diff --git a/process_new.ipynb b/process_new.ipynb
index a979e49..51e58ae 100644
--- a/process_new.ipynb
+++ b/process_new.ipynb
@@ -9,43 +9,18 @@
     "import os\n",
     "import sys\n",
     "import glob\n",
-    "import time"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import configparser"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import warnings"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from termcolor import colored"
+    "import time\n",
+    "import configparser\n",
+    "import numpy as np\n",
+    "import warnings\n",
+    "from termcolor import colored\n",
+    "from stvid.stars import pixel_catalog\n",
+    "from stvid.stars import store_calibration\n",
+    "from stvid.stars import generate_star_catalog\n",
+    "from stvid.astrometry import calibrate_from_reference\n",
+    "from stvid.astrometry import is_calibrated\n",
+    "from stvid.astrometry import generate_reference_with_anet\n",
+    "from astropy.utils.exceptions import AstropyWarning"
    ]
   },
   {
@@ -54,33 +29,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# Use custom FourFrame for Jupyter that shows images\n",
     "from stvid.jupfourframe import FourFrame\n",
     "from stvid.jupfourframe import Observation"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from stvid.stars import pixel_catalog\n",
-    "from stvid.stars import store_calibration\n",
-    "from stvid.stars import generate_star_catalog\n",
-    "from stvid.astrometry import calibrate_from_reference\n",
-    "from stvid.astrometry import is_calibrated\n",
-    "from stvid.astrometry import generate_reference_with_anet"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from astropy.utils.exceptions import AstropyWarning"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -89,15 +42,7 @@
    "source": [
     "if __name__ == \"__main__\":\n",
     "    # Read configuration file\n",
-    "    cfg = configparser.ConfigParser(inline_comment_prefixes=(\"#\", \":\"))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
+    "    cfg = configparser.ConfigParser(inline_comment_prefixes=(\"#\", \":\"))\n",
     "    conf_file=\"config_jupyter.ini\"\n",
     "    result = cfg.read([conf_file])\n",
     "    if not result:\n",
@@ -111,7 +56,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "    file_dir = (\"data/obs/jupyter/\")"
+    "    file_dir = (\"data/obs/jupyter/\")\n",
+    "    fname = os.path.join(file_dir, \"jupyter.fits\")\n",
+    "    calfname = os.path.join(file_dir, \"test.fits\")"
    ]
   },
   {
@@ -123,7 +70,6 @@
     "    # Set warnings\n",
     "    warnings.filterwarnings(\"ignore\", category=UserWarning, append=True)\n",
     "    warnings.simplefilter(\"ignore\", AstropyWarning)\n",
-    "    \n",
     "    nstarsmin = cfg.getint(\"Processing\", \"nstarsmin\")"
    ]
   },
@@ -148,17 +94,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "    fname = os.path.join(file_dir, \"jupyter.fits\")\n",
-    "    calfname = os.path.join(file_dir, \"test.fits\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "    # XXX REMOVE WITH A HAMMER ALL TEMP FILES:\n",
+    "    # XXX REMOVE WITH A HAMMER ALL GENERATED FILES:\n",
     "    fdats = glob.glob(\"data/obs/jupyter/*.dat\", recursive=False)\n",
     "    for fdat in fdats:\n",
     "            print(\"Removing\", fdat)\n",