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Scatter 10
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""" | ||
NCL_scatter_10.py | ||
================= | ||
This script illustrates the following concepts: | ||
- Drawing a scatter plot over a map | ||
- Customizing markers in a scatter plot | ||
- Using numpy.random to generate random plot | ||
See following URLs to see the reproduced NCL plot & script: | ||
- Original NCL script: https://www.ncl.ucar.edu/Applications/Scripts/scatter_10.ncl | ||
- Original NCL plot: https://www.ncl.ucar.edu/Applications/Images/scatter_10_lg.png | ||
""" | ||
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############################################################################### | ||
# Import packages: | ||
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from unittest import load_tests | ||
import numpy as np | ||
import matplotlib.pyplot as plt | ||
import cartopy.crs as ccrs | ||
from cartopy.mpl.gridliner import LongitudeFormatter, LatitudeFormatter | ||
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import geocat.viz as gv | ||
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############################################################################### | ||
# Plot | ||
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# Generate a figure and axes | ||
plt.figure(figsize=(12, 10)) | ||
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# Define axis using Cartopy | ||
projection = ccrs.PlateCarree() | ||
ax = plt.axes(projection=projection) | ||
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# Add coastlines to plot | ||
ax.coastlines() | ||
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# Define latitude and longitudes for the markers | ||
lat = np.arange(-70, 85, 20) | ||
lon = np.arange(-160, 170, 20) | ||
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# Make a meshgrid of the latitudes and longitudes | ||
lons, lats = np.meshgrid(lon, lat) | ||
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# Randomly remove some of the points from the meshgrid | ||
mask = np.random.rand(lats.shape[0], lats.shape[1]) < 0.35 | ||
lats = lats[~mask] | ||
lons = lons[~mask] | ||
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# Create an array of colors to choose from | ||
colors = ['blue', 'green', 'red', 'yellow', 'purple'] | ||
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# Create a scatter plot of the latitudes and longitudes with a random color | ||
# from the colors array and a square marker to imitate a grid of colors | ||
ax.scatter( | ||
lons, | ||
lats, | ||
c=[colors[i] for i in np.random.randint(0, len(colors), size=lats.size)], | ||
edgecolors='face', | ||
s=1350, | ||
alpha=0.75, | ||
zorder=2, | ||
marker='s') | ||
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# Use geocat-viz utility function to format latitude/longitude labels | ||
gv.add_lat_lon_ticklabels(ax) | ||
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# Remove degree symbol from tick labels | ||
ax.yaxis.set_major_formatter(LatitudeFormatter(degree_symbol='')) | ||
ax.xaxis.set_major_formatter(LongitudeFormatter(degree_symbol='')) | ||
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# Use geocat-viz utility function to format major and minor tick marks | ||
gv.add_major_minor_ticks(ax, labelsize=14) | ||
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# Use geocat-viz utility function to format tick labels | ||
gv.set_axes_limits_and_ticks(ax=ax, | ||
xlim=(-180, 181), | ||
ylim=(-90, 91), | ||
xticks=np.arange(-180, 190, 30), | ||
yticks=np.arange(-90, 100, 30)) | ||
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# Add title | ||
plt.title('Dummy markers over a map', fontweight='bold', fontsize=20, pad=20) | ||
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# Show the plot | ||
plt.show() |