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docs/examples/DataSet/Cache/read_data_from_cache.ipynb.
Interactive online version:
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Read data from cache
[1]:
import time
from qcodes.dataset import load_by_run_spec
Logging hadn't been started.
Activating auto-logging. Current session state plus future input saved.
Filename : C:\Users\Jens-Work\.qcodes\logs\command_history.log
Mode : append
Output logging : True
Raw input log : False
Timestamping : True
State : active
Qcodes Logfile : C:\Users\Jens-Work\.qcodes\logs\200804-23736-qcodes.log
This notebook is meant to be used together with Write data to cache to demonstate the use of the datasets cache interactively from another process. It demonstrates how data can be read gradually into the cache as the data is written by the other notebook. This is intended to be useful for plotting or other monitoring of the data as it is written. In the line below insert the captured_run_id of the dataset being captured in the other notebook.
The cache has the same format as the data read from dataset.get_parameter_data
[2]:
dataset_run_id = 170
ds = load_by_run_spec(captured_run_id=dataset_run_id)
Here we will print the data as it is read from the database. As can be seen the number of datapoints grows as the data is written to the dataset and read back into the cache. Note that the cache only reads new datapoints and does not require the entire data to be reread from the database.
[3]:
while True:
time.sleep(0.5)
print(ds.cache.data())
if ds.completed:
break
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556]), 'dac_ch1': array([0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101])}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556,
3.82653766, 3.67129649, 3.34695112, 3.40300734]), 'dac_ch1': array([0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202])}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556,
3.82653766, 3.67129649, 3.34695112, 3.40300734, 3.21666924,
3.10543365, 2.83800252, 2.88099671, 2.6835489 ]), 'dac_ch1': array([0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828])}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556,
3.82653766, 3.67129649, 3.34695112, 3.40300734, 3.21666924,
3.10543365, 2.83800252, 2.88099671, 2.6835489 , 2.46641422,
2.40653038, 2.26613887, 2.02905696, 1.88625026]), 'dac_ch1': array([0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455])}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556,
3.82653766, 3.67129649, 3.34695112, 3.40300734, 3.21666924,
3.10543365, 2.83800252, 2.88099671, 2.6835489 , 2.46641422,
2.40653038, 2.26613887, 2.02905696, 1.88625026, 2.1919164 ,
1.77698013, 1.74489802, 1.62200398, 1.60651668]), 'dac_ch1': array([0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081])}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556,
3.82653766, 3.67129649, 3.34695112, 3.40300734, 3.21666924,
3.10543365, 2.83800252, 2.88099671, 2.6835489 , 2.46641422,
2.40653038, 2.26613887, 2.02905696, 1.88625026, 2.1919164 ,
1.77698013, 1.74489802, 1.62200398, 1.60651668, 1.34105113,
1.34898369, 1.27445697, 1.36462193, 1.03507652]), 'dac_ch1': array([0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707])}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556,
3.82653766, 3.67129649, 3.34695112, 3.40300734, 3.21666924,
3.10543365, 2.83800252, 2.88099671, 2.6835489 , 2.46641422,
2.40653038, 2.26613887, 2.02905696, 1.88625026, 2.1919164 ,
1.77698013, 1.74489802, 1.62200398, 1.60651668, 1.34105113,
1.34898369, 1.27445697, 1.36462193, 1.03507652, 1.24241502,
1.14786241, 0.70820501, 1.00223568, 1.03322718]), 'dac_ch1': array([0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333])}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556,
3.82653766, 3.67129649, 3.34695112, 3.40300734, 3.21666924,
3.10543365, 2.83800252, 2.88099671, 2.6835489 , 2.46641422,
2.40653038, 2.26613887, 2.02905696, 1.88625026, 2.1919164 ,
1.77698013, 1.74489802, 1.62200398, 1.60651668, 1.34105113,
1.34898369, 1.27445697, 1.36462193, 1.03507652, 1.24241502,
1.14786241, 0.70820501, 1.00223568, 1.03322718, 0.84584845,
0.75458588, 0.7183519 , 0.77026242, 0.87493324]), 'dac_ch1': array([0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 ])}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556,
3.82653766, 3.67129649, 3.34695112, 3.40300734, 3.21666924,
3.10543365, 2.83800252, 2.88099671, 2.6835489 , 2.46641422,
2.40653038, 2.26613887, 2.02905696, 1.88625026, 2.1919164 ,
1.77698013, 1.74489802, 1.62200398, 1.60651668, 1.34105113,
1.34898369, 1.27445697, 1.36462193, 1.03507652, 1.24241502,
1.14786241, 0.70820501, 1.00223568, 1.03322718, 0.84584845,
0.75458588, 0.7183519 , 0.77026242, 0.87493324, 0.74312331,
0.70260914, 0.51703849, 0.63249996, 0.55123235]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586])}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556,
3.82653766, 3.67129649, 3.34695112, 3.40300734, 3.21666924,
3.10543365, 2.83800252, 2.88099671, 2.6835489 , 2.46641422,
2.40653038, 2.26613887, 2.02905696, 1.88625026, 2.1919164 ,
1.77698013, 1.74489802, 1.62200398, 1.60651668, 1.34105113,
1.34898369, 1.27445697, 1.36462193, 1.03507652, 1.24241502,
1.14786241, 0.70820501, 1.00223568, 1.03322718, 0.84584845,
0.75458588, 0.7183519 , 0.77026242, 0.87493324, 0.74312331,
0.70260914, 0.51703849, 0.63249996, 0.55123235, 0.54686047,
0.45702373, 0.34336841, 0.39462052, 0.42183136]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586, 11.11111111,
11.36363636, 11.61616162, 11.86868687, 12.12121212])}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556,
3.82653766, 3.67129649, 3.34695112, 3.40300734, 3.21666924,
3.10543365, 2.83800252, 2.88099671, 2.6835489 , 2.46641422,
2.40653038, 2.26613887, 2.02905696, 1.88625026, 2.1919164 ,
1.77698013, 1.74489802, 1.62200398, 1.60651668, 1.34105113,
1.34898369, 1.27445697, 1.36462193, 1.03507652, 1.24241502,
1.14786241, 0.70820501, 1.00223568, 1.03322718, 0.84584845,
0.75458588, 0.7183519 , 0.77026242, 0.87493324, 0.74312331,
0.70260914, 0.51703849, 0.63249996, 0.55123235, 0.54686047,
0.45702373, 0.34336841, 0.39462052, 0.42183136, 0.34064474,
0.19263888, 0.33376233, 0.40571299, 0.30248277]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586, 11.11111111,
11.36363636, 11.61616162, 11.86868687, 12.12121212, 12.37373737,
12.62626263, 12.87878788, 13.13131313, 13.38383838])}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556,
3.82653766, 3.67129649, 3.34695112, 3.40300734, 3.21666924,
3.10543365, 2.83800252, 2.88099671, 2.6835489 , 2.46641422,
2.40653038, 2.26613887, 2.02905696, 1.88625026, 2.1919164 ,
1.77698013, 1.74489802, 1.62200398, 1.60651668, 1.34105113,
1.34898369, 1.27445697, 1.36462193, 1.03507652, 1.24241502,
1.14786241, 0.70820501, 1.00223568, 1.03322718, 0.84584845,
0.75458588, 0.7183519 , 0.77026242, 0.87493324, 0.74312331,
0.70260914, 0.51703849, 0.63249996, 0.55123235, 0.54686047,
0.45702373, 0.34336841, 0.39462052, 0.42183136, 0.34064474,
0.19263888, 0.33376233, 0.40571299, 0.30248277, 0.38082725,
0.38076513, 0.36496263, 0.36835082, 0.23406347]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586, 11.11111111,
11.36363636, 11.61616162, 11.86868687, 12.12121212, 12.37373737,
12.62626263, 12.87878788, 13.13131313, 13.38383838, 13.63636364,
13.88888889, 14.14141414, 14.39393939, 14.64646465])}}
{'dmm_v1': {'dmm_v1': array([5.09018204, 4.63105405, 4.42728866, 4.38829264, 4.22625556,
3.82653766, 3.67129649, 3.34695112, 3.40300734, 3.21666924,
3.10543365, 2.83800252, 2.88099671, 2.6835489 , 2.46641422,
2.40653038, 2.26613887, 2.02905696, 1.88625026, 2.1919164 ,
1.77698013, 1.74489802, 1.62200398, 1.60651668, 1.34105113,
1.34898369, 1.27445697, 1.36462193, 1.03507652, 1.24241502,
1.14786241, 0.70820501, 1.00223568, 1.03322718, 0.84584845,
0.75458588, 0.7183519 , 0.77026242, 0.87493324, 0.74312331,
0.70260914, 0.51703849, 0.63249996, 0.55123235, 0.54686047,
0.45702373, 0.34336841, 0.39462052, 0.42183136, 0.34064474,
0.19263888, 0.33376233, 0.40571299, 0.30248277, 0.38082725,
0.38076513, 0.36496263, 0.36835082, 0.23406347, 0.1774725 ,
0.20164293, 0.08147221, 0.19006361, 0.27811192]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586, 11.11111111,
11.36363636, 11.61616162, 11.86868687, 12.12121212, 12.37373737,
12.62626263, 12.87878788, 13.13131313, 13.38383838, 13.63636364,
13.88888889, 14.14141414, 14.39393939, 14.64646465, 14.8989899 ,
15.15151515, 15.4040404 , 15.65656566, 15.90909091])}}
{'dmm_v1': {'dmm_v1': array([5.09018204e+00, 4.63105405e+00, 4.42728866e+00, 4.38829264e+00,
4.22625556e+00, 3.82653766e+00, 3.67129649e+00, 3.34695112e+00,
3.40300734e+00, 3.21666924e+00, 3.10543365e+00, 2.83800252e+00,
2.88099671e+00, 2.68354890e+00, 2.46641422e+00, 2.40653038e+00,
2.26613887e+00, 2.02905696e+00, 1.88625026e+00, 2.19191640e+00,
1.77698013e+00, 1.74489802e+00, 1.62200398e+00, 1.60651668e+00,
1.34105113e+00, 1.34898369e+00, 1.27445697e+00, 1.36462193e+00,
1.03507652e+00, 1.24241502e+00, 1.14786241e+00, 7.08205010e-01,
1.00223568e+00, 1.03322718e+00, 8.45848447e-01, 7.54585884e-01,
7.18351898e-01, 7.70262423e-01, 8.74933242e-01, 7.43123311e-01,
7.02609142e-01, 5.17038488e-01, 6.32499960e-01, 5.51232346e-01,
5.46860465e-01, 4.57023732e-01, 3.43368411e-01, 3.94620518e-01,
4.21831359e-01, 3.40644737e-01, 1.92638882e-01, 3.33762328e-01,
4.05712990e-01, 3.02482773e-01, 3.80827248e-01, 3.80765125e-01,
3.64962625e-01, 3.68350820e-01, 2.34063467e-01, 1.77472496e-01,
2.01642930e-01, 8.14722053e-02, 1.90063612e-01, 2.78111925e-01,
7.63892972e-02, 1.94479267e-01, 8.01744167e-02, 7.59798796e-02,
1.79640524e-03]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586, 11.11111111,
11.36363636, 11.61616162, 11.86868687, 12.12121212, 12.37373737,
12.62626263, 12.87878788, 13.13131313, 13.38383838, 13.63636364,
13.88888889, 14.14141414, 14.39393939, 14.64646465, 14.8989899 ,
15.15151515, 15.4040404 , 15.65656566, 15.90909091, 16.16161616,
16.41414141, 16.66666667, 16.91919192, 17.17171717])}}
{'dmm_v1': {'dmm_v1': array([5.09018204e+00, 4.63105405e+00, 4.42728866e+00, 4.38829264e+00,
4.22625556e+00, 3.82653766e+00, 3.67129649e+00, 3.34695112e+00,
3.40300734e+00, 3.21666924e+00, 3.10543365e+00, 2.83800252e+00,
2.88099671e+00, 2.68354890e+00, 2.46641422e+00, 2.40653038e+00,
2.26613887e+00, 2.02905696e+00, 1.88625026e+00, 2.19191640e+00,
1.77698013e+00, 1.74489802e+00, 1.62200398e+00, 1.60651668e+00,
1.34105113e+00, 1.34898369e+00, 1.27445697e+00, 1.36462193e+00,
1.03507652e+00, 1.24241502e+00, 1.14786241e+00, 7.08205010e-01,
1.00223568e+00, 1.03322718e+00, 8.45848447e-01, 7.54585884e-01,
7.18351898e-01, 7.70262423e-01, 8.74933242e-01, 7.43123311e-01,
7.02609142e-01, 5.17038488e-01, 6.32499960e-01, 5.51232346e-01,
5.46860465e-01, 4.57023732e-01, 3.43368411e-01, 3.94620518e-01,
4.21831359e-01, 3.40644737e-01, 1.92638882e-01, 3.33762328e-01,
4.05712990e-01, 3.02482773e-01, 3.80827248e-01, 3.80765125e-01,
3.64962625e-01, 3.68350820e-01, 2.34063467e-01, 1.77472496e-01,
2.01642930e-01, 8.14722053e-02, 1.90063612e-01, 2.78111925e-01,
7.63892972e-02, 1.94479267e-01, 8.01744167e-02, 7.59798796e-02,
1.79640524e-03, 4.91518425e-02, 3.31965049e-02, 2.04110616e-01,
2.77579567e-01, 3.77598384e-02]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586, 11.11111111,
11.36363636, 11.61616162, 11.86868687, 12.12121212, 12.37373737,
12.62626263, 12.87878788, 13.13131313, 13.38383838, 13.63636364,
13.88888889, 14.14141414, 14.39393939, 14.64646465, 14.8989899 ,
15.15151515, 15.4040404 , 15.65656566, 15.90909091, 16.16161616,
16.41414141, 16.66666667, 16.91919192, 17.17171717, 17.42424242,
17.67676768, 17.92929293, 18.18181818, 18.43434343])}}
{'dmm_v1': {'dmm_v1': array([ 5.09018204e+00, 4.63105405e+00, 4.42728866e+00, 4.38829264e+00,
4.22625556e+00, 3.82653766e+00, 3.67129649e+00, 3.34695112e+00,
3.40300734e+00, 3.21666924e+00, 3.10543365e+00, 2.83800252e+00,
2.88099671e+00, 2.68354890e+00, 2.46641422e+00, 2.40653038e+00,
2.26613887e+00, 2.02905696e+00, 1.88625026e+00, 2.19191640e+00,
1.77698013e+00, 1.74489802e+00, 1.62200398e+00, 1.60651668e+00,
1.34105113e+00, 1.34898369e+00, 1.27445697e+00, 1.36462193e+00,
1.03507652e+00, 1.24241502e+00, 1.14786241e+00, 7.08205010e-01,
1.00223568e+00, 1.03322718e+00, 8.45848447e-01, 7.54585884e-01,
7.18351898e-01, 7.70262423e-01, 8.74933242e-01, 7.43123311e-01,
7.02609142e-01, 5.17038488e-01, 6.32499960e-01, 5.51232346e-01,
5.46860465e-01, 4.57023732e-01, 3.43368411e-01, 3.94620518e-01,
4.21831359e-01, 3.40644737e-01, 1.92638882e-01, 3.33762328e-01,
4.05712990e-01, 3.02482773e-01, 3.80827248e-01, 3.80765125e-01,
3.64962625e-01, 3.68350820e-01, 2.34063467e-01, 1.77472496e-01,
2.01642930e-01, 8.14722053e-02, 1.90063612e-01, 2.78111925e-01,
7.63892972e-02, 1.94479267e-01, 8.01744167e-02, 7.59798796e-02,
1.79640524e-03, 4.91518425e-02, 3.31965049e-02, 2.04110616e-01,
2.77579567e-01, 3.77598384e-02, -4.87514711e-02, 7.07750349e-02,
3.92361083e-02, 9.63022559e-02, 4.22623356e-02]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586, 11.11111111,
11.36363636, 11.61616162, 11.86868687, 12.12121212, 12.37373737,
12.62626263, 12.87878788, 13.13131313, 13.38383838, 13.63636364,
13.88888889, 14.14141414, 14.39393939, 14.64646465, 14.8989899 ,
15.15151515, 15.4040404 , 15.65656566, 15.90909091, 16.16161616,
16.41414141, 16.66666667, 16.91919192, 17.17171717, 17.42424242,
17.67676768, 17.92929293, 18.18181818, 18.43434343, 18.68686869,
18.93939394, 19.19191919, 19.44444444, 19.6969697 ])}}
{'dmm_v1': {'dmm_v1': array([ 5.09018204e+00, 4.63105405e+00, 4.42728866e+00, 4.38829264e+00,
4.22625556e+00, 3.82653766e+00, 3.67129649e+00, 3.34695112e+00,
3.40300734e+00, 3.21666924e+00, 3.10543365e+00, 2.83800252e+00,
2.88099671e+00, 2.68354890e+00, 2.46641422e+00, 2.40653038e+00,
2.26613887e+00, 2.02905696e+00, 1.88625026e+00, 2.19191640e+00,
1.77698013e+00, 1.74489802e+00, 1.62200398e+00, 1.60651668e+00,
1.34105113e+00, 1.34898369e+00, 1.27445697e+00, 1.36462193e+00,
1.03507652e+00, 1.24241502e+00, 1.14786241e+00, 7.08205010e-01,
1.00223568e+00, 1.03322718e+00, 8.45848447e-01, 7.54585884e-01,
7.18351898e-01, 7.70262423e-01, 8.74933242e-01, 7.43123311e-01,
7.02609142e-01, 5.17038488e-01, 6.32499960e-01, 5.51232346e-01,
5.46860465e-01, 4.57023732e-01, 3.43368411e-01, 3.94620518e-01,
4.21831359e-01, 3.40644737e-01, 1.92638882e-01, 3.33762328e-01,
4.05712990e-01, 3.02482773e-01, 3.80827248e-01, 3.80765125e-01,
3.64962625e-01, 3.68350820e-01, 2.34063467e-01, 1.77472496e-01,
2.01642930e-01, 8.14722053e-02, 1.90063612e-01, 2.78111925e-01,
7.63892972e-02, 1.94479267e-01, 8.01744167e-02, 7.59798796e-02,
1.79640524e-03, 4.91518425e-02, 3.31965049e-02, 2.04110616e-01,
2.77579567e-01, 3.77598384e-02, -4.87514711e-02, 7.07750349e-02,
3.92361083e-02, 9.63022559e-02, 4.22623356e-02, 1.01317360e-01,
2.59996578e-01, 8.26043027e-02, 5.08969423e-02, 5.08602072e-02]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586, 11.11111111,
11.36363636, 11.61616162, 11.86868687, 12.12121212, 12.37373737,
12.62626263, 12.87878788, 13.13131313, 13.38383838, 13.63636364,
13.88888889, 14.14141414, 14.39393939, 14.64646465, 14.8989899 ,
15.15151515, 15.4040404 , 15.65656566, 15.90909091, 16.16161616,
16.41414141, 16.66666667, 16.91919192, 17.17171717, 17.42424242,
17.67676768, 17.92929293, 18.18181818, 18.43434343, 18.68686869,
18.93939394, 19.19191919, 19.44444444, 19.6969697 , 19.94949495,
20.2020202 , 20.45454545, 20.70707071, 20.95959596])}}
{'dmm_v1': {'dmm_v1': array([ 5.09018204e+00, 4.63105405e+00, 4.42728866e+00, 4.38829264e+00,
4.22625556e+00, 3.82653766e+00, 3.67129649e+00, 3.34695112e+00,
3.40300734e+00, 3.21666924e+00, 3.10543365e+00, 2.83800252e+00,
2.88099671e+00, 2.68354890e+00, 2.46641422e+00, 2.40653038e+00,
2.26613887e+00, 2.02905696e+00, 1.88625026e+00, 2.19191640e+00,
1.77698013e+00, 1.74489802e+00, 1.62200398e+00, 1.60651668e+00,
1.34105113e+00, 1.34898369e+00, 1.27445697e+00, 1.36462193e+00,
1.03507652e+00, 1.24241502e+00, 1.14786241e+00, 7.08205010e-01,
1.00223568e+00, 1.03322718e+00, 8.45848447e-01, 7.54585884e-01,
7.18351898e-01, 7.70262423e-01, 8.74933242e-01, 7.43123311e-01,
7.02609142e-01, 5.17038488e-01, 6.32499960e-01, 5.51232346e-01,
5.46860465e-01, 4.57023732e-01, 3.43368411e-01, 3.94620518e-01,
4.21831359e-01, 3.40644737e-01, 1.92638882e-01, 3.33762328e-01,
4.05712990e-01, 3.02482773e-01, 3.80827248e-01, 3.80765125e-01,
3.64962625e-01, 3.68350820e-01, 2.34063467e-01, 1.77472496e-01,
2.01642930e-01, 8.14722053e-02, 1.90063612e-01, 2.78111925e-01,
7.63892972e-02, 1.94479267e-01, 8.01744167e-02, 7.59798796e-02,
1.79640524e-03, 4.91518425e-02, 3.31965049e-02, 2.04110616e-01,
2.77579567e-01, 3.77598384e-02, -4.87514711e-02, 7.07750349e-02,
3.92361083e-02, 9.63022559e-02, 4.22623356e-02, 1.01317360e-01,
2.59996578e-01, 8.26043027e-02, 5.08969423e-02, 5.08602072e-02,
1.75200177e-01, 1.04186273e-01, -9.93148538e-02, -7.89883156e-02,
4.67718832e-02]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586, 11.11111111,
11.36363636, 11.61616162, 11.86868687, 12.12121212, 12.37373737,
12.62626263, 12.87878788, 13.13131313, 13.38383838, 13.63636364,
13.88888889, 14.14141414, 14.39393939, 14.64646465, 14.8989899 ,
15.15151515, 15.4040404 , 15.65656566, 15.90909091, 16.16161616,
16.41414141, 16.66666667, 16.91919192, 17.17171717, 17.42424242,
17.67676768, 17.92929293, 18.18181818, 18.43434343, 18.68686869,
18.93939394, 19.19191919, 19.44444444, 19.6969697 , 19.94949495,
20.2020202 , 20.45454545, 20.70707071, 20.95959596, 21.21212121,
21.46464646, 21.71717172, 21.96969697, 22.22222222])}}
{'dmm_v1': {'dmm_v1': array([ 5.09018204e+00, 4.63105405e+00, 4.42728866e+00, 4.38829264e+00,
4.22625556e+00, 3.82653766e+00, 3.67129649e+00, 3.34695112e+00,
3.40300734e+00, 3.21666924e+00, 3.10543365e+00, 2.83800252e+00,
2.88099671e+00, 2.68354890e+00, 2.46641422e+00, 2.40653038e+00,
2.26613887e+00, 2.02905696e+00, 1.88625026e+00, 2.19191640e+00,
1.77698013e+00, 1.74489802e+00, 1.62200398e+00, 1.60651668e+00,
1.34105113e+00, 1.34898369e+00, 1.27445697e+00, 1.36462193e+00,
1.03507652e+00, 1.24241502e+00, 1.14786241e+00, 7.08205010e-01,
1.00223568e+00, 1.03322718e+00, 8.45848447e-01, 7.54585884e-01,
7.18351898e-01, 7.70262423e-01, 8.74933242e-01, 7.43123311e-01,
7.02609142e-01, 5.17038488e-01, 6.32499960e-01, 5.51232346e-01,
5.46860465e-01, 4.57023732e-01, 3.43368411e-01, 3.94620518e-01,
4.21831359e-01, 3.40644737e-01, 1.92638882e-01, 3.33762328e-01,
4.05712990e-01, 3.02482773e-01, 3.80827248e-01, 3.80765125e-01,
3.64962625e-01, 3.68350820e-01, 2.34063467e-01, 1.77472496e-01,
2.01642930e-01, 8.14722053e-02, 1.90063612e-01, 2.78111925e-01,
7.63892972e-02, 1.94479267e-01, 8.01744167e-02, 7.59798796e-02,
1.79640524e-03, 4.91518425e-02, 3.31965049e-02, 2.04110616e-01,
2.77579567e-01, 3.77598384e-02, -4.87514711e-02, 7.07750349e-02,
3.92361083e-02, 9.63022559e-02, 4.22623356e-02, 1.01317360e-01,
2.59996578e-01, 8.26043027e-02, 5.08969423e-02, 5.08602072e-02,
1.75200177e-01, 1.04186273e-01, -9.93148538e-02, -7.89883156e-02,
4.67718832e-02, 2.30729507e-01, 1.07824779e-01, -6.21695672e-02,
9.31542864e-02, 1.26643167e-01]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586, 11.11111111,
11.36363636, 11.61616162, 11.86868687, 12.12121212, 12.37373737,
12.62626263, 12.87878788, 13.13131313, 13.38383838, 13.63636364,
13.88888889, 14.14141414, 14.39393939, 14.64646465, 14.8989899 ,
15.15151515, 15.4040404 , 15.65656566, 15.90909091, 16.16161616,
16.41414141, 16.66666667, 16.91919192, 17.17171717, 17.42424242,
17.67676768, 17.92929293, 18.18181818, 18.43434343, 18.68686869,
18.93939394, 19.19191919, 19.44444444, 19.6969697 , 19.94949495,
20.2020202 , 20.45454545, 20.70707071, 20.95959596, 21.21212121,
21.46464646, 21.71717172, 21.96969697, 22.22222222, 22.47474747,
22.72727273, 22.97979798, 23.23232323, 23.48484848])}}
{'dmm_v1': {'dmm_v1': array([ 5.09018204e+00, 4.63105405e+00, 4.42728866e+00, 4.38829264e+00,
4.22625556e+00, 3.82653766e+00, 3.67129649e+00, 3.34695112e+00,
3.40300734e+00, 3.21666924e+00, 3.10543365e+00, 2.83800252e+00,
2.88099671e+00, 2.68354890e+00, 2.46641422e+00, 2.40653038e+00,
2.26613887e+00, 2.02905696e+00, 1.88625026e+00, 2.19191640e+00,
1.77698013e+00, 1.74489802e+00, 1.62200398e+00, 1.60651668e+00,
1.34105113e+00, 1.34898369e+00, 1.27445697e+00, 1.36462193e+00,
1.03507652e+00, 1.24241502e+00, 1.14786241e+00, 7.08205010e-01,
1.00223568e+00, 1.03322718e+00, 8.45848447e-01, 7.54585884e-01,
7.18351898e-01, 7.70262423e-01, 8.74933242e-01, 7.43123311e-01,
7.02609142e-01, 5.17038488e-01, 6.32499960e-01, 5.51232346e-01,
5.46860465e-01, 4.57023732e-01, 3.43368411e-01, 3.94620518e-01,
4.21831359e-01, 3.40644737e-01, 1.92638882e-01, 3.33762328e-01,
4.05712990e-01, 3.02482773e-01, 3.80827248e-01, 3.80765125e-01,
3.64962625e-01, 3.68350820e-01, 2.34063467e-01, 1.77472496e-01,
2.01642930e-01, 8.14722053e-02, 1.90063612e-01, 2.78111925e-01,
7.63892972e-02, 1.94479267e-01, 8.01744167e-02, 7.59798796e-02,
1.79640524e-03, 4.91518425e-02, 3.31965049e-02, 2.04110616e-01,
2.77579567e-01, 3.77598384e-02, -4.87514711e-02, 7.07750349e-02,
3.92361083e-02, 9.63022559e-02, 4.22623356e-02, 1.01317360e-01,
2.59996578e-01, 8.26043027e-02, 5.08969423e-02, 5.08602072e-02,
1.75200177e-01, 1.04186273e-01, -9.93148538e-02, -7.89883156e-02,
4.67718832e-02, 2.30729507e-01, 1.07824779e-01, -6.21695672e-02,
9.31542864e-02, 1.26643167e-01, 1.39736772e-01, -1.04234412e-01,
-1.24168823e-02, 1.54129210e-02, 7.51947885e-02]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586, 11.11111111,
11.36363636, 11.61616162, 11.86868687, 12.12121212, 12.37373737,
12.62626263, 12.87878788, 13.13131313, 13.38383838, 13.63636364,
13.88888889, 14.14141414, 14.39393939, 14.64646465, 14.8989899 ,
15.15151515, 15.4040404 , 15.65656566, 15.90909091, 16.16161616,
16.41414141, 16.66666667, 16.91919192, 17.17171717, 17.42424242,
17.67676768, 17.92929293, 18.18181818, 18.43434343, 18.68686869,
18.93939394, 19.19191919, 19.44444444, 19.6969697 , 19.94949495,
20.2020202 , 20.45454545, 20.70707071, 20.95959596, 21.21212121,
21.46464646, 21.71717172, 21.96969697, 22.22222222, 22.47474747,
22.72727273, 22.97979798, 23.23232323, 23.48484848, 23.73737374,
23.98989899, 24.24242424, 24.49494949, 24.74747475])}}
{'dmm_v1': {'dmm_v1': array([ 5.09018204e+00, 4.63105405e+00, 4.42728866e+00, 4.38829264e+00,
4.22625556e+00, 3.82653766e+00, 3.67129649e+00, 3.34695112e+00,
3.40300734e+00, 3.21666924e+00, 3.10543365e+00, 2.83800252e+00,
2.88099671e+00, 2.68354890e+00, 2.46641422e+00, 2.40653038e+00,
2.26613887e+00, 2.02905696e+00, 1.88625026e+00, 2.19191640e+00,
1.77698013e+00, 1.74489802e+00, 1.62200398e+00, 1.60651668e+00,
1.34105113e+00, 1.34898369e+00, 1.27445697e+00, 1.36462193e+00,
1.03507652e+00, 1.24241502e+00, 1.14786241e+00, 7.08205010e-01,
1.00223568e+00, 1.03322718e+00, 8.45848447e-01, 7.54585884e-01,
7.18351898e-01, 7.70262423e-01, 8.74933242e-01, 7.43123311e-01,
7.02609142e-01, 5.17038488e-01, 6.32499960e-01, 5.51232346e-01,
5.46860465e-01, 4.57023732e-01, 3.43368411e-01, 3.94620518e-01,
4.21831359e-01, 3.40644737e-01, 1.92638882e-01, 3.33762328e-01,
4.05712990e-01, 3.02482773e-01, 3.80827248e-01, 3.80765125e-01,
3.64962625e-01, 3.68350820e-01, 2.34063467e-01, 1.77472496e-01,
2.01642930e-01, 8.14722053e-02, 1.90063612e-01, 2.78111925e-01,
7.63892972e-02, 1.94479267e-01, 8.01744167e-02, 7.59798796e-02,
1.79640524e-03, 4.91518425e-02, 3.31965049e-02, 2.04110616e-01,
2.77579567e-01, 3.77598384e-02, -4.87514711e-02, 7.07750349e-02,
3.92361083e-02, 9.63022559e-02, 4.22623356e-02, 1.01317360e-01,
2.59996578e-01, 8.26043027e-02, 5.08969423e-02, 5.08602072e-02,
1.75200177e-01, 1.04186273e-01, -9.93148538e-02, -7.89883156e-02,
4.67718832e-02, 2.30729507e-01, 1.07824779e-01, -6.21695672e-02,
9.31542864e-02, 1.26643167e-01, 1.39736772e-01, -1.04234412e-01,
-1.24168823e-02, 1.54129210e-02, 7.51947885e-02, 2.09858889e-02]), 'dac_ch1': array([ 0. , 0.25252525, 0.50505051, 0.75757576, 1.01010101,
1.26262626, 1.51515152, 1.76767677, 2.02020202, 2.27272727,
2.52525253, 2.77777778, 3.03030303, 3.28282828, 3.53535354,
3.78787879, 4.04040404, 4.29292929, 4.54545455, 4.7979798 ,
5.05050505, 5.3030303 , 5.55555556, 5.80808081, 6.06060606,
6.31313131, 6.56565657, 6.81818182, 7.07070707, 7.32323232,
7.57575758, 7.82828283, 8.08080808, 8.33333333, 8.58585859,
8.83838384, 9.09090909, 9.34343434, 9.5959596 , 9.84848485,
10.1010101 , 10.35353535, 10.60606061, 10.85858586, 11.11111111,
11.36363636, 11.61616162, 11.86868687, 12.12121212, 12.37373737,
12.62626263, 12.87878788, 13.13131313, 13.38383838, 13.63636364,
13.88888889, 14.14141414, 14.39393939, 14.64646465, 14.8989899 ,
15.15151515, 15.4040404 , 15.65656566, 15.90909091, 16.16161616,
16.41414141, 16.66666667, 16.91919192, 17.17171717, 17.42424242,
17.67676768, 17.92929293, 18.18181818, 18.43434343, 18.68686869,
18.93939394, 19.19191919, 19.44444444, 19.6969697 , 19.94949495,
20.2020202 , 20.45454545, 20.70707071, 20.95959596, 21.21212121,
21.46464646, 21.71717172, 21.96969697, 22.22222222, 22.47474747,
22.72727273, 22.97979798, 23.23232323, 23.48484848, 23.73737374,
23.98989899, 24.24242424, 24.49494949, 24.74747475, 25. ])}}