/unverified_first_frame.parquet
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- - split: neon
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- path: splits/neon.parquet
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- ---
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-
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- # PROWBench Dataset
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-
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- **Do Video Models Render What the Program Specifies?**
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-
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- **TL;DR —** PROWBench tests whether generated video follows program-specified entity motion, camera motion, and interactions. The benchmark uses replayable world states and timestamped events as references. This **private, no-depth input release** contains **170 evaluation cases, 200 selected camera views, and 600 proxy input videos** (three synchronized representations per view). It does not contain generated model outputs or depth maps.
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-
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- [Paper](https://arxiv.org/abs/2610.02205) · [Project page](https://alaya-lab.github.io/PROWBench/) · [Gallery](https://alaya-lab.github.io/PROWBench/gallery.html) · [Code](https://github.com/AlayaLab/PROWBench)
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-
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- ## Overview
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-
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- The paper asks whether a video model depicts the *recorded execution* of a dynamic scene, rather than only making a plausible-looking clip. A programmable world produces entity and camera trajectories, articulated states, and timestamped events, including events outside the current view. The same saved states are rendered into aligned control videos for each selected camera. Text prompts are derived from the scene and event timeline.
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-
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- Each view has three proxy representations. Repository names map to the paper's names as follows:
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-
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- | Repository value | Paper terminology | What it conveys |
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- |---|---|---|
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- | `white` | Coarse 3D | Scene geometry, silhouettes, and articulated motion with neutral materials |
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- | `mixed` | CWM proxy / semantic proxy | Semantically colored environment and simplified entities |
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- | `colored-obb` | Colored-OBB | Oriented entity boxes with stable identity colors and directional cues |
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-
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- These are **conditioning inputs**, not RGB ground-truth videos or model-generated results. Representations within a view share the recorded camera and world evolution. The source snapshot for this package is `20261008T152517Z`.
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-
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- ## Benchmark settings
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-
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- | Paper setting | Dataset Viewer split | Cases | Views | Proxy videos | RGB first frames in this release |
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- |---|---|---:|---:|---:|---:|
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- | Main: Verified-FF, 5 s | `verified_first_frame` | 40 | 40 | 120 | 40 verified appearance anchors |
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- | Main: Unverified-FF, 5 s | `unverified_first_frame` | 90 | 90 | 270 | 0 prescribed anchors |
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- | Challenge: long horizon, 30 s | `long_video` | 10 | 10 | 30 | 0 |
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- | Challenge: synchronized multi-view, 5 s | `multi_view` | 10 | 40 | 120 | 0 |
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- | Additional domain-specific Gunfight cases, 5 s | `neon` | 20 | 20 | 60 | 20 available source first frames |
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- | **Total** | `full` | **170** | **200** | **600** | **60 available files** |
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-
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- In Verified-FF, methods that accept an RGB first frame receive the same checked image for a view. In Unverified-FF, the benchmark prescribes the state, text, and control signals while the method determines appearance. The multi-view setting has four synchronized follow cameras for each of ten scenes. Gunfight is a separate domain-specific collection used in the paper's PWM comparison; the source bundle names its directory `episodes/gunfight`, while its catalog and this Viewer call it `neon`.
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-
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- The paper evaluates five complementary capabilities: **entity and camera controllability**, **visual and temporal quality**, **logic and state alignment**, **multi-view consistency**, and **long-horizon memory**. Its metrics include entity BBox IoU and center error, Interaction Success Rate (ISR: the prescribed action *and* end state occur), Logic-Render Alignment (LRA: an action appears in its assigned time segment), and reappearance/state-persistence checks for long clips. See the [paper](https://arxiv.org/abs/2610.02205) for protocols, metric definitions, and reported model comparisons. This input release is not a leaderboard and does not reproduce those scores on its own.
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-
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- ## Usage
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-
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- ### Browse and download
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-
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- The Dataset Viewer exposes `full` (600 rows, one per representation video) plus five group splits. The group splits select rows from `full`; **they are not additional samples**. Rows include IDs, group, camera, representation, prompt text, relative file paths, hashes, and provenance flags. The `preview_image` field lets the Viewer show one small representative image per case (170 images, attached to one `mixed` row per case). For 60 cases it uses an available RGB first frame; for the other 110 it uses frame 0 of a proxy video. A proxy preview is **not** a supplied RGB conditioning frame. No sample gallery is embedded in this card.
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-
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- Authenticate with a Hugging Face account that has access to this private dataset, then download the complete package:
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-
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- ```bash
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- hf auth login
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- hf download AlayaLab/PROWBench --repo-type dataset --local-dir prowbench-download
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- cd prowbench-download
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- sha256sum -c SHA256SUMS
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- tar --zstd -xf archives/PROWBench-no-depth-20261008T152517Z.tar.zst
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- ```
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-
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- The extracted entry point is `inputs_no_depth/README.txt`. Keep the complete extracted directory, including `.shared`; relative symlinks and metadata references are part of the bundle. For evaluation, see `inputs_no_depth/eval/BUNDLE.md` and `inputs_no_depth/eval/USAGE.md`. Model outputs, weights, and model-specific generation adapters must be supplied separately. Depth-conditioned CWM and Cosmos inputs cannot be reconstructed from this no-depth package.
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-
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- To fetch only an indexed input, use a relative path from a Viewer row, for example:
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-
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- ```bash
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- hf download AlayaLab/PROWBench videos/long_video/long30-001-forest-long-return/follow/colored-obb.mp4 --repo-type dataset
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- ```
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-
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- ### Repository structure
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-
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- ```text
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- splits/ Parquet sample index: full + five group splits
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- cases/ 170 case summaries with sample links
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- videos/ 600 proxy input MP4 files
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- images/ 60 available RGB first-frame PNG files
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- previews/ 110 proxy-video frame PNGs for Viewer browsing
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- prompts/ 690 prompt files, including long-video windows
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- archives/ Complete, independently verified source bundle
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- organized-files.jsonl.gz Checksums and source paths for browsable copies
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- organization.json Layout and count summary
104
- ```
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-
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- Paths in `video_file`, `prompt_file`, `first_frame_file`, and `case_file` are relative to the repository root. `first_frame_file` is null when none is supplied. The archive contains the recorded scenes, selected cameras, prompts, event and state records, evaluation materials, and provenance. The browsable folders are convenience copies of selected inputs; the archive is the complete reproducibility package.
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-
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- ## Provenance and scope
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-
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- `release.json` identifies the source snapshot, archive checksum, and visual revisions. `snapshot-files.jsonl.gz` records archived file hashes and symlink targets. `organized-files.jsonl.gz` tracks the directly browsable copies and derived previews. `SHA256SUMS` verifies the top-level metadata and split indexes. The Parquet field `video_matches_source=false` marks **76** proxy samples with a documented visual revision relative to the historical source video; inspect the archive's `provenance/` records and `promptBinding` in `samples.jsonl` before comparing historical outputs.
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-
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- The paper's full experimental setup includes inputs and generated results beyond this release. In particular, **depth maps and generated model result videos are absent here**. The source's task/event annotations describe recorded and authored execution; they do not by themselves prove physical contact or causality. No public dataset license has been assigned to this private preview; component notices remain in the source bundle.
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-
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- ## Citation
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-
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- If you use PROWBench, please cite the [paper](https://arxiv.org/abs/2610.02205):
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-
118
- ```bibtex
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- @misc{huang2026prowbench,
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- title={PROWBench: Do Video Models Render What the Program Specifies?},
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- author={Zheng-Hui Huang and Guixu Lin and Yu-Ju Tsai and Jian-Kai Zhu and Fengbo Lan and Yu-Lun Liu and Yung-Yu Chuang and Kaipeng Zhang and Zhixiang Wang},
122
- year={2026},
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- eprint={2610.02205},
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- archivePrefix={arXiv},
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- primaryClass={cs.CV},
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- url={https://arxiv.org/abs/2610.02205}
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- }
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- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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