From 014e8a94fef47111fdf49f64d573fce111ff84a4 Mon Sep 17 00:00:00 2001
From: ahmedk <karim.ahmed@xfel.eu>
Date: Wed, 18 Sep 2024 08:21:23 +0200
Subject: [PATCH] improve comment and use for loop instead

---
 .../Characterize_Darks_Gotthard2_NBC.ipynb     | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/notebooks/Gotthard2/Characterize_Darks_Gotthard2_NBC.ipynb b/notebooks/Gotthard2/Characterize_Darks_Gotthard2_NBC.ipynb
index 5ece45ff6..a9f6b0507 100644
--- a/notebooks/Gotthard2/Characterize_Darks_Gotthard2_NBC.ipynb
+++ b/notebooks/Gotthard2/Characterize_Darks_Gotthard2_NBC.ipynb
@@ -479,9 +479,12 @@
     "\n",
     "    nmap = noise_map[mod].copy()\n",
     "    last_nbpix = 0\n",
-    "    # Calculate NOISE_OUT_OF_THRESHOLD bpix in multiple iterations.\n",
-    "    nitr = -1\n",
-    "    while nitr != bpix_noise_nitrs:\n",
+    "    # Iteratively identify noisy pixels (NOISE_OUT_OF_THRESHOLD)\n",
+    "    # Due to the low number of strips (1280), outliers can significantly impact\n",
+    "    # the badpixel calculation. We use multiple iterations to gradually refine\n",
+    "    # the sigma threshold, as a single fixed threshold may not be suitable for\n",
+    "    # different Gotthard2 detectors.\n",
+    "    for itr in range(bpix_noise_nitrs):\n",
     "        badpixels_map[mod][\n",
     "            eval_bpidx(nmap)\n",
     "        ] |= BadPixels.NOISE_OUT_OF_THRESHOLD.value\n",
@@ -489,13 +492,10 @@
     "        recent_nbpix = np.count_nonzero(badpixels_map[mod])\n",
     "\n",
     "        if last_nbpix == recent_nbpix:\n",
-    "            # skip iterations if no more difference.\n",
-    "            nitr = bpix_noise_nitrs\n",
-    "        else:\n",
-    "            nitr += 1\n",
-    "        last_nbpix = recent_nbpix\n",
+    "            # stop iterating if no more badpixels difference\n",
+    "            break\n",
     "\n",
-    "    if local_output:\n",
+    "    if not local_output:\n",
     "        for cell in [0, 1]:\n",
     "            fig, ax = plt.subplots(figsize=(10, 5))\n",
     "            for g_idx in [0, 1, 2]:\n",
-- 
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