Download dataset_stats.json from Bigenlight/carrot_in_pot_raw: direct link, hf CLI and curl.
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https://huggingface.co/datasets/Bigenlight/carrot_in_pot_raw/resolve/main/dataset_stats.json
- Command line
-
hf download hf://datasets/Bigenlight/carrot_in_pot_raw/dataset_stats.json
-
curl -L -o dataset_stats.json https://huggingface.co/datasets/Bigenlight/carrot_in_pot_raw/resolve/main/dataset_stats.json
167 kB
| { | |
| "dataset": "Bigenlight/carrot_in_pot_raw", | |
| "generated_utc": "2026-09-14T14:28:17+00:00", | |
| "generated_by": "make_carrot_raw_stats.py \u2014 h5py + cv2 + ffprobe audit over all 54 take folders (vectors.h5, depth.h5, cam1.mp4, cam2.mp4). mean rate = (N-1)/(t_last-t_first) per take, then median across takes; dt percentiles pooled over all takes. Video frame counts from `ffprobe -count_frames`. Value ranges pooled over all takes. Depth quality measured on ONE sampled mid frame per camera per take (decoded with cv2.imdecode(..., IMREAD_UNCHANGED)).", | |
| "aggregate": { | |
| "n_takes": 54, | |
| "total_duration_s": 619.33, | |
| "total_cam1_frames": 18557, | |
| "total_cam2_frames": 18557, | |
| "total_depth_cam1_frames": 18541, | |
| "total_depth_cam2_frames": 18538, | |
| "total_bytes": 3729216578, | |
| "total_bytes_cam1_mp4": 185439561, | |
| "total_bytes_cam2_mp4": 218768745, | |
| "total_bytes_vectors_h5": 38692480, | |
| "total_bytes_depth_h5": 3286315792, | |
| "duration_median_s": 10.86, | |
| "duration_min_s": 8.7, | |
| "duration_max_s": 17.78, | |
| "duration_min_take": "take_09_20260914_165429", | |
| "duration_max_take": "take_49_20260914_171812", | |
| "nan_or_inf_hits": [], | |
| "absolute_path_hits": [], | |
| "stray_files": [], | |
| "video_frame_count_method": "ffprobe -count_frames", | |
| "all_video_frame_counts_match_h5": true, | |
| "video_formats": [ | |
| "mpeg4|1280|720|yuv420p|30/1" | |
| ], | |
| "takes_with_cam1_cam2_diff": { | |
| "take_01_20260914_164811": -1, | |
| "take_02_20260914_164845": -1, | |
| "take_03_20260914_164930": 1, | |
| "take_04_20260914_165011": 1, | |
| "take_05_20260914_165156": -1, | |
| "take_08_20260914_165353": 1, | |
| "take_09_20260914_165429": 1, | |
| "take_11_20260914_165557": 1, | |
| "take_13_20260914_165647": -1, | |
| "take_16_20260914_165825": -1, | |
| "take_17_20260914_165859": -1, | |
| "take_20_20260914_170107": -1, | |
| "take_21_20260914_170135": 1, | |
| "take_23_20260914_170302": 1, | |
| "take_25_20260914_170407": -1, | |
| "take_26_20260914_170447": -1, | |
| "take_27_20260914_170519": 1, | |
| "take_30_20260914_170700": -1, | |
| "take_32_20260914_170803": 1, | |
| "take_36_20260914_171037": 1, | |
| "take_40_20260914_171256": 1, | |
| "take_44_20260914_171505": -1, | |
| "take_54_20260914_172116": 1, | |
| "take_55_20260914_172155": -1 | |
| }, | |
| "takes_with_depth_cam1_colour_diff": { | |
| "take_04_20260914_165011": -1, | |
| "take_05_20260914_165156": 1, | |
| "take_08_20260914_165353": -1, | |
| "take_09_20260914_165429": -1, | |
| "take_10_20260914_165510": -1, | |
| "take_11_20260914_165557": -1, | |
| "take_17_20260914_165859": 1, | |
| "take_20_20260914_170107": 1, | |
| "take_21_20260914_170135": -1, | |
| "take_23_20260914_170302": -1, | |
| "take_26_20260914_170447": -1, | |
| "take_27_20260914_170519": -1, | |
| "take_28_20260914_170557": -1, | |
| "take_32_20260914_170803": -1, | |
| "take_34_20260914_170932": -1, | |
| "take_35_20260914_171001": -1, | |
| "take_36_20260914_171037": -1, | |
| "take_38_20260914_171144": -1, | |
| "take_40_20260914_171256": -1, | |
| "take_43_20260914_171435": -1, | |
| "take_44_20260914_171505": 1, | |
| "take_48_20260914_171732": -1, | |
| "take_52_20260914_171957": -1, | |
| "take_54_20260914_172116": -1 | |
| }, | |
| "takes_with_depth_cam2_colour_diff": { | |
| "take_01_20260914_164811": -1, | |
| "take_02_20260914_164845": -1, | |
| "take_04_20260914_165011": 1, | |
| "take_05_20260914_165156": -1, | |
| "take_07_20260914_165316": -1, | |
| "take_09_20260914_165429": 1, | |
| "take_11_20260914_165557": 1, | |
| "take_14_20260914_165719": -1, | |
| "take_16_20260914_165825": -1, | |
| "take_17_20260914_165859": -1, | |
| "take_18_20260914_165926": -1, | |
| "take_19_20260914_170024": -1, | |
| "take_20_20260914_170107": -1, | |
| "take_21_20260914_170135": 1, | |
| "take_22_20260914_170211": -1, | |
| "take_26_20260914_170447": -1, | |
| "take_28_20260914_170557": -2, | |
| "take_29_20260914_170629": 1, | |
| "take_31_20260914_170732": -1, | |
| "take_33_20260914_170854": -1, | |
| "take_39_20260914_171227": -1, | |
| "take_41_20260914_171328": -1, | |
| "take_43_20260914_171435": -1, | |
| "take_44_20260914_171505": -1, | |
| "take_46_20260914_171603": -1, | |
| "take_48_20260914_171732": -1, | |
| "take_49_20260914_171812": -1, | |
| "take_51_20260914_171924": -1, | |
| "take_54_20260914_172116": 1, | |
| "take_55_20260914_172155": -1 | |
| }, | |
| "columns_attr_python_types": [ | |
| "str" | |
| ], | |
| "identical_group_set_across_takes": true, | |
| "groups": [ | |
| "cam1_frames", | |
| "cam2_frames", | |
| "command", | |
| "gello_joint_states", | |
| "gripper", | |
| "synchronized", | |
| "tcp_pose", | |
| "ur_joint_states", | |
| "wrench" | |
| ], | |
| "takes_with_multiple_grip_closures": [ | |
| "take_15_20260914_165753", | |
| "take_39_20260914_171227", | |
| "take_40_20260914_171256" | |
| ], | |
| "depth_valid_pct_cam1": { | |
| "min": 85.15, | |
| "median": 86.94, | |
| "max": 88.71 | |
| }, | |
| "depth_valid_pct_cam2": { | |
| "min": 50.48, | |
| "median": 62.32, | |
| "max": 67.95 | |
| }, | |
| "depth_median_range_m_cam1": { | |
| "min": 0.526, | |
| "median": 0.54, | |
| "max": 0.549 | |
| }, | |
| "depth_median_range_m_cam2": { | |
| "min": 0.184, | |
| "median": 0.207, | |
| "max": 0.341 | |
| }, | |
| "depth_camera_info_identical_across_takes": { | |
| "cam1": true, | |
| "cam2": true | |
| }, | |
| "depth_camera_info_mismatch_takes": { | |
| "cam1": [], | |
| "cam2": [] | |
| }, | |
| "depth_frames_sampled": 216, | |
| "depth_max_mm_sampled": 9899, | |
| "depth_pixels_over_10000mm_sampled": 0, | |
| "depth_valid_pct_at_grasp_cam1": { | |
| "min": 85.36, | |
| "median": 86.91, | |
| "max": 88.35 | |
| }, | |
| "depth_valid_pct_at_grasp_cam2": { | |
| "min": 37.13, | |
| "median": 61.51, | |
| "max": 67.5 | |
| } | |
| }, | |
| "rates": { | |
| "cam1_frames": { | |
| "mean_rate_hz_median_over_takes": 30.0, | |
| "mean_rate_hz_min": 29.94, | |
| "mean_rate_hz_max": 30.03, | |
| "median_dt_ms": 33.0, | |
| "p05_dt_ms": 30.0, | |
| "p95_dt_ms": 37.5, | |
| "max_dt_ms": 55.1, | |
| "rate_from_median_dt_hz": 30.3 | |
| }, | |
| "cam2_frames": { | |
| "mean_rate_hz_median_over_takes": 30.0, | |
| "mean_rate_hz_min": 29.96, | |
| "mean_rate_hz_max": 30.09, | |
| "median_dt_ms": 33.1, | |
| "p05_dt_ms": 30.0, | |
| "p95_dt_ms": 37.5, | |
| "max_dt_ms": 61.0, | |
| "rate_from_median_dt_hz": 30.21 | |
| }, | |
| "command": { | |
| "mean_rate_hz_median_over_takes": 67.33, | |
| "mean_rate_hz_min": 41.22, | |
| "mean_rate_hz_max": 70.37, | |
| "median_dt_ms": 15.9, | |
| "p05_dt_ms": 4.3, | |
| "p95_dt_ms": 19.1, | |
| "max_dt_ms": 44.1, | |
| "rate_from_median_dt_hz": 62.89 | |
| }, | |
| "ur_joint_states": { | |
| "mean_rate_hz_median_over_takes": 67.34, | |
| "mean_rate_hz_min": 41.15, | |
| "mean_rate_hz_max": 70.38, | |
| "median_dt_ms": 15.9, | |
| "p05_dt_ms": 4.3, | |
| "p95_dt_ms": 19.1, | |
| "max_dt_ms": 43.3, | |
| "rate_from_median_dt_hz": 62.89 | |
| }, | |
| "tcp_pose": { | |
| "mean_rate_hz_median_over_takes": 67.34, | |
| "mean_rate_hz_min": 41.16, | |
| "mean_rate_hz_max": 70.34, | |
| "median_dt_ms": 15.9, | |
| "p05_dt_ms": 4.2, | |
| "p95_dt_ms": 19.1, | |
| "max_dt_ms": 40.2, | |
| "rate_from_median_dt_hz": 62.89 | |
| }, | |
| "wrench": { | |
| "mean_rate_hz_median_over_takes": 67.34, | |
| "mean_rate_hz_min": 41.16, | |
| "mean_rate_hz_max": 70.34, | |
| "median_dt_ms": 15.9, | |
| "p05_dt_ms": 4.2, | |
| "p95_dt_ms": 19.0, | |
| "max_dt_ms": 41.0, | |
| "rate_from_median_dt_hz": 62.89 | |
| }, | |
| "gripper": { | |
| "mean_rate_hz_median_over_takes": 38.83, | |
| "mean_rate_hz_min": 37.58, | |
| "mean_rate_hz_max": 41.14, | |
| "median_dt_ms": 31.4, | |
| "p05_dt_ms": 2.2, | |
| "p95_dt_ms": 38.1, | |
| "max_dt_ms": 69.4, | |
| "rate_from_median_dt_hz": 31.85 | |
| }, | |
| "gello_joint_states": { | |
| "mean_rate_hz_median_over_takes": 30.01, | |
| "mean_rate_hz_min": 29.96, | |
| "mean_rate_hz_max": 30.06, | |
| "median_dt_ms": 33.1, | |
| "p05_dt_ms": 20.7, | |
| "p95_dt_ms": 46.1, | |
| "max_dt_ms": 69.6, | |
| "rate_from_median_dt_hz": 30.21 | |
| }, | |
| "depth_cam1": { | |
| "mean_rate_hz_median_over_takes": 30.0, | |
| "mean_rate_hz_min": 29.92, | |
| "mean_rate_hz_max": 30.07, | |
| "median_dt_ms": 32.97, | |
| "p05_dt_ms": 20.2, | |
| "p95_dt_ms": 47.1, | |
| "max_dt_ms": 68.81, | |
| "rate_from_median_dt_hz": 30.33 | |
| }, | |
| "depth_cam2": { | |
| "mean_rate_hz_median_over_takes": 30.0, | |
| "mean_rate_hz_min": 29.92, | |
| "mean_rate_hz_max": 30.1, | |
| "median_dt_ms": 32.93, | |
| "p05_dt_ms": 19.86, | |
| "p95_dt_ms": 47.65, | |
| "max_dt_ms": 69.24, | |
| "rate_from_median_dt_hz": 30.37 | |
| } | |
| }, | |
| "leader_vs_follower": { | |
| "note": "gello_* is the GELLO LEADER. Measured here: the leader joints in this session are NOT a fixed-offset mirror of the follower (contrast cube_in_cup_raw, where joints 1-5 tracked within +/-0.011 rad). Per-joint difference statistics are given for completeness; the per-take median of the difference itself scatters (see *_take_median_std), so there is no single offset to subtract. WHY: this session was recorded in END-EFFECTOR (EEF) delta teleop mode (ur7e_gello_real.launch.py robot_ip:=<ROBOT_IP> headless_mode:=true control_mode:=eef), not joint mode. The bridge computes the leader end-effector pose by forward kinematics of a virtual leader chain, takes the pose delta, and solves IK on the UR7e to produce the joint targets in `command`. The leader's own joint angles are a different kinematic solution, so joint-1 anti-correlation is expected and joint 6 is not a 2*pi wrap. cube_in_cup_raw / banana_in_pot_raw were joint-mode recordings, hence their ~0 offsets. `command` remains the true absolute joint target in both modes.", | |
| "per_joint": { | |
| "gello_q1_minus_ur_q1_rad": { | |
| "median": 2.7019, | |
| "mean": 2.7855, | |
| "p05": 2.1488, | |
| "p95": 3.5632, | |
| "min": 1.9188, | |
| "max": 4.2352, | |
| "take_median_min": 2.367, | |
| "take_median_max": 3.0142, | |
| "take_median_std": 0.1597, | |
| "corr_gello_vs_ur_mean_over_takes": -0.785, | |
| "corr_gello_vs_cmd_mean_over_takes": -0.956, | |
| "corr_dgello_vs_dcmd_mean_over_takes": -0.599, | |
| "n": 18573 | |
| }, | |
| "gello_q2_minus_ur_q2_rad": { | |
| "median": -0.0147, | |
| "mean": -0.0262, | |
| "p05": -0.5078, | |
| "p95": 0.3989, | |
| "min": -0.7868, | |
| "max": 0.7239, | |
| "take_median_min": -0.5155, | |
| "take_median_max": 0.4012, | |
| "take_median_std": 0.2033, | |
| "corr_gello_vs_ur_mean_over_takes": 0.078, | |
| "corr_gello_vs_cmd_mean_over_takes": 0.261, | |
| "corr_dgello_vs_dcmd_mean_over_takes": 0.22, | |
| "n": 18573 | |
| }, | |
| "gello_q3_minus_ur_q3_rad": { | |
| "median": -0.0242, | |
| "mean": -0.0225, | |
| "p05": -0.5309, | |
| "p95": 0.5004, | |
| "min": -1.2279, | |
| "max": 0.7814, | |
| "take_median_min": -0.4713, | |
| "take_median_max": 0.5307, | |
| "take_median_std": 0.225, | |
| "corr_gello_vs_ur_mean_over_takes": -0.011, | |
| "corr_gello_vs_cmd_mean_over_takes": -0.059, | |
| "corr_dgello_vs_dcmd_mean_over_takes": 0.084, | |
| "n": 18573 | |
| }, | |
| "gello_q4_minus_ur_q4_rad": { | |
| "median": -0.3328, | |
| "mean": -0.3129, | |
| "p05": -0.6954, | |
| "p95": 0.1192, | |
| "min": -1.0827, | |
| "max": 0.7897, | |
| "take_median_min": -0.6042, | |
| "take_median_max": 0.1078, | |
| "take_median_std": 0.1669, | |
| "corr_gello_vs_ur_mean_over_takes": 0.537, | |
| "corr_gello_vs_cmd_mean_over_takes": 0.603, | |
| "corr_dgello_vs_dcmd_mean_over_takes": 0.436, | |
| "n": 18573 | |
| }, | |
| "gello_q5_minus_ur_q5_rad": { | |
| "median": -0.0247, | |
| "mean": -0.0127, | |
| "p05": -0.3031, | |
| "p95": 0.3291, | |
| "min": -0.5478, | |
| "max": 0.5133, | |
| "take_median_min": -0.3536, | |
| "take_median_max": 0.3802, | |
| "take_median_std": 0.1317, | |
| "corr_gello_vs_ur_mean_over_takes": 0.583, | |
| "corr_gello_vs_cmd_mean_over_takes": 0.435, | |
| "corr_dgello_vs_dcmd_mean_over_takes": 0.14, | |
| "n": 18573 | |
| }, | |
| "gello_q6_minus_ur_q6_rad": { | |
| "median": 2.8886, | |
| "mean": 2.9601, | |
| "p05": 2.2481, | |
| "p95": 3.7253, | |
| "min": 1.8463, | |
| "max": 4.3063, | |
| "take_median_min": 2.4143, | |
| "take_median_max": 3.3033, | |
| "take_median_std": 0.2288, | |
| "corr_gello_vs_ur_mean_over_takes": 0.025, | |
| "corr_gello_vs_cmd_mean_over_takes": -0.031, | |
| "corr_dgello_vs_dcmd_mean_over_takes": 0.166, | |
| "n": 18573 | |
| } | |
| } | |
| }, | |
| "command_tracking": { | |
| "note": "|command cmd_i - ur_joint_states q_i| after nearest-timestamp alignment of the follower onto the command clock. Measured on the RAW (uncorrected) timestamps, so it is mostly the ~0.9 s timestamp artefact documented in `timestamp_lag`, NOT servo following error: on the corrected clock the 6-joint mean residual falls to 0.0007-0.0103 rad. Pooled over all takes.", | |
| "per_joint": { | |
| "j1": { | |
| "median_of_take_medians_rad": 0.0227, | |
| "mean_rad": 0.050161, | |
| "max_rad": 0.281796 | |
| }, | |
| "j2": { | |
| "median_of_take_medians_rad": 0.0611, | |
| "mean_rad": 0.065053, | |
| "max_rad": 0.28006 | |
| }, | |
| "j3": { | |
| "median_of_take_medians_rad": 0.0326, | |
| "mean_rad": 0.043223, | |
| "max_rad": 0.341007 | |
| }, | |
| "j4": { | |
| "median_of_take_medians_rad": 0.0796, | |
| "mean_rad": 0.089992, | |
| "max_rad": 0.394489 | |
| }, | |
| "j5": { | |
| "median_of_take_medians_rad": 0.0293, | |
| "mean_rad": 0.043966, | |
| "max_rad": 0.317013 | |
| }, | |
| "j6": { | |
| "median_of_take_medians_rad": 0.031, | |
| "mean_rad": 0.054972, | |
| "max_rad": 0.510357 | |
| } | |
| } | |
| }, | |
| "timestamp_lag": { | |
| "note": "RECORDER ARTEFACT, not robot behaviour: `ur_joint_states`, `tcp_pose` and `wrench` rows are stamped LATE in this release. The GUI recorder writes every row inside its subscription callback and sets t_rel_s to the time that callback RAN; ROS header stamps are not stored. All callbacks share one rclpy spin thread, which a SingleThreadedExecutor services one message per subscription per round. Adding depth recording to this session dropped the round rate to ~67 Hz (41-70 Hz across takes; see `rates`), so every publisher faster than that keeps its KEEP_LAST queue permanently full and each row leaves the queue already `queue_depth / publish_rate` seconds old: /joint_states depth 100 at ~100 Hz -> ~1.0 s, tcp_pose and wrench depth 50 at ~100 Hz -> ~0.5 s. The starvation signature is visible in `rates`: command / ur_joint_states / tcp_pose / wrench, four topics with two different publish rates (250 Hz for command, ~100 Hz for the three controller_manager broadcasters), all converge on the same recorded rate. Streams at or below the round rate never queue and are fresh: cameras (depth header-stamp age measured at 0.022 s), depth, gello_joint_states and gripper. `command` is the one exception to the model rather than an example of it: it publishes at 250 Hz behind a depth-50 queue, so the model predicts ~0.20 s, while the scene-camera cross-correlation puts it at tau ~ 0 and the queue algebra at ~0.08 s. It is treated as fresh on that measurement, to within ~0.08 s. The lag is a PURE DELAY - the waveform is intact - so subtracting the constant below from t_rel_s restores the timebase. NOTHING IS REWRITTEN HERE: the raw files are as recorded. FIX RULE for consumers: subtract ur_joint_states_lag_s from ur_joint_states/t_rel_s and ~0.41 s from tcp_pose/t_rel_s and wrench/t_rel_s (0.900 - 0.495 = 0.405, and speed cross-correlation against command independently gives 0.41); do NOT shift anything else - the gripper and camera tables are already on the camera timebase and shifting them would create a misalignment that is not there. The recorder has since been fixed (header stamps stored, queue depths shrunk, camera/depth writes moved off the spin thread, starvation warning) and depth recording is now opt-in (ENABLE_DEPTH=1, default RGB-only) - this release predates that fix.", | |
| "method": "ur_joint_states_lag_s: joint-space residual. For each candidate lag on a 5 ms grid over 0..1.5 s the ur_joint_states clock is shifted EARLIER by that lag, the six joints are linearly interpolated onto the `command` timestamps, and the lag minimising the median over time of the 6-joint mean |ur_q - cmd| is reported. residual_rad_at_lag / residual_rad_at_zero give that residual with and without the correction; the *_mean variants are the plain mean over all samples and joints, which is larger because it is dominated by the high-velocity transients where the genuine servo following error lives. ur_joint_states_lag_s_mean_objective is the argmin of that plain mean instead of the median: it is the SAME measurement and agrees to within one 5 ms grid step, and it is reported because independent re-measurements of this dataset use it and land on 0.895 s for a minority of takes. Quote the lag as 0.89-0.91 s depending on method and grid. The derived LeRobot release applies the PER-TAKE optimum from the independent re-measurement (carrot_in_pot_lag.json): 0.900 s for 41 takes and 0.895 s for 13, recorded episode by episode in its meta/source_takes.json. That release also DROPS the master frames the shift leaves with no joint sample at or after their corrected lookup time -- the last 26-28 frames (~0.9 s, the post-placement return motion) of every take, 1469 of 18557 -- so it holds 54 episodes / 17088 frames against the 18557 colour frames here. Note the two runs of the mean objective split the ties differently (38 of 54 at 0.900 here, 41 of 54 there); they never differ by more than one 5 ms grid step. xcorr_*: independent check by speed-profile cross-correlation on the same grid (speed, not position, so a constant spatial offset such as the 0.174 m tool offset cannot bias it); a positive value means the second stream is stamped that many seconds later than the first.", | |
| "ur_joint_states_lag_s": { | |
| "min": 0.9, | |
| "median": 0.9, | |
| "max": 0.9, | |
| "n_takes": 54 | |
| }, | |
| "ur_joint_states_lag_s_mean_objective": { | |
| "min": 0.895, | |
| "median": 0.9, | |
| "max": 0.9, | |
| "n_takes": 54 | |
| }, | |
| "takes_at_modal_lag": 54, | |
| "modal_lag_s": 0.9, | |
| "residual_rad_at_lag": { | |
| "min": 0.0004, | |
| "median": 0.0007, | |
| "max": 0.0009, | |
| "n_takes": 54 | |
| }, | |
| "residual_rad_at_lag_mean": { | |
| "min": 0.0016, | |
| "median": 0.0103, | |
| "max": 0.0167, | |
| "n_takes": 54 | |
| }, | |
| "residual_rad_at_zero": { | |
| "min": 0.034, | |
| "median": 0.0515, | |
| "max": 0.0814, | |
| "n_takes": 54 | |
| }, | |
| "residual_rad_at_zero_mean": { | |
| "min": 0.0447, | |
| "median": 0.0581, | |
| "max": 0.0782, | |
| "n_takes": 54 | |
| }, | |
| "xcorr_command_to_ur_joint_states_s": { | |
| "min": 0.58, | |
| "median": 0.905, | |
| "max": 0.94, | |
| "n_takes": 54 | |
| }, | |
| "xcorr_command_to_tcp_pose_s": { | |
| "min": 0.375, | |
| "median": 0.41, | |
| "max": 1.395, | |
| "n_takes": 54 | |
| }, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": { | |
| "min": 0.0, | |
| "median": 0.465, | |
| "max": 0.8, | |
| "n_takes": 54 | |
| }, | |
| "fresh_streams": [ | |
| "cam1_frames", | |
| "cam2_frames", | |
| "depth.h5 cam1", | |
| "depth.h5 cam2", | |
| "gello_joint_states", | |
| "gripper", | |
| "command" | |
| ], | |
| "late_streams": [ | |
| "ur_joint_states", | |
| "tcp_pose", | |
| "wrench" | |
| ], | |
| "wrench_note": "`wrench` shares tcp_pose's QoS depth (50) and publisher, so it carries the same ~0.5 s lag. It is not cross-correlated here because the force signal's derivative is too noisy to time reliably; the sibling velocity-correlation analysis measured tcp_pose -> wrench at 0.000 s over 7 of 8 takes, which is the sharpest confirmation of the queue-depth model (equal depth -> equal lag), and tcp_pose -> ur_joint_states at +0.495 s (unequal depth).", | |
| "per_take": [ | |
| { | |
| "take": "take_01_20260914_164811", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.9, | |
| "residual_rad_at_lag": 0.0006, | |
| "residual_rad_at_lag_mean": 0.0016, | |
| "n_compared": 503, | |
| "residual_rad_at_zero": 0.0581, | |
| "residual_rad_at_zero_mean": 0.0527, | |
| "xcorr_command_to_ur_joint_states_s": 0.915, | |
| "xcorr_command_to_ur_joint_states_r": 0.824, | |
| "xcorr_command_to_tcp_pose_s": 0.42, | |
| "xcorr_command_to_tcp_pose_r": 0.746, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.46, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.75 | |
| }, | |
| { | |
| "take": "take_02_20260914_164845", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.9, | |
| "residual_rad_at_lag": 0.0007, | |
| "residual_rad_at_lag_mean": 0.0086, | |
| "n_compared": 642, | |
| "residual_rad_at_zero": 0.0417, | |
| "residual_rad_at_zero_mean": 0.0511, | |
| "xcorr_command_to_ur_joint_states_s": 0.875, | |
| "xcorr_command_to_ur_joint_states_r": 0.606, | |
| "xcorr_command_to_tcp_pose_s": 0.435, | |
| "xcorr_command_to_tcp_pose_r": 0.708, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.4, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.643 | |
| }, | |
| { | |
| "take": "take_03_20260914_164930", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.9, | |
| "residual_rad_at_lag": 0.0008, | |
| "residual_rad_at_lag_mean": 0.0042, | |
| "n_compared": 650, | |
| "residual_rad_at_zero": 0.0745, | |
| "residual_rad_at_zero_mean": 0.078, | |
| "xcorr_command_to_ur_joint_states_s": 0.94, | |
| "xcorr_command_to_ur_joint_states_r": 0.79, | |
| "xcorr_command_to_tcp_pose_s": 0.42, | |
| "xcorr_command_to_tcp_pose_r": 0.651, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.475, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.604 | |
| }, | |
| { | |
| "take": "take_04_20260914_165011", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.9, | |
| "residual_rad_at_lag": 0.0007, | |
| "residual_rad_at_lag_mean": 0.0078, | |
| "n_compared": 592, | |
| "residual_rad_at_zero": 0.0689, | |
| "residual_rad_at_zero_mean": 0.0674, | |
| "xcorr_command_to_ur_joint_states_s": 0.88, | |
| "xcorr_command_to_ur_joint_states_r": 0.664, | |
| "xcorr_command_to_tcp_pose_s": 0.41, | |
| "xcorr_command_to_tcp_pose_r": 0.497, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.53, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.471 | |
| }, | |
| { | |
| "take": "take_05_20260914_165156", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.895, | |
| "residual_rad_at_lag": 0.0006, | |
| "residual_rad_at_lag_mean": 0.0128, | |
| "n_compared": 659, | |
| "residual_rad_at_zero": 0.0471, | |
| "residual_rad_at_zero_mean": 0.0522, | |
| "xcorr_command_to_ur_joint_states_s": 0.91, | |
| "xcorr_command_to_ur_joint_states_r": 0.692, | |
| "xcorr_command_to_tcp_pose_s": 0.415, | |
| "xcorr_command_to_tcp_pose_r": 0.66, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.435, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.583 | |
| }, | |
| { | |
| "take": "take_06_20260914_165238", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.895, | |
| "residual_rad_at_lag": 0.0009, | |
| "residual_rad_at_lag_mean": 0.0119, | |
| "n_compared": 666, | |
| "residual_rad_at_zero": 0.0649, | |
| "residual_rad_at_zero_mean": 0.067, | |
| "xcorr_command_to_ur_joint_states_s": 0.885, | |
| "xcorr_command_to_ur_joint_states_r": 0.626, | |
| "xcorr_command_to_tcp_pose_s": 0.375, | |
| "xcorr_command_to_tcp_pose_r": 0.654, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.505, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.503 | |
| }, | |
| { | |
| "take": "take_07_20260914_165316", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.9, | |
| "residual_rad_at_lag": 0.0006, | |
| "residual_rad_at_lag_mean": 0.0129, | |
| "n_compared": 519, | |
| "residual_rad_at_zero": 0.0398, | |
| "residual_rad_at_zero_mean": 0.0447, | |
| "xcorr_command_to_ur_joint_states_s": 0.905, | |
| "xcorr_command_to_ur_joint_states_r": 0.526, | |
| "xcorr_command_to_tcp_pose_s": 0.375, | |
| "xcorr_command_to_tcp_pose_r": 0.675, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.2, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.638 | |
| }, | |
| { | |
| "take": "take_08_20260914_165353", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.895, | |
| "residual_rad_at_lag": 0.0008, | |
| "residual_rad_at_lag_mean": 0.0137, | |
| "n_compared": 708, | |
| "residual_rad_at_zero": 0.0814, | |
| "residual_rad_at_zero_mean": 0.0782, | |
| "xcorr_command_to_ur_joint_states_s": 0.9, | |
| "xcorr_command_to_ur_joint_states_r": 0.62, | |
| "xcorr_command_to_tcp_pose_s": 0.43, | |
| "xcorr_command_to_tcp_pose_r": 0.473, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.0, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.493 | |
| }, | |
| { | |
| "take": "take_09_20260914_165429", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.895, | |
| "residual_rad_at_lag": 0.0007, | |
| "residual_rad_at_lag_mean": 0.0167, | |
| "n_compared": 529, | |
| "residual_rad_at_zero": 0.0386, | |
| "residual_rad_at_zero_mean": 0.0525, | |
| "xcorr_command_to_ur_joint_states_s": 0.925, | |
| "xcorr_command_to_ur_joint_states_r": 0.624, | |
| "xcorr_command_to_tcp_pose_s": 0.405, | |
| "xcorr_command_to_tcp_pose_r": 0.584, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.48, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.595 | |
| }, | |
| { | |
| "take": "take_10_20260914_165510", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.895, | |
| "residual_rad_at_lag": 0.0008, | |
| "residual_rad_at_lag_mean": 0.0117, | |
| "n_compared": 623, | |
| "residual_rad_at_zero": 0.0586, | |
| "residual_rad_at_zero_mean": 0.0638, | |
| "xcorr_command_to_ur_joint_states_s": 0.89, | |
| "xcorr_command_to_ur_joint_states_r": 0.476, | |
| "xcorr_command_to_tcp_pose_s": 0.44, | |
| "xcorr_command_to_tcp_pose_r": 0.632, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.0, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.504 | |
| }, | |
| { | |
| "take": "take_11_20260914_165557", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.895, | |
| "residual_rad_at_lag": 0.0007, | |
| "residual_rad_at_lag_mean": 0.014, | |
| "n_compared": 822, | |
| "residual_rad_at_zero": 0.0429, | |
| "residual_rad_at_zero_mean": 0.049, | |
| "xcorr_command_to_ur_joint_states_s": 0.58, | |
| "xcorr_command_to_ur_joint_states_r": 0.584, | |
| "xcorr_command_to_tcp_pose_s": 0.47, | |
| "xcorr_command_to_tcp_pose_r": 0.513, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.48, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.401 | |
| }, | |
| { | |
| "take": "take_13_20260914_165647", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.9, | |
| "residual_rad_at_lag": 0.0007, | |
| "residual_rad_at_lag_mean": 0.0131, | |
| "n_compared": 563, | |
| "residual_rad_at_zero": 0.0382, | |
| "residual_rad_at_zero_mean": 0.0469, | |
| "xcorr_command_to_ur_joint_states_s": 0.92, | |
| "xcorr_command_to_ur_joint_states_r": 0.568, | |
| "xcorr_command_to_tcp_pose_s": 0.4, | |
| "xcorr_command_to_tcp_pose_r": 0.624, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.5, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.566 | |
| }, | |
| { | |
| "take": "take_14_20260914_165719", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.895, | |
| "residual_rad_at_lag": 0.0007, | |
| "residual_rad_at_lag_mean": 0.0109, | |
| "n_compared": 763, | |
| "residual_rad_at_zero": 0.0702, | |
| "residual_rad_at_zero_mean": 0.0644, | |
| "xcorr_command_to_ur_joint_states_s": 0.91, | |
| "xcorr_command_to_ur_joint_states_r": 0.757, | |
| "xcorr_command_to_tcp_pose_s": 0.41, | |
| "xcorr_command_to_tcp_pose_r": 0.592, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.5, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.619 | |
| }, | |
| { | |
| "take": "take_15_20260914_165753", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.9, | |
| "residual_rad_at_lag": 0.0006, | |
| "residual_rad_at_lag_mean": 0.0063, | |
| "n_compared": 901, | |
| "residual_rad_at_zero": 0.0437, | |
| "residual_rad_at_zero_mean": 0.0505, | |
| "xcorr_command_to_ur_joint_states_s": 0.905, | |
| "xcorr_command_to_ur_joint_states_r": 0.662, | |
| "xcorr_command_to_tcp_pose_s": 0.415, | |
| "xcorr_command_to_tcp_pose_r": 0.724, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.5, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.673 | |
| }, | |
| { | |
| "take": "take_16_20260914_165825", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.9, | |
| "residual_rad_at_lag": 0.0007, | |
| "residual_rad_at_lag_mean": 0.0082, | |
| "n_compared": 695, | |
| "residual_rad_at_zero": 0.0441, | |
| "residual_rad_at_zero_mean": 0.0533, | |
| "xcorr_command_to_ur_joint_states_s": 0.9, | |
| "xcorr_command_to_ur_joint_states_r": 0.659, | |
| "xcorr_command_to_tcp_pose_s": 0.41, | |
| "xcorr_command_to_tcp_pose_r": 0.677, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.5, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.716 | |
| }, | |
| { | |
| "take": "take_17_20260914_165859", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.895, | |
| "residual_rad_at_lag": 0.0007, | |
| "residual_rad_at_lag_mean": 0.0131, | |
| "n_compared": 651, | |
| "residual_rad_at_zero": 0.0562, | |
| "residual_rad_at_zero_mean": 0.0585, | |
| "xcorr_command_to_ur_joint_states_s": 0.9, | |
| "xcorr_command_to_ur_joint_states_r": 0.542, | |
| "xcorr_command_to_tcp_pose_s": 0.38, | |
| "xcorr_command_to_tcp_pose_r": 0.588, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.4, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.555 | |
| }, | |
| { | |
| "take": "take_18_20260914_165926", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.895, | |
| "residual_rad_at_lag": 0.0007, | |
| "residual_rad_at_lag_mean": 0.0133, | |
| "n_compared": 743, | |
| "residual_rad_at_zero": 0.0521, | |
| "residual_rad_at_zero_mean": 0.0608, | |
| "xcorr_command_to_ur_joint_states_s": 0.88, | |
| "xcorr_command_to_ur_joint_states_r": 0.715, | |
| "xcorr_command_to_tcp_pose_s": 0.45, | |
| "xcorr_command_to_tcp_pose_r": 0.672, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.465, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.57 | |
| }, | |
| { | |
| "take": "take_19_20260914_170024", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.9, | |
| "residual_rad_at_lag": 0.0008, | |
| "residual_rad_at_lag_mean": 0.0138, | |
| "n_compared": 787, | |
| "residual_rad_at_zero": 0.0514, | |
| "residual_rad_at_zero_mean": 0.059, | |
| "xcorr_command_to_ur_joint_states_s": 0.905, | |
| "xcorr_command_to_ur_joint_states_r": 0.576, | |
| "xcorr_command_to_tcp_pose_s": 0.44, | |
| "xcorr_command_to_tcp_pose_r": 0.515, | |
| "xcorr_tcp_pose_to_ur_joint_states_s": 0.0, | |
| "xcorr_tcp_pose_to_ur_joint_states_r": 0.459 | |
| }, | |
| { | |
| "take": "take_20_20260914_170107", | |
| "ur_joint_states_lag_s": 0.9, | |
| "ur_joint_states_lag_s_mean_objective": 0.895, | |
| "residual_rad_at_lag": 0.0005, | |
| "residual_rad_at_lag_mean": 0.0082, | |
| "n_compared": 643, | |
| "residual_rad_at_zero": 0.0405, | |
| "residual_rad_at_zero_mean": 0.0492, | |
| "xcorr_command_to_ur_joint_states_s": 0.885, | |
| "xcorr_command_to_ur_joint_states_r": 0.684, | |
| "xcorr_command_to_tcp_pose_s": 0.41, | |
| "xcorr_command_to_tcp_pose_r": 0.698, | |
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