minor edits to links, text

Author: annierose3

notebooks/WFC3/uvis_amp_equalization/uvis_amp_equalization.ipynb

@@ -52,16 +52,21 @@
     "import glob\n",
     "import os\n",
     "import crds\n",
+    "import shutil\n",
+    "\n",
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
-    "from astropy.io import fits\n",
+    "%matplotlib inline\n",
+    "\n",
+    "from astropy.io import ascii, fits\n",
     "from astropy.visualization import ImageNormalize, ZScaleInterval\n",
     "from astropy.convolution import convolve, Gaussian2DKernel\n",
     "from astropy.stats import gaussian_fwhm_to_sigma\n",
     "from photutils.segmentation import detect_sources, detect_threshold\n",
     "from astroquery.mast import Observations\n",
-    "\n",
-    "%matplotlib inline"
+    "from drizzlepac import tweakreg, astrodrizzle\n",
+    "from drizzlepac.processInput import getMdriztabPars\n",
+    "from IPython.display import Image, clear_output\n"
    ]
   },
   {
@@ -152,7 +157,6 @@
    "outputs": [],
    "source": [
     "# Filter for calibrated science products (in this case, FLC and DRC files from CALWF3)\n",
-    "\n",
     "filtered_products = Observations.filter_products(\n",
     "    data_products,\n",
     "    productSubGroupDescription=[\"FLC\", \"DRC\",],\n",
@@ -194,10 +198,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import os\n",
-    "import shutil\n",
-    "from astropy.io import fits\n",
-    "\n",
     "# Directory where files were downloaded\n",
     "download_dir = \"mastDownload\"\n",
     "\n",
@@ -303,7 +303,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "\n",
     "# CRDS configuration for HST reference files\n",
     "os.environ['CRDS_PATH'] = '~/crds_cache'\n",
     "os.environ['CRDS_SERVER_URL'] = 'https://hst-crds.stsci.edu'\n",
@@ -758,7 +757,7 @@
     "\n",
     "\n",
     "\n",
-    "We provide a worked example using our 2 example images below; see the [DrizzlePac handbook](https://drizzlepac.readthedocs.io) and the [DrizzlePac notebooks](https://spacetelescope.github.io/hst_notebooks/notebooks/DrizzlePac/) for full parameter guidance.\n"
+    "We provide a worked example using our 2 example images below; see the [DrizzlePac handbook](https://drizzlepac.readthedocs.io) and the [DrizzlePac notebooks](https://spacetelescope.github.io/hst_notebooks/notebooks/DrizzlePac/README.html) for full parameter guidance.\n"
    ]
   },
   {
@@ -768,8 +767,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from drizzlepac import tweakreg, astrodrizzle\n",
-    "from IPython.display import Image, clear_output\n",
     "tweakreg.TweakReg(\n",
     "    eq_files,\n",
     "    imagefindcfg={\"threshold\": 200, \"conv_width\": 6},\n",
@@ -781,7 +778,7 @@
     "    ylimit=0.4,\n",
     "    searchrad=0.15,\n",
     "    tolerance=1,\n",
-    ")\n"
+    ")"
    ]
   },
   {
@@ -792,7 +789,7 @@
    "outputs": [],
    "source": [
     "rootname = \"ifcpc6wfq\"\n",
-    "from astropy.io import ascii, fits\n",
+    "\n",
     "plt.figure(figsize=(7, 7), dpi=140)\n",
     "chip1_data = fits.getdata(rootname + \"_flc_eq.fits\", \"SCI\", 2)\n",
     "chip2_data = fits.getdata(rootname + \"_flc_eq.fits\", \"SCI\", 1)\n",
@@ -846,7 +843,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from drizzlepac.processInput import getMdriztabPars\n",
     "def get_vals_from_mdriztab(\n",
     "    input_files,\n",
     "    kw_list=[\n",
@@ -877,7 +873,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from drizzlepac import astrodrizzle\n",
     "output_name = 'ifcpc6030_equalized'   # prefix for output DRZ files\n",
     "astrodrizzle.AstroDrizzle(\n",
     "    eq_files,\n",
@@ -950,7 +945,7 @@
     "## About this Notebook\n",
     "\n",
     "\n",
-    "**Updated On:** 2026-04-09\n",
+    "**Updated On:** 2026-04-13\n",
     "\n",
     "**Authors:** \n",
     "- Anne O'Connor, WFC3 Team   \n",
@@ -972,16 +967,10 @@
     "\n",
     "* [Citing `drizzlepac`](https://zenodo.org/records/3743274)\n",
     "\n",
-    "* [Citing `matplotlib`](https://matplotlib.org/stable/project/citing.html``)\n",
+    "* [Citing `matplotlib`](https://matplotlib.org/stable/project/citing.html)\n",
     "\n",
     "* [Citing `numpy`](https://numpy.org/citing-numpy/)"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b838ab7a",
-   "metadata": {},
-   "source": []
   }
  ],
  "metadata": {