Note
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Bulk Shear#
Use functions from metpy.calc
as well as pint’s unit support to perform calculations.
The code below uses example data from our test suite to calculate the bulk shear over the lowest three kilometers for the provided sounding data.
import pandas as pd
from metpy.calc import bulk_shear, wind_components
from metpy.cbook import get_test_data
from metpy.units import units
Upper air data can be obtained using the siphon package, but for this example we will use some of MetPy’s sample data.
# Set column names
col_names = ['pressure', 'height', 'temperature', 'dewpoint', 'direction', 'speed']
# Read in test data using col_names
df = pd.read_fwf(get_test_data('jan20_sounding.txt', as_file_obj=False),
skiprows=5, usecols=[0, 1, 2, 3, 6, 7], names=col_names)
Drop any rows with all NaN values for T, Td, winds
Isolate pressure, wind direction, wid speed, and height and add units
p = df['pressure'].values * units.hPa
wdir = df['direction'].values * units.degree
sped = df['speed'].values * units.knot
height = df['height'].values * units.meter
Calculate the u and v-components of the wind
u, v = wind_components(sped, wdir)
Compute the bulk shear for the lowest three km
(<Quantity(21.9580223, 'knot')>, <Quantity(4.98986292, 'knot')>)
Total running time of the script: (0 minutes 0.010 seconds)