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ekf2: cleanup terrain estimator init (shouldn't be valid by default) 

- with Ekf::initialiseFilter() resetting _time_last_hagl_fuse the terrain estimate was technically valid regardless of any range or flow data availability and as a result optical flow fusion is able to start and stay active
 - only consider terrain estimate valid based on control status flags and recent fusion
This commit is contained in:
Daniel Agar 2022-11-14 09:29:46 -05:00 committed by GitHub
parent d7fde289de
commit bd5bc9d207
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GPG Key ID: 4AEE18F83AFDEB23
5 changed files with 608 additions and 613 deletions
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2
src/modules/ekf2/EKF/ekf.cpp
View File

@ -204,8 +204,6 @@ bool Ekf::initialiseFilter()
_time_last_hgt_fuse = _imu_sample_delayed.time_us;
_time_last_hor_pos_fuse = _imu_sample_delayed.time_us;
_time_last_hor_vel_fuse = _imu_sample_delayed.time_us;
_time_last_hagl_fuse = _imu_sample_delayed.time_us;
_time_last_flow_terrain_fuse = _imu_sample_delayed.time_us;
// reset the output predictor state history to match the EKF initial values
alignOutputFilter();

6
src/modules/ekf2/EKF/ekf.h
View File

@ -285,7 +285,7 @@ public:
return !_vertical_velocity_deadreckon_time_exceeded && !_control_status.flags.fake_hgt;
}
bool isTerrainEstimateValid() const { return _hagl_valid; };
bool isTerrainEstimateValid() const;
bool isYawFinalAlignComplete() const
{
@ -451,8 +451,6 @@ private:
void updateHorizontalDeadReckoningstatus();
void updateVerticalDeadReckoningStatus();
void updateTerrainValidity();
struct {
uint8_t velNE_counter; ///< number of horizontal position reset events (allow to wrap if count exceeds 255)
uint8_t velD_counter; ///< number of vertical velocity reset events (allow to wrap if count exceeds 255)
@ -630,7 +628,6 @@ private:
float _terrain_var{1e4f}; ///< variance of terrain position estimate (m**2)
uint8_t _terrain_vpos_reset_counter{0}; ///< number of times _terrain_vpos has been reset
uint64_t _time_last_hagl_fuse{0}; ///< last system time that a range sample was fused by the terrain estimator
bool _hagl_valid{false}; ///< true when the height above ground estimate is valid
terrain_fusion_status_u _hagl_sensor_status{}; ///< Struct indicating type of sensor used to estimate height above ground
// height sensor status
@ -766,7 +763,6 @@ private:
void fuseFlowForTerrain();
void controlHaglFakeFusion();
void resetHaglFake();
// reset the heading and magnetic field states using the declination and magnetometer measurements
// return true if successful

37
src/modules/ekf2/EKF/terrain_estimator.cpp
View File

@ -45,7 +45,14 @@
void Ekf::initHagl()
{
resetHaglFake();
stopHaglFlowFusion();
stopHaglRngFusion();
// assume a ground clearance
_terrain_vpos = _state.pos(2) + _params.rng_gnd_clearance;
// use the ground clearance value as our uncertainty
_terrain_var = sq(_params.rng_gnd_clearance);
}
void Ekf::runTerrainEstimator()
@ -66,8 +73,6 @@ void Ekf::runTerrainEstimator()
if (_terrain_vpos - _state.pos(2) < _params.rng_gnd_clearance) {
_terrain_vpos = _params.rng_gnd_clearance + _state.pos(2);
}
updateTerrainValidity();
}
void Ekf::predictHagl()
@ -306,7 +311,7 @@ void Ekf::stopHaglFlowFusion()
void Ekf::resetHaglFlow()
{
// TODO: use the flow data
_terrain_vpos = fmaxf(0.0f, _state.pos(2));
_terrain_vpos = fmaxf(0.0f, _state.pos(2));
_terrain_var = 100.0f;
_terrain_vpos_reset_counter++;
}
@ -410,27 +415,23 @@ void Ekf::controlHaglFakeFusion()
if (!_control_status.flags.in_air
&& !_hagl_sensor_status.flags.range_finder
&& !_hagl_sensor_status.flags.flow) {
resetHaglFake();
initHagl();
}
}
void Ekf::resetHaglFake()
{
// assume a ground clearance
_terrain_vpos = _state.pos(2) + _params.rng_gnd_clearance;
// use the ground clearance value as our uncertainty
_terrain_var = sq(_params.rng_gnd_clearance);
_time_last_hagl_fuse = _imu_sample_delayed.time_us;
}
void Ekf::updateTerrainValidity()
bool Ekf::isTerrainEstimateValid() const
{
// we have been fusing range finder measurements in the last 5 seconds
const bool recent_range_fusion = isRecent(_time_last_hagl_fuse, (uint64_t)5e6);
if (_hagl_sensor_status.flags.range_finder && isRecent(_time_last_hagl_fuse, (uint64_t)5e6)) {
return true;
}
// we have been fusing optical flow measurements for terrain estimation within the last 5 seconds
// this can only be the case if the main filter does not fuse optical flow
const bool recent_flow_for_terrain_fusion = isRecent(_time_last_flow_terrain_fuse, (uint64_t)5e6);
if (_hagl_sensor_status.flags.flow && isRecent(_time_last_flow_terrain_fuse, (uint64_t)5e6)) {
return true;
}
_hagl_valid = (recent_range_fusion || recent_flow_for_terrain_fusion);
return false;
}

480
src/modules/ekf2/test/change_indication/ekf_gsf_reset.csv
View File

@ -1,224 +1,224 @@
Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7],state[8],state[9],state[10],state[11],state[12],state[13],state[14],state[15],state[16],state[17],state[18],state[19],state[20],state[21],state[22],state[23],variance[0],variance[1],variance[2],variance[3],variance[4],variance[5],variance[6],variance[7],variance[8],variance[9],variance[10],variance[11],variance[12],variance[13],variance[14],variance[15],variance[16],variance[17],variance[18],variance[19],variance[20],variance[21],variance[22],variance[23]
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18190000,0.71,0.00011,-0.013,0.71,0.012,-0.0013,0.0056,0.0015,-0.0017,-3.7e+02,-1.3e-05,-6.1e-05,4.2e-06,-1.7e-05,5.4e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.6e-05,0.00013,0.00013,8.3e-05,0.032,0.032,0.015,0.045,0.045,0.047,5.8e-10,5.8e-10,7.2e-10,3.1e-06,3.1e-06,9.2e-08,0,0,0,0,0,0,0,0
18190000,0.71,0.00011,-0.013,0.71,0.012,-0.0013,0.0057,0.0015,-0.0017,-3.7e+02,-1.3e-05,-6.1e-05,4.2e-06,-1.7e-05,5.4e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.6e-05,0.00013,0.00013,8.3e-05,0.032,0.032,0.015,0.045,0.045,0.047,5.8e-10,5.8e-10,7.2e-10,3.1e-06,3.1e-06,9.2e-08,0,0,0,0,0,0,0,0
18290000,0.71,4.9e-05,-0.012,0.71,0.012,-0.0019,0.0068,0.0027,-0.0018,-3.7e+02,-1.3e-05,-6.1e-05,4.1e-06,-1.7e-05,5.4e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.5e-05,0.00013,0.00013,8.3e-05,0.035,0.035,0.015,0.051,0.051,0.046,5.8e-10,5.8e-10,7e-10,3.1e-06,3.1e-06,8.9e-08,0,0,0,0,0,0,0,0
18390000,0.71,6.5e-05,-0.013,0.71,0.014,-0.0002,0.0079,0.0032,-0.0014,-3.7e+02,-1.3e-05,-6.1e-05,4.4e-06,-1.7e-05,5.5e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.5e-05,0.00013,0.00013,8.3e-05,0.031,0.031,0.014,0.045,0.045,0.046,5.3e-10,5.3e-10,6.9e-10,3.1e-06,3.1e-06,8.4e-08,0,0,0,0,0,0,0,0
18490000,0.71,8e-05,-0.012,0.71,0.014,0.00021,0.0076,0.0047,-0.0014,-3.7e+02,-1.3e-05,-6.1e-05,4.5e-06,-1.7e-05,5.5e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.5e-05,0.00013,0.00013,8.2e-05,0.034,0.034,0.014,0.051,0.051,0.046,5.3e-10,5.3e-10,6.7e-10,3.1e-06,3.1e-06,8.2e-08,0,0,0,0,0,0,0,0
18590000,0.71,8.5e-05,-0.012,0.71,0.013,0.00045,0.0057,0.0035,-0.0012,-3.7e+02,-1.4e-05,-6.1e-05,4.9e-06,-1.7e-05,5.9e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.5e-05,0.00012,0.00012,8.2e-05,0.03,0.03,0.014,0.045,0.045,0.045,4.8e-10,4.8e-10,6.6e-10,3.1e-06,3.1e-06,7.8e-08,0,0,0,0,0,0,0,0
18690000,0.71,5.4e-05,-0.012,0.71,0.014,-0.00024,0.0038,0.0049,-0.0011,-3.7e+02,-1.4e-05,-6.1e-05,4.8e-06,-1.7e-05,5.9e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.4e-05,0.00013,0.00012,8.2e-05,0.034,0.034,0.013,0.051,0.051,0.045,4.8e-10,4.8e-10,6.5e-10,3.1e-06,3.1e-06,7.5e-08,0,0,0,0,0,0,0,0
18790000,0.71,8.4e-05,-0.012,0.71,0.012,6.5e-05,0.0035,0.0038,-0.00091,-3.7e+02,-1.4e-05,-6.1e-05,4.6e-06,-1.7e-05,6.3e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.4e-05,0.00012,0.00012,8.2e-05,0.03,0.03,0.013,0.045,0.045,0.045,4.4e-10,4.4e-10,6.3e-10,3.1e-06,3.1e-06,7.2e-08,0,0,0,0,0,0,0,0
18890000,0.71,0.00011,-0.012,0.71,0.013,0.00056,0.0041,0.005,-0.00085,-3.7e+02,-1.4e-05,-6.1e-05,5e-06,-1.7e-05,6.3e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.4e-05,0.00012,0.00012,8.1e-05,0.033,0.033,0.013,0.051,0.051,0.045,4.4e-10,4.4e-10,6.2e-10,3.1e-06,3.1e-06,7e-08,0,0,0,0,0,0,0,0
18990000,0.71,9.4e-05,-0.012,0.71,0.014,0.0015,0.0028,0.0063,-0.0007,-3.7e+02,-1.4e-05,-6.1e-05,5.2e-06,-1.7e-05,6.2e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.4e-05,0.00012,0.00012,8.1e-05,0.029,0.029,0.012,0.045,0.045,0.044,4e-10,4e-10,6.1e-10,3e-06,3e-06,6.6e-08,0,0,0,0,0,0,0,0
19090000,0.71,7.9e-05,-0.012,0.71,0.015,0.0021,0.0058,0.0078,-0.0005,-3.7e+02,-1.4e-05,-6.1e-05,5.2e-06,-1.7e-05,6.2e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.4e-05,0.00012,0.00012,8.1e-05,0.032,0.032,0.012,0.051,0.051,0.044,4e-10,4e-10,6e-10,3e-06,3e-06,6.5e-08,0,0,0,0,0,0,0,0
19190000,0.71,8.1e-05,-0.012,0.71,0.015,0.0021,0.0058,0.0086,-0.00045,-3.7e+02,-1.4e-05,-6.1e-05,5.3e-06,-1.7e-05,6.1e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.3e-05,0.00012,0.00011,8.1e-05,0.028,0.028,0.012,0.045,0.045,0.044,3.6e-10,3.6e-10,5.9e-10,3e-06,3e-06,6.2e-08,0,0,0,0,0,0,0,0
18390000,0.71,6.5e-05,-0.013,0.71,0.014,-0.0002,0.008,0.0032,-0.0014,-3.7e+02,-1.3e-05,-6.1e-05,4.4e-06,-1.7e-05,5.5e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.5e-05,0.00013,0.00013,8.3e-05,0.031,0.031,0.014,0.045,0.045,0.046,5.3e-10,5.3e-10,6.9e-10,3.1e-06,3.1e-06,8.4e-08,0,0,0,0,0,0,0,0
18490000,0.71,8e-05,-0.012,0.71,0.014,0.00021,0.0077,0.0047,-0.0014,-3.7e+02,-1.3e-05,-6.1e-05,4.5e-06,-1.7e-05,5.5e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.5e-05,0.00013,0.00013,8.2e-05,0.034,0.034,0.014,0.051,0.051,0.046,5.3e-10,5.3e-10,6.7e-10,3.1e-06,3.1e-06,8.2e-08,0,0,0,0,0,0,0,0
18590000,0.71,8.5e-05,-0.012,0.71,0.013,0.00045,0.0058,0.0035,-0.0012,-3.7e+02,-1.4e-05,-6.1e-05,4.9e-06,-1.7e-05,5.9e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.5e-05,0.00012,0.00012,8.2e-05,0.03,0.03,0.014,0.045,0.045,0.045,4.8e-10,4.8e-10,6.6e-10,3.1e-06,3.1e-06,7.8e-08,0,0,0,0,0,0,0,0
18690000,0.71,5.4e-05,-0.012,0.71,0.014,-0.00024,0.0039,0.0049,-0.0011,-3.7e+02,-1.4e-05,-6.1e-05,4.8e-06,-1.7e-05,5.9e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.4e-05,0.00013,0.00012,8.2e-05,0.034,0.034,0.013,0.051,0.051,0.045,4.8e-10,4.8e-10,6.5e-10,3.1e-06,3.1e-06,7.5e-08,0,0,0,0,0,0,0,0
18790000,0.71,8.4e-05,-0.012,0.71,0.012,6.6e-05,0.0036,0.0038,-0.00091,-3.7e+02,-1.4e-05,-6.1e-05,4.6e-06,-1.7e-05,6.2e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.4e-05,0.00012,0.00012,8.2e-05,0.03,0.03,0.013,0.045,0.045,0.045,4.4e-10,4.4e-10,6.3e-10,3.1e-06,3.1e-06,7.2e-08,0,0,0,0,0,0,0,0
18890000,0.71,0.00011,-0.012,0.71,0.013,0.00056,0.0042,0.005,-0.00085,-3.7e+02,-1.4e-05,-6.1e-05,5e-06,-1.7e-05,6.2e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.4e-05,0.00012,0.00012,8.1e-05,0.033,0.033,0.013,0.051,0.051,0.045,4.4e-10,4.4e-10,6.2e-10,3.1e-06,3.1e-06,7e-08,0,0,0,0,0,0,0,0
18990000,0.71,9.5e-05,-0.012,0.71,0.014,0.0015,0.0029,0.0063,-0.0007,-3.7e+02,-1.4e-05,-6.1e-05,5.2e-06,-1.7e-05,6.1e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.4e-05,0.00012,0.00012,8.1e-05,0.029,0.029,0.012,0.045,0.045,0.044,4e-10,4e-10,6.1e-10,3e-06,3e-06,6.6e-08,0,0,0,0,0,0,0,0
19090000,0.71,7.9e-05,-0.012,0.71,0.015,0.0021,0.0059,0.0078,-0.0005,-3.7e+02,-1.4e-05,-6.1e-05,5.2e-06,-1.7e-05,6.2e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.4e-05,0.00012,0.00012,8.1e-05,0.032,0.032,0.012,0.051,0.051,0.044,4e-10,4e-10,6e-10,3e-06,3e-06,6.5e-08,0,0,0,0,0,0,0,0
19190000,0.71,8.2e-05,-0.012,0.71,0.015,0.0021,0.0059,0.0086,-0.00045,-3.7e+02,-1.4e-05,-6.1e-05,5.3e-06,-1.7e-05,6.1e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.3e-05,0.00012,0.00011,8.1e-05,0.028,0.028,0.012,0.045,0.045,0.044,3.6e-10,3.6e-10,5.9e-10,3e-06,3e-06,6.2e-08,0,0,0,0,0,0,0,0
19290000,0.71,0.0001,-0.012,0.71,0.015,0.0013,0.0086,0.01,-0.00027,-3.7e+02,-1.4e-05,-6.1e-05,5.2e-06,-1.7e-05,6.1e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.3e-05,0.00012,0.00012,8e-05,0.031,0.031,0.012,0.05,0.05,0.044,3.6e-10,3.6e-10,5.7e-10,3e-06,3e-06,6e-08,0,0,0,0,0,0,0,0
19390000,0.71,0.00012,-0.012,0.71,0.013,0.00039,0.012,0.008,-0.00028,-3.7e+02,-1.4e-05,-6.1e-05,5.3e-06,-1.8e-05,6.5e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.3e-05,0.00011,0.00011,8e-05,0.028,0.028,0.012,0.045,0.045,0.043,3.3e-10,3.3e-10,5.6e-10,3e-06,3e-06,5.8e-08,0,0,0,0,0,0,0,0
19490000,0.71,0.00014,-0.012,0.71,0.012,-0.00033,0.0088,0.0092,-0.00028,-3.7e+02,-1.4e-05,-6.1e-05,5.6e-06,-1.8e-05,6.5e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.3e-05,0.00011,0.00011,8e-05,0.03,0.03,0.011,0.05,0.05,0.043,3.3e-10,3.3e-10,5.5e-10,3e-06,3e-06,5.6e-08,0,0,0,0,0,0,0,0
19490000,0.71,0.00014,-0.012,0.71,0.012,-0.00032,0.0088,0.0092,-0.00028,-3.7e+02,-1.4e-05,-6.1e-05,5.6e-06,-1.8e-05,6.5e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.3e-05,0.00011,0.00011,8e-05,0.03,0.03,0.011,0.05,0.05,0.043,3.3e-10,3.3e-10,5.5e-10,3e-06,3e-06,5.6e-08,0,0,0,0,0,0,0,0
19590000,0.71,0.00019,-0.012,0.71,0.0097,-0.0013,0.0081,0.0075,-0.0003,-3.7e+02,-1.4e-05,-6.1e-05,5.9e-06,-1.8e-05,6.8e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.2e-05,0.00011,0.00011,8e-05,0.027,0.027,0.011,0.044,0.044,0.042,3e-10,3e-10,5.4e-10,3e-06,3e-06,5.4e-08,0,0,0,0,0,0,0,0
19690000,0.71,0.00019,-0.012,0.71,0.01,-0.0035,0.0096,0.0085,-0.00055,-3.7e+02,-1.4e-05,-6.1e-05,5.7e-06,-1.8e-05,6.8e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.2e-05,0.00011,0.00011,8e-05,0.029,0.029,0.011,0.05,0.05,0.042,3e-10,3e-10,5.3e-10,3e-06,3e-06,5.2e-08,0,0,0,0,0,0,0,0
19790000,0.71,0.00026,-0.012,0.71,0.0078,-0.0044,0.01,0.0068,-0.00044,-3.7e+02,-1.4e-05,-6.1e-05,5.8e-06,-1.8e-05,7.1e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.2e-05,0.00011,0.00011,7.9e-05,0.026,0.026,0.011,0.044,0.044,0.042,2.7e-10,2.7e-10,5.2e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19890000,0.71,0.0002,-0.012,0.71,0.0065,-0.0047,0.011,0.0076,-0.00091,-3.7e+02,-1.4e-05,-6.1e-05,6.2e-06,-1.8e-05,7.1e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.2e-05,0.00011,0.00011,7.9e-05,0.029,0.029,0.011,0.05,0.05,0.042,2.7e-10,2.7e-10,5.1e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19990000,0.71,0.00019,-0.012,0.71,0.0041,-0.0053,0.014,0.0062,-0.00076,-3.7e+02,-1.4e-05,-6.1e-05,6.7e-06,-1.7e-05,7.3e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.1e-05,0.00011,0.00011,7.9e-05,0.026,0.026,0.01,0.044,0.044,0.041,2.5e-10,2.5e-10,5e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
20090000,0.71,0.00018,-0.012,0.71,0.0039,-0.0073,0.014,0.0065,-0.0014,-3.7e+02,-1.4e-05,-6.1e-05,7.1e-06,-1.7e-05,7.3e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.1e-05,0.00011,0.00011,7.9e-05,0.028,0.028,0.01,0.05,0.05,0.042,2.5e-10,2.5e-10,4.9e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
20190000,0.71,0.00029,-0.012,0.71,0.0015,-0.008,0.017,0.0042,-0.0011,-3.7e+02,-1.4e-05,-6e-05,7.3e-06,-1.6e-05,7.6e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.1e-05,0.0001,0.0001,7.9e-05,0.025,0.025,0.01,0.044,0.044,0.041,2.3e-10,2.3e-10,4.8e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
20290000,0.71,0.00025,-0.012,0.71,0.00038,-0.0096,0.015,0.0043,-0.002,-3.7e+02,-1.4e-05,-6e-05,7.4e-06,-1.6e-05,7.6e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.1e-05,0.00011,0.00011,7.8e-05,0.027,0.027,0.0099,0.049,0.049,0.041,2.3e-10,2.3e-10,4.7e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
20390000,0.71,0.00027,-0.012,0.71,-0.0021,-0.01,0.017,0.0024,-0.0015,-3.7e+02,-1.4e-05,-6e-05,7.4e-06,-1.4e-05,7.8e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8.1e-05,0.0001,0.0001,7.8e-05,0.024,0.024,0.0097,0.044,0.044,0.041,2.1e-10,2.1e-10,4.7e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
20490000,0.71,0.00032,-0.012,0.71,-0.0025,-0.011,0.016,0.0022,-0.0026,-3.7e+02,-1.4e-05,-6e-05,7.2e-06,-1.4e-05,7.8e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8e-05,0.0001,0.0001,7.8e-05,0.027,0.027,0.0096,0.049,0.049,0.041,2.1e-10,2.1e-10,4.6e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
20590000,0.71,0.00034,-0.012,0.71,-0.0022,-0.011,0.013,0.0019,-0.0021,-3.7e+02,-1.4e-05,-6e-05,7.1e-06,-1.3e-05,7.8e-05,-0.0013,0.21,0.0021,0.44,0,0,0,0,0,8e-05,0.0001,0.0001,7.8e-05,0.024,0.024,0.0094,0.044,0.044,0.04,2e-10,2e-10,4.5e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
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37390000,-0.68,0.0026,-0.0033,0.74,0.099,0.15,-0.13,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,5.5e-06,-0.0017,0.0012,-0.00094,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.8e-05,1.9e-05,5.9e-05,0.05,0.051,0.0059,0.56,0.56,0.031,2.9e-11,2.9e-11,6.5e-11,2e-06,1.8e-06,5e-08,0,0,0,0,0,0,0,0
37490000,-0.68,0.0026,-0.0033,0.74,0.098,0.15,-0.12,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,5.6e-06,-0.0017,0.0012,-0.00094,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.8e-05,1.9e-05,5.9e-05,0.054,0.055,0.006,0.57,0.57,0.031,2.9e-11,2.9e-11,6.5e-11,2e-06,1.8e-06,5e-08,0,0,0,0,0,0,0,0
37590000,-0.68,0.0027,-0.0032,0.74,0.079,0.13,-0.12,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,5.7e-06,-0.0018,0.0013,-0.00095,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.8e-05,1.9e-05,5.9e-05,0.049,0.05,0.0061,0.57,0.57,0.031,2.9e-11,2.9e-11,6.4e-11,1.9e-06,1.8e-06,5e-08,0,0,0,0,0,0,0,0
37690000,-0.68,0.0027,-0.0032,0.74,0.078,0.14,-0.11,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,5.9e-06,-0.0018,0.0013,-0.00095,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.8e-05,1.9e-05,5.9e-05,0.053,0.054,0.0062,0.58,0.58,0.031,2.9e-11,2.9e-11,6.4e-11,1.9e-06,1.8e-06,5e-08,0,0,0,0,0,0,0,0
37790000,-0.68,0.0028,-0.0032,0.74,0.062,0.12,-0.1,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,6e-06,-0.0019,0.0013,-0.00096,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.8e-05,1.8e-05,5.9e-05,0.048,0.048,0.0063,0.58,0.58,0.03,2.9e-11,2.9e-11,6.4e-11,1.8e-06,1.7e-06,5e-08,0,0,0,0,0,0,0,0
37890000,-0.68,0.0028,-0.0032,0.74,0.059,0.12,-0.093,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,6.2e-06,-0.0019,0.0013,-0.00096,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.8e-05,1.9e-05,5.9e-05,0.052,0.053,0.0064,0.59,0.59,0.03,2.9e-11,2.9e-11,6.3e-11,1.8e-06,1.7e-06,5e-08,0,0,0,0,0,0,0,0
37990000,-0.68,0.0028,-0.0032,0.74,0.045,0.1,-0.083,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,6.4e-06,-0.002,0.0013,-0.00096,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.7e-05,1.8e-05,5.9e-05,0.047,0.047,0.0065,0.59,0.59,0.031,2.9e-11,2.9e-11,6.3e-11,1.7e-06,1.6e-06,5e-08,0,0,0,0,0,0,0,0
38090000,-0.68,0.0028,-0.0031,0.74,0.042,0.11,-0.074,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,6.5e-06,-0.002,0.0014,-0.00097,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.8e-05,1.8e-05,5.9e-05,0.05,0.051,0.0066,0.6,0.6,0.031,2.9e-11,3e-11,6.2e-11,1.7e-06,1.6e-06,5e-08,0,0,0,0,0,0,0,0
38190000,-0.68,0.0028,-0.0031,0.74,0.029,0.089,-0.065,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,6.7e-06,-0.002,0.0014,-0.00097,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.7e-05,1.8e-05,5.9e-05,0.045,0.046,0.0067,0.6,0.6,0.031,2.9e-11,3e-11,6.2e-11,1.6e-06,1.5e-06,5e-08,0,0,0,0,0,0,0,0
38290000,-0.68,0.0028,-0.0031,0.74,0.026,0.09,-0.058,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,6.8e-06,-0.002,0.0014,-0.00097,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.8e-05,1.8e-05,5.9e-05,0.049,0.05,0.0068,0.61,0.61,0.031,2.9e-11,3e-11,6.2e-11,1.6e-06,1.5e-06,5e-08,0,0,0,0,0,0,0,0
38390000,-0.68,0.0028,-0.003,0.74,0.017,0.077,-0.051,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,7e-06,-0.0021,0.0014,-0.00098,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.7e-05,1.8e-05,5.9e-05,0.044,0.045,0.0069,0.61,0.61,0.031,2.9e-11,3e-11,6.1e-11,1.6e-06,1.5e-06,5e-08,0,0,0,0,0,0,0,0
38490000,-0.68,0.0028,-0.003,0.74,0.015,0.079,-0.044,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,7.1e-06,-0.0021,0.0014,-0.00098,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.8e-05,1.8e-05,5.8e-05,0.048,0.048,0.007,0.62,0.62,0.031,3e-11,3e-11,6.1e-11,1.6e-06,1.5e-06,5e-08,0,0,0,0,0,0,0,0
38590000,-0.68,0.0028,-0.0029,0.74,0.0096,0.068,-0.037,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,7.3e-06,-0.0021,0.0014,-0.00099,0.21,0.0021,0.44,0,0,0,0,0,5.5e-05,1.8e-05,1.8e-05,5.8e-05,0.043,0.044,0.0071,0.62,0.62,0.031,3e-11,3e-11,6.1e-11,1.5e-06,1.4e-06,5e-08,0,0,0,0,0,0,0,0
38690000,-0.68,0.0027,-0.0029,0.74,0.0057,0.067,-0.03,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,7.4e-06,-0.0021,0.0014,-0.00099,0.21,0.0021,0.44,0,0,0,0,0,5.4e-05,1.8e-05,1.9e-05,5.8e-05,0.046,0.047,0.0072,0.63,0.63,0.031,3e-11,3e-11,6e-11,1.5e-06,1.4e-06,5e-08,0,0,0,0,0,0,0,0
38790000,-0.68,0.0027,-0.0028,0.74,0.00032,0.055,-0.022,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,7.5e-06,-0.0022,0.0014,-0.00099,0.21,0.0021,0.44,0,0,0,0,0,5.4e-05,1.8e-05,1.9e-05,5.8e-05,0.042,0.042,0.0073,0.63,0.63,0.031,3e-11,3e-11,6e-11,1.4e-06,1.4e-06,5e-08,0,0,0,0,0,0,0,0
38890000,-0.68,0.0025,-0.0029,0.74,-0.0096,0.045,0.48,-17,-8.2,-3.7e+02,-1.7e-05,-5.7e-05,7.7e-06,-0.0022,0.0014,-0.001,0.21,0.0021,0.44,0,0,0,0,0,5.4e-05,1.8e-05,1.9e-05,5.8e-05,0.045,0.045,0.0075,0.64,0.64,0.032,3e-11,3e-11,6e-11,1.4e-06,1.4e-06,5e-08,0,0,0,0,0,0,0,0

1 Timestamp state[0] state[1] state[2] state[3] state[4] state[5] state[6] state[7] state[8] state[9] state[10] state[11] state[12] state[13] state[14] state[15] state[16] state[17] state[18] state[19] state[20] state[21] state[22] state[23] variance[0] variance[1] variance[2] variance[3] variance[4] variance[5] variance[6] variance[7] variance[8] variance[9] variance[10] variance[11] variance[12] variance[13] variance[14] variance[15] variance[16] variance[17] variance[18] variance[19] variance[20] variance[21] variance[22] variance[23]
2 10000 1 -0.011 -0.011 -0.00011 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
3 90000 1 -0.011 -0.01 -0.022 -0.0011 0.00084 -0.011 -5.7e-05 2.6e-05 -0.00039 0 0 0 0 0 0 0.19 9.3e-10 0.4 0 0 0 0 0 1.5e-06 0.0025 0.0025 0.0021 0.26 0.26 0.56 0.25 0.25 4 1e-06 1e-06 1e-06 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
4 190000 1 -0.011 -0.01 -0.022 -0.0012 1.8e-05 -0.025 -0.00014 5.9e-05 -0.0022 -0.002 0 4.7e-15 0 -9.3e-15 0 -2.4e-16 0 -1.5e-12 0 1.6e-12 0 -7.5e-11 0.19 9.3e-10 0.4 0 0 0 0 0 1.1e-06 0.0026 0.0026 0.0012 0.28 0.28 0.56 0.26 0.26 1.3 1e-06 1e-06 9.9e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
5 290000 1 -0.011 -0.011 -0.022 0.00047 0.00042 -0.039 1.7e-05 -4.6e-06 -0.0054 -0.0038 0 9e-13 0 -7.8e-13 0 -1e-14 0 -7.6e-12 0 7.7e-12 0 -9.1e-09 0.19 9.3e-10 0.4 0 0 0 0 0 1e-06 0.0027 0.0027 0.00084 25 25 0.56 1e+02 1e+02 0.4 1e-06 1e-06 9.8e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
6 390000 1 -0.011 -0.011 -0.022 0.0012 0.00016 -0.054 -0.053 0.0001 4.7e-05 -0.01 -0.0064 0 1.3e-12 0 1.3e-12 0 2.5e-13 0 -7.6e-12 0 7.7e-12 0 -7.9e-08 0.19 9.3e-10 0.4 0 0 0 0 0 9.8e-07 0.0028 0.0028 0.00069 25 25 0.56 1e+02 1e+02 0.23 1e-06 1e-06 9.5e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
7 490000 1 -0.011 -0.011 -0.022 0.003 -0.00086 -0.069 -0.068 0.00017 -4.7e-05 -0.016 -0.0099 2.6e-12 1.7e-11 -7.7e-12 3.9e-11 -8.9e-14 1e-12 0 -7.6e-12 0 7.7e-12 -1.8e-13 -3.4e-07 0.19 9.3e-10 0.4 0 0 0 0 0 1e-06 0.0031 0.0031 0.00062 25 25 0.55 0.37 0.37 0.17 1e-06 1e-06 9e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
8 590000 1 -0.011 -0.012 -0.022 0.0044 -0.00055 -0.083 -0.079 0.00055 -0.00012 -0.024 -0.014 2.6e-12 8.6e-11 -7.7e-12 2.5e-10 -8.9e-14 1.4e-12 0 -7.6e-12 0 7.7e-12 -1.8e-13 -8.8e-07 0.19 9.3e-10 0.4 0 0 0 0 0 1.1e-06 0.0033 0.0033 0.0006 25 25 0.54 0.97 0.97 0.15 1e-06 1e-06 8.4e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
9 690000 1 -0.011 -0.012 -0.022 0.004 -0.0013 -0.098 -0.09 0.0003 -0.0001 -0.033 -0.019 -1.7e-09 -1.4e-09 -1e-08 -9.3e-09 1.2e-10 1.1e-10 0 -7.6e-12 0 7.7e-12 -3.1e-10 -2.1e-06 0.19 9.3e-10 0.4 0 0 0 0 0 1.2e-06 0.0036 0.0036 0.00059 7.8 7.8 0.51 0.34 0.34 0.13 1e-06 1e-06 7.7e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
10 790000 1 -0.011 -0.012 -0.022 0.0056 -0.0014 -0.11 -0.1 0.00076 -0.00025 -0.043 -0.024 -1.7e-09 -9.6e-10 -1e-08 -7.9e-09 1.2e-10 1e-10 0 -7.6e-12 0 7.7e-12 -3.1e-10 -3.9e-06 0.19 9.3e-10 0.4 0 0 0 0 0 1.3e-06 0.004 0.004 0.00059 7.9 7.9 0.48 0.67 0.67 0.13 1e-06 1e-06 6.9e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
11 890000 1 -0.011 -0.012 -0.022 0.007 -0.002 -0.13 -0.11 0.00054 0.00053 -0.00018 -0.055 -0.034 -1.2e-08 -1.1e-08 -4.5e-08 -4.3e-08 6.3e-10 6.2e-10 0 -7.6e-12 0 7.7e-12 -1.1e-09 -3.9e-06 0.19 9.3e-10 0.4 0 0 0 0 0 1.4e-06 0.0044 0.0044 0.00059 2.7 2.7 0.49 0.26 0.26 0.17 1e-06 1e-06 6.1e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
12 990000 1 -0.011 -0.013 -0.022 0.011 -0.0039 -0.14 -0.13 0.0014 -0.00046 -0.069 -0.047 -1.2e-08 -1.1e-08 -4.5e-08 -4.3e-08 6.3e-10 6.2e-10 0 -7.6e-12 0 7.7e-12 -1.1e-09 -3.9e-06 0.19 9.3e-10 0.4 0 0 0 0 0 1.6e-06 0.0048 0.0048 0.00058 2.8 2.8 0.49 0.42 0.42 0.21 1e-06 1e-06 5.3e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
13 1090000 1 -0.011 -0.013 -0.022 0.011 -0.0046 -0.16 -0.14 0.0011 -0.0004 -0.084 -0.06 -6e-08 -5.9e-08 -2.1e-07 -2e-07 2.9e-09 2.8e-09 0 -7.6e-12 0 7.7e-12 -4.1e-09 -3.9e-06 0.19 9.3e-10 0.4 0 0 0 0 0 1.8e-06 0.0052 0.0052 0.00058 1.3 1.3 0.5 0.2 0.2 0.27 9.9e-07 9.9e-07 4.6e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
14 1190000 1 -0.011 -0.013 -0.022 0.015 -0.0066 -0.17 -0.16 0.0024 -0.00096 -0.1 -0.076 -6e-08 -5.9e-08 -2.1e-07 -2e-07 2.9e-09 2.8e-09 0 -7.6e-12 0 7.7e-12 -4.1e-09 -3.9e-06 0.19 9.3e-10 0.4 0 0 0 0 0 2e-06 0.0058 0.0058 0.00057 1.5 1.5 0.51 0.3 0.3 0.33 9.9e-07 9.9e-07 4e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
15 1290000 1 -0.011 -0.014 -0.022 0.016 -0.0065 -0.18 -0.17 0.0018 -0.00078 -0.00077 -0.12 -0.092 -2.6e-07 -7.6e-07 1.1e-08 0 -7.6e-12 0 7.7e-12 -1.3e-08 -3.9e-06 0.19 9.3e-10 0.4 0 0 0 0 0 2.1e-06 0.0062 0.0062 0.00056 0.95 0.95 0.52 0.17 0.17 0.41 9.8e-07 9.8e-07 3.4e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
16 1390000 1 -0.012 -0.014 -0.022 0.021 -0.0088 -0.2 -0.19 0.0037 -0.0015 -0.14 -0.11 -2.6e-07 -7.6e-07 1.1e-08 0 -7.6e-12 0 7.7e-12 -1.3e-08 -3.9e-06 0.19 9.3e-10 0.4 0 0 0 0 0 2.4e-06 0.0068 0.0068 0.00055 1.2 1.2 0.53 0.24 0.24 0.49 9.8e-07 9.8e-07 3e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
17 1490000 1 -0.012 -0.014 -0.022 0.021 -0.0083 -0.21 -0.2 0.0029 -0.0012 -0.16 -0.13 -7.8e-07 -2.2e-06 3.1e-08 0 -7.6e-12 0 7.7e-12 -3.4e-08 -4e-06 0.19 9.3e-10 0.4 0 0 0 0 0 2.5e-06 0.0069 0.0069 0.00053 0.92 0.92 0.54 0.15 0.15 0.59 9.4e-07 9.4e-07 2.6e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
18 1590000 1 -0.012 -0.014 -0.022 0.027 -0.0096 -0.23 -0.21 0.0053 -0.002 -0.18 -0.15 -7.8e-07 -2.2e-06 3.1e-08 0 -7.6e-12 0 7.7e-12 -3.4e-08 -4e-06 0.19 9.3e-10 0.4 0 0 0 0 0 2.7e-06 0.0076 0.0076 0.00051 1.2 1.2 0.55 0.21 0.21 0.7 9.4e-07 9.4e-07 2.2e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
19 1690000 1 -0.012 -0.014 -0.022 0.027 -0.01 -0.24 -0.23 0.0039 -0.0015 -0.2 -0.17 -1.8e-06 -5.3e-06 -5.2e-06 6.9e-08 0 -7.6e-12 0 7.7e-12 -7e-08 -4e-06 0.19 9.3e-10 0.4 0 0 0 0 0 2.6e-06 0.0071 0.0071 0.0005 1 1 0.56 0.14 0.14 0.82 8.7e-07 8.7e-07 1.9e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
20 1790000 1 -0.012 -0.014 -0.022 0.034 -0.014 -0.25 -0.24 0.0069 -0.0027 -0.23 -0.2 -1.8e-06 -5.3e-06 -5.2e-06 6.9e-08 0 -7.6e-12 0 7.7e-12 -7e-08 -4e-06 0.19 9.3e-10 0.4 0 0 0 0 0 2.9e-06 0.0078 0.0078 0.00048 1.3 1.3 0.58 0.21 0.21 0.95 8.7e-07 8.7e-07 1.7e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
21 1890000 1 -0.011 -0.014 -0.022 0.031 -0.012 -0.27 -0.25 0.0048 -0.0019 -0.25 -0.22 -3.5e-06 -1e-05 1.3e-07 0 -7.6e-12 0 7.7e-12 -1.2e-07 -4.1e-06 0.19 9.3e-10 0.4 0 0 0 0 0 2.5e-06 0.0066 0.0066 0.00046 1.1 1.1 0.59 0.14 0.14 1.1 7.6e-07 7.6e-07 1.5e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
22 1990000 1 -0.011 -0.014 -0.022 0.037 -0.014 -0.28 -0.27 0.0082 -0.0032 -0.28 -0.25 -3.5e-06 -1e-05 1.3e-07 0 -7.6e-12 0 7.7e-12 -1.2e-07 -4.1e-06 0.19 9.3e-10 0.4 0 0 0 0 0 2.8e-06 0.0072 0.0072 0.00045 1.4 1.4 0.61 0.21 0.21 1.3 7.6e-07 7.6e-07 1.3e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
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696
src/modules/ekf2/test/change_indication/iris_gps.csv
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@ -1,351 +1,351 @@
Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7],state[8],state[9],state[10],state[11],state[12],state[13],state[14],state[15],state[16],state[17],state[18],state[19],state[20],state[21],state[22],state[23],variance[0],variance[1],variance[2],variance[3],variance[4],variance[5],variance[6],variance[7],variance[8],variance[9],variance[10],variance[11],variance[12],variance[13],variance[14],variance[15],variance[16],variance[17],variance[18],variance[19],variance[20],variance[21],variance[22],variance[23]
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19490000,0.98,-0.0071,-0.011,0.19,-0.003,-0.0017,0.038,0.0038,-0.0011,0.09,-1.5e-05,-6e-05,2.5e-06,0.00012,1.3e-05,-0.0014,0.2,0.002,0.43,0,0,0,0,0,2.9e-06,0.00011,0.00011,7.9e-05,0.03,0.03,0.0087,0.05,0.05,0.036,3.3e-10,3.3e-10,5.7e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
19590000,0.98,-0.007,-0.011,0.19,-0.0041,-0.0046,0.039,0.0044,-0.0022,0.09,-1.5e-05,-6e-05,2.4e-06,0.00013,9.6e-06,-0.0014,0.2,0.002,0.43,0,0,0,0,0,2.9e-06,0.00011,0.00011,7.9e-05,0.027,0.027,0.0086,0.044,0.044,0.036,3e-10,3e-10,5.6e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
19690000,0.98,-0.007,-0.011,0.19,-0.0057,-0.0032,0.038,0.0039,-0.0026,0.09,-1.5e-05,-6e-05,2.6e-06,0.00013,7.7e-06,-0.0014,0.2,0.002,0.43,0,0,0,0,0,2.9e-06,0.00011,0.00011,7.8e-05,0.03,0.03,0.0086,0.05,0.05,0.036,3e-10,3e-10,5.5e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
19790000,0.98,-0.0071,-0.011,0.19,-0.0057,-0.0018,0.036,0.0064,-0.0021,0.085,-1.5e-05,-6e-05,2.4e-06,0.00014,4e-06,-0.0014,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.00011,0.0001,7.8e-05,0.026,0.026,0.0086,0.044,0.044,0.036,2.8e-10,2.8e-10,5.4e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
19890000,0.98,-0.0072,-0.011,0.19,-0.0058,-0.0015,0.036,0.0058,-0.0022,0.084,-1.5e-05,-6e-05,2.2e-06,0.00014,2.2e-06,-0.0014,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.00011,0.00011,7.7e-05,0.029,0.029,0.0086,0.05,0.05,0.036,2.8e-10,2.8e-10,5.3e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
19990000,0.98,-0.0072,-0.011,0.19,-0.0054,-0.0015,0.033,0.0061,-0.00071,0.081,-1.5e-05,-5.9e-05,2.3e-06,0.00014,2.9e-07,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.0001,0.0001,7.7e-05,0.026,0.026,0.0085,0.044,0.044,0.036,2.5e-10,2.5e-10,5.2e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20090000,0.98,-0.0072,-0.011,0.19,-0.0049,-0.0037,0.033,0.0056,-0.00098,0.084,-1.5e-05,-5.9e-05,2.2e-06,0.00014,4.2e-07,-0.0014,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.0001,0.0001,7.7e-05,0.028,0.028,0.0086,0.05,0.05,0.036,2.5e-10,2.5e-10,5.1e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20190000,0.98,-0.0072,-0.011,0.19,-0.0039,-0.0012,0.034,0.0066,-0.00071,0.084,-1.5e-05,-5.9e-05,2e-06,0.00015,-8.7e-07,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.0001,0.0001,7.6e-05,0.025,0.025,0.0085,0.044,0.044,0.036,2.3e-10,2.3e-10,5e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20290000,0.98,-0.0072,-0.011,0.19,-0.0071,-0.0022,0.034,0.0061,-0.00082,0.085,-1.5e-05,-5.9e-05,1.9e-06,0.00015,-1.8e-06,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.0001,0.0001,7.6e-05,0.027,0.027,0.0085,0.049,0.049,0.036,2.3e-10,2.3e-10,4.9e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20390000,0.98,-0.0072,-0.011,0.19,-0.0077,-0.0011,0.034,0.0069,-0.00058,0.086,-1.5e-05,-5.9e-05,2.1e-06,0.00015,-3.1e-06,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.0001,9.9e-05,7.5e-05,0.024,0.024,0.0084,0.044,0.044,0.036,2.1e-10,2.1e-10,4.8e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20490000,0.98,-0.0072,-0.011,0.19,-0.012,-0.002,0.033,0.0059,-0.00072,0.084,-1.5e-05,-5.9e-05,2e-06,0.00015,-5e-06,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.7e-06,0.0001,0.0001,7.5e-05,0.027,0.027,0.0085,0.049,0.049,0.036,2.1e-10,2.1e-10,4.7e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20590000,0.98,-0.0071,-0.011,0.19,-0.011,-0.003,0.033,0.007,-0.0006,0.082,-1.5e-05,-5.9e-05,2.3e-06,0.00016,-7.6e-06,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.7e-06,9.9e-05,9.8e-05,7.4e-05,0.024,0.024,0.0084,0.044,0.044,0.036,2e-10,2e-10,4.6e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20690000,0.98,-0.0071,-0.011,0.19,-0.013,-0.0017,0.033,0.0058,-0.00079,0.082,-1.5e-05,-5.9e-05,2.1e-06,0.00016,-8.3e-06,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.7e-06,0.0001,9.8e-05,7.4e-05,0.026,0.026,0.0084,0.049,0.049,0.036,2e-10,2e-10,4.5e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20790000,0.98,-0.0065,-0.011,0.19,-0.016,0.00077,0.018,0.0049,-0.00063,0.081,-1.5e-05,-5.9e-05,2.1e-06,0.00016,-1e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.7e-06,9.8e-05,9.6e-05,7.4e-05,0.023,0.023,0.0084,0.043,0.043,0.036,1.8e-10,1.8e-10,4.5e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20890000,0.98,0.0026,-0.0074,0.19,-0.021,0.013,-0.1,0.003,8.9e-05,0.074,-1.5e-05,-5.9e-05,2.1e-06,0.00016,-1.1e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.7e-06,9.8e-05,9.7e-05,7.3e-05,0.026,0.026,0.0084,0.049,0.049,0.036,1.8e-10,1.8e-10,4.4e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20990000,0.98,0.006,-0.004,0.19,-0.032,0.031,-0.24,0.0023,0.00069,0.059,-1.5e-05,-5.9e-05,2.1e-06,0.00016,-1.3e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,9.6e-05,9.5e-05,7.3e-05,0.023,0.023,0.0083,0.043,0.043,0.036,1.7e-10,1.7e-10,4.3e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
21090000,0.98,0.0044,-0.0043,0.19,-0.045,0.047,-0.36,-0.0016,0.0046,0.029,-1.5e-05,-5.9e-05,2.1e-06,0.00016,-1.3e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,9.7e-05,9.5e-05,7.3e-05,0.026,0.026,0.0084,0.048,0.048,0.036,1.7e-10,1.7e-10,4.2e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
21190000,0.98,0.0015,-0.006,0.19,-0.049,0.051,-0.49,-0.0012,0.0036,-0.0072,-1.4e-05,-5.9e-05,2.1e-06,0.00016,-2e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,9.4e-05,9.3e-05,7.2e-05,0.023,0.023,0.0083,0.043,0.043,0.036,1.6e-10,1.6e-10,4.2e-10,2.8e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
21290000,0.98,-0.00066,-0.0073,0.19,-0.049,0.054,-0.62,-0.006,0.0089,-0.066,-1.4e-05,-5.9e-05,1.9e-06,0.00016,-2.1e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,9.5e-05,9.4e-05,7.2e-05,0.026,0.026,0.0083,0.048,0.048,0.036,1.6e-10,1.6e-10,4.1e-10,2.8e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
21390000,0.98,-0.0021,-0.008,0.19,-0.044,0.05,-0.74,-0.0049,0.011,-0.13,-1.4e-05,-5.9e-05,1.9e-06,0.00017,-2.5e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,9.3e-05,9.1e-05,7.1e-05,0.023,0.023,0.0082,0.043,0.043,0.036,1.4e-10,1.4e-10,4e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
21490000,0.98,-0.0029,-0.0084,0.19,-0.04,0.047,-0.88,-0.0091,0.016,-0.22,-1.4e-05,-5.9e-05,2e-06,0.00017,-2.6e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,9.3e-05,9.2e-05,7.1e-05,0.026,0.026,0.0083,0.048,0.048,0.036,1.4e-10,1.4e-10,3.9e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
21590000,0.98,-0.0034,-0.0084,0.19,-0.031,0.043,-1,-0.0078,0.017,-0.31,-1.4e-05,-5.9e-05,2.1e-06,0.00017,-2.7e-05,-0.0014,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,9.1e-05,9e-05,7.1e-05,0.023,0.023,0.0082,0.043,0.043,0.036,1.3e-10,1.3e-10,3.9e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
21690000,0.98,-0.0038,-0.0083,0.19,-0.029,0.039,-1.1,-0.011,0.021,-0.42,-1.4e-05,-5.9e-05,2.2e-06,0.00017,-2.9e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,9.1e-05,9e-05,7e-05,0.025,0.025,0.0083,0.048,0.048,0.036,1.3e-10,1.3e-10,3.8e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
21790000,0.98,-0.0041,-0.0085,0.19,-0.021,0.033,-1.3,-0.0036,0.018,-0.54,-1.4e-05,-5.8e-05,2.4e-06,0.00018,-3.1e-05,-0.0014,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,8.9e-05,8.8e-05,7e-05,0.023,0.023,0.0082,0.043,0.043,0.036,1.2e-10,1.2e-10,3.7e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
21890000,0.98,-0.0044,-0.0087,0.19,-0.017,0.028,-1.4,-0.0055,0.021,-0.68,-1.4e-05,-5.8e-05,2.3e-06,0.00018,-3.3e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,8.9e-05,8.8e-05,7e-05,0.025,0.025,0.0082,0.048,0.048,0.036,1.2e-10,1.2e-10,3.7e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
21990000,0.98,-0.0051,-0.0089,0.19,-0.014,0.023,-1.4,-0.00017,0.017,-0.82,-1.4e-05,-5.8e-05,2.4e-06,0.00017,-3.1e-05,-0.0014,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,8.7e-05,8.6e-05,6.9e-05,0.022,0.022,0.0082,0.043,0.043,0.036,1.1e-10,1.1e-10,3.6e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
22090000,0.98,-0.0059,-0.0098,0.19,-0.011,0.019,-1.3,-0.0014,0.019,-0.96,-1.4e-05,-5.8e-05,2.6e-06,0.00018,-3.2e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.5e-06,8.7e-05,8.6e-05,6.9e-05,0.024,0.024,0.0082,0.048,0.048,0.036,1.1e-10,1.1e-10,3.6e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
22190000,0.98,-0.0063,-0.01,0.19,-0.0031,0.013,-1.4,0.0062,0.013,-1.1,-1.4e-05,-5.8e-05,2.7e-06,0.00018,-3.2e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.5e-06,8.5e-05,8.4e-05,6.9e-05,0.021,0.021,0.0081,0.043,0.043,0.036,1.1e-10,1.1e-10,3.5e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
22290000,0.98,-0.007,-0.01,0.19,0.002,0.0078,-1.4,0.0062,0.014,-1.2,-1.4e-05,-5.8e-05,2.6e-06,0.00018,-3.3e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.5e-06,8.6e-05,8.4e-05,6.8e-05,0.023,0.023,0.0081,0.048,0.048,0.036,1.1e-10,1.1e-10,3.4e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
22390000,0.98,-0.0074,-0.01,0.19,0.007,-0.0018,-1.4,0.013,0.0042,-1.4,-1.4e-05,-5.8e-05,2.4e-06,0.00018,-3.7e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.5e-06,8.4e-05,8.3e-05,6.8e-05,0.021,0.021,0.0081,0.043,0.043,0.036,1e-10,1e-10,3.4e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
22490000,0.98,-0.0076,-0.011,0.19,0.011,-0.0077,-1.4,0.014,0.0037,-1.5,-1.4e-05,-5.8e-05,2.3e-06,0.00018,-3.8e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.5e-06,8.4e-05,8.3e-05,6.8e-05,0.022,0.022,0.0081,0.047,0.047,0.036,1e-10,1e-10,3.3e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
22590000,0.98,-0.0075,-0.012,0.19,0.02,-0.017,-1.4,0.026,-0.0053,-1.7,-1.4e-05,-5.8e-05,2.4e-06,0.00018,-4e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.5e-06,8.2e-05,8.1e-05,6.7e-05,0.02,0.02,0.0081,0.042,0.042,0.036,9.4e-11,9.4e-11,3.3e-10,2.8e-06,2.8e-06,5e-08,0,0,0,0,0,0,0,0
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17690000,0.98,-0.0075,-0.011,0.19,-9.3e-05,-0.016,0.029,0.0025,-0.0073,0.077,-1.3e-05,-6.1e-05,3.7e-06,7.3e-05,2.4e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3.2e-06,0.00014,0.00014,8.7e-05,0.039,0.039,0.0086,0.052,0.052,0.034,8.2e-10,8.2e-10,7.9e-10,3.1e-06,3.1e-06,5e-08,0,0,0,0,0,0,0,0
17790000,0.98,-0.0074,-0.011,0.19,0.0026,-0.014,0.029,0.0035,-0.0061,0.082,-1.4e-05,-6e-05,3.8e-06,7.6e-05,3e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3.2e-06,0.00014,0.00013,8.7e-05,0.034,0.034,0.0086,0.046,0.046,0.034,7.4e-10,7.4e-10,7.8e-10,3.1e-06,3.1e-06,5e-08,0,0,0,0,0,0,0,0
17890000,0.98,-0.0073,-0.011,0.19,0.0047,-0.016,0.029,0.0039,-0.0076,0.086,-1.4e-05,-6e-05,3.8e-06,7.5e-05,3.1e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3.2e-06,0.00014,0.00014,8.6e-05,0.038,0.038,0.0086,0.052,0.052,0.035,7.4e-10,7.4e-10,7.6e-10,3.1e-06,3.1e-06,5e-08,0,0,0,0,0,0,0,0
17990000,0.98,-0.0071,-0.011,0.19,0.0041,-0.009,0.029,0.0031,-0.0018,0.087,-1.4e-05,-6e-05,3.8e-06,7.9e-05,4.1e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3.1e-06,0.00013,0.00013,8.5e-05,0.033,0.033,0.0086,0.046,0.046,0.034,6.7e-10,6.7e-10,7.5e-10,3.1e-06,3.1e-06,5e-08,0,0,0,0,0,0,0,0
18090000,0.98,-0.0072,-0.011,0.19,0.0036,-0.0095,0.028,0.0035,-0.0028,0.085,-1.4e-05,-6e-05,3.7e-06,8.2e-05,3.9e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3.1e-06,0.00013,0.00013,8.5e-05,0.037,0.037,0.0087,0.052,0.052,0.035,6.7e-10,6.7e-10,7.3e-10,3.1e-06,3.1e-06,5e-08,0,0,0,0,0,0,0,0
18190000,0.98,-0.0072,-0.011,0.19,0.0036,-0.0085,0.028,0.0041,-0.002,0.083,-1.4e-05,-6e-05,4.1e-06,8.7e-05,3.8e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3.1e-06,0.00013,0.00013,8.5e-05,0.032,0.032,0.0086,0.045,0.045,0.035,6e-10,6.1e-10,7.2e-10,3e-06,3.1e-06,5e-08,0,0,0,0,0,0,0,0
18290000,0.98,-0.0073,-0.011,0.19,0.0045,-0.009,0.027,0.0045,-0.0029,0.081,-1.4e-05,-6e-05,4.1e-06,9e-05,3.6e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3.1e-06,0.00013,0.00013,8.4e-05,0.036,0.036,0.0087,0.052,0.052,0.035,6e-10,6.1e-10,7e-10,3e-06,3.1e-06,5e-08,0,0,0,0,0,0,0,0
18390000,0.98,-0.0072,-0.011,0.19,0.0054,-0.0077,0.027,0.0061,-0.0022,0.08,-1.4e-05,-6e-05,4e-06,9.6e-05,3.5e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3.1e-06,0.00012,0.00012,8.4e-05,0.032,0.032,0.0086,0.045,0.045,0.035,5.5e-10,5.5e-10,6.9e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
18490000,0.98,-0.0072,-0.011,0.19,0.0082,-0.0077,0.026,0.0069,-0.003,0.082,-1.4e-05,-6e-05,4.1e-06,9.6e-05,3.4e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3.1e-06,0.00013,0.00013,8.3e-05,0.035,0.035,0.0087,0.051,0.051,0.035,5.5e-10,5.5e-10,6.7e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
18590000,0.98,-0.007,-0.011,0.19,0.0066,-0.007,0.026,0.0056,-0.0023,0.085,-1.5e-05,-6e-05,3.8e-06,9.5e-05,3.7e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3e-06,0.00012,0.00012,8.3e-05,0.031,0.031,0.0087,0.045,0.045,0.035,4.9e-10,4.9e-10,6.6e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
18690000,0.98,-0.007,-0.011,0.19,0.0066,-0.006,0.024,0.0062,-0.0029,0.083,-1.5e-05,-6e-05,4e-06,9.7e-05,3.5e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3e-06,0.00012,0.00012,8.2e-05,0.034,0.034,0.0087,0.051,0.051,0.035,4.9e-10,4.9e-10,6.5e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
18790000,0.98,-0.007,-0.011,0.19,0.0056,-0.0057,0.023,0.0062,-0.0023,0.081,-1.5e-05,-6e-05,4e-06,0.0001,3.4e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3e-06,0.00012,0.00012,8.2e-05,0.03,0.03,0.0087,0.045,0.045,0.035,4.5e-10,4.5e-10,6.3e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
18890000,0.98,-0.007,-0.011,0.19,0.0043,-0.0053,0.021,0.0067,-0.003,0.077,-1.5e-05,-6e-05,3.8e-06,0.0001,3.1e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3e-06,0.00012,0.00012,8.1e-05,0.033,0.033,0.0087,0.051,0.051,0.035,4.5e-10,4.5e-10,6.2e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
18990000,0.98,-0.0069,-0.011,0.19,0.0026,-0.0054,0.022,0.0055,-0.0024,0.08,-1.5e-05,-6e-05,3.7e-06,0.0001,3.3e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3e-06,0.00012,0.00011,8.1e-05,0.029,0.029,0.0086,0.045,0.045,0.035,4.1e-10,4.1e-10,6.1e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19090000,0.98,-0.007,-0.011,0.19,0.00063,-0.0059,0.023,0.0057,-0.0029,0.076,-1.5e-05,-6e-05,3.9e-06,0.00011,3e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,3e-06,0.00012,0.00012,8.1e-05,0.032,0.032,0.0087,0.051,0.051,0.036,4.1e-10,4.1e-10,6e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19190000,0.98,-0.0069,-0.011,0.19,-0.00087,-0.0056,0.022,0.0048,-0.0024,0.075,-1.5e-05,-6e-05,3.5e-06,0.00011,3e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.9e-06,0.00011,0.00011,8e-05,0.029,0.029,0.0086,0.045,0.045,0.036,3.7e-10,3.7e-10,5.9e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19290000,0.98,-0.0069,-0.011,0.19,-0.0017,-0.0054,0.023,0.0047,-0.0029,0.075,-1.5e-05,-6e-05,3.4e-06,0.00011,2.9e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.9e-06,0.00011,0.00011,8e-05,0.031,0.031,0.0087,0.051,0.051,0.036,3.7e-10,3.7e-10,5.7e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19390000,0.98,-0.007,-0.011,0.19,-0.0022,-0.0019,0.024,0.004,-0.001,0.073,-1.5e-05,-6e-05,3.3e-06,0.00011,3e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.9e-06,0.00011,0.00011,7.9e-05,0.028,0.028,0.0086,0.045,0.045,0.036,3.4e-10,3.4e-10,5.6e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19490000,0.98,-0.007,-0.011,0.19,-0.003,-0.0019,0.023,0.0038,-0.0012,0.073,-1.5e-05,-6e-05,3e-06,0.00011,2.9e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.9e-06,0.00011,0.00011,7.9e-05,0.031,0.031,0.0087,0.05,0.05,0.036,3.4e-10,3.4e-10,5.5e-10,3e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19590000,0.98,-0.007,-0.011,0.19,-0.0041,-0.0048,0.025,0.0043,-0.0022,0.073,-1.5e-05,-6e-05,2.9e-06,0.00012,2.6e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.9e-06,0.00011,0.00011,7.8e-05,0.027,0.027,0.0086,0.044,0.044,0.036,3.1e-10,3.1e-10,5.4e-10,2.9e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19690000,0.98,-0.007,-0.011,0.19,-0.0058,-0.0034,0.023,0.0039,-0.0026,0.073,-1.5e-05,-6e-05,3e-06,0.00012,2.5e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.9e-06,0.00011,0.00011,7.8e-05,0.03,0.03,0.0086,0.05,0.05,0.036,3.1e-10,3.1e-10,5.3e-10,2.9e-06,3e-06,5e-08,0,0,0,0,0,0,0,0
19790000,0.98,-0.0071,-0.011,0.19,-0.0058,-0.0019,0.022,0.0063,-0.0022,0.068,-1.5e-05,-6e-05,2.8e-06,0.00012,2.2e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.9e-06,0.00011,0.00011,7.7e-05,0.026,0.026,0.0086,0.044,0.044,0.036,2.8e-10,2.8e-10,5.2e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
19890000,0.98,-0.0071,-0.011,0.19,-0.0058,-0.0017,0.022,0.0057,-0.0023,0.067,-1.5e-05,-6e-05,2.7e-06,0.00013,2.1e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.00011,0.00011,7.7e-05,0.029,0.029,0.0086,0.05,0.05,0.036,2.8e-10,2.8e-10,5.1e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
19990000,0.98,-0.0071,-0.011,0.19,-0.0055,-0.0016,0.019,0.0061,-0.00076,0.064,-1.5e-05,-5.9e-05,2.7e-06,0.00013,1.9e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.0001,0.0001,7.6e-05,0.026,0.026,0.0085,0.044,0.044,0.036,2.6e-10,2.6e-10,5e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20090000,0.98,-0.0071,-0.011,0.19,-0.005,-0.0038,0.019,0.0055,-0.001,0.067,-1.5e-05,-5.9e-05,2.7e-06,0.00013,2e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.00011,0.0001,7.6e-05,0.028,0.028,0.0086,0.05,0.05,0.036,2.6e-10,2.6e-10,4.9e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20190000,0.98,-0.0071,-0.011,0.19,-0.004,-0.0013,0.02,0.0065,-0.00076,0.067,-1.5e-05,-5.9e-05,2.4e-06,0.00013,1.9e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.0001,0.0001,7.6e-05,0.025,0.025,0.0085,0.044,0.044,0.036,2.3e-10,2.3e-10,4.8e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20290000,0.98,-0.0071,-0.011,0.19,-0.0072,-0.0024,0.02,0.006,-0.00088,0.067,-1.5e-05,-5.9e-05,2.3e-06,0.00013,1.9e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.0001,0.0001,7.5e-05,0.027,0.027,0.0085,0.049,0.049,0.036,2.3e-10,2.3e-10,4.7e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20390000,0.98,-0.0071,-0.011,0.19,-0.0078,-0.0012,0.02,0.0069,-0.00063,0.068,-1.5e-05,-5.9e-05,2.4e-06,0.00013,1.8e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.8e-06,0.0001,0.0001,7.5e-05,0.025,0.025,0.0084,0.044,0.044,0.036,2.2e-10,2.2e-10,4.7e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20490000,0.98,-0.0071,-0.011,0.19,-0.012,-0.0021,0.02,0.0059,-0.00077,0.066,-1.5e-05,-5.9e-05,2.4e-06,0.00014,1.7e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.7e-06,0.0001,0.0001,7.5e-05,0.027,0.027,0.0085,0.049,0.049,0.036,2.2e-10,2.2e-10,4.6e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20590000,0.98,-0.007,-0.011,0.19,-0.011,-0.0031,0.02,0.0069,-0.00065,0.065,-1.5e-05,-5.9e-05,2.6e-06,0.00014,1.5e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.7e-06,0.0001,9.8e-05,7.4e-05,0.024,0.024,0.0084,0.044,0.044,0.036,2e-10,2e-10,4.5e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20690000,0.98,-0.007,-0.011,0.19,-0.013,-0.0019,0.021,0.0057,-0.00085,0.065,-1.5e-05,-5.9e-05,2.4e-06,0.00014,1.4e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.7e-06,0.0001,9.9e-05,7.4e-05,0.026,0.026,0.0084,0.049,0.049,0.036,2e-10,2e-10,4.4e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20790000,0.98,-0.0064,-0.011,0.19,-0.016,0.00067,0.0055,0.0048,-0.00067,0.064,-1.5e-05,-5.9e-05,2.5e-06,0.00014,1.3e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.7e-06,9.8e-05,9.7e-05,7.3e-05,0.023,0.023,0.0084,0.043,0.043,0.036,1.8e-10,1.8e-10,4.3e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20890000,0.98,0.0027,-0.0073,0.19,-0.022,0.013,-0.11,0.0029,4.2e-05,0.057,-1.5e-05,-5.9e-05,2.5e-06,0.00014,1.2e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.7e-06,9.9e-05,9.8e-05,7.3e-05,0.026,0.026,0.0084,0.049,0.049,0.036,1.8e-10,1.8e-10,4.3e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
20990000,0.98,0.0061,-0.0038,0.19,-0.032,0.031,-0.25,0.0022,0.00066,0.043,-1.5e-05,-5.9e-05,2.4e-06,0.00014,1.2e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,9.7e-05,9.5e-05,7.3e-05,0.023,0.023,0.0083,0.043,0.043,0.036,1.7e-10,1.7e-10,4.2e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
21090000,0.98,0.0045,-0.0042,0.19,-0.046,0.047,-0.37,-0.0017,0.0046,0.012,-1.5e-05,-5.9e-05,2.4e-06,0.00014,1.2e-05,-0.0013,0.2,0.002,0.43,0,0,0,0,0,2.6e-06,9.7e-05,9.6e-05,7.2e-05,0.026,0.026,0.0084,0.049,0.049,0.036,1.7e-10,1.7e-10,4.1e-10,2.9e-06,2.9e-06,5e-08,0,0,0,0,0,0,0,0
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1 Timestamp state[0] state[1] state[2] state[3] state[4] state[5] state[6] state[7] state[8] state[9] state[10] state[11] state[12] state[13] state[14] state[15] state[16] state[17] state[18] state[19] state[20] state[21] state[22] state[23] variance[0] variance[1] variance[2] variance[3] variance[4] variance[5] variance[6] variance[7] variance[8] variance[9] variance[10] variance[11] variance[12] variance[13] variance[14] variance[15] variance[16] variance[17] variance[18] variance[19] variance[20] variance[21] variance[22] variance[23]
2 10000 1 -0.0099 -0.011 -0.0001 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
3 90000 0.98 -0.0093 -0.012 0.18 -0.00049 -0.0031 -0.01 -4.6e-05 -0.00013 -0.00035 0 0 0 0 0 0 0.2 -6.1e-09 0.43 0 0 0 0 0 6.5e-05 0.0025 0.0025 0.002 0.26 0.26 0.56 0.25 0.25 4 1e-06 1e-06 1e-06 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
4 190000 0.98 -0.0093 -0.012 0.18 -0.0022 -0.0031 -0.024 -0.023 -0.00015 -0.00042 -0.0021 0.032 0 8.4e-13 0 -3.1e-12 0 -6.3e-14 0 -1.9e-10 0 2.1e-10 0 -9.5e-09 0.2 -6.1e-09 0.43 0 0 0 0 0 3.7e-05 0.0025 0.0025 0.0011 0.28 0.28 0.56 0.26 0.26 1.3 1e-06 1e-06 9.9e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
5 290000 0.98 -0.0094 -0.013 0.18 -0.00044 -0.0021 -0.039 -5.2e-05 -0.00011 -0.021 0.035 5.9e-12 1.7e-11 1.8e-11 -4.4e-11 1.9e-13 -1e-12 0 -8.5e-10 0 9.3e-10 5.2e-08 -8.4e-08 0.2 -6.1e-09 0.43 0 0 0 0 0 2.7e-05 0.0027 0.0027 0.00081 25 25 0.56 1e+02 1e+02 0.4 1e-06 1e-06 9.8e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
6 390000 0.98 -0.0094 -0.013 0.18 0.00035 -0.003 -0.057 -0.055 -0.0001 -0.00032 -0.033 0.042 -5.5e-11 -2.2e-11 1.8e-10 -1.8e-11 3.4e-12 -7.2e-13 0 -8.5e-10 0 9.3e-10 4.3e-07 6.4e-08 0.2 -6.1e-09 0.43 0 0 0 0 0 2.2e-05 0.0028 0.0028 0.00067 25 25 0.56 1e+02 1e+02 0.23 1e-06 1e-06 9.5e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
7 490000 0.98 -0.0094 -0.013 0.18 0.00082 -0.006 -0.078 -0.07 3.7e-05 -0.00035 -0.049 0.043 -4.4e-10 -2.7e-10 4.9e-10 -7.2e-11 1.2e-11 5.2e-13 0 -8.5e-10 0 9.3e-10 1.4e-06 6.9e-08 0.2 -6.1e-09 0.43 0 0 0 0 0 2e-05 0.003 0.003 0.00061 25 25 0.55 0.37 0.37 0.17 1e-06 1e-06 9e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
8 590000 0.98 -0.0095 -0.014 0.18 0.00014 -0.0087 -0.098 -0.091 9.4e-05 -0.0011 -0.062 0.03 -1.3e-09 8.4e-10 3.5e-10 2.4e-11 1.5e-11 0 -8.5e-10 0 9.3e-10 2.4e-06 1.2e-06 0.2 -6.1e-09 0.43 0 0 0 0 0 1.9e-05 0.0033 0.0033 0.00058 25 25 0.54 0.97 0.97 0.15 1e-06 1e-06 8.4e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
9 690000 0.98 -0.0095 -0.014 0.18 0.0017 -0.0065 -0.11 -0.091 0.0001 -0.00058 -0.073 0.034 -2.1e-08 -1.6e-08 6.3e-09 4.2e-09 3.1e-10 2.3e-10 0 -8.5e-10 0 9.3e-10 2.4e-06 -3e-06 0.2 -6.1e-09 0.43 0 0 0 0 0 1.9e-05 0.0036 0.0036 0.00057 7.8 7.8 0.51 0.34 0.34 0.13 1e-06 1e-06 7.7e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
10 790000 0.98 -0.0095 -0.014 0.18 0.0039 -0.007 -0.12 -0.098 0.00031 -0.0012 -0.084 0.029 -2.1e-08 -1.3e-08 6.3e-09 3.5e-09 3.1e-10 1.5e-10 0 -8.5e-10 0 9.3e-10 2.4e-06 -5.1e-06 0.2 -6.1e-09 0.43 0 0 0 0 0 1.9e-05 0.0039 0.0039 0.00057 7.9 7.9 0.48 0.67 0.67 0.13 1e-06 1e-06 6.9e-07 4e-06 4e-06 4e-06 0 0 0 0 0 0 0 0
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