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Plot Max-CAPPI#
This is an example of how to plot a Max-CAPPI within a Py-ART grid display object.
print(__doc__)
# Author: Hamid Ali Syed (syed44@purdue.edu)
# License: BSD 3 clause
import matplotlib.pyplot as plt
import numpy as np
import pyart
from pyart.testing import get_test_data
** MAX-CAPPI Display
** Second Example
Let’s read in a Nexrad data and create a grid.
import logging
from datetime import datetime
import fsspec
import pytz
def download_nexrad(timezone, date, site, local_date=False):
"""Download NEXRAD radar data from an S3 bucket."""
try:
utc_date = (
pytz.timezone(timezone).localize(date).astimezone(pytz.utc)
if local_date
else date
)
logging.info(f"Time: {utc_date}")
fs = fsspec.filesystem("s3", anon=True)
nexrad_path = utc_date.strftime(
f"s3://noaa-nexrad-level2/%Y/%m/%d/{site}/{site}%Y%m%d_%H*"
)
files = sorted(fs.glob(nexrad_path))
return [file for file in files if not file.endswith("_MDM")]
except Exception as e:
logging.error("Error in processing: %s", e)
return []
# Load NEXRAD data from S3 Bucket
site = "PHWA"
timezone = "UTC"
date = datetime(2024, 8, 25, 8, 29)
# Correctly passing the site and timezone
file = download_nexrad(timezone, date, site, local_date=False)[0]
# Read the data using nexrad_archive reader
radar = pyart.io.read_nexrad_archive("s3://" + file)
# Create a 3D grid
# Mask out last 10 gates of each ray, this removes the "ring" around the radar.
radar.fields["reflectivity"]["data"][:, -10:] = np.ma.masked
# Exclude masked gates from the gridding
gatefilter = pyart.filters.GateFilter(radar)
gatefilter.exclude_transition()
gatefilter.exclude_masked("reflectivity")
gatefilter.exclude_outside("reflectivity", 10, 80)
# Perform Cartesian mapping, limit to the reflectivity field.
max_range = np.ceil(radar.range["data"].max())
if max_range / 1e3 > 250:
max_range = 250 * 1e3
grid = pyart.map.grid_from_radars(
(radar,),
gatefilters=(gatefilter,),
grid_shape=(30, 441, 441),
grid_limits=((0, 10000), (-max_range, max_range), (-max_range, max_range)),
fields=["reflectivity"],
)
# Create a grid display
gdisplay = pyart.graph.GridMapDisplay(grid)
with plt.style.context("dark_background"):
gdisplay.plot_maxcappi(
field="reflectivity", cmap="pyart_HomeyerRainbow", add_slogan=True
)
WARNING:matplotlib.font_manager:findfont: Font family 'Courier New' not found.
WARNING:matplotlib.font_manager:findfont: Font family 'Courier New' not found.
WARNING:matplotlib.font_manager:findfont: Font family 'Courier New' not found.
Total running time of the script: (0 minutes 12.803 seconds)