carrot_in_pot_sim_raw / dataset_stats.json
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{
"dataset": "Bigenlight/carrot_in_pot_sim_raw",
"generated_utc": "2026-09-14T17:54:22+00:00",
"generated_by": "make_carrot_raw_stats.py \u2014 h5py + cv2 + ffprobe audit over all 22 take folders (vectors.h5, cam1.mp4, cam2.mp4 \u2014 depth-free mode, every depth section skipped). 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.",
"aggregate": {
"n_takes": 22,
"total_duration_s": 359.13,
"total_cam1_frames": 9173,
"total_cam2_frames": 9173,
"total_bytes": 658839801,
"total_bytes_cam1_mp4": 266368224,
"total_bytes_cam2_mp4": 293049465,
"total_bytes_vectors_h5": 99422112,
"duration_median_s": 15.69,
"duration_min_s": 11.29,
"duration_max_s": 27.82,
"duration_min_take": "take_23_20260915_001937",
"duration_max_take": "take_09_20260915_001242",
"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_20260915_000901": -2,
"take_02_20260915_000933": 1,
"take_04_20260915_001042": -4,
"take_05_20260915_001112": 2,
"take_07_20260915_001145": 1,
"take_08_20260915_001209": 1,
"take_09_20260915_001242": -1,
"take_10_20260915_001322": 2,
"take_11_20260915_001346": -4,
"take_12_20260915_001405": -3,
"take_13_20260915_001438": -4,
"take_14_20260915_001502": 5,
"take_15_20260915_001534": 5,
"take_16_20260915_001558": 3,
"take_17_20260915_001620": -9,
"take_18_20260915_001658": -1,
"take_19_20260915_001725": 4,
"take_20_20260915_001805": -1,
"take_22_20260915_001910": 1,
"take_23_20260915_001937": 4
},
"columns_attr_python_types": [
"str"
],
"identical_group_set_across_takes": true,
"groups": [
"cam1_frames",
"cam2_frames",
"command",
"gello_joint_states",
"gripper",
"sim_control",
"sim_frame_capture",
"sim_leader_filtered",
"sim_mj_state",
"sim_object_poses",
"sim_scene",
"synchronized",
"tcp_pose",
"ur_joint_states",
"wrench"
],
"takes_with_multiple_grip_closures": [
"take_04_20260915_001042",
"take_08_20260915_001209",
"take_09_20260915_001242",
"take_14_20260915_001502",
"take_17_20260915_001620",
"take_20_20260915_001805",
"take_21_20260915_001833"
],
"has_depth": false,
"takes_with_no_grip_closure": []
},
"rates": {
"cam1_frames": {
"mean_rate_hz_median_over_takes": 25.53,
"mean_rate_hz_min": 23.71,
"mean_rate_hz_max": 27.31,
"median_dt_ms": 37.3,
"p05_dt_ms": 25.4,
"p95_dt_ms": 59.9,
"max_dt_ms": 117.4,
"rate_from_median_dt_hz": 26.81
},
"cam2_frames": {
"mean_rate_hz_median_over_takes": 25.47,
"mean_rate_hz_min": 23.42,
"mean_rate_hz_max": 27.27,
"median_dt_ms": 37.3,
"p05_dt_ms": 25.5,
"p95_dt_ms": 59.75,
"max_dt_ms": 112.9,
"rate_from_median_dt_hz": 26.81
},
"command": {
"mean_rate_hz_median_over_takes": 125.5,
"mean_rate_hz_min": 120.3,
"mean_rate_hz_max": 125.86,
"median_dt_ms": 7.8,
"p05_dt_ms": 0.8,
"p95_dt_ms": 13.4,
"max_dt_ms": 79.3,
"rate_from_median_dt_hz": 128.21
},
"ur_joint_states": {
"mean_rate_hz_median_over_takes": 125.5,
"mean_rate_hz_min": 120.3,
"mean_rate_hz_max": 125.86,
"median_dt_ms": 7.8,
"p05_dt_ms": 0.8,
"p95_dt_ms": 13.4,
"max_dt_ms": 79.4,
"rate_from_median_dt_hz": 128.21
},
"tcp_pose": {
"mean_rate_hz_median_over_takes": 125.5,
"mean_rate_hz_min": 120.3,
"mean_rate_hz_max": 125.86,
"median_dt_ms": 7.8,
"p05_dt_ms": 0.8,
"p95_dt_ms": 13.4,
"max_dt_ms": 79.3,
"rate_from_median_dt_hz": 128.21
},
"wrench": {
"mean_rate_hz_median_over_takes": 125.5,
"mean_rate_hz_min": 120.3,
"mean_rate_hz_max": 125.86,
"median_dt_ms": 7.8,
"p05_dt_ms": 0.8,
"p95_dt_ms": 13.4,
"max_dt_ms": 79.3,
"rate_from_median_dt_hz": 128.21
},
"gripper": {
"mean_rate_hz_median_over_takes": 62.79,
"mean_rate_hz_min": 60.19,
"mean_rate_hz_max": 63.02,
"median_dt_ms": 15.9,
"p05_dt_ms": 5.16,
"p95_dt_ms": 24.0,
"max_dt_ms": 96.1,
"rate_from_median_dt_hz": 62.89
},
"gello_joint_states": {
"mean_rate_hz_median_over_takes": 30.18,
"mean_rate_hz_min": 30.13,
"mean_rate_hz_max": 30.29,
"median_dt_ms": 32.9,
"p05_dt_ms": 22.9,
"p95_dt_ms": 41.2,
"max_dt_ms": 104.9,
"rate_from_median_dt_hz": 30.4
}
},
"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": 2.7738,
"mean": 2.9354,
"p05": 2.075,
"p95": 3.9047,
"min": 1.873,
"max": 4.1916,
"take_median_min": 2.0968,
"take_median_max": 3.5407,
"take_median_std": 0.3434,
"corr_gello_vs_ur_mean_over_takes": -0.952,
"corr_gello_vs_cmd_mean_over_takes": -0.968,
"corr_dgello_vs_dcmd_mean_over_takes": -0.599,
"n": 10797
},
"gello_q2_minus_ur_q2_rad": {
"median": 0.0992,
"mean": 0.1181,
"p05": -0.2013,
"p95": 0.4926,
"min": -0.4028,
"max": 0.8921,
"take_median_min": -0.1825,
"take_median_max": 0.356,
"take_median_std": 0.1239,
"corr_gello_vs_ur_mean_over_takes": 0.449,
"corr_gello_vs_cmd_mean_over_takes": 0.494,
"corr_dgello_vs_dcmd_mean_over_takes": 0.244,
"n": 10797
},
"gello_q3_minus_ur_q3_rad": {
"median": -0.2002,
"mean": -0.2034,
"p05": -0.6686,
"p95": 0.1888,
"min": -0.9823,
"max": 0.4684,
"take_median_min": -0.5047,
"take_median_max": 0.0844,
"take_median_std": 0.1475,
"corr_gello_vs_ur_mean_over_takes": 0.32,
"corr_gello_vs_cmd_mean_over_takes": 0.321,
"corr_dgello_vs_dcmd_mean_over_takes": 0.189,
"n": 10797
},
"gello_q4_minus_ur_q4_rad": {
"median": -0.3487,
"mean": -0.3199,
"p05": -0.8675,
"p95": 0.3349,
"min": -1.159,
"max": 0.5568,
"take_median_min": -0.9606,
"take_median_max": 0.2881,
"take_median_std": 0.3135,
"corr_gello_vs_ur_mean_over_takes": 0.657,
"corr_gello_vs_cmd_mean_over_takes": 0.676,
"corr_dgello_vs_dcmd_mean_over_takes": 0.447,
"n": 10797
},
"gello_q5_minus_ur_q5_rad": {
"median": 0.1627,
"mean": 0.15,
"p05": -0.1193,
"p95": 0.4485,
"min": -0.4506,
"max": 0.8012,
"take_median_min": -0.0383,
"take_median_max": 0.2895,
"take_median_std": 0.0826,
"corr_gello_vs_ur_mean_over_takes": 0.413,
"corr_gello_vs_cmd_mean_over_takes": 0.349,
"corr_dgello_vs_dcmd_mean_over_takes": -0.082,
"n": 10797
},
"gello_q6_minus_ur_q6_rad": {
"median": 2.6964,
"mean": 2.814,
"p05": 1.9797,
"p95": 3.8109,
"min": 1.7952,
"max": 4.069,
"take_median_min": 2.0672,
"take_median_max": 3.4324,
"take_median_std": 0.338,
"corr_gello_vs_ur_mean_over_takes": -0.251,
"corr_gello_vs_cmd_mean_over_takes": -0.279,
"corr_dgello_vs_dcmd_mean_over_takes": 0.15,
"n": 10797
}
}
},
"command_tracking": {
"note": "|command cmd_i - ur_joint_states q_i| after nearest-timestamp alignment of the follower onto the command clock. This is the servo following error, pooled over all takes.",
"per_joint": {
"j1": {
"median_of_take_medians_rad": 0.0088,
"mean_rad": 0.017297,
"max_rad": 0.091094
},
"j2": {
"median_of_take_medians_rad": 0.0162,
"mean_rad": 0.019599,
"max_rad": 0.085341
},
"j3": {
"median_of_take_medians_rad": 0.0129,
"mean_rad": 0.017719,
"max_rad": 0.102161
},
"j4": {
"median_of_take_medians_rad": 0.0297,
"mean_rad": 0.035404,
"max_rad": 0.114781
},
"j5": {
"median_of_take_medians_rad": 0.0088,
"mean_rad": 0.013115,
"max_rad": 0.082802
},
"j6": {
"median_of_take_medians_rad": 0.0105,
"mean_rad": 0.016258,
"max_rad": 0.113077
}
}
},
"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 ~60-69 Hz, 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 three different publish rates, 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, gripper, and `command`. 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 ~0.45 s from tcp_pose/t_rel_s and wrench/t_rel_s; 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) - 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 single constant 0.900 s. 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": 0.19,
"median": 0.198,
"max": 0.205,
"n_takes": 22
},
"ur_joint_states_lag_s_mean_objective": {
"min": 0.19,
"median": 0.195,
"max": 0.205,
"n_takes": 22
},
"takes_at_modal_lag": 0,
"modal_lag_s": 0.198,
"residual_rad_at_lag": {
"min": 0.0028,
"median": 0.0037,
"max": 0.0057,
"n_takes": 22
},
"residual_rad_at_lag_mean": {
"min": 0.0034,
"median": 0.0043,
"max": 0.0064,
"n_takes": 22
},
"residual_rad_at_zero": {
"min": 0.0116,
"median": 0.0187,
"max": 0.0283,
"n_takes": 22
},
"residual_rad_at_zero_mean": {
"min": 0.0141,
"median": 0.0202,
"max": 0.026,
"n_takes": 22
},
"xcorr_command_to_ur_joint_states_s": {
"min": 0.0,
"median": 0.0,
"max": 0.0,
"n_takes": 22
},
"xcorr_command_to_tcp_pose_s": {
"min": 0.0,
"median": 0.0,
"max": 0.0,
"n_takes": 22
},
"xcorr_tcp_pose_to_ur_joint_states_s": {
"min": 0.0,
"median": 0.0,
"max": 0.0,
"n_takes": 22
},
"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_20260915_000901",
"ur_joint_states_lag_s": 0.195,
"ur_joint_states_lag_s_mean_objective": 0.19,
"residual_rad_at_lag": 0.0033,
"residual_rad_at_lag_mean": 0.0039,
"n_compared": 1941,
"residual_rad_at_zero": 0.0116,
"residual_rad_at_zero_mean": 0.0141,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.853,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.795,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.951
},
{
"take": "take_02_20260915_000933",
"ur_joint_states_lag_s": 0.205,
"ur_joint_states_lag_s_mean_objective": 0.2,
"residual_rad_at_lag": 0.003,
"residual_rad_at_lag_mean": 0.0038,
"n_compared": 1907,
"residual_rad_at_zero": 0.0164,
"residual_rad_at_zero_mean": 0.0193,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.94,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.872,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.914
},
{
"take": "take_03_20260915_001003",
"ur_joint_states_lag_s": 0.205,
"ur_joint_states_lag_s_mean_objective": 0.2,
"residual_rad_at_lag": 0.0033,
"residual_rad_at_lag_mean": 0.0039,
"n_compared": 1927,
"residual_rad_at_zero": 0.013,
"residual_rad_at_zero_mean": 0.0161,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.873,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.832,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.968
},
{
"take": "take_04_20260915_001042",
"ur_joint_states_lag_s": 0.2,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0038,
"residual_rad_at_lag_mean": 0.0047,
"n_compared": 2096,
"residual_rad_at_zero": 0.0167,
"residual_rad_at_zero_mean": 0.0183,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.847,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.777,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.952
},
{
"take": "take_05_20260915_001112",
"ur_joint_states_lag_s": 0.2,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0036,
"residual_rad_at_lag_mean": 0.0042,
"n_compared": 1430,
"residual_rad_at_zero": 0.0224,
"residual_rad_at_zero_mean": 0.0208,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.867,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.792,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.944
},
{
"take": "take_07_20260915_001145",
"ur_joint_states_lag_s": 0.195,
"ur_joint_states_lag_s_mean_objective": 0.19,
"residual_rad_at_lag": 0.0044,
"residual_rad_at_lag_mean": 0.0049,
"n_compared": 1556,
"residual_rad_at_zero": 0.0185,
"residual_rad_at_zero_mean": 0.0202,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.861,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.763,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.872
},
{
"take": "take_08_20260915_001209",
"ur_joint_states_lag_s": 0.195,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0034,
"residual_rad_at_lag_mean": 0.0041,
"n_compared": 2977,
"residual_rad_at_zero": 0.016,
"residual_rad_at_zero_mean": 0.0167,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.905,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.779,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.882
},
{
"take": "take_09_20260915_001242",
"ur_joint_states_lag_s": 0.19,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0044,
"residual_rad_at_lag_mean": 0.0053,
"n_compared": 3423,
"residual_rad_at_zero": 0.024,
"residual_rad_at_zero_mean": 0.0237,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.904,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.807,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.898
},
{
"take": "take_10_20260915_001322",
"ur_joint_states_lag_s": 0.205,
"ur_joint_states_lag_s_mean_objective": 0.205,
"residual_rad_at_lag": 0.0053,
"residual_rad_at_lag_mean": 0.0056,
"n_compared": 1446,
"residual_rad_at_zero": 0.0262,
"residual_rad_at_zero_mean": 0.026,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.887,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.816,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.913
},
{
"take": "take_11_20260915_001346",
"ur_joint_states_lag_s": 0.195,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0041,
"residual_rad_at_lag_mean": 0.0045,
"n_compared": 1485,
"residual_rad_at_zero": 0.0256,
"residual_rad_at_zero_mean": 0.0232,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.905,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.829,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.95
},
{
"take": "take_12_20260915_001405",
"ur_joint_states_lag_s": 0.205,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0028,
"residual_rad_at_lag_mean": 0.0034,
"n_compared": 2536,
"residual_rad_at_zero": 0.0147,
"residual_rad_at_zero_mean": 0.0153,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.889,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.807,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.928
},
{
"take": "take_13_20260915_001438",
"ur_joint_states_lag_s": 0.2,
"ur_joint_states_lag_s_mean_objective": 0.19,
"residual_rad_at_lag": 0.0057,
"residual_rad_at_lag_mean": 0.0064,
"n_compared": 1602,
"residual_rad_at_zero": 0.0249,
"residual_rad_at_zero_mean": 0.0254,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.844,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.704,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.852
},
{
"take": "take_14_20260915_001502",
"ur_joint_states_lag_s": 0.195,
"ur_joint_states_lag_s_mean_objective": 0.19,
"residual_rad_at_lag": 0.0035,
"residual_rad_at_lag_mean": 0.0041,
"n_compared": 2617,
"residual_rad_at_zero": 0.0159,
"residual_rad_at_zero_mean": 0.0174,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.855,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.761,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.917
},
{
"take": "take_15_20260915_001534",
"ur_joint_states_lag_s": 0.195,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0036,
"residual_rad_at_lag_mean": 0.0042,
"n_compared": 1579,
"residual_rad_at_zero": 0.0189,
"residual_rad_at_zero_mean": 0.0202,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.884,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.832,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.965
},
{
"take": "take_16_20260915_001558",
"ur_joint_states_lag_s": 0.195,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0035,
"residual_rad_at_lag_mean": 0.0043,
"n_compared": 1725,
"residual_rad_at_zero": 0.017,
"residual_rad_at_zero_mean": 0.0185,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.829,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.624,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.831
},
{
"take": "take_17_20260915_001620",
"ur_joint_states_lag_s": 0.195,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0043,
"residual_rad_at_lag_mean": 0.0049,
"n_compared": 2805,
"residual_rad_at_zero": 0.0223,
"residual_rad_at_zero_mean": 0.0218,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.856,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.795,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.935
},
{
"take": "take_18_20260915_001658",
"ur_joint_states_lag_s": 0.2,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0046,
"residual_rad_at_lag_mean": 0.0051,
"n_compared": 1354,
"residual_rad_at_zero": 0.0268,
"residual_rad_at_zero_mean": 0.0249,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.909,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.818,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.922
},
{
"take": "take_19_20260915_001725",
"ur_joint_states_lag_s": 0.2,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0032,
"residual_rad_at_lag_mean": 0.0039,
"n_compared": 2021,
"residual_rad_at_zero": 0.0149,
"residual_rad_at_zero_mean": 0.0173,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.866,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.783,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.904
},
{
"take": "take_20_20260915_001805",
"ur_joint_states_lag_s": 0.195,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0039,
"residual_rad_at_lag_mean": 0.0048,
"n_compared": 2430,
"residual_rad_at_zero": 0.0198,
"residual_rad_at_zero_mean": 0.0221,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.881,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.829,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.954
},
{
"take": "take_21_20260915_001833",
"ur_joint_states_lag_s": 0.19,
"ur_joint_states_lag_s_mean_objective": 0.19,
"residual_rad_at_lag": 0.0036,
"residual_rad_at_lag_mean": 0.004,
"n_compared": 2393,
"residual_rad_at_zero": 0.0155,
"residual_rad_at_zero_mean": 0.0177,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.888,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.786,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.924
},
{
"take": "take_22_20260915_001910",
"ur_joint_states_lag_s": 0.2,
"ur_joint_states_lag_s_mean_objective": 0.195,
"residual_rad_at_lag": 0.0045,
"residual_rad_at_lag_mean": 0.0053,
"n_compared": 1458,
"residual_rad_at_zero": 0.0283,
"residual_rad_at_zero_mean": 0.0245,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.885,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.805,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.951
},
{
"take": "take_23_20260915_001937",
"ur_joint_states_lag_s": 0.2,
"ur_joint_states_lag_s_mean_objective": 0.2,
"residual_rad_at_lag": 0.0037,
"residual_rad_at_lag_mean": 0.0043,
"n_compared": 1386,
"residual_rad_at_zero": 0.0217,
"residual_rad_at_zero_mean": 0.0208,
"xcorr_command_to_ur_joint_states_s": 0.0,
"xcorr_command_to_ur_joint_states_r": 0.901,
"xcorr_command_to_tcp_pose_s": 0.0,
"xcorr_command_to_tcp_pose_r": 0.825,
"xcorr_tcp_pose_to_ur_joint_states_s": 0.0,
"xcorr_tcp_pose_to_ur_joint_states_r": 0.946
}
],
"simulated_takes": [
"take_01_20260915_000901",
"take_02_20260915_000933",
"take_03_20260915_001003",
"take_04_20260915_001042",
"take_05_20260915_001112",
"take_07_20260915_001145",
"take_08_20260915_001209",
"take_09_20260915_001242",
"take_10_20260915_001322",
"take_11_20260915_001346",
"take_12_20260915_001405",
"take_13_20260915_001438",
"take_14_20260915_001502",
"take_15_20260915_001534",
"take_16_20260915_001558",
"take_17_20260915_001620",
"take_18_20260915_001658",
"take_19_20260915_001725",
"take_20_20260915_001805",
"take_21_20260915_001833",
"take_22_20260915_001910",
"take_23_20260915_001937"
],
"applies_to_this_release": false,
"simulation_note": "SIMULATED take family (vectors.h5 carries sim_meta.simulated = true): the `note`/`method` prose above is inherited from the real-robot release and its MECHANISM does not apply here. The sim recorder stamps every robot row with the physics tick that produced it, and `command` / `ur_joint_states` / `tcp_pose` / `wrench` all come from that same tick, so no table is stamped late and NOTHING should be shifted. The non-zero ur_joint_states_lag_s reported above is the simulated arm's mechanical tracking lag behind its commanded joint target - real robot behaviour that is present in the data, not a clock error."
},
"regrasp_takes": [
{
"take": "take_04_20260915_001042",
"closures": [
{
"t_close_s": 4.95,
"t_open_s": 6.55,
"grip_pos_peak": 0.9124
},
{
"t_close_s": 8.85,
"t_open_s": 14.29,
"grip_pos_peak": 0.914
}
]
},
{
"take": "take_08_20260915_001209",
"closures": [
{
"t_close_s": 9.17,
"t_open_s": 11.0,
"grip_pos_peak": 0.9121
},
{
"t_close_s": 14.68,
"t_open_s": 19.81,
"grip_pos_peak": 0.5672
}
]
},
{
"take": "take_09_20260915_001242",
"closures": [
{
"t_close_s": 9.09,
"t_open_s": 13.51,
"grip_pos_peak": 0.9131
},
{
"t_close_s": 21.28,
"t_open_s": 25.28,
"grip_pos_peak": 0.8688
}
]
},
{
"take": "take_14_20260915_001502",
"closures": [
{
"t_close_s": 6.86,
"t_open_s": 8.5,
"grip_pos_peak": 0.9117
},
{
"t_close_s": 12.53,
"t_open_s": 18.45,
"grip_pos_peak": 0.5814
}
]
},
{
"take": "take_17_20260915_001620",
"closures": [
{
"t_close_s": 4.86,
"t_open_s": 8.16,
"grip_pos_peak": 0.9125
},
{
"t_close_s": 14.63,
"t_open_s": 20.01,
"grip_pos_peak": 0.9135
}
]
},
{
"take": "take_20_20260915_001805",
"closures": [
{
"t_close_s": 4.75,
"t_open_s": 5.95,
"grip_pos_peak": 0.8871
},
{
"t_close_s": 10.69,
"t_open_s": 17.52,
"grip_pos_peak": 0.913
}
]
},
{
"take": "take_21_20260915_001833",
"closures": [
{
"t_close_s": 4.4,
"t_open_s": 7.29,
"grip_pos_peak": 0.9114
},
{
"t_close_s": 10.8,
"t_open_s": 17.06,
"grip_pos_peak": 0.9132
}
]
}
],
"value_ranges": {
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"min": 0.0,
"max": 698.0,
"mean": 224.599477,
"std": 148.564859,
"n": 9173
},
"cam2_frames/frame_idx": {
"min": 0.0,
"max": 699.0,
"mean": 224.869072,
"std": 148.961141,
"n": 9173
},
"command/cmd1": {
"min": -4.053777,
"max": -2.853534,
"mean": -3.338519,
"std": 0.308484,
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},
"command/cmd2": {
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"max": -1.059579,
"mean": -1.507025,
"std": 0.176879,
"n": 44660
},
"command/cmd3": {
"min": 1.415654,
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"mean": 1.938544,
"std": 0.190271,
"n": 44660
},
"command/cmd4": {
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"mean": -1.963659,
"std": 0.314194,
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},
"command/cmd5": {
"min": -2.077148,
"max": -1.368083,
"mean": -1.638884,
"std": 0.111125,
"n": 44660
},
"command/cmd6": {
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"max": -2.656087,
"mean": -3.13773,
"std": 0.23754,
"n": 44660
},
"gello_joint_states/q1": {
"min": -1.032369,
"max": 0.277651,
"mean": -0.398371,
"std": 0.334115,
"n": 10797
},
"gello_joint_states/q2": {
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"max": -0.810146,
"mean": -1.386462,
"std": 0.190157,
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},
"gello_joint_states/q3": {
"min": 1.064209,
"max": 2.191654,
"mean": 1.73665,
"std": 0.200796,
"n": 10797
},
"gello_joint_states/q4": {
"min": -3.08598,
"max": -1.639436,
"mean": -2.280494,
"std": 0.314859,
"n": 10797
},
"gello_joint_states/q5": {
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"max": -0.85864,
"mean": -1.489161,
"std": 0.177325,
"n": 10797
},
"gello_joint_states/q6": {
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"mean": -0.320955,
"std": 0.572973,
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},
"gello_joint_states/qd1": {
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"mean": 0.020318,
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},
"gello_joint_states/qd2": {
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"mean": 0.003454,
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},
"gello_joint_states/qd3": {
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},
"gello_joint_states/qd4": {
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"mean": 0.004331,
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},
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},
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},
"gello_joint_states/stamp_s": {
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},
"gripper/gello_grip": {
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},
"gripper/grip_cmd": {
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},
"gripper/grip_pos": {
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"std": 0.403122,
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},
"tcp_pose/qw": {
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},
"tcp_pose/qx": {
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},
"tcp_pose/qy": {
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},
"tcp_pose/qz": {
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},
"tcp_pose/stamp_s": {
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"mean": 1789398865.706254,
"std": 186.590461,
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},
"tcp_pose/x": {
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"mean": 0.444499,
"std": 0.046633,
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},
"tcp_pose/y": {
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"mean": 0.026762,
"std": 0.159222,
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},
"tcp_pose/z": {
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"max": 0.33001,
"mean": 0.147635,
"std": 0.097001,
"n": 44660
},
"ur_joint_states/eff1": {
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"mean": 0.029288,
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},
"ur_joint_states/eff2": {
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"mean": -4.414835,
"std": 4.739427,
"n": 44660
},
"ur_joint_states/eff3": {
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"mean": -4.514871,
"std": 1.53546,
"n": 44660
},
"ur_joint_states/eff4": {
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"std": 0.768163,
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},
"ur_joint_states/eff5": {
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"max": 28.0,
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"std": 1.123485,
"n": 44660
},
"ur_joint_states/eff6": {
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"mean": 0.018452,
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},
"ur_joint_states/q1": {
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},
"ur_joint_states/q2": {
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},
"ur_joint_states/q3": {
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"mean": 1.93953,
"std": 0.1899,
"n": 44660
},
"ur_joint_states/q4": {
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"max": -1.350166,
"mean": -1.960377,
"std": 0.312114,
"n": 44660
},
"ur_joint_states/q5": {
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"mean": -1.639057,
"std": 0.108735,
"n": 44660
},
"ur_joint_states/q6": {
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"mean": -3.134808,
"std": 0.233887,
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},
"ur_joint_states/qd1": {
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"n": 44660
},
"ur_joint_states/qd2": {
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"std": 0.126044,
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},
"ur_joint_states/qd3": {
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"mean": 0.006271,
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"n": 44660
},
"ur_joint_states/qd4": {
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