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MWA + SRCNet TAP demo
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# MWA + SRCNet TAP demo\n", | |
"\n", | |
"First, we will query the MWA TAP database for available MWA observations,\n", | |
"\n", | |
"then we will query the SRCNet TAP database." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pyvo\n", | |
"from astropy.time import Time, TimeDelta\n", | |
"from sys import stderr, argv\n", | |
"\n", | |
"# get gpstime of proprietary period, 18 months (548 days) ago\n", | |
"proprietary = (Time.now() - TimeDelta(548, format=\"jd\")).gps\n", | |
"tap = pyvo.dal.TAPService(\"http://vo.mwatelescope.org/mwa_asvo/tap\")\n", | |
"obs = (\n", | |
" tap.search(\n", | |
" f\"\"\"\n", | |
"SELECT TOP 50\n", | |
" obs_id, starttime_utc, ra_pointing, dec_pointing, channel_numbers_csv,\n", | |
" mwa_array_configuration, good_tiles, dataquality, sun_elevation,\n", | |
" deleted_flag, gpubox_files_archived, total_archived_data_bytes,\n", | |
" freq_res, int_time\n", | |
"FROM mwa.observation\n", | |
"WHERE CONTAINS(\n", | |
" POINT('ICRS', ra_pointing, dec_pointing), -- pointing center\n", | |
" CIRCLE('ICRS', 201.3667, -43.0192, 5) -- is 5 degrees off CenA\n", | |
") = 1\n", | |
"AND channel_numbers_csv LIKE '%137%' -- has channel 137 (175MHz)\n", | |
"AND obs_id < {proprietary} -- nonproprietary\n", | |
"AND good_tiles >= 112 -- 14 good receivers\n", | |
"AND dataquality <= 1 -- no known issues\n", | |
"AND sun_elevation < 0 -- sun is not up\n", | |
"AND deleted_flag!='TRUE' -- not deleted\n", | |
"AND gpubox_files_archived > 1 -- data available\n", | |
"-- AND freq_res <= 10 -- (optional) 10kHz resolution or less\n", | |
"-- AND int_time <= 1 -- (optional) 1s integration or less\n", | |
"-- AND mwa_array_configuration = 'Phase II Compact' -- (optional) compact => more short baselines\n", | |
"ORDER BY obs_id DESC\n", | |
"\"\"\"\n", | |
" )\n", | |
" .to_table()\n", | |
" .to_pandas()\n", | |
" .dropna(axis=1, how=\"all\")\n", | |
")\n", | |
"obs[\"config\"] = obs[\"mwa_array_configuration\"].str.split(\" \").str[-1]\n", | |
"del obs[\"mwa_array_configuration\"]\n", | |
"obs[\"gigabytes\"] = obs[\"total_archived_data_bytes\"] / 1e9\n", | |
"del obs[\"total_archived_data_bytes\"]\n", | |
"display(obs)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"tap_srcnet = pyvo.dal.TAPService('https://dachs.ivoa.srcnet.skao.int:443/tap')\n", | |
"obs_srcnet = tap_srcnet.search(\"\"\"\n", | |
"SELECT * FROM ivoa.obscore where instrument_name = 'MWA'\n", | |
"\"\"\").to_table().to_pandas().dropna(axis=1, how='all')\n", | |
"if not len(obs_srcnet):\n", | |
" print(\"no obs found!\")\n", | |
"else:\n", | |
" display(obs_srcnet.iloc[0])" | |
] | |
} | |
], | |
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"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
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"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
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"file_extension": ".py", | |
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"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.10.12" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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