diff --git a/notebooks/Example_4_Finding_Observatory_Data.ipynb b/notebooks/Example_4_Finding_Observatory_Data.ipynb
index e9f05eb..01ed58a 100644
--- a/notebooks/Example_4_Finding_Observatory_Data.ipynb
+++ b/notebooks/Example_4_Finding_Observatory_Data.ipynb
@@ -39,9 +39,9 @@
"metadata": {},
"outputs": [],
"source": [
- "program_name = \"2023A002\"\n",
- "start_date = \"20230721\"\n",
- "end_date = \"20230730\""
+ "program_name = \"2024A000\"\n",
+ "start_date = \"20240101\"\n",
+ "end_date = \"20240301\""
]
},
{
@@ -62,8 +62,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Querying images for 2023A002 between 20230721 and 20230730 of type 'exposure'\n",
- "program_name='2023A002' start_date=20230721 end_date=20230730 kind='exposure'\n"
+ "Querying images for 2024A000 between 20240101 and 20240301 of type 'exposure'\n"
]
}
],
@@ -80,7 +79,7 @@
{
"data": {
"text/plain": [
- "'Request passed validation! Found 67 images.'"
+ "'Request passed validation! Found 166 images.'"
]
},
"execution_count": 6,
@@ -131,72 +130,84 @@
"
fieldid | \n",
" image_type | \n",
" savepath | \n",
+ " lastmodified | \n",
+ " pipeversion | \n",
" \n",
" \n",
" \n",
" \n",
" 0 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.674838 | \n",
- " 54.023881 | \n",
+ " 2024A000 | \n",
+ " 2024-02-12 | \n",
+ " ZTF24aaecooj | \n",
+ " 146.019854 | \n",
+ " -4.201359 | \n",
" 2 | \n",
- " 2023-07-29T11:14:15.923000+00:00 | \n",
- " 3944 | \n",
+ " 2024-02-12T12:52:16.785000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240211/raw/WINTER... | \n",
+ " None | \n",
" None | \n",
"
\n",
" \n",
" 1 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.703027 | \n",
- " 53.973475 | \n",
- " 3 | \n",
- " 2023-07-29T11:32:21.242000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-12 | \n",
+ " ZTF24aaecooj | \n",
+ " 146.016133 | \n",
+ " -4.198655 | \n",
+ " 2 | \n",
+ " 2024-02-12T12:54:23.601000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240211/raw/WINTER... | \n",
+ " None | \n",
" None | \n",
"
\n",
" \n",
" 2 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.641702 | \n",
- " 54.035399 | \n",
- " 3 | \n",
- " 2023-07-29T11:34:28.476000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-12 | \n",
+ " ZTF24aaecooj | \n",
+ " 146.023116 | \n",
+ " -4.199816 | \n",
+ " 2 | \n",
+ " 2024-02-12T12:56:31.458000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240211/raw/WINTER... | \n",
+ " None | \n",
" None | \n",
"
\n",
" \n",
" 3 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.602247 | \n",
- " 54.049005 | \n",
- " 1 | \n",
- " 2023-07-29T10:58:33.601000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-12 | \n",
+ " ZTF24aaecooj | \n",
+ " 146.015806 | \n",
+ " -4.199882 | \n",
+ " 2 | \n",
+ " 2024-02-12T12:58:37.872000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240211/raw/WINTER... | \n",
+ " None | \n",
" None | \n",
"
\n",
" \n",
" 4 | \n",
- " 2023A002 | \n",
- " 2023-07-28 | \n",
- " None | \n",
- " 211.551919 | \n",
- " 54.057056 | \n",
- " 3 | \n",
- " 2023-07-28T12:18:36.003000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-12 | \n",
+ " ZTF24aaecooj | \n",
+ " 146.024460 | \n",
+ " -4.200232 | \n",
+ " 2 | \n",
+ " 2024-02-12T13:00:46.390000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240211/raw/WINTER... | \n",
+ " None | \n",
" None | \n",
"
\n",
" \n",
@@ -211,118 +222,143 @@
" ... | \n",
" ... | \n",
" ... | \n",
+ " ... | \n",
+ " ... | \n",
"
\n",
" \n",
- " 62 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.564014 | \n",
- " 54.000018 | \n",
+ " 161 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.960072 | \n",
+ " 17.827518 | \n",
" 2 | \n",
- " 2023-07-27T10:53:57.778000+00:00 | \n",
- " 3944 | \n",
+ " 2024-02-25T15:11:33.850000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
- " 63 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.603932 | \n",
- " 53.980763 | \n",
+ " 162 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962810 | \n",
+ " 17.828061 | \n",
" 2 | \n",
- " 2023-07-27T10:56:04.654000+00:00 | \n",
- " 3944 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
- " 64 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.600961 | \n",
- " 53.953119 | \n",
+ " 163 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962152 | \n",
+ " 17.825389 | \n",
" 2 | \n",
- " 2023-07-27T10:58:11.748000+00:00 | \n",
- " 3944 | \n",
+ " 2024-02-25T15:15:46.646000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
- " 65 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.484563 | \n",
- " 53.959085 | \n",
+ " 164 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955162 | \n",
+ " 17.826848 | \n",
" 2 | \n",
- " 2023-07-27T11:00:18.851000+00:00 | \n",
- " 3944 | \n",
+ " 2024-02-25T15:17:53.285000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
- " 66 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.463750 | \n",
- " 53.989283 | \n",
+ " 165 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959309 | \n",
+ " 17.825813 | \n",
" 2 | \n",
- " 2023-07-27T11:02:25.732000+00:00 | \n",
- " 3944 | \n",
+ " 2024-02-25T15:20:00.358000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
"\n",
- "67 rows × 10 columns
\n",
+ "166 rows × 12 columns
\n",
""
],
"text/plain": [
- " progname nightdate targname ra dec fid \\\n",
- "0 2023A002 2023-07-29 None 211.674838 54.023881 2 \n",
- "1 2023A002 2023-07-29 None 211.703027 53.973475 3 \n",
- "2 2023A002 2023-07-29 None 211.641702 54.035399 3 \n",
- "3 2023A002 2023-07-29 None 211.602247 54.049005 1 \n",
- "4 2023A002 2023-07-28 None 211.551919 54.057056 3 \n",
- ".. ... ... ... ... ... ... \n",
- "62 2023A002 2023-07-27 SN2023ixf 211.564014 54.000018 2 \n",
- "63 2023A002 2023-07-27 SN2023ixf 211.603932 53.980763 2 \n",
- "64 2023A002 2023-07-27 SN2023ixf 211.600961 53.953119 2 \n",
- "65 2023A002 2023-07-27 SN2023ixf 211.484563 53.959085 2 \n",
- "66 2023A002 2023-07-27 SN2023ixf 211.463750 53.989283 2 \n",
+ " progname nightdate targname ra dec fid \\\n",
+ "0 2024A000 2024-02-12 ZTF24aaecooj 146.019854 -4.201359 2 \n",
+ "1 2024A000 2024-02-12 ZTF24aaecooj 146.016133 -4.198655 2 \n",
+ "2 2024A000 2024-02-12 ZTF24aaecooj 146.023116 -4.199816 2 \n",
+ "3 2024A000 2024-02-12 ZTF24aaecooj 146.015806 -4.199882 2 \n",
+ "4 2024A000 2024-02-12 ZTF24aaecooj 146.024460 -4.200232 2 \n",
+ ".. ... ... ... ... ... ... \n",
+ "161 2024A000 2024-02-25 ZTF24aaahxwr 150.960072 17.827518 2 \n",
+ "162 2024A000 2024-02-25 ZTF24aaahxwr 150.962810 17.828061 2 \n",
+ "163 2024A000 2024-02-25 ZTF24aaahxwr 150.962152 17.825389 2 \n",
+ "164 2024A000 2024-02-25 ZTF24aaahxwr 150.955162 17.826848 2 \n",
+ "165 2024A000 2024-02-25 ZTF24aaahxwr 150.959309 17.825813 2 \n",
"\n",
- " utctime fieldid image_type \\\n",
- "0 2023-07-29T11:14:15.923000+00:00 3944 exposure \n",
- "1 2023-07-29T11:32:21.242000+00:00 3944 exposure \n",
- "2 2023-07-29T11:34:28.476000+00:00 3944 exposure \n",
- "3 2023-07-29T10:58:33.601000+00:00 3944 exposure \n",
- "4 2023-07-28T12:18:36.003000+00:00 3944 exposure \n",
- ".. ... ... ... \n",
- "62 2023-07-27T10:53:57.778000+00:00 3944 exposure \n",
- "63 2023-07-27T10:56:04.654000+00:00 3944 exposure \n",
- "64 2023-07-27T10:58:11.748000+00:00 3944 exposure \n",
- "65 2023-07-27T11:00:18.851000+00:00 3944 exposure \n",
- "66 2023-07-27T11:02:25.732000+00:00 3944 exposure \n",
+ " utctime fieldid image_type \\\n",
+ "0 2024-02-12T12:52:16.785000+00:00 999999999 exposure \n",
+ "1 2024-02-12T12:54:23.601000+00:00 999999999 exposure \n",
+ "2 2024-02-12T12:56:31.458000+00:00 999999999 exposure \n",
+ "3 2024-02-12T12:58:37.872000+00:00 999999999 exposure \n",
+ "4 2024-02-12T13:00:46.390000+00:00 999999999 exposure \n",
+ ".. ... ... ... \n",
+ "161 2024-02-25T15:11:33.850000+00:00 999999999 exposure \n",
+ "162 2024-02-25T15:13:39.990000+00:00 999999999 exposure \n",
+ "163 2024-02-25T15:15:46.646000+00:00 999999999 exposure \n",
+ "164 2024-02-25T15:17:53.285000+00:00 999999999 exposure \n",
+ "165 2024-02-25T15:20:00.358000+00:00 999999999 exposure \n",
"\n",
- " savepath \n",
- "0 None \n",
- "1 None \n",
- "2 None \n",
- "3 None \n",
- "4 None \n",
- ".. ... \n",
- "62 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "63 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "64 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "65 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "66 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
+ " savepath lastmodified \\\n",
+ "0 /data/loki/raw_data/winter/20240211/raw/WINTER... None \n",
+ "1 /data/loki/raw_data/winter/20240211/raw/WINTER... None \n",
+ "2 /data/loki/raw_data/winter/20240211/raw/WINTER... None \n",
+ "3 /data/loki/raw_data/winter/20240211/raw/WINTER... None \n",
+ "4 /data/loki/raw_data/winter/20240211/raw/WINTER... None \n",
+ ".. ... ... \n",
+ "161 /data/loki/raw_data/winter/20240224/raw/WINTER... None \n",
+ "162 /data/loki/raw_data/winter/20240224/raw/WINTER... None \n",
+ "163 /data/loki/raw_data/winter/20240224/raw/WINTER... None \n",
+ "164 /data/loki/raw_data/winter/20240224/raw/WINTER... None \n",
+ "165 /data/loki/raw_data/winter/20240224/raw/WINTER... None \n",
"\n",
- "[67 rows x 10 columns]"
+ " pipeversion \n",
+ "0 None \n",
+ "1 None \n",
+ "2 None \n",
+ "3 None \n",
+ "4 None \n",
+ ".. ... \n",
+ "161 None \n",
+ "162 None \n",
+ "163 None \n",
+ "164 None \n",
+ "165 None \n",
+ "\n",
+ "[166 rows x 12 columns]"
]
},
"execution_count": 7,
@@ -359,7 +395,7 @@
"metadata": {},
"outputs": [],
"source": [
- "target_name = \"SN2023ixf\""
+ "target_name = \"ZTF24aaahxwr\""
]
},
{
@@ -374,8 +410,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Querying images for 2023A002 between 20230721 and 20230730 of type 'exposure', with name SN2023ixf\n",
- "program_name='2023A002' start_date=20230721 end_date=20230730 kind='exposure' target_name='SN2023ixf'\n"
+ "Querying images for 2024A000 between 20240101 and 20240301 of type 'exposure', with name ZTF24aaahxwr\n"
]
}
],
@@ -392,7 +427,7 @@
{
"data": {
"text/plain": [
- "'Request passed validation! Found 5 images.'"
+ "'Request passed validation! Found 8 images.'"
]
},
"execution_count": 10,
@@ -441,99 +476,165 @@
" fieldid | \n",
" image_type | \n",
" savepath | \n",
+ " lastmodified | \n",
+ " pipeversion | \n",
" \n",
" \n",
" \n",
" \n",
" 0 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.564014 | \n",
- " 54.000018 | \n",
- " 2 | \n",
- " 2023-07-27T10:53:57.778000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959558 | \n",
+ " 17.821544 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:05:12.022000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 1 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.603932 | \n",
- " 53.980763 | \n",
- " 2 | \n",
- " 2023-07-27T10:56:04.654000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955612 | \n",
+ " 17.827066 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:07:18.828000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 2 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.600961 | \n",
- " 53.953119 | \n",
- " 2 | \n",
- " 2023-07-27T10:58:11.748000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959431 | \n",
+ " 17.827930 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:09:27.282000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 3 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.484563 | \n",
- " 53.959085 | \n",
- " 2 | \n",
- " 2023-07-27T11:00:18.851000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.960072 | \n",
+ " 17.827518 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:11:33.850000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 4 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.463750 | \n",
- " 53.989283 | \n",
- " 2 | \n",
- " 2023-07-27T11:02:25.732000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962810 | \n",
+ " 17.828061 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
+ " exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 5 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962152 | \n",
+ " 17.825389 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:15:46.646000+00:00 | \n",
+ " 999999999 | \n",
+ " exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 6 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955162 | \n",
+ " 17.826848 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:17:53.285000+00:00 | \n",
+ " 999999999 | \n",
+ " exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 7 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959309 | \n",
+ " 17.825813 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:20:00.358000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
"\n",
""
],
"text/plain": [
- " progname nightdate targname ra dec fid \\\n",
- "0 2023A002 2023-07-27 SN2023ixf 211.564014 54.000018 2 \n",
- "1 2023A002 2023-07-27 SN2023ixf 211.603932 53.980763 2 \n",
- "2 2023A002 2023-07-27 SN2023ixf 211.600961 53.953119 2 \n",
- "3 2023A002 2023-07-27 SN2023ixf 211.484563 53.959085 2 \n",
- "4 2023A002 2023-07-27 SN2023ixf 211.463750 53.989283 2 \n",
+ " progname nightdate targname ra dec fid \\\n",
+ "0 2024A000 2024-02-25 ZTF24aaahxwr 150.959558 17.821544 2 \n",
+ "1 2024A000 2024-02-25 ZTF24aaahxwr 150.955612 17.827066 2 \n",
+ "2 2024A000 2024-02-25 ZTF24aaahxwr 150.959431 17.827930 2 \n",
+ "3 2024A000 2024-02-25 ZTF24aaahxwr 150.960072 17.827518 2 \n",
+ "4 2024A000 2024-02-25 ZTF24aaahxwr 150.962810 17.828061 2 \n",
+ "5 2024A000 2024-02-25 ZTF24aaahxwr 150.962152 17.825389 2 \n",
+ "6 2024A000 2024-02-25 ZTF24aaahxwr 150.955162 17.826848 2 \n",
+ "7 2024A000 2024-02-25 ZTF24aaahxwr 150.959309 17.825813 2 \n",
"\n",
- " utctime fieldid image_type \\\n",
- "0 2023-07-27T10:53:57.778000+00:00 3944 exposure \n",
- "1 2023-07-27T10:56:04.654000+00:00 3944 exposure \n",
- "2 2023-07-27T10:58:11.748000+00:00 3944 exposure \n",
- "3 2023-07-27T11:00:18.851000+00:00 3944 exposure \n",
- "4 2023-07-27T11:02:25.732000+00:00 3944 exposure \n",
+ " utctime fieldid image_type \\\n",
+ "0 2024-02-25T15:05:12.022000+00:00 999999999 exposure \n",
+ "1 2024-02-25T15:07:18.828000+00:00 999999999 exposure \n",
+ "2 2024-02-25T15:09:27.282000+00:00 999999999 exposure \n",
+ "3 2024-02-25T15:11:33.850000+00:00 999999999 exposure \n",
+ "4 2024-02-25T15:13:39.990000+00:00 999999999 exposure \n",
+ "5 2024-02-25T15:15:46.646000+00:00 999999999 exposure \n",
+ "6 2024-02-25T15:17:53.285000+00:00 999999999 exposure \n",
+ "7 2024-02-25T15:20:00.358000+00:00 999999999 exposure \n",
"\n",
- " savepath \n",
- "0 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "1 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "2 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "3 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "4 /Users/robertstein/Data/winter/20230726/raw/WI... "
+ " savepath lastmodified pipeversion \n",
+ "0 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "1 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "2 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "3 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "4 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "5 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "6 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "7 /data/loki/raw_data/winter/20240224/raw/WINTER... None None "
]
},
"execution_count": 11,
@@ -565,7 +666,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 12,
"id": "6a832f90",
"metadata": {},
"outputs": [
@@ -573,28 +674,27 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Querying images for 2023A002 between 20230721 and 20230730 of type 'exposure', with a radius of 1.0 degrees around 211.564014, 53.953119\n",
- "program_name='2023A002' start_date=20230721 end_date=20230730 kind='exposure' ra=211.564014 dec=53.953119 radius_deg=1.0\n"
+ "Querying images for 2024A000 between 20240101 and 20240301 of type 'exposure', with a radius of 1.0 degrees around 150.959309, 17.825813\n"
]
}
],
"source": [
- "res, images = winter.query_images_by_cone(program_name, image_type=\"exposure\", ra_deg=211.564014, dec_deg=53.953119, start_date=start_date, end_date=end_date)"
+ "res, images = winter.query_images_by_cone(program_name, image_type=\"exposure\", ra_deg=150.959309, dec_deg=17.825813, start_date=start_date, end_date=end_date)"
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 13,
"id": "f3b1a443",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'Request passed validation! Found 26 images.'"
+ "'Request passed validation! Found 8 images.'"
]
},
- "execution_count": 14,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
@@ -605,7 +705,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 14,
"id": "1e96a188",
"metadata": {},
"outputs": [
@@ -640,438 +740,168 @@
" fieldid | \n",
" image_type | \n",
" savepath | \n",
+ " lastmodified | \n",
+ " pipeversion | \n",
" \n",
" \n",
" \n",
" \n",
" 0 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.674838 | \n",
- " 54.023881 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959558 | \n",
+ " 17.821544 | \n",
" 2 | \n",
- " 2023-07-29T11:14:15.923000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
- " None | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.703027 | \n",
- " 53.973475 | \n",
- " 3 | \n",
- " 2023-07-29T11:32:21.242000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
- " None | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.641702 | \n",
- " 54.035399 | \n",
- " 3 | \n",
- " 2023-07-29T11:34:28.476000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
- " None | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.602247 | \n",
- " 54.049005 | \n",
- " 1 | \n",
- " 2023-07-29T10:58:33.601000+00:00 | \n",
- " 3944 | \n",
+ " 2024-02-25T15:05:12.022000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
" None | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " 2023A002 | \n",
- " 2023-07-28 | \n",
- " None | \n",
- " 211.551919 | \n",
- " 54.057056 | \n",
- " 3 | \n",
- " 2023-07-28T12:18:36.003000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
" None | \n",
"
\n",
" \n",
- " 5 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.579693 | \n",
- " 54.007654 | \n",
+ " 1 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955612 | \n",
+ " 17.827066 | \n",
" 2 | \n",
- " 2023-07-29T11:12:08.915000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
- " None | \n",
- "
\n",
- " \n",
- " 6 | \n",
- " 2023A002 | \n",
- " 2023-07-28 | \n",
- " None | \n",
- " 211.579817 | \n",
- " 54.011482 | \n",
- " 3 | \n",
- " 2023-07-28T12:20:44.046000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
- " None | \n",
- "
\n",
- " \n",
- " 7 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.563987 | \n",
- " 54.000012 | \n",
- " 1 | \n",
- " 2023-07-29T10:54:19.249000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
- " None | \n",
- "
\n",
- " \n",
- " 8 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.563971 | \n",
- " 54.000022 | \n",
- " 3 | \n",
- " 2023-07-29T11:30:13.813000+00:00 | \n",
- " 3944 | \n",
+ " 2024-02-25T15:07:18.828000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
" None | \n",
- "
\n",
- " \n",
- " 9 | \n",
- " 2023A002 | \n",
- " 2023-07-28 | \n",
- " None | \n",
- " 211.563963 | \n",
- " 54.000016 | \n",
- " 1 | \n",
- " 2023-07-28T10:54:32.773000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
" None | \n",
"
\n",
" \n",
- " 10 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.563968 | \n",
- " 54.000003 | \n",
+ " 2 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959431 | \n",
+ " 17.827930 | \n",
" 2 | \n",
- " 2023-07-29T11:05:46.324000+00:00 | \n",
- " 3944 | \n",
+ " 2024-02-25T15:09:27.282000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
" None | \n",
- "
\n",
- " \n",
- " 11 | \n",
- " 2023A002 | \n",
- " 2023-07-28 | \n",
- " None | \n",
- " 211.563935 | \n",
- " 53.999989 | \n",
- " 3 | \n",
- " 2023-07-28T12:16:28.921000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
" None | \n",
"
\n",
" \n",
- " 12 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.682929 | \n",
- " 53.952960 | \n",
- " 1 | \n",
- " 2023-07-29T11:02:47.879000+00:00 | \n",
- " 3944 | \n",
+ " 3 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.960072 | \n",
+ " 17.827518 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:11:33.850000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
" None | \n",
- "
\n",
- " \n",
- " 13 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.619561 | \n",
- " 53.976947 | \n",
- " 3 | \n",
- " 2023-07-29T11:38:43.505000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
" None | \n",
"
\n",
" \n",
- " 14 | \n",
- " 2023A002 | \n",
- " 2023-07-28 | \n",
- " None | \n",
- " 211.592616 | \n",
- " 53.986777 | \n",
- " 3 | \n",
- " 2023-07-28T12:24:58.300000+00:00 | \n",
- " 3944 | \n",
+ " 4 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962810 | \n",
+ " 17.828061 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
" None | \n",
- "
\n",
- " \n",
- " 15 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.525396 | \n",
- " 53.986620 | \n",
- " 1 | \n",
- " 2023-07-29T11:00:41.100000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
" None | \n",
"
\n",
" \n",
- " 16 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.513125 | \n",
- " 53.982132 | \n",
- " 1 | \n",
- " 2023-07-29T10:56:26.509000+00:00 | \n",
- " 3944 | \n",
+ " 5 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962152 | \n",
+ " 17.825389 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:15:46.646000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
" None | \n",
- "
\n",
- " \n",
- " 17 | \n",
- " 2023A002 | \n",
- " 2023-07-28 | \n",
- " None | \n",
- " 211.508044 | \n",
- " 53.975719 | \n",
- " 3 | \n",
- " 2023-07-28T12:22:51.710000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
" None | \n",
"
\n",
" \n",
- " 18 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.469302 | \n",
- " 54.007045 | \n",
+ " 6 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955162 | \n",
+ " 17.826848 | \n",
" 2 | \n",
- " 2023-07-29T11:10:02.560000+00:00 | \n",
- " 3944 | \n",
+ " 2024-02-25T15:17:53.285000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
" None | \n",
- "
\n",
- " \n",
- " 19 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.485915 | \n",
- " 53.988701 | \n",
- " 3 | \n",
- " 2023-07-29T11:36:35.974000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
" None | \n",
"
\n",
" \n",
- " 20 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 211.502436 | \n",
- " 53.916982 | \n",
+ " 7 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959309 | \n",
+ " 17.825813 | \n",
" 2 | \n",
- " 2023-07-29T11:07:54.564000+00:00 | \n",
- " 3944 | \n",
+ " 2024-02-25T15:20:00.358000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
" None | \n",
- "
\n",
- " \n",
- " 21 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.564014 | \n",
- " 54.000018 | \n",
- " 2 | \n",
- " 2023-07-27T10:53:57.778000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
- "
\n",
- " \n",
- " 22 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.603932 | \n",
- " 53.980763 | \n",
- " 2 | \n",
- " 2023-07-27T10:56:04.654000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
- "
\n",
- " \n",
- " 23 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.600961 | \n",
- " 53.953119 | \n",
- " 2 | \n",
- " 2023-07-27T10:58:11.748000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
- "
\n",
- " \n",
- " 24 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.484563 | \n",
- " 53.959085 | \n",
- " 2 | \n",
- " 2023-07-27T11:00:18.851000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
- "
\n",
- " \n",
- " 25 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.463750 | \n",
- " 53.989283 | \n",
- " 2 | \n",
- " 2023-07-27T11:02:25.732000+00:00 | \n",
- " 3944 | \n",
- " exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
"
\n",
" \n",
"\n",
""
],
"text/plain": [
- " progname nightdate targname ra dec fid \\\n",
- "0 2023A002 2023-07-29 None 211.674838 54.023881 2 \n",
- "1 2023A002 2023-07-29 None 211.703027 53.973475 3 \n",
- "2 2023A002 2023-07-29 None 211.641702 54.035399 3 \n",
- "3 2023A002 2023-07-29 None 211.602247 54.049005 1 \n",
- "4 2023A002 2023-07-28 None 211.551919 54.057056 3 \n",
- "5 2023A002 2023-07-29 None 211.579693 54.007654 2 \n",
- "6 2023A002 2023-07-28 None 211.579817 54.011482 3 \n",
- "7 2023A002 2023-07-29 None 211.563987 54.000012 1 \n",
- "8 2023A002 2023-07-29 None 211.563971 54.000022 3 \n",
- "9 2023A002 2023-07-28 None 211.563963 54.000016 1 \n",
- "10 2023A002 2023-07-29 None 211.563968 54.000003 2 \n",
- "11 2023A002 2023-07-28 None 211.563935 53.999989 3 \n",
- "12 2023A002 2023-07-29 None 211.682929 53.952960 1 \n",
- "13 2023A002 2023-07-29 None 211.619561 53.976947 3 \n",
- "14 2023A002 2023-07-28 None 211.592616 53.986777 3 \n",
- "15 2023A002 2023-07-29 None 211.525396 53.986620 1 \n",
- "16 2023A002 2023-07-29 None 211.513125 53.982132 1 \n",
- "17 2023A002 2023-07-28 None 211.508044 53.975719 3 \n",
- "18 2023A002 2023-07-29 None 211.469302 54.007045 2 \n",
- "19 2023A002 2023-07-29 None 211.485915 53.988701 3 \n",
- "20 2023A002 2023-07-29 None 211.502436 53.916982 2 \n",
- "21 2023A002 2023-07-27 SN2023ixf 211.564014 54.000018 2 \n",
- "22 2023A002 2023-07-27 SN2023ixf 211.603932 53.980763 2 \n",
- "23 2023A002 2023-07-27 SN2023ixf 211.600961 53.953119 2 \n",
- "24 2023A002 2023-07-27 SN2023ixf 211.484563 53.959085 2 \n",
- "25 2023A002 2023-07-27 SN2023ixf 211.463750 53.989283 2 \n",
+ " progname nightdate targname ra dec fid \\\n",
+ "0 2024A000 2024-02-25 ZTF24aaahxwr 150.959558 17.821544 2 \n",
+ "1 2024A000 2024-02-25 ZTF24aaahxwr 150.955612 17.827066 2 \n",
+ "2 2024A000 2024-02-25 ZTF24aaahxwr 150.959431 17.827930 2 \n",
+ "3 2024A000 2024-02-25 ZTF24aaahxwr 150.960072 17.827518 2 \n",
+ "4 2024A000 2024-02-25 ZTF24aaahxwr 150.962810 17.828061 2 \n",
+ "5 2024A000 2024-02-25 ZTF24aaahxwr 150.962152 17.825389 2 \n",
+ "6 2024A000 2024-02-25 ZTF24aaahxwr 150.955162 17.826848 2 \n",
+ "7 2024A000 2024-02-25 ZTF24aaahxwr 150.959309 17.825813 2 \n",
"\n",
- " utctime fieldid image_type \\\n",
- "0 2023-07-29T11:14:15.923000+00:00 3944 exposure \n",
- "1 2023-07-29T11:32:21.242000+00:00 3944 exposure \n",
- "2 2023-07-29T11:34:28.476000+00:00 3944 exposure \n",
- "3 2023-07-29T10:58:33.601000+00:00 3944 exposure \n",
- "4 2023-07-28T12:18:36.003000+00:00 3944 exposure \n",
- "5 2023-07-29T11:12:08.915000+00:00 3944 exposure \n",
- "6 2023-07-28T12:20:44.046000+00:00 3944 exposure \n",
- "7 2023-07-29T10:54:19.249000+00:00 3944 exposure \n",
- "8 2023-07-29T11:30:13.813000+00:00 3944 exposure \n",
- "9 2023-07-28T10:54:32.773000+00:00 3944 exposure \n",
- "10 2023-07-29T11:05:46.324000+00:00 3944 exposure \n",
- "11 2023-07-28T12:16:28.921000+00:00 3944 exposure \n",
- "12 2023-07-29T11:02:47.879000+00:00 3944 exposure \n",
- "13 2023-07-29T11:38:43.505000+00:00 3944 exposure \n",
- "14 2023-07-28T12:24:58.300000+00:00 3944 exposure \n",
- "15 2023-07-29T11:00:41.100000+00:00 3944 exposure \n",
- "16 2023-07-29T10:56:26.509000+00:00 3944 exposure \n",
- "17 2023-07-28T12:22:51.710000+00:00 3944 exposure \n",
- "18 2023-07-29T11:10:02.560000+00:00 3944 exposure \n",
- "19 2023-07-29T11:36:35.974000+00:00 3944 exposure \n",
- "20 2023-07-29T11:07:54.564000+00:00 3944 exposure \n",
- "21 2023-07-27T10:53:57.778000+00:00 3944 exposure \n",
- "22 2023-07-27T10:56:04.654000+00:00 3944 exposure \n",
- "23 2023-07-27T10:58:11.748000+00:00 3944 exposure \n",
- "24 2023-07-27T11:00:18.851000+00:00 3944 exposure \n",
- "25 2023-07-27T11:02:25.732000+00:00 3944 exposure \n",
+ " utctime fieldid image_type \\\n",
+ "0 2024-02-25T15:05:12.022000+00:00 999999999 exposure \n",
+ "1 2024-02-25T15:07:18.828000+00:00 999999999 exposure \n",
+ "2 2024-02-25T15:09:27.282000+00:00 999999999 exposure \n",
+ "3 2024-02-25T15:11:33.850000+00:00 999999999 exposure \n",
+ "4 2024-02-25T15:13:39.990000+00:00 999999999 exposure \n",
+ "5 2024-02-25T15:15:46.646000+00:00 999999999 exposure \n",
+ "6 2024-02-25T15:17:53.285000+00:00 999999999 exposure \n",
+ "7 2024-02-25T15:20:00.358000+00:00 999999999 exposure \n",
"\n",
- " savepath \n",
- "0 None \n",
- "1 None \n",
- "2 None \n",
- "3 None \n",
- "4 None \n",
- "5 None \n",
- "6 None \n",
- "7 None \n",
- "8 None \n",
- "9 None \n",
- "10 None \n",
- "11 None \n",
- "12 None \n",
- "13 None \n",
- "14 None \n",
- "15 None \n",
- "16 None \n",
- "17 None \n",
- "18 None \n",
- "19 None \n",
- "20 None \n",
- "21 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "22 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "23 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "24 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "25 /Users/robertstein/Data/winter/20230726/raw/WI... "
+ " savepath lastmodified pipeversion \n",
+ "0 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "1 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "2 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "3 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "4 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "5 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "6 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "7 /data/loki/raw_data/winter/20240224/raw/WINTER... None None "
]
},
- "execution_count": 15,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
@@ -1106,7 +936,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 15,
"id": "882eb586",
"metadata": {},
"outputs": [
@@ -1114,33 +944,32 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Querying images for 2023A002 between 20230701 and 20240206 of type 'stack', with RA between 32.0 and 33.0 and Dec between -3.0 and -2.0\n",
- "program_name='2023A002' start_date=20230701 end_date=20240206 kind='stack' ra_min=32.0 ra_max=33.0 dec_min=-3.0 dec_max=-2.0\n"
+ "Querying images for 2024A000 between 20240101 and 20240301 of type 'stack', with RA between 146.0 and 147.0 and Dec between -5.0 and -4.0\n"
]
}
],
"source": [
"res, images = winter.query_images_by_rectangle(\n",
- " program_name, start_date=\"20230701\",\n",
- " ra_min_deg = 32., ra_max_deg=33., \n",
- " dec_min_deg = -3., dec_max_deg = -2.,\n",
+ " program_name, start_date=start_date, end_date=end_date,\n",
+ " ra_min_deg = 146., ra_max_deg=147.,\n",
+ " dec_min_deg = -5., dec_max_deg = -4.,\n",
" image_type=\"stack\"\n",
")"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 16,
"id": "f0a2561b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'Request passed validation! Found 2 images.'"
+ "'Request passed validation! Found 1 images.'"
]
},
- "execution_count": 17,
+ "execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
@@ -1151,7 +980,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 17,
"id": "a634f907",
"metadata": {},
"outputs": [
@@ -1186,54 +1015,42 @@
" fieldid | \n",
" image_type | \n",
" savepath | \n",
+ " lastmodified | \n",
+ " pipeversion | \n",
" \n",
" \n",
" \n",
" \n",
" 0 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 32.402744 | \n",
- " -2.038495 | \n",
- " 1 | \n",
- " 2023-07-29T17:26:45.891000+00:00 | \n",
- " 21155 | \n",
- " stack | \n",
- " /data/loki/data/winter/20230728/final/WINTERca... | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 2023A002 | \n",
- " 2023-07-29 | \n",
- " None | \n",
- " 32.414180 | \n",
- " -2.374698 | \n",
- " 1 | \n",
- " 2023-07-29T17:24:38.502000+00:00 | \n",
- " 21155 | \n",
+ " 2024A000 | \n",
+ " 2024-02-12 | \n",
+ " ZTF24aaecooj | \n",
+ " 146.3724 | \n",
+ " -4.437986 | \n",
+ " 2 | \n",
+ " 2024-02-12T12:52:16.785000+00:00 | \n",
+ " 999999999 | \n",
" stack | \n",
- " /data/loki/data/winter/20230728/final/WINTERca... | \n",
+ " /data/loki/data/winter/20240211/final/WINTERca... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
"\n",
""
],
"text/plain": [
- " progname nightdate targname ra dec fid \\\n",
- "0 2023A002 2023-07-29 None 32.402744 -2.038495 1 \n",
- "1 2023A002 2023-07-29 None 32.414180 -2.374698 1 \n",
+ " progname nightdate targname ra dec fid \\\n",
+ "0 2024A000 2024-02-12 ZTF24aaecooj 146.3724 -4.437986 2 \n",
"\n",
- " utctime fieldid image_type \\\n",
- "0 2023-07-29T17:26:45.891000+00:00 21155 stack \n",
- "1 2023-07-29T17:24:38.502000+00:00 21155 stack \n",
+ " utctime fieldid image_type \\\n",
+ "0 2024-02-12T12:52:16.785000+00:00 999999999 stack \n",
"\n",
- " savepath \n",
- "0 /data/loki/data/winter/20230728/final/WINTERca... \n",
- "1 /data/loki/data/winter/20230728/final/WINTERca... "
+ " savepath lastmodified pipeversion \n",
+ "0 /data/loki/data/winter/20240211/final/WINTERca... None None "
]
},
- "execution_count": 18,
+ "execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
@@ -1266,9 +1083,17 @@
"## Exposure"
]
},
+ {
+ "cell_type": "markdown",
+ "id": "312ae11a",
+ "metadata": {},
+ "source": [
+ "An exposure is the original image as obtained directly from the telescope."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 18,
"id": "738dc40b",
"metadata": {},
"outputs": [
@@ -1276,8 +1101,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Querying images for 2023A002 between 20230721 and 20230730 of type 'exposure', with name SN2023ixf\n",
- "program_name='2023A002' start_date=20230721 end_date=20230730 kind='exposure' target_name='SN2023ixf'\n"
+ "Querying images for 2024A000 between 20240101 and 20240301 of type 'exposure', with name ZTF24aaahxwr\n"
]
},
{
@@ -1311,102 +1135,168 @@
" fieldid | \n",
" image_type | \n",
" savepath | \n",
+ " lastmodified | \n",
+ " pipeversion | \n",
" \n",
" \n",
" \n",
" \n",
" 0 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.564014 | \n",
- " 54.000018 | \n",
- " 2 | \n",
- " 2023-07-27T10:53:57.778000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959558 | \n",
+ " 17.821544 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:05:12.022000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 1 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.603932 | \n",
- " 53.980763 | \n",
- " 2 | \n",
- " 2023-07-27T10:56:04.654000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955612 | \n",
+ " 17.827066 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:07:18.828000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 2 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.600961 | \n",
- " 53.953119 | \n",
- " 2 | \n",
- " 2023-07-27T10:58:11.748000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959431 | \n",
+ " 17.827930 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:09:27.282000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 3 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.484563 | \n",
- " 53.959085 | \n",
- " 2 | \n",
- " 2023-07-27T11:00:18.851000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.960072 | \n",
+ " 17.827518 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:11:33.850000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 4 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.463750 | \n",
- " 53.989283 | \n",
- " 2 | \n",
- " 2023-07-27T11:02:25.732000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962810 | \n",
+ " 17.828061 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
+ " exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 5 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962152 | \n",
+ " 17.825389 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:15:46.646000+00:00 | \n",
+ " 999999999 | \n",
+ " exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 6 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955162 | \n",
+ " 17.826848 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:17:53.285000+00:00 | \n",
+ " 999999999 | \n",
+ " exposure | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 7 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959309 | \n",
+ " 17.825813 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:20:00.358000+00:00 | \n",
+ " 999999999 | \n",
" exposure | \n",
- " /Users/robertstein/Data/winter/20230726/raw/WI... | \n",
+ " /data/loki/raw_data/winter/20240224/raw/WINTER... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
"\n",
""
],
"text/plain": [
- " progname nightdate targname ra dec fid \\\n",
- "0 2023A002 2023-07-27 SN2023ixf 211.564014 54.000018 2 \n",
- "1 2023A002 2023-07-27 SN2023ixf 211.603932 53.980763 2 \n",
- "2 2023A002 2023-07-27 SN2023ixf 211.600961 53.953119 2 \n",
- "3 2023A002 2023-07-27 SN2023ixf 211.484563 53.959085 2 \n",
- "4 2023A002 2023-07-27 SN2023ixf 211.463750 53.989283 2 \n",
+ " progname nightdate targname ra dec fid \\\n",
+ "0 2024A000 2024-02-25 ZTF24aaahxwr 150.959558 17.821544 2 \n",
+ "1 2024A000 2024-02-25 ZTF24aaahxwr 150.955612 17.827066 2 \n",
+ "2 2024A000 2024-02-25 ZTF24aaahxwr 150.959431 17.827930 2 \n",
+ "3 2024A000 2024-02-25 ZTF24aaahxwr 150.960072 17.827518 2 \n",
+ "4 2024A000 2024-02-25 ZTF24aaahxwr 150.962810 17.828061 2 \n",
+ "5 2024A000 2024-02-25 ZTF24aaahxwr 150.962152 17.825389 2 \n",
+ "6 2024A000 2024-02-25 ZTF24aaahxwr 150.955162 17.826848 2 \n",
+ "7 2024A000 2024-02-25 ZTF24aaahxwr 150.959309 17.825813 2 \n",
"\n",
- " utctime fieldid image_type \\\n",
- "0 2023-07-27T10:53:57.778000+00:00 3944 exposure \n",
- "1 2023-07-27T10:56:04.654000+00:00 3944 exposure \n",
- "2 2023-07-27T10:58:11.748000+00:00 3944 exposure \n",
- "3 2023-07-27T11:00:18.851000+00:00 3944 exposure \n",
- "4 2023-07-27T11:02:25.732000+00:00 3944 exposure \n",
+ " utctime fieldid image_type \\\n",
+ "0 2024-02-25T15:05:12.022000+00:00 999999999 exposure \n",
+ "1 2024-02-25T15:07:18.828000+00:00 999999999 exposure \n",
+ "2 2024-02-25T15:09:27.282000+00:00 999999999 exposure \n",
+ "3 2024-02-25T15:11:33.850000+00:00 999999999 exposure \n",
+ "4 2024-02-25T15:13:39.990000+00:00 999999999 exposure \n",
+ "5 2024-02-25T15:15:46.646000+00:00 999999999 exposure \n",
+ "6 2024-02-25T15:17:53.285000+00:00 999999999 exposure \n",
+ "7 2024-02-25T15:20:00.358000+00:00 999999999 exposure \n",
"\n",
- " savepath \n",
- "0 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "1 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "2 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "3 /Users/robertstein/Data/winter/20230726/raw/WI... \n",
- "4 /Users/robertstein/Data/winter/20230726/raw/WI... "
+ " savepath lastmodified pipeversion \n",
+ "0 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "1 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "2 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "3 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "4 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "5 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "6 /data/loki/raw_data/winter/20240224/raw/WINTER... None None \n",
+ "7 /data/loki/raw_data/winter/20240224/raw/WINTER... None None "
]
},
- "execution_count": 19,
+ "execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
@@ -1424,9 +1314,17 @@
"## Raw"
]
},
+ {
+ "cell_type": "markdown",
+ "id": "50bb7720",
+ "metadata": {},
+ "source": [
+ "A raw image is an image after basic WINTER-specfic masking and image splitting has been applied. Each WINTER detector has its own raw image, so there are six raw images per exposure."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 19,
"id": "c73fa604",
"metadata": {},
"outputs": [
@@ -1434,8 +1332,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Querying images for 2023A002 between 20230721 and 20230730 of type 'raw', with name SN2023ixf\n",
- "program_name='2023A002' start_date=20230721 end_date=20230730 kind='raw' target_name='SN2023ixf'\n"
+ "Querying images for 2024A000 between 20240101 and 20240301 of type 'raw', with name ZTF24aaahxwr\n"
]
},
{
@@ -1469,102 +1366,888 @@
" fieldid | \n",
" image_type | \n",
" savepath | \n",
+ " lastmodified | \n",
+ " pipeversion | \n",
" \n",
" \n",
" \n",
" \n",
" 0 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.564014 | \n",
- " 54.000018 | \n",
- " 2 | \n",
- " 2023-07-27T10:53:57.778000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959558 | \n",
+ " 17.821544 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:05:12.022000+00:00 | \n",
+ " 999999999 | \n",
" raw | \n",
- " /data/loki/data/winter/20230726/raw_unpacked/W... | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 1 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.603932 | \n",
- " 53.980763 | \n",
- " 2 | \n",
- " 2023-07-27T10:56:04.654000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962810 | \n",
+ " 17.828061 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
" raw | \n",
- " /data/loki/data/winter/20230726/raw_unpacked/W... | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 2 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.600961 | \n",
- " 53.953119 | \n",
- " 2 | \n",
- " 2023-07-27T10:58:11.748000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962810 | \n",
+ " 17.828061 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
" raw | \n",
- " /data/loki/data/winter/20230726/raw_unpacked/W... | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 3 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.463750 | \n",
- " 53.989283 | \n",
- " 2 | \n",
- " 2023-07-27T11:02:25.732000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962810 | \n",
+ " 17.828061 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
" raw | \n",
- " /data/loki/data/winter/20230726/raw_unpacked/W... | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 4 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.484563 | \n",
- " 53.959085 | \n",
- " 2 | \n",
- " 2023-07-27T11:00:18.851000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962810 | \n",
+ " 17.828061 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
" raw | \n",
- " /data/loki/data/winter/20230726/raw_unpacked/W... | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
- " \n",
- "\n",
- ""
- ],
+ " \n",
+ " 5 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962152 | \n",
+ " 17.825389 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:15:46.646000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 6 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962152 | \n",
+ " 17.825389 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:15:46.646000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 7 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962152 | \n",
+ " 17.825389 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:15:46.646000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 8 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962152 | \n",
+ " 17.825389 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:15:46.646000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 9 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962152 | \n",
+ " 17.825389 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:15:46.646000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 10 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955162 | \n",
+ " 17.826848 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:17:53.285000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 11 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955162 | \n",
+ " 17.826848 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:17:53.285000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 12 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955162 | \n",
+ " 17.826848 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:17:53.285000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 13 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955162 | \n",
+ " 17.826848 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:17:53.285000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 14 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955162 | \n",
+ " 17.826848 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:17:53.285000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 15 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959309 | \n",
+ " 17.825813 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:20:00.358000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 16 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959309 | \n",
+ " 17.825813 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:20:00.358000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 17 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959309 | \n",
+ " 17.825813 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:20:00.358000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 18 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959309 | \n",
+ " 17.825813 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:20:00.358000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 19 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959309 | \n",
+ " 17.825813 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:20:00.358000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 20 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962810 | \n",
+ " 17.828061 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 21 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962152 | \n",
+ " 17.825389 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:15:46.646000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 22 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955162 | \n",
+ " 17.826848 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:17:53.285000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 23 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959309 | \n",
+ " 17.825813 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:20:00.358000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 24 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959558 | \n",
+ " 17.821544 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:05:12.022000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 25 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959558 | \n",
+ " 17.821544 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:05:12.022000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 26 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959558 | \n",
+ " 17.821544 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:05:12.022000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 27 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959558 | \n",
+ " 17.821544 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:05:12.022000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 28 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959558 | \n",
+ " 17.821544 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:05:12.022000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 29 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955612 | \n",
+ " 17.827066 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:07:18.828000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 30 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955612 | \n",
+ " 17.827066 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:07:18.828000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 31 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955612 | \n",
+ " 17.827066 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:07:18.828000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 32 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955612 | \n",
+ " 17.827066 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:07:18.828000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 33 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955612 | \n",
+ " 17.827066 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:07:18.828000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 34 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955612 | \n",
+ " 17.827066 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:07:18.828000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 35 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959431 | \n",
+ " 17.827930 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:09:27.282000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 36 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959431 | \n",
+ " 17.827930 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:09:27.282000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 37 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959431 | \n",
+ " 17.827930 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:09:27.282000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 38 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959431 | \n",
+ " 17.827930 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:09:27.282000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 39 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959431 | \n",
+ " 17.827930 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:09:27.282000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 40 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959431 | \n",
+ " 17.827930 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:09:27.282000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 41 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.960072 | \n",
+ " 17.827518 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:11:33.850000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 42 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.960072 | \n",
+ " 17.827518 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:11:33.850000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 43 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.960072 | \n",
+ " 17.827518 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:11:33.850000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 44 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.960072 | \n",
+ " 17.827518 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:11:33.850000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 45 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.960072 | \n",
+ " 17.827518 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:11:33.850000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 46 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.960072 | \n",
+ " 17.827518 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:11:33.850000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 47 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962810 | \n",
+ " 17.828061 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
+ " raw | \n",
+ " /data/loki/data/winter/20240224/raw_unpacked/W... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ "\n",
+ ""
+ ],
"text/plain": [
- " progname nightdate targname ra dec fid \\\n",
- "0 2023A002 2023-07-27 SN2023ixf 211.564014 54.000018 2 \n",
- "1 2023A002 2023-07-27 SN2023ixf 211.603932 53.980763 2 \n",
- "2 2023A002 2023-07-27 SN2023ixf 211.600961 53.953119 2 \n",
- "3 2023A002 2023-07-27 SN2023ixf 211.463750 53.989283 2 \n",
- "4 2023A002 2023-07-27 SN2023ixf 211.484563 53.959085 2 \n",
+ " progname nightdate targname ra dec fid \\\n",
+ "0 2024A000 2024-02-25 ZTF24aaahxwr 150.959558 17.821544 2 \n",
+ "1 2024A000 2024-02-25 ZTF24aaahxwr 150.962810 17.828061 2 \n",
+ "2 2024A000 2024-02-25 ZTF24aaahxwr 150.962810 17.828061 2 \n",
+ "3 2024A000 2024-02-25 ZTF24aaahxwr 150.962810 17.828061 2 \n",
+ "4 2024A000 2024-02-25 ZTF24aaahxwr 150.962810 17.828061 2 \n",
+ "5 2024A000 2024-02-25 ZTF24aaahxwr 150.962152 17.825389 2 \n",
+ "6 2024A000 2024-02-25 ZTF24aaahxwr 150.962152 17.825389 2 \n",
+ "7 2024A000 2024-02-25 ZTF24aaahxwr 150.962152 17.825389 2 \n",
+ "8 2024A000 2024-02-25 ZTF24aaahxwr 150.962152 17.825389 2 \n",
+ "9 2024A000 2024-02-25 ZTF24aaahxwr 150.962152 17.825389 2 \n",
+ "10 2024A000 2024-02-25 ZTF24aaahxwr 150.955162 17.826848 2 \n",
+ "11 2024A000 2024-02-25 ZTF24aaahxwr 150.955162 17.826848 2 \n",
+ "12 2024A000 2024-02-25 ZTF24aaahxwr 150.955162 17.826848 2 \n",
+ "13 2024A000 2024-02-25 ZTF24aaahxwr 150.955162 17.826848 2 \n",
+ "14 2024A000 2024-02-25 ZTF24aaahxwr 150.955162 17.826848 2 \n",
+ "15 2024A000 2024-02-25 ZTF24aaahxwr 150.959309 17.825813 2 \n",
+ "16 2024A000 2024-02-25 ZTF24aaahxwr 150.959309 17.825813 2 \n",
+ "17 2024A000 2024-02-25 ZTF24aaahxwr 150.959309 17.825813 2 \n",
+ "18 2024A000 2024-02-25 ZTF24aaahxwr 150.959309 17.825813 2 \n",
+ "19 2024A000 2024-02-25 ZTF24aaahxwr 150.959309 17.825813 2 \n",
+ "20 2024A000 2024-02-25 ZTF24aaahxwr 150.962810 17.828061 2 \n",
+ "21 2024A000 2024-02-25 ZTF24aaahxwr 150.962152 17.825389 2 \n",
+ "22 2024A000 2024-02-25 ZTF24aaahxwr 150.955162 17.826848 2 \n",
+ "23 2024A000 2024-02-25 ZTF24aaahxwr 150.959309 17.825813 2 \n",
+ "24 2024A000 2024-02-25 ZTF24aaahxwr 150.959558 17.821544 2 \n",
+ "25 2024A000 2024-02-25 ZTF24aaahxwr 150.959558 17.821544 2 \n",
+ "26 2024A000 2024-02-25 ZTF24aaahxwr 150.959558 17.821544 2 \n",
+ "27 2024A000 2024-02-25 ZTF24aaahxwr 150.959558 17.821544 2 \n",
+ "28 2024A000 2024-02-25 ZTF24aaahxwr 150.959558 17.821544 2 \n",
+ "29 2024A000 2024-02-25 ZTF24aaahxwr 150.955612 17.827066 2 \n",
+ "30 2024A000 2024-02-25 ZTF24aaahxwr 150.955612 17.827066 2 \n",
+ "31 2024A000 2024-02-25 ZTF24aaahxwr 150.955612 17.827066 2 \n",
+ "32 2024A000 2024-02-25 ZTF24aaahxwr 150.955612 17.827066 2 \n",
+ "33 2024A000 2024-02-25 ZTF24aaahxwr 150.955612 17.827066 2 \n",
+ "34 2024A000 2024-02-25 ZTF24aaahxwr 150.955612 17.827066 2 \n",
+ "35 2024A000 2024-02-25 ZTF24aaahxwr 150.959431 17.827930 2 \n",
+ "36 2024A000 2024-02-25 ZTF24aaahxwr 150.959431 17.827930 2 \n",
+ "37 2024A000 2024-02-25 ZTF24aaahxwr 150.959431 17.827930 2 \n",
+ "38 2024A000 2024-02-25 ZTF24aaahxwr 150.959431 17.827930 2 \n",
+ "39 2024A000 2024-02-25 ZTF24aaahxwr 150.959431 17.827930 2 \n",
+ "40 2024A000 2024-02-25 ZTF24aaahxwr 150.959431 17.827930 2 \n",
+ "41 2024A000 2024-02-25 ZTF24aaahxwr 150.960072 17.827518 2 \n",
+ "42 2024A000 2024-02-25 ZTF24aaahxwr 150.960072 17.827518 2 \n",
+ "43 2024A000 2024-02-25 ZTF24aaahxwr 150.960072 17.827518 2 \n",
+ "44 2024A000 2024-02-25 ZTF24aaahxwr 150.960072 17.827518 2 \n",
+ "45 2024A000 2024-02-25 ZTF24aaahxwr 150.960072 17.827518 2 \n",
+ "46 2024A000 2024-02-25 ZTF24aaahxwr 150.960072 17.827518 2 \n",
+ "47 2024A000 2024-02-25 ZTF24aaahxwr 150.962810 17.828061 2 \n",
"\n",
- " utctime fieldid image_type \\\n",
- "0 2023-07-27T10:53:57.778000+00:00 3944 raw \n",
- "1 2023-07-27T10:56:04.654000+00:00 3944 raw \n",
- "2 2023-07-27T10:58:11.748000+00:00 3944 raw \n",
- "3 2023-07-27T11:02:25.732000+00:00 3944 raw \n",
- "4 2023-07-27T11:00:18.851000+00:00 3944 raw \n",
+ " utctime fieldid image_type \\\n",
+ "0 2024-02-25T15:05:12.022000+00:00 999999999 raw \n",
+ "1 2024-02-25T15:13:39.990000+00:00 999999999 raw \n",
+ "2 2024-02-25T15:13:39.990000+00:00 999999999 raw \n",
+ "3 2024-02-25T15:13:39.990000+00:00 999999999 raw \n",
+ "4 2024-02-25T15:13:39.990000+00:00 999999999 raw \n",
+ "5 2024-02-25T15:15:46.646000+00:00 999999999 raw \n",
+ "6 2024-02-25T15:15:46.646000+00:00 999999999 raw \n",
+ "7 2024-02-25T15:15:46.646000+00:00 999999999 raw \n",
+ "8 2024-02-25T15:15:46.646000+00:00 999999999 raw \n",
+ "9 2024-02-25T15:15:46.646000+00:00 999999999 raw \n",
+ "10 2024-02-25T15:17:53.285000+00:00 999999999 raw \n",
+ "11 2024-02-25T15:17:53.285000+00:00 999999999 raw \n",
+ "12 2024-02-25T15:17:53.285000+00:00 999999999 raw \n",
+ "13 2024-02-25T15:17:53.285000+00:00 999999999 raw \n",
+ "14 2024-02-25T15:17:53.285000+00:00 999999999 raw \n",
+ "15 2024-02-25T15:20:00.358000+00:00 999999999 raw \n",
+ "16 2024-02-25T15:20:00.358000+00:00 999999999 raw \n",
+ "17 2024-02-25T15:20:00.358000+00:00 999999999 raw \n",
+ "18 2024-02-25T15:20:00.358000+00:00 999999999 raw \n",
+ "19 2024-02-25T15:20:00.358000+00:00 999999999 raw \n",
+ "20 2024-02-25T15:13:39.990000+00:00 999999999 raw \n",
+ "21 2024-02-25T15:15:46.646000+00:00 999999999 raw \n",
+ "22 2024-02-25T15:17:53.285000+00:00 999999999 raw \n",
+ "23 2024-02-25T15:20:00.358000+00:00 999999999 raw \n",
+ "24 2024-02-25T15:05:12.022000+00:00 999999999 raw \n",
+ "25 2024-02-25T15:05:12.022000+00:00 999999999 raw \n",
+ "26 2024-02-25T15:05:12.022000+00:00 999999999 raw \n",
+ "27 2024-02-25T15:05:12.022000+00:00 999999999 raw \n",
+ "28 2024-02-25T15:05:12.022000+00:00 999999999 raw \n",
+ "29 2024-02-25T15:07:18.828000+00:00 999999999 raw \n",
+ "30 2024-02-25T15:07:18.828000+00:00 999999999 raw \n",
+ "31 2024-02-25T15:07:18.828000+00:00 999999999 raw \n",
+ "32 2024-02-25T15:07:18.828000+00:00 999999999 raw \n",
+ "33 2024-02-25T15:07:18.828000+00:00 999999999 raw \n",
+ "34 2024-02-25T15:07:18.828000+00:00 999999999 raw \n",
+ "35 2024-02-25T15:09:27.282000+00:00 999999999 raw \n",
+ "36 2024-02-25T15:09:27.282000+00:00 999999999 raw \n",
+ "37 2024-02-25T15:09:27.282000+00:00 999999999 raw \n",
+ "38 2024-02-25T15:09:27.282000+00:00 999999999 raw \n",
+ "39 2024-02-25T15:09:27.282000+00:00 999999999 raw \n",
+ "40 2024-02-25T15:09:27.282000+00:00 999999999 raw \n",
+ "41 2024-02-25T15:11:33.850000+00:00 999999999 raw \n",
+ "42 2024-02-25T15:11:33.850000+00:00 999999999 raw \n",
+ "43 2024-02-25T15:11:33.850000+00:00 999999999 raw \n",
+ "44 2024-02-25T15:11:33.850000+00:00 999999999 raw \n",
+ "45 2024-02-25T15:11:33.850000+00:00 999999999 raw \n",
+ "46 2024-02-25T15:11:33.850000+00:00 999999999 raw \n",
+ "47 2024-02-25T15:13:39.990000+00:00 999999999 raw \n",
"\n",
- " savepath \n",
- "0 /data/loki/data/winter/20230726/raw_unpacked/W... \n",
- "1 /data/loki/data/winter/20230726/raw_unpacked/W... \n",
- "2 /data/loki/data/winter/20230726/raw_unpacked/W... \n",
- "3 /data/loki/data/winter/20230726/raw_unpacked/W... \n",
- "4 /data/loki/data/winter/20230726/raw_unpacked/W... "
+ " savepath lastmodified pipeversion \n",
+ "0 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "1 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "2 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "3 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "4 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "5 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "6 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "7 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "8 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "9 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "10 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "11 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "12 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "13 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "14 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "15 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "16 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "17 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "18 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "19 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "20 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "21 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "22 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "23 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "24 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "25 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "26 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "27 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "28 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "29 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "30 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "31 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "32 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "33 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "34 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "35 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "36 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "37 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "38 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "39 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "40 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "41 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "42 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "43 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "44 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "45 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "46 /data/loki/data/winter/20240224/raw_unpacked/W... None None \n",
+ "47 /data/loki/data/winter/20240224/raw_unpacked/W... None None "
]
},
- "execution_count": 20,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
@@ -1582,9 +2265,19 @@
"## Science"
]
},
+ {
+ "cell_type": "markdown",
+ "id": "5b0b91c4",
+ "metadata": {},
+ "source": [
+ "A science image is a single calibrated image. Each science image is tied to a single parent raw image. \n",
+ "Science images are dark-calibrated, flat-calibrated, and astrometric calibration has veen appplied. \n",
+ "Science images do NOT have photometric calibration performed."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 20,
"id": "a6c2499a",
"metadata": {},
"outputs": [
@@ -1592,8 +2285,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Querying images for 2023A002 between 20230721 and 20230730 of type 'science', with name SN2023ixf\n",
- "program_name='2023A002' start_date=20230721 end_date=20230730 kind='science' target_name='SN2023ixf'\n"
+ "Querying images for 2024A000 between 20240101 and 20240301 of type 'science', with name ZTF24aaahxwr\n"
]
},
{
@@ -1627,102 +2319,96 @@
" fieldid | \n",
" image_type | \n",
" savepath | \n",
+ " lastmodified | \n",
+ " pipeversion | \n",
" \n",
" \n",
" \n",
" \n",
" 0 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.603932 | \n",
- " 53.980763 | \n",
- " 2 | \n",
- " 2023-07-27T10:56:04.654000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962810 | \n",
+ " 17.828061 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
" science | \n",
- " /data/loki/data/winter/20230726/post_scamp/WIN... | \n",
+ " /data/loki/data/winter/20240224/astrostats/tem... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 1 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.600961 | \n",
- " 53.953119 | \n",
- " 2 | \n",
- " 2023-07-27T10:58:11.748000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.962152 | \n",
+ " 17.825389 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:15:46.646000+00:00 | \n",
+ " 999999999 | \n",
" science | \n",
- " /data/loki/data/winter/20230726/post_scamp/WIN... | \n",
+ " /data/loki/data/winter/20240224/astrostats/tem... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 2 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.564014 | \n",
- " 54.000018 | \n",
- " 2 | \n",
- " 2023-07-27T10:53:57.778000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.955162 | \n",
+ " 17.826848 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:17:53.285000+00:00 | \n",
+ " 999999999 | \n",
" science | \n",
- " /data/loki/data/winter/20230726/post_scamp/WIN... | \n",
+ " /data/loki/data/winter/20240224/astrostats/tem... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
" 3 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.484563 | \n",
- " 53.959085 | \n",
- " 2 | \n",
- " 2023-07-27T11:00:18.851000+00:00 | \n",
- " 3944 | \n",
- " science | \n",
- " /data/loki/data/winter/20230726/post_scamp/WIN... | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 211.463750 | \n",
- " 53.989283 | \n",
- " 2 | \n",
- " 2023-07-27T11:02:25.732000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 150.959309 | \n",
+ " 17.825813 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:20:00.358000+00:00 | \n",
+ " 999999999 | \n",
" science | \n",
- " /data/loki/data/winter/20230726/post_scamp/WIN... | \n",
+ " /data/loki/data/winter/20240224/astrostats/tem... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
"\n",
""
],
"text/plain": [
- " progname nightdate targname ra dec fid \\\n",
- "0 2023A002 2023-07-27 SN2023ixf 211.603932 53.980763 2 \n",
- "1 2023A002 2023-07-27 SN2023ixf 211.600961 53.953119 2 \n",
- "2 2023A002 2023-07-27 SN2023ixf 211.564014 54.000018 2 \n",
- "3 2023A002 2023-07-27 SN2023ixf 211.484563 53.959085 2 \n",
- "4 2023A002 2023-07-27 SN2023ixf 211.463750 53.989283 2 \n",
+ " progname nightdate targname ra dec fid \\\n",
+ "0 2024A000 2024-02-25 ZTF24aaahxwr 150.962810 17.828061 2 \n",
+ "1 2024A000 2024-02-25 ZTF24aaahxwr 150.962152 17.825389 2 \n",
+ "2 2024A000 2024-02-25 ZTF24aaahxwr 150.955162 17.826848 2 \n",
+ "3 2024A000 2024-02-25 ZTF24aaahxwr 150.959309 17.825813 2 \n",
"\n",
- " utctime fieldid image_type \\\n",
- "0 2023-07-27T10:56:04.654000+00:00 3944 science \n",
- "1 2023-07-27T10:58:11.748000+00:00 3944 science \n",
- "2 2023-07-27T10:53:57.778000+00:00 3944 science \n",
- "3 2023-07-27T11:00:18.851000+00:00 3944 science \n",
- "4 2023-07-27T11:02:25.732000+00:00 3944 science \n",
+ " utctime fieldid image_type \\\n",
+ "0 2024-02-25T15:13:39.990000+00:00 999999999 science \n",
+ "1 2024-02-25T15:15:46.646000+00:00 999999999 science \n",
+ "2 2024-02-25T15:17:53.285000+00:00 999999999 science \n",
+ "3 2024-02-25T15:20:00.358000+00:00 999999999 science \n",
"\n",
- " savepath \n",
- "0 /data/loki/data/winter/20230726/post_scamp/WIN... \n",
- "1 /data/loki/data/winter/20230726/post_scamp/WIN... \n",
- "2 /data/loki/data/winter/20230726/post_scamp/WIN... \n",
- "3 /data/loki/data/winter/20230726/post_scamp/WIN... \n",
- "4 /data/loki/data/winter/20230726/post_scamp/WIN... "
+ " savepath lastmodified pipeversion \n",
+ "0 /data/loki/data/winter/20240224/astrostats/tem... None None \n",
+ "1 /data/loki/data/winter/20240224/astrostats/tem... None None \n",
+ "2 /data/loki/data/winter/20240224/astrostats/tem... None None \n",
+ "3 /data/loki/data/winter/20240224/astrostats/tem... None None "
]
},
- "execution_count": 21,
+ "execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
@@ -1740,9 +2426,18 @@
"## Stack"
]
},
+ {
+ "cell_type": "markdown",
+ "id": "5b9f27d1",
+ "metadata": {},
+ "source": [
+ "A stack image is a stack of all science images in a dither set for a single WINTER detector. They are photometrically calibrated.\n",
+ "Each stack will thus have several parent exposures, and each exposure will be used in up to six stacks."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 21,
"id": "c512205e",
"metadata": {},
"outputs": [
@@ -1750,8 +2445,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Querying images for 2023A002 between 20230721 and 20230730 of type 'stack', with name SN2023ixf\n",
- "program_name='2023A002' start_date=20230721 end_date=20230730 kind='stack' target_name='SN2023ixf'\n"
+ "Querying images for 2024A000 between 20240101 and 20240301 of type 'stack', with name ZTF24aaahxwr\n"
]
},
{
@@ -1785,38 +2479,42 @@
" fieldid | \n",
" image_type | \n",
" savepath | \n",
+ " lastmodified | \n",
+ " pipeversion | \n",
" \n",
" \n",
" \n",
" \n",
" 0 | \n",
- " 2023A002 | \n",
- " 2023-07-27 | \n",
- " SN2023ixf | \n",
- " 210.9419 | \n",
- " 54.262352 | \n",
- " 2 | \n",
- " 2023-07-27T10:53:57.778000+00:00 | \n",
- " 3944 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 151.28848 | \n",
+ " 17.529896 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
" stack | \n",
- " /data/loki/data/winter/20230726/final/WINTERca... | \n",
+ " /data/loki/data/winter/20240224/final/WINTERca... | \n",
+ " None | \n",
+ " None | \n",
"
\n",
" \n",
"\n",
""
],
"text/plain": [
- " progname nightdate targname ra dec fid \\\n",
- "0 2023A002 2023-07-27 SN2023ixf 210.9419 54.262352 2 \n",
+ " progname nightdate targname ra dec fid \\\n",
+ "0 2024A000 2024-02-25 ZTF24aaahxwr 151.28848 17.529896 2 \n",
"\n",
- " utctime fieldid image_type \\\n",
- "0 2023-07-27T10:53:57.778000+00:00 3944 stack \n",
+ " utctime fieldid image_type \\\n",
+ "0 2024-02-25T15:13:39.990000+00:00 999999999 stack \n",
"\n",
- " savepath \n",
- "0 /data/loki/data/winter/20230726/final/WINTERca... "
+ " savepath lastmodified pipeversion \n",
+ "0 /data/loki/data/winter/20240224/final/WINTERca... None None "
]
},
- "execution_count": 23,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
@@ -1834,9 +2532,17 @@
"## Diff"
]
},
+ {
+ "cell_type": "markdown",
+ "id": "e06c6394",
+ "metadata": {},
+ "source": [
+ "A diff image is a subtraction image generated one stack image."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 22,
"id": "29c53ab5",
"metadata": {},
"outputs": [
@@ -1844,8 +2550,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Querying images for 2023A002 between 20230721 and 20230730 of type 'diff', with name SN2023ixf\n",
- "program_name='2023A002' start_date=20230721 end_date=20230730 kind='diff' target_name='SN2023ixf'\n"
+ "Querying images for 2024A000 between 20240101 and 20240301 of type 'diff', with name ZTF24aaahxwr\n"
]
},
{
@@ -1879,20 +2584,42 @@
" fieldid | \n",
" image_type | \n",
" savepath | \n",
+ " lastmodified | \n",
+ " pipeversion | \n",
" \n",
" \n",
" \n",
+ " \n",
+ " 0 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 151.28848 | \n",
+ " 17.529896 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
+ " diff | \n",
+ " /data/loki/data/winter/20240224/diffs/WINTERca... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
" \n",
"\n",
""
],
"text/plain": [
- "Empty DataFrame\n",
- "Columns: [progname, nightdate, targname, ra, dec, fid, utctime, fieldid, image_type, savepath]\n",
- "Index: []"
+ " progname nightdate targname ra dec fid \\\n",
+ "0 2024A000 2024-02-25 ZTF24aaahxwr 151.28848 17.529896 2 \n",
+ "\n",
+ " utctime fieldid image_type \\\n",
+ "0 2024-02-25T15:13:39.990000+00:00 999999999 diff \n",
+ "\n",
+ " savepath lastmodified pipeversion \n",
+ "0 /data/loki/data/winter/20240224/diffs/WINTERca... None None "
]
},
- "execution_count": 24,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
@@ -1902,13 +2629,112 @@
"images"
]
},
+ {
+ "cell_type": "markdown",
+ "id": "0b1dda1d",
+ "metadata": {},
+ "source": [
+ "## Avro"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f19d84b5",
+ "metadata": {},
+ "source": [
+ "An Avro file corresponds to all sources detected in a single difference image. \n",
+ "Each avro file will contain many individual alerts, corresponding to all recovered sources.\n",
+ "Each alert will include three cutouts (stack, diff and reference)."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": null,
- "id": "88983a1c",
+ "execution_count": 23,
+ "id": "eff13501",
"metadata": {},
- "outputs": [],
- "source": []
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Querying images for 2024A000 between 20240101 and 20240301 of type 'avro', with name ZTF24aaahxwr\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " progname | \n",
+ " nightdate | \n",
+ " targname | \n",
+ " ra | \n",
+ " dec | \n",
+ " fid | \n",
+ " utctime | \n",
+ " fieldid | \n",
+ " image_type | \n",
+ " savepath | \n",
+ " lastmodified | \n",
+ " pipeversion | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 2024A000 | \n",
+ " 2024-02-25 | \n",
+ " ZTF24aaahxwr | \n",
+ " 151.28848 | \n",
+ " 17.529896 | \n",
+ " 2 | \n",
+ " 2024-02-25T15:13:39.990000+00:00 | \n",
+ " 999999999 | \n",
+ " avro | \n",
+ " /data/loki/data/winter/20240224/avro/WINTERcam... | \n",
+ " None | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " progname nightdate targname ra dec fid \\\n",
+ "0 2024A000 2024-02-25 ZTF24aaahxwr 151.28848 17.529896 2 \n",
+ "\n",
+ " utctime fieldid image_type \\\n",
+ "0 2024-02-25T15:13:39.990000+00:00 999999999 avro \n",
+ "\n",
+ " savepath lastmodified pipeversion \n",
+ "0 /data/loki/data/winter/20240224/avro/WINTERcam... None None "
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "res, images = winter.query_images_by_target_name(program_name, image_type=\"avro\", target_name=target_name, start_date=start_date, end_date=end_date)\n",
+ "images"
+ ]
}
],
"metadata": {
diff --git a/pyproject.toml b/pyproject.toml
index 400a2a4..fe49b13 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
[project]
name = "winterapi"
-version = "1.2.0"
+version = "1.3.0"
description = ""
authors = [
{name = "Robert Stein", email = "rdstein@caltech.edu"}
@@ -36,7 +36,7 @@ dependencies = [
"jupyter",
"backoff",
"pydantic",
- "wintertoo>=1.4.0"
+ "wintertoo>=1.5.0"
]
[project.optional-dependencies]
dev = [
diff --git a/winterapi/base_api.py b/winterapi/base_api.py
index eee8385..920dd4b 100644
--- a/winterapi/base_api.py
+++ b/winterapi/base_api.py
@@ -139,7 +139,7 @@ def delete(self, url, auth=None, **kwargs) -> requests.Response:
return res
@backoff.on_exception(
- backoff.expo, requests.exceptions.RequestException, max_time=MAX_TIMEOUT
+ backoff.expo, requests.exceptions.RequestException, max_time=MAX_TIMEOUT * 4
)
def get_stream(
self, url, output_dir: str | Path | None = None, auth=None, data=None, **kwargs
@@ -178,7 +178,7 @@ def get_stream(
data=data,
auth=auth,
params=kwargs,
- timeout=MAX_TIMEOUT,
+ timeout=4.0 * MAX_TIMEOUT,
stream=True,
) as resp:
header = resp.headers
diff --git a/winterapi/messenger.py b/winterapi/messenger.py
index 406b14a..1671ecf 100644
--- a/winterapi/messenger.py
+++ b/winterapi/messenger.py
@@ -632,7 +632,7 @@ def download_image_list(
program_name=program_name,
program_api_key=program.prog_key,
data=[ImagePath(path=x) for x in paths],
- kind=image_type,
+ image_type=image_type,
)
return res, output_path