diff --git a/docs/tutorials/beamcut_tutorial.ipynb b/docs/tutorials/beamcut_tutorial.ipynb
index 9ca42c86..ca4114ab 100644
--- a/docs/tutorials/beamcut_tutorial.ipynb
+++ b/docs/tutorials/beamcut_tutorial.ipynb
@@ -91,13 +91,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:33,073\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Updating file metadata information ...  \n"
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:50,880\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Updating file metadata information ...  \n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "4af27ae699a94728b0546f6f7b004f57",
+       "model_id": "db50f616fdb74f58b08c36698acdfd2f",
        "version_major": 2,
        "version_minor": 0
       },
@@ -122,8 +122,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:33,485\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/export/home/arya/miniforge3/envs/casadev/lib/python3.12/site-packages/toolviper\u001b[0m \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:33,488\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Downloading from [cloudflare] .... \n"
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:51,422\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/home/victor/mambaforge/envs/casadev/lib/python3.12/site-packages/toolviper\u001b[0m \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:51,429\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Downloading from [cloudflare] .... \n"
      ]
     },
     {
@@ -151,13 +151,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:33,490\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m File exists: data/kband_beamcut_small.ms \n"
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:51,432\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m File exists: data/kband_beamcut_small.ms \n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "7ad6d60636fc47dfa09cbe72b752e309",
+       "model_id": "8a6e9c1faf22475fb0cb0e9c1421f487",
        "version_major": 2,
        "version_minor": 0
       },
@@ -213,26 +213,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:33,514\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/export/home/arya/miniforge3/envs/casadev/lib/python3.12/site-packages/toolviper\u001b[0m \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:33,516\u001b[0m] \u001b[38;2;255;160;0m WARNING\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m It is recommended that the local cache directory be set using the \u001b[38;2;50;50;205mdask_local_dir\u001b[0m parameter. \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/export/home/arya/miniforge3/envs/casadev/lib/python3.12/site-packages/distributed/node.py:188: UserWarning: Port 8787 is already in use.\n",
-      "Perhaps you already have a cluster running?\n",
-      "Hosting the HTTP server on port 34267 instead\n",
-      "  warnings.warn(\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:34,391\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Client <MenrvaClient: 'tcp://127.0.0.1:34777' processes=4 threads=4, memory=14.90 GiB> \n",
-      "<MenrvaClient: 'tcp://127.0.0.1:34777' processes=4 threads=4, memory=14.90 GiB>\n"
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:51,478\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/home/victor/mambaforge/envs/casadev/lib/python3.12/site-packages/toolviper\u001b[0m \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:51,484\u001b[0m] \u001b[38;2;255;160;0m WARNING\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m It is recommended that the local cache directory be set using the \u001b[38;2;50;50;205mdask_local_dir\u001b[0m parameter. \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:52,975\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Client <MenrvaClient: 'tcp://127.0.0.1:44553' processes=4 threads=4, memory=14.90 GiB> \n",
+      "<MenrvaClient: 'tcp://127.0.0.1:44553' processes=4 threads=4, memory=14.90 GiB>\n"
      ]
     }
    ],
@@ -273,22 +257,22 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:34,395\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/export/home/arya/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:34,397\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Creating output file name: data/kband_beamcut_small.point.zarr \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:34,398\u001b[0m] \u001b[38;2;255;160;0m WARNING\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m data/kband_beamcut_small.point.zarr will be overwritten. \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:35,423\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Consolidating data/kband_beamcut_small.point.zarr... \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:35,528\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/export/home/arya/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:35,532\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Creating output file name: data/kband_beamcut_small.holog.zarr \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:35,553\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Pre-processing ddi: 0, scans: [8 ... 13] \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:35,554\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Pre-processing ddi: 1, scans: [8 ... 13] \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:35,555\u001b[0m] \u001b[38;2;255;160;0m WARNING\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m data/kband_beamcut_small.holog.zarr will be overwritten. \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:37,002\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m EA15: DDI 0: Suggested cell size 1.64 amin, FOV: (19.72 amin, 19.76 amin) \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:37,003\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m EA17: DDI 0: Suggested cell size 1.64 amin, FOV: (19.73 amin, 19.76 amin) \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:37,784\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Finished extracting holography chunk for DDI 0, map_0. \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:38,108\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m EA15: DDI 1: Suggested cell size 1.63 amin, FOV: (19.72 amin, 19.76 amin) \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:38,109\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m EA17: DDI 1: Suggested cell size 1.63 amin, FOV: (19.73 amin, 19.76 amin) \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:38,165\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Finished extracting holography chunk for DDI 1, map_0. \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:38,166\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Consolidating data/kband_beamcut_small.holog.zarr... \n"
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:52,983\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/home/victor/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:52,988\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Creating output file name: data/kband_beamcut_small.point.zarr \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:52,990\u001b[0m] \u001b[38;2;255;160;0m WARNING\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m data/kband_beamcut_small.point.zarr will be overwritten. \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:54,775\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Consolidating data/kband_beamcut_small.point.zarr... \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:54,995\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/home/victor/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:55,001\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Creating output file name: data/kband_beamcut_small.holog.zarr \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:55,040\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Pre-processing ddi: 0, scans: [8 ... 13] \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:55,042\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Pre-processing ddi: 1, scans: [8 ... 13] \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:55,043\u001b[0m] \u001b[38;2;255;160;0m WARNING\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m data/kband_beamcut_small.holog.zarr will be overwritten. \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:57,251\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m EA15: DDI 0: Suggested cell size 1.64 amin, FOV: (19.72 amin, 19.76 amin) \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:57,254\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m EA17: DDI 0: Suggested cell size 1.64 amin, FOV: (19.73 amin, 19.76 amin) \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:58,789\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Finished extracting holography chunk for DDI 0, map_0. \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:59,279\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m EA15: DDI 1: Suggested cell size 1.63 amin, FOV: (19.72 amin, 19.76 amin) \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:59,281\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m EA17: DDI 1: Suggested cell size 1.63 amin, FOV: (19.73 amin, 19.76 amin) \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:59,398\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Finished extracting holography chunk for DDI 1, map_0. \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:59,399\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Consolidating data/kband_beamcut_small.holog.zarr... \n"
      ]
     }
    ],
@@ -351,14 +335,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:38,220\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/export/home/arya/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:38,224\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Creating output file name: data/kband_beamcut_small.beamcut.zarr \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:38,224\u001b[0m] \u001b[38;2;255;160;0m WARNING\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m data/kband_beamcut_small.beamcut.zarr will be overwritten. \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:39,849\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    worker_0: \u001b[0m processing EA15: DDI 1 \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:40,283\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    worker_3: \u001b[0m processing EA17: DDI 1 \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:40,284\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    worker_1: \u001b[0m processing EA17: DDI 0 \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:40,303\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    worker_2: \u001b[0m processing EA15: DDI 0 \n",
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:40,803\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Consolidating data/kband_beamcut_small.beamcut.zarr... \n"
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:59,519\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/home/victor/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:59,531\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Creating output file name: data/kband_beamcut_small.beamcut.zarr \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:13:59,532\u001b[0m] \u001b[38;2;255;160;0m WARNING\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m data/kband_beamcut_small.beamcut.zarr will be overwritten. \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:14:01,917\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    worker_3: \u001b[0m processing EA15: DDI 1 \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:14:03,039\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    worker_1: \u001b[0m processing EA17: DDI 1 \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:14:03,630\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    worker_0: \u001b[0m processing EA15: DDI 0 \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:14:04,072\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    worker_2: \u001b[0m processing EA17: DDI 0 \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:14:05,358\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Consolidating data/kband_beamcut_small.beamcut.zarr... \n"
      ]
     }
    ],
@@ -408,7 +392,7 @@
       "################################################################################\n",
       "\n",
       "Data origin:\n",
-      "creation_time:    2026-02-25 17:12:38 MST\n",
+      "creation_time:    2026-02-27 16:13:59 MST\n",
       "creator_function: beamcut\n",
       "origin:           astrohack\n",
       "version:          0.10.1\n",
@@ -428,6 +412,8 @@
       "| lm_unit      | amin                                  |\n",
       "| overwrite    | True                                  |\n",
       "| parallel     | True                                  |\n",
+      "| phase_scale  | None                                  |\n",
+      "| phase_unit   | deg                                   |\n",
       "| y_scale      | None                                  |\n",
       "+--------------+---------------------------------------+\n",
       "\n",
@@ -435,6 +421,15 @@
       "+------------------------------+-----------------------------------------------+\n",
       "| Methods                      | Description                                   |\n",
       "+------------------------------+-----------------------------------------------+\n",
+      "| add_node                     | Add a node to the data tree file structure,   |\n",
+      "|                              | however this node is not yet consolidated     |\n",
+      "|                              | into the data tree         structure,         |\n",
+      "|                              | consolidate must be called to integrate all   |\n",
+      "|                              | nodes writen by add_node onto the tree        |\n",
+      "|                              | structure.                                    |\n",
+      "| consolidate                  | Traverse own file structure on disk           |\n",
+      "|                              | consolidating metadata to create a unified    |\n",
+      "|                              | data tree entity.                             |\n",
       "| create_beam_fit_report       | Create reports on the parameters of the       |\n",
       "|                              | gaussians fitted to the beamcut.              |\n",
       "| create_from_input_parameters | Create an AstrohackBaseFile object from a     |\n",
@@ -452,6 +447,8 @@
       "|                              | amplitude                                     |\n",
       "| plot_beamcut_in_attenuation  | Plot beamcuts contained in the beamcut_mds in |\n",
       "|                              | attenuation                                   |\n",
+      "| plot_beamcut_in_phase        | Plot beamcuts contained in the beamcut_mds in |\n",
+      "|                              | phase                                         |\n",
       "| summary                      | Prints summary of this Astrohack File object, |\n",
       "|                              | with available data, attributes and methods   |\n",
       "| values                       | Get children values                           |\n",
@@ -504,7 +501,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:40,946\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/export/home/arya/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:14:05,699\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/home/victor/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n",
       "############################################################\n",
       "###                   ant_ea15, ddi_0                    ###\n",
       "############################################################\n",
@@ -692,87 +689,39 @@
        "</symbol>\n",
        "</defs>\n",
        "</svg>\n",
-       "<style>/* CSS stylesheet for displaying xarray objects in notebooks */\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
+       " *\n",
+       " */\n",
        "\n",
        ":root {\n",
-       "  --xr-font-color0: var(\n",
-       "    --jp-content-font-color0,\n",
-       "    var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
-       "  );\n",
-       "  --xr-font-color2: var(\n",
-       "    --jp-content-font-color2,\n",
-       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
-       "  );\n",
-       "  --xr-font-color3: var(\n",
-       "    --jp-content-font-color3,\n",
-       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
-       "  );\n",
-       "  --xr-border-color: var(\n",
-       "    --jp-border-color2,\n",
-       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
-       "  );\n",
-       "  --xr-disabled-color: var(\n",
-       "    --jp-layout-color3,\n",
-       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
-       "  );\n",
-       "  --xr-background-color: var(\n",
-       "    --jp-layout-color0,\n",
-       "    var(--pst-color-on-background, white)\n",
-       "  );\n",
-       "  --xr-background-color-row-even: var(\n",
-       "    --jp-layout-color1,\n",
-       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
-       "  );\n",
-       "  --xr-background-color-row-odd: var(\n",
-       "    --jp-layout-color2,\n",
-       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
-       "  );\n",
+       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
+       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
+       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
+       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
+       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
+       "  --xr-background-color: var(--jp-layout-color0, white);\n",
+       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
+       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
        "}\n",
        "\n",
        "html[theme=\"dark\"],\n",
        "html[data-theme=\"dark\"],\n",
        "body[data-theme=\"dark\"],\n",
        "body.vscode-dark {\n",
-       "  --xr-font-color0: var(\n",
-       "    --jp-content-font-color0,\n",
-       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
-       "  );\n",
-       "  --xr-font-color2: var(\n",
-       "    --jp-content-font-color2,\n",
-       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
-       "  );\n",
-       "  --xr-font-color3: var(\n",
-       "    --jp-content-font-color3,\n",
-       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
-       "  );\n",
-       "  --xr-border-color: var(\n",
-       "    --jp-border-color2,\n",
-       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
-       "  );\n",
-       "  --xr-disabled-color: var(\n",
-       "    --jp-layout-color3,\n",
-       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
-       "  );\n",
-       "  --xr-background-color: var(\n",
-       "    --jp-layout-color0,\n",
-       "    var(--pst-color-on-background, #111111)\n",
-       "  );\n",
-       "  --xr-background-color-row-even: var(\n",
-       "    --jp-layout-color1,\n",
-       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
-       "  );\n",
-       "  --xr-background-color-row-odd: var(\n",
-       "    --jp-layout-color2,\n",
-       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
-       "  );\n",
+       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
+       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+       "  --xr-border-color: #1f1f1f;\n",
+       "  --xr-disabled-color: #515151;\n",
+       "  --xr-background-color: #111111;\n",
+       "  --xr-background-color-row-even: #111111;\n",
+       "  --xr-background-color-row-odd: #313131;\n",
        "}\n",
        "\n",
        ".xr-wrap {\n",
        "  display: block !important;\n",
        "  min-width: 300px;\n",
        "  max-width: 700px;\n",
-       "  line-height: 1.6;\n",
-       "  padding-bottom: 4px;\n",
        "}\n",
        "\n",
        ".xr-text-repr-fallback {\n",
@@ -783,11 +732,8 @@
        ".xr-header {\n",
        "  padding-top: 6px;\n",
        "  padding-bottom: 6px;\n",
-       "}\n",
-       "\n",
-       ".xr-header {\n",
-       "  border-bottom: solid 1px var(--xr-border-color);\n",
        "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
        "}\n",
        "\n",
        ".xr-header > div,\n",
@@ -798,62 +744,45 @@
        "}\n",
        "\n",
        ".xr-obj-type,\n",
-       ".xr-obj-name {\n",
+       ".xr-array-name {\n",
        "  margin-left: 2px;\n",
        "  margin-right: 10px;\n",
        "}\n",
        "\n",
-       ".xr-obj-type,\n",
-       ".xr-group-box-contents > label {\n",
+       ".xr-obj-type {\n",
        "  color: var(--xr-font-color2);\n",
-       "  display: block;\n",
        "}\n",
        "\n",
        ".xr-sections {\n",
        "  padding-left: 0 !important;\n",
        "  display: grid;\n",
        "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
-       "  margin-block-start: 0;\n",
-       "  margin-block-end: 0;\n",
        "}\n",
        "\n",
        ".xr-section-item {\n",
        "  display: contents;\n",
        "}\n",
        "\n",
-       ".xr-section-item > input,\n",
-       ".xr-group-box-contents > input,\n",
-       ".xr-array-wrap > input {\n",
-       "  display: block;\n",
+       ".xr-section-item input {\n",
+       "  display: inline-block;\n",
        "  opacity: 0;\n",
        "  height: 0;\n",
-       "  margin: 0;\n",
        "}\n",
        "\n",
-       ".xr-section-item > input + label,\n",
-       ".xr-var-item > input + label {\n",
+       ".xr-section-item input + label {\n",
        "  color: var(--xr-disabled-color);\n",
        "}\n",
        "\n",
-       ".xr-section-item > input:enabled + label,\n",
-       ".xr-var-item > input:enabled + label,\n",
-       ".xr-array-wrap > input:enabled + label,\n",
-       ".xr-group-box-contents > input:enabled + label {\n",
+       ".xr-section-item input:enabled + label {\n",
        "  cursor: pointer;\n",
        "  color: var(--xr-font-color2);\n",
        "}\n",
        "\n",
-       ".xr-section-item > input:focus-visible + label,\n",
-       ".xr-var-item > input:focus-visible + label,\n",
-       ".xr-array-wrap > input:focus-visible + label,\n",
-       ".xr-group-box-contents > input:focus-visible + label {\n",
-       "  outline: auto;\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0);\n",
        "}\n",
        "\n",
-       ".xr-section-item > input:enabled + label:hover,\n",
-       ".xr-var-item > input:enabled + label:hover,\n",
-       ".xr-array-wrap > input:enabled + label:hover,\n",
-       ".xr-group-box-contents > input:enabled + label:hover {\n",
+       ".xr-section-item input:enabled + label:hover {\n",
        "  color: var(--xr-font-color0);\n",
        "}\n",
        "\n",
@@ -861,25 +790,11 @@
        "  grid-column: 1;\n",
        "  color: var(--xr-font-color2);\n",
        "  font-weight: 500;\n",
-       "  white-space: nowrap;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary > em {\n",
-       "  font-weight: normal;\n",
-       "}\n",
-       "\n",
-       ".xr-span-grid {\n",
-       "  grid-column-end: -1;\n",
        "}\n",
        "\n",
        ".xr-section-summary > span {\n",
        "  display: inline-block;\n",
-       "  padding-left: 0.3em;\n",
-       "}\n",
-       "\n",
-       ".xr-group-box-contents > input:checked + label > span {\n",
-       "  display: inline-block;\n",
-       "  padding-left: 0.6em;\n",
+       "  padding-left: 0.5em;\n",
        "}\n",
        "\n",
        ".xr-section-summary-in:disabled + label {\n",
@@ -907,9 +822,9 @@
        "}\n",
        "\n",
        ".xr-section-summary,\n",
-       ".xr-section-inline-details,\n",
-       ".xr-group-box-contents > label {\n",
+       ".xr-section-inline-details {\n",
        "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
        "}\n",
        "\n",
        ".xr-section-inline-details {\n",
@@ -917,81 +832,15 @@
        "}\n",
        "\n",
        ".xr-section-details {\n",
+       "  display: none;\n",
        "  grid-column: 1 / -1;\n",
-       "  margin-top: 4px;\n",
        "  margin-bottom: 5px;\n",
        "}\n",
        "\n",
-       ".xr-section-summary-in ~ .xr-section-details {\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
        ".xr-section-summary-in:checked ~ .xr-section-details {\n",
        "  display: contents;\n",
        "}\n",
        "\n",
-       ".xr-children {\n",
-       "  display: inline-grid;\n",
-       "  grid-template-columns: 100%;\n",
-       "  grid-column: 1 / -1;\n",
-       "  padding-top: 4px;\n",
-       "}\n",
-       "\n",
-       ".xr-group-box {\n",
-       "  display: inline-grid;\n",
-       "  grid-template-columns: 0px 30px auto;\n",
-       "}\n",
-       "\n",
-       ".xr-group-box-vline {\n",
-       "  grid-column-start: 1;\n",
-       "  border-right: 0.2em solid;\n",
-       "  border-color: var(--xr-border-color);\n",
-       "  width: 0px;\n",
-       "}\n",
-       "\n",
-       ".xr-group-box-hline {\n",
-       "  grid-column-start: 2;\n",
-       "  grid-row-start: 1;\n",
-       "  height: 1em;\n",
-       "  width: 26px;\n",
-       "  border-bottom: 0.2em solid;\n",
-       "  border-color: var(--xr-border-color);\n",
-       "}\n",
-       "\n",
-       ".xr-group-box-contents {\n",
-       "  grid-column-start: 3;\n",
-       "  padding-bottom: 4px;\n",
-       "}\n",
-       "\n",
-       ".xr-group-box-contents > label::before {\n",
-       "  content: \"📂\";\n",
-       "  padding-right: 0.3em;\n",
-       "}\n",
-       "\n",
-       ".xr-group-box-contents > input:checked + label::before {\n",
-       "  content: \"📁\";\n",
-       "}\n",
-       "\n",
-       ".xr-group-box-contents > input:checked + label {\n",
-       "  padding-bottom: 0px;\n",
-       "}\n",
-       "\n",
-       ".xr-group-box-contents > input:checked ~ .xr-sections {\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       ".xr-group-box-contents > input + label > span {\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       ".xr-group-box-ellipsis {\n",
-       "  font-size: 1.4em;\n",
-       "  font-weight: 900;\n",
-       "  color: var(--xr-font-color2);\n",
-       "  letter-spacing: 0.15em;\n",
-       "  cursor: default;\n",
-       "}\n",
-       "\n",
        ".xr-array-wrap {\n",
        "  grid-column: 1 / -1;\n",
        "  display: grid;\n",
@@ -1062,9 +911,7 @@
        ".xr-var-item label,\n",
        ".xr-var-item > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-even);\n",
-       "  border-color: var(--xr-background-color-row-odd);\n",
        "  margin-bottom: 0;\n",
-       "  padding-top: 2px;\n",
        "}\n",
        "\n",
        ".xr-var-item > .xr-var-name:hover span {\n",
@@ -1075,7 +922,6 @@
        ".xr-var-list > li:nth-child(odd) > label,\n",
        ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-odd);\n",
-       "  border-color: var(--xr-background-color-row-even);\n",
        "}\n",
        "\n",
        ".xr-var-name {\n",
@@ -1125,15 +971,8 @@
        ".xr-var-data,\n",
        ".xr-index-data {\n",
        "  display: none;\n",
-       "  border-top: 2px dotted var(--xr-background-color);\n",
-       "  padding-bottom: 20px !important;\n",
-       "  padding-top: 10px !important;\n",
-       "}\n",
-       "\n",
-       ".xr-var-attrs-in + label,\n",
-       ".xr-var-data-in + label,\n",
-       ".xr-index-data-in + label {\n",
-       "  padding: 0 1px;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
        "}\n",
        "\n",
        ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
@@ -1146,12 +985,6 @@
        "  float: right;\n",
        "}\n",
        "\n",
-       ".xr-var-data > pre,\n",
-       ".xr-index-data > pre,\n",
-       ".xr-var-data > table > tbody > tr {\n",
-       "  background-color: transparent !important;\n",
-       "}\n",
-       "\n",
        ".xr-var-name span,\n",
        ".xr-var-data,\n",
        ".xr-index-name div,\n",
@@ -1211,47 +1044,37 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "\n",
-       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
-       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
-       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
-       "  color: var(--xr-font-color0);\n",
-       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
-       "  stroke-width: 0.8px;\n",
-       "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataTree &#x27;cut_0&#x27;&gt;\n",
-       "Group: /ant_ea17/ddi_0/cut_0\n",
-       "    Dimensions:       (lm_dist: 487, time: 487, lm: 2)\n",
-       "    Coordinates:\n",
-       "      * lm_dist       (lm_dist) float64 4kB -0.002873 -0.002863 ... 0.002871\n",
-       "      * time          (time) float64 4kB 5.271e+09 5.271e+09 ... 5.271e+09 5.271e+09\n",
-       "    Dimensions without coordinates: lm\n",
-       "    Data variables:\n",
-       "        LL_amp_fit    (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
-       "        LL_amplitude  (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
-       "        LL_phase      (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
-       "        LL_weight     (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
-       "        RR_amp_fit    (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
-       "        RR_amplitude  (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
-       "        RR_phase      (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
-       "        RR_weight     (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
-       "        lm_offsets    (time, lm) float64 8kB dask.array&lt;chunksize=(487, 2), meta=np.ndarray&gt;\n",
-       "    Attributes: (12/19)\n",
-       "        LL_amp_fit_pars:           [-0.0020771884159861693, 0.16536998921100482, ...\n",
-       "        LL_first_side_lobe_ratio:  0.9506975351868078\n",
-       "        LL_fit_succeeded:          True\n",
-       "        LL_n_peaks:                5\n",
-       "        LL_pb_center:              2.0066879975923337e-05\n",
-       "        LL_pb_fwhm:                0.0007089940968873998\n",
-       "        ...                        ...\n",
-       "        available_corrs:           [&#x27;RR&#x27;, &#x27;LL&#x27;]\n",
-       "        direction:                 El. cut (S -&gt; N)\n",
-       "        lm_angle:                  8.043802534404685e-06\n",
-       "        scan_number:               8\n",
-       "        time_string:               2025-11-25 23:16\n",
-       "        xlabel:                    Elevation offset</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataTree</div><div class='xr-obj-name'>&#x27;cut_0&#x27;</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-ff42c660-bcbc-4a01-8ee2-721bc00407d7' class='xr-section-summary-in' type='checkbox' disabled /><label for='section-ff42c660-bcbc-4a01-8ee2-721bc00407d7' class='xr-section-summary'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lm_dist</span>: 487</li><li><span class='xr-has-index'>time</span>: 487</li><li><span>lm</span>: 2</li></ul></div></li><li class='xr-section-item'><input id='section-c72a7aed-5b76-474e-a60c-3e92c86f97a8' class='xr-section-summary-in' type='checkbox' checked /><label for='section-c72a7aed-5b76-474e-a60c-3e92c86f97a8' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lm_dist</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.002873 -0.002863 ... 0.002871</div><input id='attrs-6fd1f849-ab4d-4dfd-b5df-888ab146b007' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6fd1f849-ab4d-4dfd-b5df-888ab146b007' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9669d35f-e43d-4723-a724-c491990e0829' class='xr-var-data-in' type='checkbox'><label for='data-9669d35f-e43d-4723-a724-c491990e0829' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.002873, -0.002863, -0.002849, ...,  0.002855,  0.002869,  0.002871],\n",
-       "      shape=(487,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.271e+09 5.271e+09 ... 5.271e+09</div><input id='attrs-236e7ddb-948a-4eaa-9d15-e5545ebe8984' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-236e7ddb-948a-4eaa-9d15-e5545ebe8984' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8fccce5d-3fbc-41fb-acbc-354e973e38be' class='xr-var-data-in' type='checkbox'><label for='data-8fccce5d-3fbc-41fb-acbc-354e973e38be' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([5.270829e+09, 5.270829e+09, 5.270829e+09, ..., 5.270829e+09,\n",
-       "       5.270829e+09, 5.270829e+09], shape=(487,))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ef0ab109-b5b2-4f28-a660-d86a9dba50c2' class='xr-section-summary-in' type='checkbox' checked /><label for='section-ef0ab109-b5b2-4f28-a660-d86a9dba50c2' class='xr-section-summary' title='Expand/collapse section'>Data variables: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>LL_amp_fit</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-3b8502ce-906a-4edd-b124-6e50fcda74ef' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3b8502ce-906a-4edd-b124-6e50fcda74ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf66ace8-1fff-48aa-b4da-99674c580947' class='xr-var-data-in' type='checkbox'><label for='data-bf66ace8-1fff-48aa-b4da-99674c580947' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DatasetView&gt; Size: 47kB\n",
+       "Dimensions:       (lm_dist: 487, time: 487, lm: 2)\n",
+       "Coordinates:\n",
+       "  * lm_dist       (lm_dist) float64 4kB -0.002873 -0.002863 ... 0.002871\n",
+       "  * time          (time) float64 4kB 5.271e+09 5.271e+09 ... 5.271e+09 5.271e+09\n",
+       "Dimensions without coordinates: lm\n",
+       "Data variables:\n",
+       "    LL_amp_fit    (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
+       "    LL_amplitude  (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
+       "    LL_phase      (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
+       "    LL_weight     (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
+       "    RR_amp_fit    (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
+       "    RR_amplitude  (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
+       "    RR_phase      (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
+       "    RR_weight     (lm_dist) float64 4kB dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;\n",
+       "    lm_offsets    (time, lm) float64 8kB dask.array&lt;chunksize=(487, 2), meta=np.ndarray&gt;\n",
+       "Attributes: (12/19)\n",
+       "    LL_amp_fit_pars:           [-0.0020771884160875193, 0.16536998917609916, ...\n",
+       "    LL_first_side_lobe_ratio:  0.9506975352892273\n",
+       "    LL_fit_succeeded:          True\n",
+       "    LL_n_peaks:                5\n",
+       "    LL_pb_center:              2.006687997700633e-05\n",
+       "    LL_pb_fwhm:                0.0007089940968822954\n",
+       "    ...                        ...\n",
+       "    available_corrs:           [&#x27;RR&#x27;, &#x27;LL&#x27;]\n",
+       "    direction:                 El. cut (S -&gt; N)\n",
+       "    lm_angle:                  8.043802534404685e-06\n",
+       "    scan_number:               8\n",
+       "    time_string:               2025-11-25 23:16\n",
+       "    xlabel:                    Elevation offset</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataTree</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-39ff0580-a1e3-4130-b887-eeee42f0406b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-39ff0580-a1e3-4130-b887-eeee42f0406b' class='xr-section-summary'  title='Expand/collapse section'>Groups: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><div style='display: inline-grid; grid-template-columns: 100%; grid-column: 1 / -1'></div></div></li><li class='xr-section-item'><input id='section-c1fd7d5e-473f-4347-a70f-cd442186ba9a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c1fd7d5e-473f-4347-a70f-cd442186ba9a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lm_dist</span>: 487</li><li><span class='xr-has-index'>time</span>: 487</li><li><span>lm</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f9862f6e-4995-4b04-bdfb-7f5d204be7ee' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f9862f6e-4995-4b04-bdfb-7f5d204be7ee' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lm_dist</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.002873 -0.002863 ... 0.002871</div><input id='attrs-34fbfa58-e952-4ec1-a78e-8aad9180941e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-34fbfa58-e952-4ec1-a78e-8aad9180941e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ad441f8-bc0a-4c22-94f0-f0a6d306d551' class='xr-var-data-in' type='checkbox'><label for='data-0ad441f8-bc0a-4c22-94f0-f0a6d306d551' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.002873, -0.002863, -0.002849, ...,  0.002855,  0.002869,  0.002871])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.271e+09 5.271e+09 ... 5.271e+09</div><input id='attrs-06a0ca6a-c23f-4ebc-9454-b25b726232be' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-06a0ca6a-c23f-4ebc-9454-b25b726232be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1cfb4467-c9e9-4db7-bf63-8b6a17d78ca1' class='xr-var-data-in' type='checkbox'><label for='data-1cfb4467-c9e9-4db7-bf63-8b6a17d78ca1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([5.270829e+09, 5.270829e+09, 5.270829e+09, ..., 5.270829e+09,\n",
+       "       5.270829e+09, 5.270829e+09])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e6d36332-6dd2-483b-99e0-faf3fc55367d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e6d36332-6dd2-483b-99e0-faf3fc55367d' class='xr-section-summary'  title='Expand/collapse section'>Inherited coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-2f0cd533-472d-4bdb-8383-254cc9f68ecb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2f0cd533-472d-4bdb-8383-254cc9f68ecb' class='xr-section-summary' >Data variables: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>LL_amp_fit</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-59229fc0-a698-4e16-bea6-49ea949a0621' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-59229fc0-a698-4e16-bea6-49ea949a0621' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3a22d68-5013-41dd-aaf2-500cb5e89635' class='xr-var-data-in' type='checkbox'><label for='data-e3a22d68-5013-41dd-aaf2-500cb5e89635' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1301,12 +1124,12 @@
        "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Text -->\n",
-       "  <text x=\"60.0\" y=\"45.41261651458248\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
-       "  <text x=\"140.0\" y=\"12.706308257291242\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.0,12.706308257291242)\">1</text>\n",
+       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
+       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>LL_amplitude</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-42be80a1-2899-43dd-a311-9b0791641854' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-42be80a1-2899-43dd-a311-9b0791641854' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a79325f9-7a2e-4c45-84ec-2f29fb842028' class='xr-var-data-in' type='checkbox'><label for='data-a79325f9-7a2e-4c45-84ec-2f29fb842028' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>LL_amplitude</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-7612fc44-9df8-493d-a1dd-cb23e1eedeb4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7612fc44-9df8-493d-a1dd-cb23e1eedeb4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9592ce62-f37d-4f58-a71b-35960f917eb2' class='xr-var-data-in' type='checkbox'><label for='data-9592ce62-f37d-4f58-a71b-35960f917eb2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1356,12 +1179,12 @@
        "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Text -->\n",
-       "  <text x=\"60.0\" y=\"45.41261651458248\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
-       "  <text x=\"140.0\" y=\"12.706308257291242\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.0,12.706308257291242)\">1</text>\n",
+       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
+       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>LL_phase</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-5643431f-dc5c-4a2a-97e2-b156f4cb4915' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5643431f-dc5c-4a2a-97e2-b156f4cb4915' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbfd50a3-873a-4a26-aa71-7b6d1814f92c' class='xr-var-data-in' type='checkbox'><label for='data-cbfd50a3-873a-4a26-aa71-7b6d1814f92c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>LL_phase</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-9d962414-0480-445d-856c-131291f0288e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9d962414-0480-445d-856c-131291f0288e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-235ec1e9-46ea-4524-ac1d-e05bc67cc0c0' class='xr-var-data-in' type='checkbox'><label for='data-235ec1e9-46ea-4524-ac1d-e05bc67cc0c0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1411,12 +1234,12 @@
        "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Text -->\n",
-       "  <text x=\"60.0\" y=\"45.41261651458248\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
-       "  <text x=\"140.0\" y=\"12.706308257291242\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.0,12.706308257291242)\">1</text>\n",
+       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
+       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>LL_weight</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-3f5e2c0e-1a57-401f-907d-73a565994b94' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3f5e2c0e-1a57-401f-907d-73a565994b94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-566f3cc3-1b3f-4f89-a3ab-bc5a111125b9' class='xr-var-data-in' type='checkbox'><label for='data-566f3cc3-1b3f-4f89-a3ab-bc5a111125b9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>LL_weight</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-3154cdf3-626a-4812-b014-1d67299bab28' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3154cdf3-626a-4812-b014-1d67299bab28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a376431-2019-4be9-af01-64a08f0c5f22' class='xr-var-data-in' type='checkbox'><label for='data-3a376431-2019-4be9-af01-64a08f0c5f22' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1466,12 +1289,12 @@
        "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Text -->\n",
-       "  <text x=\"60.0\" y=\"45.41261651458248\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
-       "  <text x=\"140.0\" y=\"12.706308257291242\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.0,12.706308257291242)\">1</text>\n",
+       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
+       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RR_amp_fit</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-b1ef9aaf-070e-46d4-9e7d-45832aac3c1b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b1ef9aaf-070e-46d4-9e7d-45832aac3c1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a02db77f-e2ef-4aa8-bf21-a0118baeaf93' class='xr-var-data-in' type='checkbox'><label for='data-a02db77f-e2ef-4aa8-bf21-a0118baeaf93' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RR_amp_fit</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-07fe6838-7040-45b3-aebc-e061194c050a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-07fe6838-7040-45b3-aebc-e061194c050a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-465f18ec-b0b8-4181-9216-3670bf893e56' class='xr-var-data-in' type='checkbox'><label for='data-465f18ec-b0b8-4181-9216-3670bf893e56' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1521,12 +1344,12 @@
        "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Text -->\n",
-       "  <text x=\"60.0\" y=\"45.41261651458248\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
-       "  <text x=\"140.0\" y=\"12.706308257291242\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.0,12.706308257291242)\">1</text>\n",
+       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
+       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RR_amplitude</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-0546fcf6-25f9-4efc-b2c1-8947811f8822' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0546fcf6-25f9-4efc-b2c1-8947811f8822' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba75ed30-f541-452f-a679-8d0d3bb546b0' class='xr-var-data-in' type='checkbox'><label for='data-ba75ed30-f541-452f-a679-8d0d3bb546b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RR_amplitude</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-17d9c6f0-0cb0-4b2c-a338-2ee383126201' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-17d9c6f0-0cb0-4b2c-a338-2ee383126201' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d136cbf3-1bc0-45ad-9a89-c8bfb3d24a41' class='xr-var-data-in' type='checkbox'><label for='data-d136cbf3-1bc0-45ad-9a89-c8bfb3d24a41' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1576,12 +1399,12 @@
        "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Text -->\n",
-       "  <text x=\"60.0\" y=\"45.41261651458248\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
-       "  <text x=\"140.0\" y=\"12.706308257291242\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.0,12.706308257291242)\">1</text>\n",
+       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
+       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RR_phase</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-f19026aa-8427-42f2-83ac-74ccf64d68f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f19026aa-8427-42f2-83ac-74ccf64d68f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d7785def-de04-404f-bcec-7fe44a4f24a4' class='xr-var-data-in' type='checkbox'><label for='data-d7785def-de04-404f-bcec-7fe44a4f24a4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RR_phase</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-677dee0b-2005-4dc3-b72d-6e14d3f18283' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-677dee0b-2005-4dc3-b72d-6e14d3f18283' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4967c8e1-c58d-47e8-b212-eee5f79d0a6e' class='xr-var-data-in' type='checkbox'><label for='data-4967c8e1-c58d-47e8-b212-eee5f79d0a6e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1631,12 +1454,12 @@
        "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Text -->\n",
-       "  <text x=\"60.0\" y=\"45.41261651458248\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
-       "  <text x=\"140.0\" y=\"12.706308257291242\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.0,12.706308257291242)\">1</text>\n",
+       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
+       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RR_weight</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-181c5878-cc8d-43d9-a984-5d4e2bd5a585' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-181c5878-cc8d-43d9-a984-5d4e2bd5a585' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0d7939c-3104-422e-b014-8a933f77933e' class='xr-var-data-in' type='checkbox'><label for='data-a0d7939c-3104-422e-b014-8a933f77933e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RR_weight</span></div><div class='xr-var-dims'>(lm_dist)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487,), meta=np.ndarray&gt;</div><input id='attrs-4539b465-33be-46ee-9070-65eb1808d818' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4539b465-33be-46ee-9070-65eb1808d818' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df429296-1446-4b85-9464-4b407b1ca854' class='xr-var-data-in' type='checkbox'><label for='data-df429296-1446-4b85-9464-4b407b1ca854' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1686,12 +1509,12 @@
        "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Text -->\n",
-       "  <text x=\"60.0\" y=\"45.41261651458248\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
-       "  <text x=\"140.0\" y=\"12.706308257291242\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.0,12.706308257291242)\">1</text>\n",
+       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >487</text>\n",
+       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lm_offsets</span></div><div class='xr-var-dims'>(time, lm)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487, 2), meta=np.ndarray&gt;</div><input id='attrs-cc0fb784-bc1c-42ab-b470-354837260be6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cc0fb784-bc1c-42ab-b470-354837260be6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a7af242-89e6-4e83-b1d9-fa43f2816f90' class='xr-var-data-in' type='checkbox'><label for='data-5a7af242-89e6-4e83-b1d9-fa43f2816f90' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lm_offsets</span></div><div class='xr-var-dims'>(time, lm)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(487, 2), meta=np.ndarray&gt;</div><input id='attrs-241e52eb-0e79-48f4-9987-5268b4c7b5ae' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-241e52eb-0e79-48f4-9987-5268b4c7b5ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43eeb0e4-1f23-4b4a-85ae-acc56ea4c55c' class='xr-var-data-in' type='checkbox'><label for='data-43eeb0e4-1f23-4b4a-85ae-acc56ea4c55c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1741,12 +1564,12 @@
        "  <polygon points=\"0.0,0.0 25.412616514582485,0.0 25.412616514582485,120.0 0.0,120.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Text -->\n",
-       "  <text x=\"12.706308257291242\" y=\"140.0\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2</text>\n",
-       "  <text x=\"45.41261651458248\" y=\"60.0\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,45.41261651458248,60.0)\">487</text>\n",
+       "  <text x=\"12.706308\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2</text>\n",
+       "  <text x=\"45.412617\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,45.412617,60.000000)\">487</text>\n",
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-de27117d-82de-4aa8-acd4-cb7e9be2f4ca' class='xr-section-summary-in' type='checkbox' /><label for='section-de27117d-82de-4aa8-acd4-cb7e9be2f4ca' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(19)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>LL_amp_fit_pars :</span></dt><dd>[-0.0020771884159861693, 0.16536998921100482, 0.0008291006089595681, -0.0009639042957236294, 0.27877907494065995, 0.00036448913620369894, 2.0066879975923337e-05, 1.4063135656211234, 0.0007089940968873998, 0.0010141894114774536, 0.2932363497564776, 0.00038316510432928076, 0.002148945846174409, 0.10410575599154136, 0.0008429050480847646]</dd><dt><span>LL_first_side_lobe_ratio :</span></dt><dd>0.9506975351868078</dd><dt><span>LL_fit_succeeded :</span></dt><dd>True</dd><dt><span>LL_n_peaks :</span></dt><dd>5</dd><dt><span>LL_pb_center :</span></dt><dd>2.0066879975923337e-05</dd><dt><span>LL_pb_fwhm :</span></dt><dd>0.0007089940968873998</dd><dt><span>RR_amp_fit_pars :</span></dt><dd>[-0.0021316096026501833, 0.09238087653930505, 0.000907026468361306, -0.0009826696192217542, 0.17318442671576004, 0.0003573929911428144, -8.414861943153176e-07, 0.999458689093149, 0.0007031744005730371, 0.000989224346707136, 0.23399602952314705, 0.00039357638579090614, 0.0021426911418849855, 0.09818246498008791, 0.0008143468122037337]</dd><dt><span>RR_first_side_lobe_ratio :</span></dt><dd>0.7401169458673593</dd><dt><span>RR_fit_succeeded :</span></dt><dd>True</dd><dt><span>RR_n_peaks :</span></dt><dd>5</dd><dt><span>RR_pb_center :</span></dt><dd>-8.414861943153176e-07</dd><dt><span>RR_pb_fwhm :</span></dt><dd>0.0007031744005730371</dd><dt><span>all_corr_ymax :</span></dt><dd>1.3963857259532568</dd><dt><span>available_corrs :</span></dt><dd>[&#x27;RR&#x27;, &#x27;LL&#x27;]</dd><dt><span>direction :</span></dt><dd>El. cut (S -&gt; N)</dd><dt><span>lm_angle :</span></dt><dd>8.043802534404685e-06</dd><dt><span>scan_number :</span></dt><dd>8</dd><dt><span>time_string :</span></dt><dd>2025-11-25 23:16</dd><dt><span>xlabel :</span></dt><dd>Elevation offset</dd></dl></div></li></ul></div></div>"
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-ec323520-fd3b-431b-812a-abb49ab78a14' class='xr-section-summary-in' type='checkbox'  ><label for='section-ec323520-fd3b-431b-812a-abb49ab78a14' class='xr-section-summary' >Attributes: <span>(19)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>LL_amp_fit_pars :</span></dt><dd>[-0.0020771884160875193, 0.16536998917609916, 0.000829100609349192, -0.0009639042956995608, 0.27877907487184017, 0.00036448913627927206, 2.006687997700633e-05, 1.4063135656304033, 0.0007089940968822954, 0.0010141894114847221, 0.2932363496524983, 0.000383165104403206, 0.0021489458461753166, 0.10410575602520716, 0.0008429050479064306]</dd><dt><span>LL_first_side_lobe_ratio :</span></dt><dd>0.9506975352892273</dd><dt><span>LL_fit_succeeded :</span></dt><dd>True</dd><dt><span>LL_n_peaks :</span></dt><dd>5</dd><dt><span>LL_pb_center :</span></dt><dd>2.006687997700633e-05</dd><dt><span>LL_pb_fwhm :</span></dt><dd>0.0007089940968822954</dd><dt><span>RR_amp_fit_pars :</span></dt><dd>[-0.002131609602663911, 0.09238087655457738, 0.0009070264682606682, -0.000982669619214267, 0.17318442680513793, 0.00035739299105842765, -8.414861939441527e-07, 0.9994586890543218, 0.0007031744005891022, 0.0009892243467010274, 0.2339960295873871, 0.00039357638571680564, 0.0021426911418797887, 0.09818246494224088, 0.0008143468123982118]</dd><dt><span>RR_first_side_lobe_ratio :</span></dt><dd>0.7401169460461348</dd><dt><span>RR_fit_succeeded :</span></dt><dd>True</dd><dt><span>RR_n_peaks :</span></dt><dd>5</dd><dt><span>RR_pb_center :</span></dt><dd>-8.414861939441527e-07</dd><dt><span>RR_pb_fwhm :</span></dt><dd>0.0007031744005891022</dd><dt><span>all_corr_ymax :</span></dt><dd>1.3963857259532568</dd><dt><span>available_corrs :</span></dt><dd>[&#x27;RR&#x27;, &#x27;LL&#x27;]</dd><dt><span>direction :</span></dt><dd>El. cut (S -&gt; N)</dd><dt><span>lm_angle :</span></dt><dd>8.043802534404685e-06</dd><dt><span>scan_number :</span></dt><dd>8</dd><dt><span>time_string :</span></dt><dd>2025-11-25 23:16</dd><dt><span>xlabel :</span></dt><dd>Elevation offset</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataTree 'cut_0'>\n",
@@ -1767,12 +1590,12 @@
        "        RR_weight     (lm_dist) float64 4kB dask.array<chunksize=(487,), meta=np.ndarray>\n",
        "        lm_offsets    (time, lm) float64 8kB dask.array<chunksize=(487, 2), meta=np.ndarray>\n",
        "    Attributes: (12/19)\n",
-       "        LL_amp_fit_pars:           [-0.0020771884159861693, 0.16536998921100482, ...\n",
-       "        LL_first_side_lobe_ratio:  0.9506975351868078\n",
+       "        LL_amp_fit_pars:           [-0.0020771884160875193, 0.16536998917609916, ...\n",
+       "        LL_first_side_lobe_ratio:  0.9506975352892273\n",
        "        LL_fit_succeeded:          True\n",
        "        LL_n_peaks:                5\n",
-       "        LL_pb_center:              2.0066879975923337e-05\n",
-       "        LL_pb_fwhm:                0.0007089940968873998\n",
+       "        LL_pb_center:              2.006687997700633e-05\n",
+       "        LL_pb_fwhm:                0.0007089940968822954\n",
        "        ...                        ...\n",
        "        available_corrs:           ['RR', 'LL']\n",
        "        direction:                 El. cut (S -> N)\n",
@@ -1826,7 +1649,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:41,125\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/export/home/arya/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n"
+      "[\u001b[38;2;128;05;128m2026-02-27 16:14:06,061\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/home/victor/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n"
      ]
     }
    ],
@@ -1868,7 +1691,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:41,906\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/export/home/arya/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n"
+      "[\u001b[38;2;128;05;128m2026-02-27 16:14:08,054\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/home/victor/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n"
      ]
     }
    ],
@@ -1882,6 +1705,40 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "9dbbc772-5f28-4c48-8d5a-e1431daffa66",
+   "metadata": {},
+   "source": [
+    "#### Phase plots\n",
+    "\n",
+    "Another way of visualizing a beam cut is through the `plot_beamcut_in_phase` method. Here the phase accross the beam cut is plotted which can give important hints to disentangle between focal plane misalignments and pointing errors. Also present in this plot is the multi-gaussian fit to the primary beam in amplitude, which help identify when phase regimes change, usually at at null."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "144effa1-c69d-49a4-a24a-9b9b9bf5eebc",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[\u001b[38;2;128;05;128m2026-02-27 16:14:11,659\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/home/victor/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n"
+     ]
+    }
+   ],
+   "source": [
+    "beamcut_mds.plot_beamcut_in_phase(\n",
+    "    beamcut_exports,\n",
+    "    ant=\"ea17\",\n",
+    "    ddi=0,\n",
+    "    display=True,\n",
+    "    parallel=parallel,\n",
+    ")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "a93f11dd2b7f172a",
@@ -1895,7 +1752,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "1a02cb9ae7df404f",
    "metadata": {
     "ExecuteTime": {
@@ -1908,7 +1765,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:43,736\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/export/home/arya/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n"
+      "[\u001b[38;2;128;05;128m2026-02-27 16:14:14,714\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/home/victor/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n"
      ]
     }
    ],
@@ -1934,7 +1791,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "51fbea7b61c7181",
    "metadata": {
     "ExecuteTime": {
@@ -1947,7 +1804,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[\u001b[38;2;128;05;128m2026-02-25 17:12:44,808\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/export/home/arya/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n",
+      "[\u001b[38;2;128;05;128m2026-02-27 16:14:16,688\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m   astrohack: \u001b[0m Module path: \u001b[38;2;50;50;205m/home/victor/work/Holography-1022/astrohack/src/astrohack\u001b[0m \n",
       "- Beam cut for EA17, DDI 0, $\\nu$ = 21.380 GHz, Az ~ 294.3 deg, El ~ 45.5 deg\n",
       "\n",
       "  - RR El. cut (S -> N), 2025-11-25 23:16 UTC, Beam fit results:\n",
@@ -2007,7 +1864,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "3d73b3ae48ba362c",
    "metadata": {
     "ExecuteTime": {
@@ -2038,7 +1895,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.12"
+   "version": "3.12.9"
   },
   "widgets": {
    "application/vnd.jupyter.widget-state+json": {
diff --git a/src/astrohack/beamcut.py b/src/astrohack/beamcut.py
index edb05a55..ca57fa56 100644
--- a/src/astrohack/beamcut.py
+++ b/src/astrohack/beamcut.py
@@ -1,4 +1,5 @@
 import pathlib
+import numpy as np
 
 from toolviper.utils.parameter import validate
 
@@ -10,7 +11,7 @@
 from astrohack.io.dio import open_holog
 from astrohack.utils.validation import custom_plots_checker
 
-from typing import Union, List
+from typing import Union, List, Tuple
 
 
 @validate(custom_checker=custom_plots_checker)
@@ -22,9 +23,11 @@ def beamcut(
     destination: str = None,
     lm_unit: str = "amin",
     azel_unit: str = "deg",
+    phase_unit: str = "deg",
+    phase_scale: Union[List[float], Tuple[float], np.array] = None,
+    y_scale: list[float] = None,
     dpi: int = 300,
     display: bool = False,
-    y_scale: list[float] = None,
     parallel: bool = False,
     overwrite: bool = False,
 ):
@@ -52,6 +55,12 @@ def beamcut(
     :param azel_unit: Unit for Az/El information in plots and report, default is "deg".
     :type azel_unit: str, optional
 
+    :param phase_unit: Unit for phase plots, default is "deg".
+    :type phase_unit: str, optional
+
+    :param phase_scale: Scale for the phase plots, in phase_unit, default is None, meaning 1 full cycle.
+    :type phase_scale: Union[List[float], Tuple[float], np.array], optional
+
     :param dpi: Resolution in pixels, defaults to 300.
     :type dpi: int, optional
 
@@ -152,6 +161,16 @@ def beamcut(
                 dpi=dpi,
                 parallel=parallel,
             )
+            beamcut_mds.plot_beamcut_in_phase(
+                destination,
+                lm_unit=lm_unit,
+                azel_unit=azel_unit,
+                phase_unit=phase_unit,
+                phase_scale=phase_scale,
+                display=display,
+                dpi=dpi,
+                parallel=parallel,
+            )
             beamcut_mds.plot_beam_cuts_over_sky(
                 destination,
                 lm_unit=lm_unit,
diff --git a/src/astrohack/config/beamcut.param.json b/src/astrohack/config/beamcut.param.json
index cecafc0e..18dc432e 100644
--- a/src/astrohack/config/beamcut.param.json
+++ b/src/astrohack/config/beamcut.param.json
@@ -38,6 +38,12 @@
             "type": ["string"],
             "check allowed with": "units.trig"
         },
+        "phase_unit":{
+            "nullable": false,
+            "required": false,
+            "type": ["string"],
+            "check allowed with": "units.trig"
+        },
         "dpi":{
             "nullable": false,
             "required": false,
@@ -65,6 +71,21 @@
                 "ndarray"
             ]
         },
+        "phase_scale":{
+            "nullable": true,
+            "required": false,
+            "struct_type": [
+                "float",
+                "int"
+            ],
+            "minlength": 2,
+            "maxlength": 2,
+            "type": [
+                "list",
+                "tuple",
+                "ndarray"
+            ]
+        },
         "parallel":{
             "nullable": false,
             "required": false,
diff --git a/src/astrohack/config/beamcut_mds.param.json b/src/astrohack/config/beamcut_mds.param.json
index ff7307ef..fcc10109 100644
--- a/src/astrohack/config/beamcut_mds.param.json
+++ b/src/astrohack/config/beamcut_mds.param.json
@@ -287,6 +287,88 @@
             "type": ["boolean"]
         }
     },
+    "AstrohackBeamcutFile.plot_beamcut_in_phase":{
+        "destination":{
+            "nullable": false,
+            "required": true,
+            "type": ["string"]
+        },
+        "ant": {
+            "nullable": false,
+            "required": false,
+            "struct_type": [
+                "str"
+            ],
+            "minlength": 1,
+            "type": [
+                "string",
+                "list"
+            ]
+        },
+        "ddi": {
+            "nullable": false,
+            "required": false,
+            "struct_type": [
+                "int"
+            ],
+            "minlength": 1,
+            "type": [
+                "int",
+                "list",
+                "string"
+            ]
+        },
+        "lm_unit":{
+            "nullable": false,
+            "required": false,
+            "type": ["string"],
+            "check allowed with": "units.trig"
+        },
+        "azel_unit":{
+            "nullable": false,
+            "required": false,
+            "type": ["string"],
+            "check allowed with": "units.trig"
+        },
+        "phase_unit":{
+            "nullable": false,
+            "required": false,
+            "type": ["string"],
+            "check allowed with": "units.trig"
+        },
+        "dpi":{
+            "nullable": false,
+            "required": false,
+            "type": ["int"],
+            "min": 1,
+            "max": 1200
+        },
+        "display":{
+            "nullable": false,
+            "required": false,
+            "type": ["boolean"]
+        },
+        "phase_scale":{
+            "nullable": true,
+            "required": false,
+            "struct_type": [
+                "float",
+                "int"
+            ],
+            "minlength": 2,
+            "maxlength": 2,
+            "type": [
+                "list",
+                "tuple",
+                "ndarray"
+            ]
+        },
+        "parallel":{
+            "nullable": false,
+            "required": false,
+            "type": ["boolean"]
+        }
+    },
     "AstrohackBeamcutFile.create_beam_fit_report":{
         "destination":{
             "nullable": false,
diff --git a/src/astrohack/io/base_mds.py b/src/astrohack/io/base_mds.py
index 03806657..f640f394 100644
--- a/src/astrohack/io/base_mds.py
+++ b/src/astrohack/io/base_mds.py
@@ -204,7 +204,6 @@ def summary(self) -> None:
         outstr += get_method_list_string(self)
         outstr += get_data_content_string(self.root)
         print(outstr)
-        return outstr
 
     @classmethod
     def create_from_input_parameters(cls, file_name: str, input_parameters: dict):
diff --git a/src/astrohack/io/beamcut_mds.py b/src/astrohack/io/beamcut_mds.py
index 7f55c212..1375e344 100644
--- a/src/astrohack/io/beamcut_mds.py
+++ b/src/astrohack/io/beamcut_mds.py
@@ -1,6 +1,6 @@
 import pathlib
 import numpy as np
-from typing import List, Union
+from typing import List, Union, Tuple
 
 from toolviper.utils.parameter import validate
 
@@ -293,6 +293,69 @@ def plot_beam_cuts_over_sky(
         )
         return
 
+    @validate(custom_checker=custom_plots_checker)
+    def plot_beamcut_in_phase(
+        self,
+        destination: str,
+        ant: Union[str, List[str]] = "all",
+        ddi: Union[str, int, List[int]] = "all",
+        lm_unit: str = "amin",
+        azel_unit: str = "deg",
+        phase_unit: str = "deg",
+        phase_scale: Union[List[float], Tuple[float], np.array] = None,
+        display: bool = False,
+        dpi: int = 300,
+        parallel: bool = False,
+    ) -> None:
+        """
+        Plot beamcuts contained in the beamcut_mds in phase
+
+        :param destination: Directory into which to save plots.
+        :type destination: str
+
+        :param ant: Antenna ID to use in subselection, e.g. ea25, defaults to "all".
+        :type ant: list or str, optional
+
+        :param ddi: Data description ID to use in subselection, e.g. 0, defaults to "all".
+        :type ddi: list or int, optional
+
+        :param lm_unit: Unit for L/M offsets, default is "amin".
+        :type lm_unit: str, optional
+
+        :param azel_unit: Unit for Az/El information, default is "deg".
+        :type azel_unit: str, optional
+
+        :param phase_unit: Unit for the phase plots, default is "deg".
+        :type phase_unit: str, optional
+
+        :param phase_scale: Scale for the phase plots, in phase_unit, default is None, meaning 1 full cycle.
+        :type phase_scale: Union[List[float], Tuple[float], np.array], optional
+
+        :param display: Display plots during execution, default is False.
+        :type display: bool, optional
+
+        :param dpi: Pixel resolution for plots, default is 300.
+        :type dpi: int, optional
+
+        :param parallel: Run in parallel, defaults to False.
+        :type parallel: bool, optional
+
+        :return: None
+        :rtype: NoneType
+        """
+
+        param_dict = locals()
+
+        pathlib.Path(param_dict["destination"]).mkdir(exist_ok=True)
+        create_and_execute_graph_from_dict(
+            looping_dict=self,
+            chunk_function=_plot_beamcut_in_phase_chunk,
+            param_dict=param_dict,
+            key_order=["ant", "ddi"],
+            parallel=parallel,
+        )
+        return
+
     @validate(custom_checker=custom_plots_checker)
     def create_beam_fit_report(
         self,
@@ -407,6 +470,32 @@ def _plot_cuts_in_lm_chunk(par_dict):
     _plot_cuts_in_lm_sub(cut_xdtree, par_dict)
 
 
+def _plot_beamcut_in_phase_chunk(par_dict):
+    """
+    Produce phase beam cut plots from a xdtree containing beam cuts.
+
+    :param par_dict: Paremeter dictionary controlling plot aspects
+    :type par_dict: dict
+
+    :return: None
+    :rtype: NoneType
+    """
+    cut_xdtree = par_dict["xdt_data"]
+    n_cuts = len(cut_xdtree.children.values())
+    # Loop over cuts
+    fig, axes = create_figure_and_axes([12, 1 + n_cuts * 4], [n_cuts, 2])
+    for icut, cut_xds in enumerate(cut_xdtree.children.values()):
+        _plot_single_cut_in_phase(cut_xds, axes[icut, :], par_dict)
+
+    # Header creation
+    summary = cut_xdtree.attrs["summary"]
+    title = _create_beamcut_header(summary, par_dict)
+
+    filename = _file_name_factory("phase", par_dict)
+    close_figure(fig, title, filename, par_dict["dpi"], par_dict["display"])
+    return
+
+
 def _create_report_chunk(par_dict, spacing=2, item_marker="-", precision=3):
     """
     Produce a report on beamcut fit results from a xdtree containing beam cuts.
@@ -486,7 +575,7 @@ def _file_name_factory(file_type, par_dict):
     destination = par_dict["destination"]
     antenna = par_dict["this_ant"]
     ddi = par_dict["this_ddi"]
-    if file_type in ["attenuation", "amplitude", "lm_offsets"]:
+    if file_type in ["attenuation", "amplitude", "lm_offsets", "phase"]:
         ext = "png"
     elif file_type == "report":
         ext = "txt"
@@ -710,6 +799,116 @@ def _plot_single_cut_in_amplitude(cut_xds, axes, par_dict):
         )
 
 
+def _plot_single_cut_in_phase(cut_xds, axes, par_dict):
+    """
+    Plot a single beam cut in phase with each correlation in a different panel
+
+    :param cut_xds: xarray dataset containing the beamcut
+    :type cut_xds: xarray.Dataset
+
+    :param axes: numpy array with the Matplotlib Axes objects for the different panels
+    :type axes: numpy.array([Matplotlib.axes.Axes])
+
+    :param par_dict: Parameter dictionary containing plot configuration
+    :type par_dict: dict
+
+    :return: None
+    :rtype: NoneType
+    """
+    # Init
+    sub_title = _make_parallel_hand_sub_title(cut_xds.attrs)
+    phase_unit = par_dict["phase_unit"]
+    phase_fac = convert_unit("rad", phase_unit, "trigonometric")
+    lm_unit = par_dict["lm_unit"]
+    lm_fac = convert_unit("rad", lm_unit, "trigonometric")
+
+    phase_scale = par_dict["phase_scale"]
+    if phase_scale is None:
+        phase_scale = phase_fac * np.array([-np.pi, np.pi])
+
+    y_range = phase_scale[1] - phase_scale[0]
+    y_off = 0.05 * y_range
+    fit_scale = y_range / 2
+    fit_offset = phase_scale[0] + y_range / 4
+
+    # Loop over correlations
+    for i_corr, parallel_hand in enumerate(cut_xds.attrs["available_corrs"]):
+        # Init labels
+        this_ax = axes[i_corr]
+        x_data = lm_fac * cut_xds["lm_dist"].values
+        y_data = phase_fac * cut_xds[f"{parallel_hand}_phase"].values
+        raw_fit_data = cut_xds[f"{parallel_hand}_amp_fit"].values
+        max_fit_data = np.max(raw_fit_data)
+        fit_data = (fit_scale * raw_fit_data / max_fit_data) + fit_offset
+        xlabel = f"{cut_xds.attrs['xlabel']} [{lm_unit}]"
+        ylabel = f"{parallel_hand} Phase [{phase_unit}]"
+
+        # Call plotting tool
+        if cut_xds.attrs[f"{parallel_hand}_fit_succeeded"]:
+            scatter_plot(
+                this_ax,
+                x_data,
+                xlabel,
+                y_data,
+                ylabel,
+                model=fit_data,
+                model_marker="",
+                title=sub_title,
+                data_marker="+",
+                model_linestyle="-",
+                data_label=f"{parallel_hand} phase",
+                model_label=f"{parallel_hand} amp. fit",
+                hlines=[fit_offset],
+                hv_linestyle="--",
+                hv_color="black",
+                data_color="red",
+                model_color="blue",
+                plot_residuals=False,
+                legend_location="upper right",
+            )
+
+            # Add fit peak identifiers
+            centers = lm_fac * np.array(
+                cut_xds.attrs[f"{parallel_hand}_amp_fit_pars"][0::3]
+            )
+            amps = np.array(cut_xds.attrs[f"{parallel_hand}_amp_fit_pars"][1::3])
+
+            _add_lobe_identification_to_plot(
+                this_ax,
+                centers,
+                amps,
+                y_off,
+            )
+        else:
+            scatter_plot(
+                this_ax,
+                x_data,
+                xlabel,
+                y_data,
+                ylabel,
+                title=sub_title,
+                data_marker="+",
+                data_label=f"{parallel_hand} phase",
+                data_color="red",
+                legend_location="upper right",
+            )
+
+        this_ax.set_ylim(phase_scale)
+
+        _add_secondary_beam_hpbw_x_axis_to_plot(
+            cut_xds.attrs[f"{parallel_hand}_pb_fwhm"] * lm_fac, this_ax
+        )
+
+        # Add bounded box with Beam parameters
+        _add_beam_parameters_box(
+            this_ax,
+            cut_xds.attrs[f"{parallel_hand}_pb_center"] * lm_fac,
+            cut_xds.attrs[f"{parallel_hand}_pb_fwhm"] * lm_fac,
+            cut_xds.attrs[f"{parallel_hand}_first_side_lobe_ratio"],
+            lm_unit,
+        )
+
+
 def _plot_single_cut_in_attenuation(cut_xds, ax, par_dict):
     """
     Plot a single beam cut in attenuation with superposed correlations
diff --git a/tests/unit/mdses/test_beamcut_mds.py b/tests/unit/mdses/test_beamcut_mds.py
index 8a98c005..36cbca84 100644
--- a/tests/unit/mdses/test_beamcut_mds.py
+++ b/tests/unit/mdses/test_beamcut_mds.py
@@ -66,6 +66,7 @@ def test_beamcut_mds_plots(self):
         amp_plot_name = f"beamcut_amplitude_ant_{ant}_ddi_{ddi}.png"
         att_plot_name = f"beamcut_attenuation_ant_{ant}_ddi_{ddi}.png"
         lm_plot_name = f"beamcut_lm_offsets_ant_{ant}_ddi_{ddi}.png"
+        pha_plot_name = f"beamcut_phase_ant_{ant}_ddi_{ddi}.png"
 
         beamcut_mds = open_beamcut(self.remote_beamcut_name)
 
@@ -96,6 +97,14 @@ def test_beamcut_mds_plots(self):
         )
         assert equal, f"{msg}: lm plot png file is different from the expected png file"
 
+        beamcut_mds.plot_beamcut_in_phase(self.destination_folder, ant=ant, ddi=ddi)
+        equal, msg = are_png_files_close(
+            f"{self.destination_folder}/{pha_plot_name}",
+            f"{self.ref_products_name}/{pha_plot_name}",
+        )
+        assert (
+            equal
+        ), f"{msg}: phase plot png file is different from the expected png file"
         return
 
     def test_beamcut_mds_fit_report(self):
diff --git a/tests/unit/user_facing_functions/test_beamcut.py b/tests/unit/user_facing_functions/test_beamcut.py
index c8b2dc42..b15d2ac9 100644
--- a/tests/unit/user_facing_functions/test_beamcut.py
+++ b/tests/unit/user_facing_functions/test_beamcut.py
@@ -109,15 +109,17 @@ def test_destination(self):
             destination_exists
         ), f"destination folder {self.destination_folder} does not exist"
 
+        exp_n_pngs = 16
         n_pngs = len(glob.glob(f"{self.destination_folder}/*.png"))
         assert (
-            n_pngs == 12
-        ), f"When a destination is given beamcut should prepare 8 pngs, {n_pngs} have been found"
+            n_pngs == exp_n_pngs
+        ), f"When a destination is given beamcut should prepare {exp_n_pngs} pngs, {n_pngs} have been found"
 
+        exp_n_txt = 4
         n_txts = len(glob.glob(f"{self.destination_folder}/*.txt"))
         assert (
-            n_txts == 4
-        ), f"When a destination is given beamcut should prepare 8 pngs, {n_txts} have been found"
+            n_txts == exp_n_txt
+        ), f"When a destination is given beamcut should prepare {exp_n_txt} reports, {n_txts} have been found"
 
     def test_data_selection(self):
         # This test depends on knowing the contents of the original ms