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authorAaron LI <aly@aaronly.me>2017-11-02 17:17:04 +0800
committerAaron LI <aly@aaronly.me>2017-11-02 17:17:04 +0800
commit1200c585dac0405cdb3106663752db8b5db53c35 (patch)
treecf92872ca9c09cacaf45d9e063417e60cb1f7475
parent43f17c688ba3279783ad57bf455269212c5c4b52 (diff)
downloadatoolbox-1200c585dac0405cdb3106663752db8b5db53c35.tar.bz2
astro/ps2d.py: Support plotting and saving the 2D power spectrum
-rwxr-xr-xastro/ps2d.py39
1 files changed, 37 insertions, 2 deletions
diff --git a/astro/ps2d.py b/astro/ps2d.py
index 1ae59ad..777d592 100755
--- a/astro/ps2d.py
+++ b/astro/ps2d.py
@@ -42,6 +42,12 @@ from astropy.wcs import WCS
from astropy.cosmology import FlatLambdaCDM
import astropy.constants as ac
+import matplotlib.pyplot as plt
+from matplotlib.backends.backend_agg import FigureCanvasAgg as FigureCanvas
+from matplotlib.figure import Figure
+
+
+plt.style.use("ggplot")
logging.basicConfig(level=logging.INFO,
format="%(asctime)s [%(levelname)s] %(message)s",
@@ -208,6 +214,23 @@ class PS2D:
hdu.writeto(outfile, clobber=clobber)
logger.info("Wrote 2D power spectrum to file: %s" % outfile)
+ def plot(self, fig, ax):
+ """
+ Plot the calculated 2D power spectrum.
+ """
+ x = self.k_perp
+ y = self.k_los
+ mappable = ax.pcolormesh(x[1:], y[1:], np.log10(self.ps2d[1:, 1:]))
+ ax.set(xscale="log", yscale="log",
+ xlim=(x[1], x[-1]), ylim=(y[1], y[-1]),
+ xlabel=r"k$_{perp}$ [Mpc$^{-1}$]",
+ ylabel=r"k$_{los}$ [Mpc$^{-1}$]",
+ title="2D Power Spectrum")
+ cb = fig.colorbar(mappable, ax=ax, pad=0.01, aspect=30)
+ cb.ax.set_xlabel(r"[%s$^2$ Mpc$^3$]" % self.unit)
+ fig.tight_layout()
+ return (fig, ax)
+
@property
def Nx(self):
"""
@@ -397,10 +420,13 @@ def main():
parser.add_argument("-C", "--clobber", dest="clobber",
action="store_true",
help="overwrite existing file")
+ parser.add_argument("-P", "--plot", dest="plot",
+ action="store_true",
+ help="plot the 2D power spectrum and save")
parser.add_argument("-p", "--pixelsize", dest="pixelsize", type=float,
- help="image cube pixel size [arcsec] (default: " +
+ help="spatial pixel size [arcsec] (default: " +
"obtain from FITS header WCS info)")
- parser.add_argument("--window", dest="window",
+ parser.add_argument("-w", "--window", dest="window",
choices=["nuttall"],
help="apply window along frequency axis " +
"(default: None)")
@@ -444,6 +470,15 @@ def main():
ps2d.calc_ps2d()
ps2d.save(outfile=args.outfile, clobber=args.clobber)
+ if args.plot:
+ fig = Figure(figsize=(9, 8))
+ FigureCanvas(fig)
+ ax = fig.add_subplot(1, 1, 1)
+ ps2d.plot(ax=ax, fig=fig)
+ plotfile = os.path.splitext(args.outfile)[0] + ".png"
+ fig.savefig(plotfile, format="png", dpi=150)
+ logger.info("Plotted 2D PSD and saved to image: %s" % plotfile)
+
if __name__ == "__main__":
main()