DaftJun commited on
Commit
c42648b
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1 Parent(s): aa75499

Add 8 synchronized three-view uint16 NumPy training samples

Browse files
README.md CHANGED
@@ -14,7 +14,7 @@ pretty_name: Low-altitude RF world-model training episodes
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  # Low-altitude RF world-model training data
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- 推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **25 条**(动态 UAV RF 实体 25 条,历史辅助 0 条)。统计范围:`committed_on_huggingface`,正在增量上传,尚不是全量完成声明。
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  完整下载清单:[`compact_uint16/manifests/train.jsonl`](https://huggingface.co/datasets/DaftJun/RFWM/resolve/main/compact_uint16/manifests/train.jsonl)。每行含仓库内路径、字节数、SHA256、城市、物理场景组、版本及训练用途。每个 `.tar.gz` 是可独立读取的完整样本,包含:
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  # Low-altitude RF world-model training data
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+ 推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **33 条**(动态 UAV RF 实体 33 条,历史辅助 0 条)。统计范围:`committed_on_huggingface`,正在增量上传,尚不是全量完成声明。
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  完整下载清单:[`compact_uint16/manifests/train.jsonl`](https://huggingface.co/datasets/DaftJun/RFWM/resolve/main/compact_uint16/manifests/train.jsonl)。每行含仓库内路径、字节数、SHA256、城市、物理场景组、版本及训练用途。每个 `.tar.gz` 是可独立读取的完整样本,包含:
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compact_uint16/README.md CHANGED
@@ -14,7 +14,7 @@ pretty_name: Low-altitude RF world-model training episodes
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  # Low-altitude RF world-model training data
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- 推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **25 条**(动态 UAV RF 实体 25 条,历史辅助 0 条)。统计范围:`committed_on_huggingface`,正在增量上传,尚不是全量完成声明。
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  完整下载清单:[`compact_uint16/manifests/train.jsonl`](https://huggingface.co/datasets/DaftJun/RFWM/resolve/main/compact_uint16/manifests/train.jsonl)。每行含仓库内路径、字节数、SHA256、城市、物理场景组、版本及训练用途。每个 `.tar.gz` 是可独立读取的完整样本,包含:
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  # Low-altitude RF world-model training data
16
 
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+ 推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **33 条**(动态 UAV RF 实体 33 条,历史辅助 0 条)。统计范围:`committed_on_huggingface`,正在增量上传,尚不是全量完成声明。
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  完整下载清单:[`compact_uint16/manifests/train.jsonl`](https://huggingface.co/datasets/DaftJun/RFWM/resolve/main/compact_uint16/manifests/train.jsonl)。每行含仓库内路径、字节数、SHA256、城市、物理场景组、版本及训练用途。每个 `.tar.gz` 是可独立读取的完整样本,包含:
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compact_uint16/data/dynamic_rf/data_v6/boston/boston_region_00015_bs_uav_v6_episode_000.tar.gz ADDED
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compact_uint16/data/dynamic_rf/data_v6/houston/houston_region_00016_bs_uav_v6_episode_000.tar.gz ADDED
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compact_uint16/dataset_summary.json CHANGED
@@ -1,17 +1,17 @@
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  {
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- "updated_shanghai": "2026-11-01T00:53:05.730858+08:00",
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  "scope": "committed_on_huggingface",
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  "repository": "DaftJun/RFWM",
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- "complete_samples": 25,
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- "dynamic_rf_samples": 25,
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  "legacy_auxiliary_samples": 0,
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  "counts_by_city": {
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- "boston": 9,
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- "chicago": 8,
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- "houston": 8
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  },
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- "unique_physical_groups": 25,
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- "total_tar_bytes": 3779435407,
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  "split": "train",
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  "rf_encoding": "uint16 centi-dBm; decode to float32 dBm with step 0.01 and offset 32768; invalid code 0",
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  "edition": "uint16",
 
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  "scope": "committed_on_huggingface",
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  "repository": "DaftJun/RFWM",
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+ "complete_samples": 33,
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+ "dynamic_rf_samples": 33,
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  "legacy_auxiliary_samples": 0,
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  "counts_by_city": {
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+ "boston": 11,
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+ "chicago": 11,
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+ "houston": 11
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  },
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+ "unique_physical_groups": 33,
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  "split": "train",
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  "rf_encoding": "uint16 centi-dBm; decode to float32 dBm with step 0.01 and offset 32768; invalid code 0",
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  "edition": "uint16",
compact_uint16/manifests/dynamic_rf_train.jsonl CHANGED
@@ -7,6 +7,8 @@
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  {"record_id": "data_v6/boston_region_00012_bs_uav_v6_episode_000", "sample_id": "boston_region_00012_bs_uav_v6_episode_000", "scene_id": "boston_region_00012", "source_version": "data_v6", "city": "boston", "split": "train", "source_split": "train", "physical_episode_group": "86742dc0f158fe65b9b497eee64cef7ebb9149f574fdf3fee8a171d33179e349", "dynamic_rf_uav_body": true, "recommended_training_use": "dynamic_rf_multimodal_world_model", "qa_protocol": "legacy_version_gates", "confidence_evaluated": true, "control_schedule": "two_switches_v1", "path": "compact_uint16/data/dynamic_rf/data_v6/boston/boston_region_00012_bs_uav_v6_episode_000.tar.gz", "sha256": "683c3ff73bfd32f1ba91c91f65de1cb28bb38690a3de409adbafc944c2f6a43d", "bytes": 97724822, "rf_shape": [30, 24, 512, 512], "rf_dataset": null, "rf_dtype": "uint16", "rf_unit": "dBm", "invalid_value": 0, "visual_views": ["bs", "topdown", "elevated"], "rgb_image_count": 90, "packaged_shanghai": "2026-10-31T19:24:20.337592+08:00", "export_seconds": 38.28, "rf_file": "rss_dbm_uint16.npy", "rf_encoding": "uint16_centi_dbm_v1", "rf_compression": {"codec": "gzip", "level": 4, "array_order": "F"}, "decoded_invalid": "NaN", "step_db": 0.01, "integer_offset": 32768, "additional_quantization_error_db": 0.0, "clipped_voxels": 0, "source_float32_path": "data/dynamic_rf/data_v6/boston/boston_region_00012_bs_uav_v6_episode_000.tar", "source_float32_sha256": "cbd19003553cc3c73c87f06b22ec71ad8f6100aa21dad8d9137d69c624ea579c", "source_float32_bytes": 323215360, "source_float32_packaged_shanghai": "2026-10-31T15:07:37.149430+08:00", "conversion_validation": {"rss_shape": [30, 24, 512, 512], "rss_dtype": "uint16", "rss_array_order": "F", "rss_all_values_exact": true, "state_arrays_exact": 40, "rgb_images": 90, "rgb_timestamps_exact": true, "numpy_directory_bytes": 423247671, "source_tar_bytes": 323215360, "conversion_and_verification_seconds": 26.685}}
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  {"record_id": "data_v6/boston_region_00013_bs_uav_v6_episode_000", "sample_id": "boston_region_00013_bs_uav_v6_episode_000", "scene_id": "boston_region_00013", "source_version": "data_v6", "city": "boston", "split": "train", "source_split": "train", "physical_episode_group": "20d2da20ca22ea0cb3cbcfdfa9572adf2e04cf6744bd61eae3c6c3f80db764b3", "dynamic_rf_uav_body": true, "recommended_training_use": "dynamic_rf_multimodal_world_model", "qa_protocol": "fixed_budget_single_v1", "confidence_evaluated": false, "control_schedule": "two_switches_v1", "path": "compact_uint16/data/dynamic_rf/data_v6/boston/boston_region_00013_bs_uav_v6_episode_000.tar.gz", "sha256": "08a1882d605f865d8c9f686667624c80b5bae035cae116adb6e007b8a325cfd0", "bytes": 201088575, "rf_shape": [30, 24, 512, 512], "rf_dataset": null, "rf_dtype": "uint16", "rf_unit": "dBm", "invalid_value": 0, "visual_views": ["bs", "topdown", "elevated"], "rgb_image_count": 90, "packaged_shanghai": "2026-10-31T19:24:42.104892+08:00", "export_seconds": 44.834, "rf_file": "rss_dbm_uint16.npy", "rf_encoding": "uint16_centi_dbm_v1", "rf_compression": {"codec": "gzip", "level": 4, "array_order": "F"}, "decoded_invalid": "NaN", "step_db": 0.01, "integer_offset": 32768, "additional_quantization_error_db": 0.0, "clipped_voxels": 0, "source_float32_path": "data/dynamic_rf/data_v6/boston/boston_region_00013_bs_uav_v6_episode_000.tar", "source_float32_sha256": "58b3afa4cabd749880dad9eb6fefc1bf09156a133d4dd2b9b4a6312186386ec3", "source_float32_bytes": 390727680, "source_float32_packaged_shanghai": "2026-10-31T15:07:47.292678+08:00", "conversion_validation": {"rss_shape": [30, 24, 512, 512], "rss_dtype": "uint16", "rss_array_order": "F", "rss_all_values_exact": true, "state_arrays_exact": 42, "rgb_images": 90, "rgb_timestamps_exact": true, "numpy_directory_bytes": 428947607, "source_tar_bytes": 390727680, "conversion_and_verification_seconds": 25.932}}
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  {"record_id": "data_v6/boston_region_00014_bs_uav_v6_episode_000", "sample_id": "boston_region_00014_bs_uav_v6_episode_000", "scene_id": "boston_region_00014", "source_version": "data_v6", "city": "boston", "split": "train", "source_split": "train", "physical_episode_group": "8714dfb5d46396979ea8305eadbf58e72884bbeee5f97988520147e3fb8a1f4f", "dynamic_rf_uav_body": true, "recommended_training_use": "dynamic_rf_multimodal_world_model", "qa_protocol": "fixed_budget_single_v1", "confidence_evaluated": false, "control_schedule": "two_switches_v1", "path": "compact_uint16/data/dynamic_rf/data_v6/boston/boston_region_00014_bs_uav_v6_episode_000.tar.gz", "sha256": "8c5883da327cbf83fd0f56ffc52466a04200228666ff5303854488dd0eb873ca", "bytes": 159277335, "rf_shape": [30, 24, 512, 512], "rf_dataset": null, "rf_dtype": "uint16", "rf_unit": "dBm", "invalid_value": 0, "visual_views": ["bs", "topdown", "elevated"], "rgb_image_count": 90, "packaged_shanghai": "2026-10-31T19:24:50.996393+08:00", "export_seconds": 43.583, "rf_file": "rss_dbm_uint16.npy", "rf_encoding": "uint16_centi_dbm_v1", "rf_compression": {"codec": "gzip", "level": 4, "array_order": "F"}, "decoded_invalid": "NaN", "step_db": 0.01, "integer_offset": 32768, "additional_quantization_error_db": 0.0, "clipped_voxels": 0, "source_float32_path": "data/dynamic_rf/data_v6/boston/boston_region_00014_bs_uav_v6_episode_000.tar", "source_float32_sha256": "0461cfd3bcfe63cdafeeef30c6dec5fcebf40042673e873ec88714d368c1dba9", "source_float32_bytes": 375132160, "source_float32_packaged_shanghai": "2026-10-31T15:07:59.287052+08:00", "conversion_validation": {"rss_shape": [30, 24, 512, 512], "rss_dtype": "uint16", "rss_array_order": "F", "rss_all_values_exact": true, "state_arrays_exact": 42, "rgb_images": 90, "rgb_timestamps_exact": true, "numpy_directory_bytes": 430387205, "source_tar_bytes": 375132160, "conversion_and_verification_seconds": 25.825}}
 
 
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  {"record_id": "data_v6/chicago_region_00008_bs_uav_v6_episode_000", "sample_id": "chicago_region_00008_bs_uav_v6_episode_000", "scene_id": "chicago_region_00008", "source_version": "data_v6", "city": "chicago", "split": "train", "source_split": "train", "physical_episode_group": "3b5e7cdca9877dcba2eb630df74666a694bb6fd859a6bd3d472424e8a91b77c5", "dynamic_rf_uav_body": true, "recommended_training_use": "dynamic_rf_multimodal_world_model", "qa_protocol": "fixed_budget_single_v1", "confidence_evaluated": false, "control_schedule": "two_switches_v1", "path": "compact_uint16/data/dynamic_rf/data_v6/chicago/chicago_region_00008_bs_uav_v6_episode_000.tar.gz", "sha256": "1394fe1b6e9aa4e5d219b80ec9b3dcbf70fc3bda09da802792c6f51d6f1546ca", "bytes": 177769057, "rf_shape": [30, 24, 512, 512], "rf_dataset": null, "rf_dtype": "uint16", "rf_unit": "dBm", "invalid_value": 0, "visual_views": ["bs", "topdown", "elevated"], "rgb_image_count": 90, "packaged_shanghai": "2026-10-31T19:21:21.428016+08:00", "export_seconds": 52.011, "rf_file": "rss_dbm_uint16.npy", "rf_encoding": "uint16_centi_dbm_v1", "rf_compression": {"codec": "gzip", "level": 4, "array_order": "F"}, "decoded_invalid": "NaN", "step_db": 0.01, "integer_offset": 32768, "additional_quantization_error_db": 0.0, "clipped_voxels": 0, "source_float32_path": "data/dynamic_rf/data_v6/chicago/chicago_region_00008_bs_uav_v6_episode_000.tar", "source_float32_sha256": "f6137ad6e9c7e85909a8ccfa66da701c9c1e781122fe673ed7f86f43336c4891", "source_float32_bytes": 419215360, "source_float32_packaged_shanghai": "2026-10-31T15:24:09.881902+08:00", "conversion_validation": {"rss_shape": [30, 24, 512, 512], "rss_dtype": "uint16", "rss_array_order": "F", "rss_all_values_exact": true, "state_arrays_exact": 42, "rgb_images": 90, "rgb_timestamps_exact": true, "numpy_directory_bytes": 411745320, "source_tar_bytes": 419215360, "conversion_and_verification_seconds": 32.799}}
11
  {"record_id": "data_v6/chicago_region_00009_bs_uav_v6_episode_000", "sample_id": "chicago_region_00009_bs_uav_v6_episode_000", "scene_id": "chicago_region_00009", "source_version": "data_v6", "city": "chicago", "split": "train", "source_split": "train", "physical_episode_group": "a97fd561663b4d09f772cc9cb49b2b76c914929b8fc47e745d7fb6a8f9471d1c", "dynamic_rf_uav_body": true, "recommended_training_use": "dynamic_rf_multimodal_world_model", "qa_protocol": "legacy_version_gates", "confidence_evaluated": true, "control_schedule": "two_switches_v1", "path": "compact_uint16/data/dynamic_rf/data_v6/chicago/chicago_region_00009_bs_uav_v6_episode_000.tar.gz", "sha256": "e01d8bf8c45bb5f336639e5528a346b75e470accf3544e5dd2de2852816aeb60", "bytes": 78788985, "rf_shape": [30, 24, 512, 512], "rf_dataset": null, "rf_dtype": "uint16", "rf_unit": "dBm", "invalid_value": 0, "visual_views": ["bs", "topdown", "elevated"], "rgb_image_count": 90, "packaged_shanghai": "2026-10-31T19:21:56.348233+08:00", "export_seconds": 31.311, "rf_file": "rss_dbm_uint16.npy", "rf_encoding": "uint16_centi_dbm_v1", "rf_compression": {"codec": "gzip", "level": 4, "array_order": "F"}, "decoded_invalid": "NaN", "step_db": 0.01, "integer_offset": 32768, "additional_quantization_error_db": 0.0, "clipped_voxels": 0, "source_float32_path": "data/dynamic_rf/data_v6/chicago/chicago_region_00009_bs_uav_v6_episode_000.tar", "source_float32_sha256": "e077d85fb43cb8f376c721f28642c2bb70308eab26de36ae4b904d2a3fe346f3", "source_float32_bytes": 279060480, "source_float32_packaged_shanghai": "2026-10-31T15:24:24.605601+08:00", "conversion_validation": {"rss_shape": [30, 24, 512, 512], "rss_dtype": "uint16", "rss_array_order": "F", "rss_all_values_exact": true, "state_arrays_exact": 40, "rgb_images": 90, "rgb_timestamps_exact": true, "numpy_directory_bytes": 416529370, "source_tar_bytes": 279060480, "conversion_and_verification_seconds": 21.304}}
12
  {"record_id": "data_v6/chicago_region_00010_bs_uav_v6_episode_000", "sample_id": "chicago_region_00010_bs_uav_v6_episode_000", "scene_id": "chicago_region_00010", "source_version": "data_v6", "city": "chicago", "split": "train", "source_split": "train", "physical_episode_group": "c566147c7db9251be0552c61de90b28735b3580b6622a12b58a2ebefb649687a", "dynamic_rf_uav_body": true, "recommended_training_use": "dynamic_rf_multimodal_world_model", "qa_protocol": "fixed_budget_single_v1", "confidence_evaluated": false, "control_schedule": "two_switches_v1", "path": "compact_uint16/data/dynamic_rf/data_v6/chicago/chicago_region_00010_bs_uav_v6_episode_000.tar.gz", "sha256": "5d82de4babf601105f517aa085589e39abd4ca8e2af9ee3f2fb6089929f3f35f", "bytes": 206730280, "rf_shape": [30, 24, 512, 512], "rf_dataset": null, "rf_dtype": "uint16", "rf_unit": "dBm", "invalid_value": 0, "visual_views": ["bs", "topdown", "elevated"], "rgb_image_count": 90, "packaged_shanghai": "2026-10-31T19:22:47.923364+08:00", "export_seconds": 47.363, "rf_file": "rss_dbm_uint16.npy", "rf_encoding": "uint16_centi_dbm_v1", "rf_compression": {"codec": "gzip", "level": 4, "array_order": "F"}, "decoded_invalid": "NaN", "step_db": 0.01, "integer_offset": 32768, "additional_quantization_error_db": 0.0, "clipped_voxels": 0, "source_float32_path": "data/dynamic_rf/data_v6/chicago/chicago_region_00010_bs_uav_v6_episode_000.tar", "source_float32_sha256": "9b093f35804a96ec5792666c9455a6471edc46007c2a4df357568753fe7fd6e8", "source_float32_bytes": 428984320, "source_float32_packaged_shanghai": "2026-10-31T15:24:35.175990+08:00", "conversion_validation": {"rss_shape": [30, 24, 512, 512], "rss_dtype": "uint16", "rss_array_order": "F", "rss_all_values_exact": true, "state_arrays_exact": 42, "rgb_images": 90, "rgb_timestamps_exact": true, "numpy_directory_bytes": 422408916, "source_tar_bytes": 428984320, "conversion_and_verification_seconds": 27.314}}
@@ -15,6 +17,9 @@
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16
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17
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18
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19
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20
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@@ -23,3 +28,6 @@
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24
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25
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compact_uint16/manifests/train.jsonl CHANGED
@@ -7,6 +7,8 @@
7
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10
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12
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@@ -15,6 +17,9 @@
15
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16
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17
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18
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19
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20
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@@ -23,3 +28,6 @@
23
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24
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25
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7
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9
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10
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12
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13
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14
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17
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