Note
Click here to download the full example code
Solar Orbiter MAG data¶
Downloading and plotting MAG data from Solar Orbiter.
Import the required modules
from datetime import datetime
import matplotlib.pyplot as plt
from matplotlib import dates as mdates
import numpy as np
from heliopy.data.solo import download
Download some magnetic field data
data = download(datetime(2020, 6, 2), datetime(2020, 6, 3), 'MAG-RTN-NORMAL', 'L2')
print(data.columns)
Out:
Downloading http://soar.esac.esa.int/soar-sl-tap/data?retrieval_type=PRODUCT&product_type=SCIENCE&data_item_id=solo_L2_mag-rtn-normal_20200603 to /home/docs/heliopy/data/solar_orbiter/MAG-RTN-NORMAL/L2/solo_L2_mag-rtn-normal_20200603.cdf
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Downloading http://soar.esac.esa.int/soar-sl-tap/data?retrieval_type=PRODUCT&product_type=SCIENCE&data_item_id=solo_L2_mag-rtn-normal_20200602 to /home/docs/heliopy/data/solar_orbiter/MAG-RTN-NORMAL/L2/solo_L2_mag-rtn-normal_20200602.cdf
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Downloading http://soar.esac.esa.int/soar-sl-tap/data?retrieval_type=PRODUCT&product_type=SCIENCE&data_item_id=solo_L2_mag-rtn-normal_20200601 to /home/docs/heliopy/data/solar_orbiter/MAG-RTN-NORMAL/L2/solo_L2_mag-rtn-normal_20200601.cdf
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['B_RTN_0', 'B_RTN_1', 'B_RTN_2', 'VECTOR_TIME_RESOLUTION', 'VECTOR_RANGE', 'QUALITY_BITMASK', 'QUALITY_FLAG']
Calculate the magnetic field mangitude
modB = np.sqrt(data.quantity('B_RTN_0')**2 +
data.quantity('B_RTN_1')**2 +
data.quantity('B_RTN_2')**2)
data = data.add_column('modB', modB)
Plot the data
fig, axs = plt.subplots(nrows=2, sharex=True)
ax = axs[0]
ax.plot(data.index, data.quantity('modB'))
ax.set_ylabel('nT')
ax.set_title(r'$|B|$')
ax.set_ylim(bottom=0)
ax = axs[1]
ax.plot(data.index, data.quantity('B_RTN_0'))
ax.set_ylabel('nT')
ax.set_title(r'$B_{r}$')
ax.axhline(0, color='black', linewidth=1, linestyle='--')
fig.suptitle('Solar Orbiter MAG L2 data')
ax.xaxis.set_major_formatter(
mdates.ConciseDateFormatter(mdates.AutoDateLocator()))
plt.show()
Total running time of the script: ( 0 minutes 59.453 seconds)