From 525d22f56d4c831e9d0f097eff80582bbfb2af6e Mon Sep 17 00:00:00 2001
From: "P. L. Lim" <2090236+pllim@users.noreply.github.com>
Date: Thu, 28 Mar 2019 20:31:04 -0400
Subject: [PATCH] Address review comment

---
 .../GriddedPSFModel_simulation_and_photometry.ipynb  | 12 +++++-------
 1 file changed, 5 insertions(+), 7 deletions(-)

diff --git a/notebooks/JWST/NIRCam/PSF_phot_01/GriddedPSFModel_simulation_and_photometry.ipynb b/notebooks/JWST/NIRCam/PSF_phot_01/GriddedPSFModel_simulation_and_photometry.ipynb
index c01427cd..64676c90 100644
--- a/notebooks/JWST/NIRCam/PSF_phot_01/GriddedPSFModel_simulation_and_photometry.ipynb
+++ b/notebooks/JWST/NIRCam/PSF_phot_01/GriddedPSFModel_simulation_and_photometry.ipynb
@@ -21,7 +21,7 @@
     "* *astropy.stats.gaussian_sigma_to_fwhm* for converting $\\sigma$ to FWHM\n",
     "* *astropy.table.Table* for constructing Astropy table\n",
     "* *astropy.utils.misc.NumpyRNGContext* for reproducible random result\n",
-    "* *astropy.visualization.simple_norm* for normalized image display\n",
+    "* *astropy.visualization* for normalized image display\n",
     "* *photutils* for photometry related classes and functions\n",
     "* *webbpsf* for JWST PSF related functions"
    ]
@@ -40,7 +40,7 @@
     "from astropy.stats import gaussian_sigma_to_fwhm\n",
     "from astropy.table import Table\n",
     "from astropy.utils.misc import NumpyRNGContext\n",
-    "from astropy.visualization import simple_norm\n",
+    "from astropy.visualization import imshow_norm, PercentileInterval, SqrtStretch\n",
     "from photutils import BasicPSFPhotometry\n",
     "from photutils import DBSCANGroup, MMMBackground\n",
     "from photutils.datasets import make_noise_image\n",
@@ -128,9 +128,8 @@
    "outputs": [],
    "source": [
     "data = hdu[0].data[0]\n",
-    "norm = simple_norm(data, 'sqrt', percent=99.)\n",
     "plt.figure(figsize=(9, 9))\n",
-    "plt.imshow(data, norm=norm)"
+    "imshow_norm(data, interval=PercentileInterval(99.), stretch=SqrtStretch())"
    ]
   },
   {
@@ -368,9 +367,8 @@
    },
    "outputs": [],
    "source": [
-    "norm = simple_norm(data, 'sqrt', percent=99.)\n",
     "plt.figure(figsize=(9, 9))\n",
-    "plt.imshow(data, norm=norm, origin='lower')"
+    "imshow_norm(data, interval=PercentileInterval(99.), stretch=SqrtStretch())"
    ]
   },
   {
@@ -498,7 +496,7 @@
    "outputs": [],
    "source": [
     "plt.figure(figsize=(9, 9))\n",
-    "plt.imshow(diff, norm=norm, origin='lower')\n",
+    "imshow_norm(diff, interval=PercentileInterval(99.), stretch=SqrtStretch())\n",
     "plt.colorbar()"
    ]
   },