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eor0high_raw_volume.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
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"text/plain": [
" obs_id\n",
"1 1059500448\n",
"2 1059500568\n",
"3 1059500688\n",
"4 1059500816\n",
"5 1059500936\n",
"... ...\n",
"19696 1387367824\n",
"19697 1387367944\n",
"19698 1387368064\n",
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"\n",
"[19700 rows x 1 columns]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"# obslist_8036 = pd.read_csv('/Users/dev/Library/CloudStorage/OneDrive-Curtin/Code/MWAEoR-Pipeline/paper2/obsids-eor0high-nodrift-passimg-ewp-2..+3.csv', header=None)\n",
"# https://curtin-my.sharepoint.com/:x:/g/personal/285446d_curtin_edu_au/EXw0mZV2jelKnM_hXoub9IIBZrwUuHIndmtNGwyTMNAKkw?e=Y6bfO4\n",
"obslist_19k = pd.read_csv('/Users/dev/Library/CloudStorage/OneDrive-Curtin/Code/MWAEoR-Pipeline/paper2/obsids-eor0high-nodrift.csv', header=None)\n",
"obslist_19k = pd.DataFrame({\n",
" 'obs_id': obslist_19k[0][1:].astype(np.int64),\n",
"})\n",
"display(obslist_19k)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1059500448"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"1387368304"
]
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"metadata": {},
"output_type": "display_data"
}
],
"source": [
"min, max = [int(x.values[0]) for x in [obslist_19k.min(), obslist_19k.max()]]\n",
"display(min, max)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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" <th></th>\n",
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" <th>projectid</th>\n",
" <th>freq_res</th>\n",
" <th>int_time</th>\n",
" <th>duration</th>\n",
" <th>dataquality</th>\n",
" <th>good_tiles</th>\n",
" <th>total_archived_data_bytes</th>\n",
" <th>gigabytes</th>\n",
" <th>resolution</th>\n",
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" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
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" <tr>\n",
" <th>2</th>\n",
" <td>1059500688</td>\n",
" <td>G0009</td>\n",
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" <td>2.0</td>\n",
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" <td>126</td>\n",
" <td>15863109120</td>\n",
" <td>15.863109</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19696</th>\n",
" <td>1387367944</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
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" <tr>\n",
" <th>19697</th>\n",
" <td>1387368064</td>\n",
" <td>G0009</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>19698</th>\n",
" <td>1387368184</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
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" </tr>\n",
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"</table>\n",
"<p>19700 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" obs_id projectid freq_res int_time duration dataquality \\\n",
"0 1059500448 G0009 40.0 0.5 112 1 \n",
"1 1059500568 G0009 40.0 0.5 112 1 \n",
"2 1059500688 G0009 40.0 0.5 112 1 \n",
"3 1059500816 G0009 40.0 0.5 112 1 \n",
"4 1059500936 G0009 40.0 0.5 112 1 \n",
"... ... ... ... ... ... ... \n",
"19695 1387367824 G0009 40.0 2.0 120 1 \n",
"19696 1387367944 G0009 40.0 2.0 120 1 \n",
"19697 1387368064 G0009 40.0 2.0 120 1 \n",
"19698 1387368184 G0009 40.0 2.0 120 1 \n",
"19699 1387368304 G0009 40.0 2.0 120 1 \n",
"\n",
" good_tiles total_archived_data_bytes gigabytes resolution \n",
"0 119 41379402240 41.379402 40.0_0.5 \n",
"1 119 41260982400 41.260982 40.0_0.5 \n",
"2 119 41430153600 41.430154 40.0_0.5 \n",
"3 119 41311733760 41.311734 40.0_0.5 \n",
"4 119 41311733760 41.311734 40.0_0.5 \n",
"... ... ... ... ... \n",
"19695 126 15863109120 15.863109 40.0_2.0 \n",
"19696 124 15863109120 15.863109 40.0_2.0 \n",
"19697 125 15863109120 15.863109 40.0_2.0 \n",
"19698 126 15863109120 15.863109 40.0_2.0 \n",
"19699 126 15863109120 15.863109 40.0_2.0 \n",
"\n",
"[19700 rows x 10 columns]"
]
},
"metadata": {},
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},
{
"data": {
"text/plain": [
"np.float64(260867.47870079998)"
]
},
"metadata": {},
"output_type": "display_data"
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{
"data": {
"text/plain": [
"count 19700.000000\n",
"mean 13.242004\n",
"std 13.246091\n",
"min 1.508515\n",
"25% 4.860294\n",
"50% 10.759357\n",
"75% 10.953904\n",
"max 247.305900\n",
"Name: gigabytes, dtype: float64"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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" <th></th>\n",
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" <th>std</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
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" <tr>\n",
" <th>resolution</th>\n",
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" <tbody>\n",
" <tr>\n",
" <th>10.0_0.5</th>\n",
" <td>6.0</td>\n",
" <td>247.305900</td>\n",
" <td>0.000000</td>\n",
" <td>247.305900</td>\n",
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" <td>247.305900</td>\n",
" <td>247.305900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20.0_1.0</th>\n",
" <td>50.0</td>\n",
" <td>44.193920</td>\n",
" <td>6.647079</td>\n",
" <td>11.313769</td>\n",
" <td>44.189522</td>\n",
" <td>44.189522</td>\n",
" <td>44.206433</td>\n",
" <td>77.116078</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20.0_2.0</th>\n",
" <td>447.0</td>\n",
" <td>21.512303</td>\n",
" <td>0.004837</td>\n",
" <td>21.511319</td>\n",
" <td>21.511319</td>\n",
" <td>21.511319</td>\n",
" <td>21.511319</td>\n",
" <td>21.545142</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40.0_0.5</th>\n",
" <td>2455.0</td>\n",
" <td>44.510479</td>\n",
" <td>0.845785</td>\n",
" <td>41.244065</td>\n",
" <td>44.593667</td>\n",
" <td>44.627501</td>\n",
" <td>44.678252</td>\n",
" <td>46.302296</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40.0_1.0</th>\n",
" <td>30.0</td>\n",
" <td>21.702266</td>\n",
" <td>0.009463</td>\n",
" <td>21.679428</td>\n",
" <td>21.696345</td>\n",
" <td>21.704803</td>\n",
" <td>21.704803</td>\n",
" <td>21.721720</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40.0_2.0</th>\n",
" <td>16712.0</td>\n",
" <td>8.235618</td>\n",
" <td>3.660726</td>\n",
" <td>1.508515</td>\n",
" <td>4.830888</td>\n",
" <td>10.746670</td>\n",
" <td>10.759357</td>\n",
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],
"text/plain": [
" count mean std min 25% 50% \\\n",
"resolution \n",
"10.0_0.5 6.0 247.305900 0.000000 247.305900 247.305900 247.305900 \n",
"20.0_1.0 50.0 44.193920 6.647079 11.313769 44.189522 44.189522 \n",
"20.0_2.0 447.0 21.512303 0.004837 21.511319 21.511319 21.511319 \n",
"40.0_0.5 2455.0 44.510479 0.845785 41.244065 44.593667 44.627501 \n",
"40.0_1.0 30.0 21.702266 0.009463 21.679428 21.696345 21.704803 \n",
"40.0_2.0 16712.0 8.235618 3.660726 1.508515 4.830888 10.746670 \n",
"\n",
" 75% max \n",
"resolution \n",
"10.0_0.5 247.305900 247.305900 \n",
"20.0_1.0 44.206433 77.116078 \n",
"20.0_2.0 21.511319 21.545142 \n",
"40.0_0.5 44.678252 46.302296 \n",
"40.0_1.0 21.704803 21.721720 \n",
"40.0_2.0 10.759357 21.721720 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pyvo\n",
"from astropy.time import Time, TimeDelta\n",
"from sys import stderr, argv\n",
"\n",
"\n",
"tap = pyvo.dal.TAPService(\"http://vo.mwatelescope.org/mwa_asvo/tap\")\n",
"obs = (\n",
" tap.search(\n",
" f\"\"\"\n",
"SELECT obs_id, projectid, freq_res, int_time, duration, dataquality, good_tiles, total_archived_data_bytes\n",
"FROM mwa.observation\n",
"WHERE channel_numbers_csv LIKE '%137%' -- has channel 137 (175MHz)\n",
"AND {min} <= obs_id AND obs_id <= {max}\n",
"AND projectid = 'G0009'\n",
"ORDER BY obs_id DESC\n",
"\"\"\"\n",
" )\n",
" .to_table()\n",
" .to_pandas()\n",
" .dropna(axis=1, how=\"all\")\n",
")\n",
"obs[\"gigabytes\"] = obs[\"total_archived_data_bytes\"] / 1e9\n",
"obs[\"resolution\"] = obs[\"freq_res\"].astype(str) + '_' + obs[\"int_time\"].astype(str)\n",
"matched_obs = obslist_19k.merge(\n",
" # obs[[\"obs_id\", \"resolution\", \"gigabytes\"]],\n",
" obs,\n",
" on=\"obs_id\",\n",
")\n",
"\n",
"display(matched_obs)\n",
"display(matched_obs[\"gigabytes\"].sum())\n",
"display(matched_obs[\"gigabytes\"].describe())\n",
"display(matched_obs.groupby('resolution')[\"gigabytes\"].describe())"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/1w/fhmg9_nx2xz881m2nh30qg3w0000gn/T/ipykernel_48779/2147901302.py:2: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" all_40kHz_2s.sort_values('gigabytes', ascending=False, inplace=True)\n"
]
},
{
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" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21713261760</td>\n",
" <td>21.713262</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2946</th>\n",
" <td>1088194432</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21704803200</td>\n",
" <td>21.704803</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2943</th>\n",
" <td>1088194072</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21704803200</td>\n",
" <td>21.704803</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2966</th>\n",
" <td>1088196872</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21704803200</td>\n",
" <td>21.704803</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2967</th>\n",
" <td>1088197000</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21704803200</td>\n",
" <td>21.704803</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2979</th>\n",
" <td>1088198464</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21704803200</td>\n",
" <td>21.704803</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2982</th>\n",
" <td>1088198824</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21704803200</td>\n",
" <td>21.704803</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2961</th>\n",
" <td>1088196264</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21704803200</td>\n",
" <td>21.704803</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2984</th>\n",
" <td>1088199072</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21704803200</td>\n",
" <td>21.704803</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2964</th>\n",
" <td>1088196632</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21704803200</td>\n",
" <td>21.704803</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3006</th>\n",
" <td>1088201752</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21704803200</td>\n",
" <td>21.704803</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3007</th>\n",
" <td>1088201880</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21704803200</td>\n",
" <td>21.704803</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2985</th>\n",
" <td>1088199192</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2987</th>\n",
" <td>1088199440</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2993</th>\n",
" <td>1088200168</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2983</th>\n",
" <td>1088198952</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2980</th>\n",
" <td>1088198584</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3008</th>\n",
" <td>1088202000</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2976</th>\n",
" <td>1088198096</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2972</th>\n",
" <td>1088197608</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2969</th>\n",
" <td>1088197240</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3011</th>\n",
" <td>1088202368</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3014</th>\n",
" <td>1088202728</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2965</th>\n",
" <td>1088196752</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2933</th>\n",
" <td>1088192848</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2932</th>\n",
" <td>1088192728</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2997</th>\n",
" <td>1088200656</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2942</th>\n",
" <td>1088193944</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2934</th>\n",
" <td>1088192968</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2945</th>\n",
" <td>1088194312</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2944</th>\n",
" <td>1088194192</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2959</th>\n",
" <td>1088196024</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21696344640</td>\n",
" <td>21.696345</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2936</th>\n",
" <td>1088193216</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2986</th>\n",
" <td>1088199312</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2989</th>\n",
" <td>1088199680</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2990</th>\n",
" <td>1088199800</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2991</th>\n",
" <td>1088199928</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2941</th>\n",
" <td>1088193824</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2995</th>\n",
" <td>1088200416</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2996</th>\n",
" <td>1088200536</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3016</th>\n",
" <td>1088202976</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2998</th>\n",
" <td>1088200776</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3010</th>\n",
" <td>1088202240</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3000</th>\n",
" <td>1088201024</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3001</th>\n",
" <td>1088201144</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3002</th>\n",
" <td>1088201264</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3004</th>\n",
" <td>1088201512</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3015</th>\n",
" <td>1088202856</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>126</td>\n",
" <td>21687886080</td>\n",
" <td>21.687886</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" obs_id projectid freq_res int_time duration dataquality \\\n",
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" <td>112</td>\n",
" <td>1</td>\n",
" <td>122</td>\n",
" <td>4013568000</td>\n",
" <td>4.013568</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17497</th>\n",
" <td>1255785992</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>88</td>\n",
" <td>1</td>\n",
" <td>124</td>\n",
" <td>3963625920</td>\n",
" <td>3.963626</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13157</th>\n",
" <td>1186512392</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>122</td>\n",
" <td>3946800960</td>\n",
" <td>3.946801</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12117</th>\n",
" <td>1185131864</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>121</td>\n",
" <td>3945343680</td>\n",
" <td>3.945344</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12109</th>\n",
" <td>1185130968</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>121</td>\n",
" <td>3872882880</td>\n",
" <td>3.872883</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12549</th>\n",
" <td>1185653464</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>122</td>\n",
" <td>3779982720</td>\n",
" <td>3.779983</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12477</th>\n",
" <td>1185564816</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>122</td>\n",
" <td>3769508160</td>\n",
" <td>3.769508</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17498</th>\n",
" <td>1255786744</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>88</td>\n",
" <td>1</td>\n",
" <td>124</td>\n",
" <td>3613273920</td>\n",
" <td>3.613274</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10927</th>\n",
" <td>1184012624</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>122</td>\n",
" <td>3446625600</td>\n",
" <td>3.446626</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11374</th>\n",
" <td>1184441544</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>122</td>\n",
" <td>3273353280</td>\n",
" <td>3.273353</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17501</th>\n",
" <td>1255787720</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>72</td>\n",
" <td>1</td>\n",
" <td>124</td>\n",
" <td>2925596160</td>\n",
" <td>2.925596</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17652</th>\n",
" <td>1256310544</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>64</td>\n",
" <td>1</td>\n",
" <td>123</td>\n",
" <td>2585701440</td>\n",
" <td>2.585701</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17084</th>\n",
" <td>1254668544</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>56</td>\n",
" <td>1</td>\n",
" <td>125</td>\n",
" <td>2237152320</td>\n",
" <td>2.237152</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4203</th>\n",
" <td>1089573304</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>125</td>\n",
" <td>2013168960</td>\n",
" <td>2.013169</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17094</th>\n",
" <td>1254669680</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>48</td>\n",
" <td>1</td>\n",
" <td>125</td>\n",
" <td>1891586880</td>\n",
" <td>1.891587</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16485</th>\n",
" <td>1253628104</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>120</td>\n",
" <td>1</td>\n",
" <td>124</td>\n",
" <td>1784923200</td>\n",
" <td>1.784923</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12125</th>\n",
" <td>1185132760</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>121</td>\n",
" <td>1702684800</td>\n",
" <td>1.702685</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18188</th>\n",
" <td>1259153024</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>40</td>\n",
" <td>1</td>\n",
" <td>112</td>\n",
" <td>1542343680</td>\n",
" <td>1.542344</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12954</th>\n",
" <td>1186254128</td>\n",
" <td>G0009</td>\n",
" <td>40.0</td>\n",
" <td>2.0</td>\n",
" <td>112</td>\n",
" <td>1</td>\n",
" <td>122</td>\n",
" <td>1508515200</td>\n",
" <td>1.508515</td>\n",
" <td>40.0_2.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" obs_id projectid freq_res int_time duration dataquality \\\n",
"10899 1184009488 G0009 40.0 2.0 112 1 \n",
"15358 1228391072 G0009 40.0 2.0 112 1 \n",
"15357 1228390952 G0009 40.0 2.0 112 1 \n",
"15359 1228391192 G0009 40.0 2.0 112 1 \n",
"15354 1228390592 G0009 40.0 2.0 112 1 \n",
"15355 1228390712 G0009 40.0 2.0 112 1 \n",
"15356 1228390832 G0009 40.0 2.0 112 1 \n",
"15353 1228390352 G0009 40.0 2.0 112 1 \n",
"15352 1228390232 G0009 40.0 2.0 112 1 \n",
"15350 1228389992 G0009 40.0 2.0 112 1 \n",
"15351 1228390112 G0009 40.0 2.0 112 1 \n",
"18228 1259583368 G0009 40.0 2.0 120 1 \n",
"10934 1184013408 G0009 40.0 2.0 112 1 \n",
"15032 1226230488 G0009 40.0 2.0 112 2 \n",
"12978 1186256816 G0009 40.0 2.0 112 1 \n",
"15160 1226921720 G0009 40.0 2.0 112 2 \n",
"15429 1228822488 G0009 40.0 2.0 112 2 \n",
"10204 1183235584 G0009 40.0 2.0 112 1 \n",
"11242 1184275936 G0009 40.0 2.0 112 1 \n",
"10486 1183578672 G0009 40.0 2.0 112 1 \n",
"13278 1186684272 G0009 40.0 2.0 112 1 \n",
"13149 1186511496 G0009 40.0 2.0 112 1 \n",
"17500 1255786952 G0009 40.0 2.0 104 1 \n",
"10425 1183494520 G0009 40.0 2.0 112 1 \n",
"12970 1186255920 G0009 40.0 2.0 112 1 \n",
"12533 1185651672 G0009 40.0 2.0 112 1 \n",
"12498 1185568400 G0009 40.0 2.0 112 1 \n",
"12093 1185129176 G0009 40.0 2.0 112 1 \n",
"12211 1185218816 G0009 40.0 2.0 112 1 \n",
"12212 1185219040 G0009 40.0 2.0 112 1 \n",
"12541 1185652568 G0009 40.0 2.0 112 1 \n",
"12207 1185218256 G0009 40.0 2.0 112 1 \n",
"17497 1255785992 G0009 40.0 2.0 88 1 \n",
"13157 1186512392 G0009 40.0 2.0 112 1 \n",
"12117 1185131864 G0009 40.0 2.0 112 1 \n",
"12109 1185130968 G0009 40.0 2.0 112 1 \n",
"12549 1185653464 G0009 40.0 2.0 112 1 \n",
"12477 1185564816 G0009 40.0 2.0 112 1 \n",
"17498 1255786744 G0009 40.0 2.0 88 1 \n",
"10927 1184012624 G0009 40.0 2.0 112 1 \n",
"11374 1184441544 G0009 40.0 2.0 112 1 \n",
"17501 1255787720 G0009 40.0 2.0 72 1 \n",
"17652 1256310544 G0009 40.0 2.0 64 1 \n",
"17084 1254668544 G0009 40.0 2.0 56 1 \n",
"4203 1089573304 G0009 40.0 2.0 112 1 \n",
"17094 1254669680 G0009 40.0 2.0 48 1 \n",
"16485 1253628104 G0009 40.0 2.0 120 1 \n",
"12125 1185132760 G0009 40.0 2.0 112 1 \n",
"18188 1259153024 G0009 40.0 2.0 40 1 \n",
"12954 1186254128 G0009 40.0 2.0 112 1 \n",
"\n",
" good_tiles total_archived_data_bytes gigabytes resolution \n",
"10899 120 4498781760 4.498782 40.0_2.0 \n",
"15358 127 4495728960 4.495729 40.0_2.0 \n",
"15357 127 4495435200 4.495435 40.0_2.0 \n",
"15359 127 4495360320 4.495360 40.0_2.0 \n",
"15354 127 4494795840 4.494796 40.0_2.0 \n",
"15355 127 4494545280 4.494545 40.0_2.0 \n",
"15356 127 4494484800 4.494485 40.0_2.0 \n",
"15353 127 4492586880 4.492587 40.0_2.0 \n",
"15352 127 4491740160 4.491740 40.0_2.0 \n",
"15350 125 4489588800 4.489589 40.0_2.0 \n",
"15351 127 4488563520 4.488564 40.0_2.0 \n",
"18228 113 4487132160 4.487132 40.0_2.0 \n",
"10934 122 4481478720 4.481479 40.0_2.0 \n",
"15032 125 4470540480 4.470540 40.0_2.0 \n",
"12978 122 4430998080 4.430998 40.0_2.0 \n",
"15160 126 4422467520 4.422468 40.0_2.0 \n",
"15429 128 4409763840 4.409764 40.0_2.0 \n",
"10204 122 4356694080 4.356694 40.0_2.0 \n",
"11242 122 4340168640 4.340169 40.0_2.0 \n",
"10486 122 4260055680 4.260056 40.0_2.0 \n",
"13278 119 4226204160 4.226204 40.0_2.0 \n",
"13149 122 4217875200 4.217875 40.0_2.0 \n",
"17500 125 4215614400 4.215614 40.0_2.0 \n",
"10425 122 4208947200 4.208947 40.0_2.0 \n",
"12970 122 4166628480 4.166628 40.0_2.0 \n",
"12533 122 4140218880 4.140219 40.0_2.0 \n",
"12498 122 4134758400 4.134758 40.0_2.0 \n",
"12093 120 4106278080 4.106278 40.0_2.0 \n",
"12211 122 4102528320 4.102528 40.0_2.0 \n",
"12212 122 4102165440 4.102165 40.0_2.0 \n",
"12541 122 4048971840 4.048972 40.0_2.0 \n",
"12207 122 4013568000 4.013568 40.0_2.0 \n",
"17497 124 3963625920 3.963626 40.0_2.0 \n",
"13157 122 3946800960 3.946801 40.0_2.0 \n",
"12117 121 3945343680 3.945344 40.0_2.0 \n",
"12109 121 3872882880 3.872883 40.0_2.0 \n",
"12549 122 3779982720 3.779983 40.0_2.0 \n",
"12477 122 3769508160 3.769508 40.0_2.0 \n",
"17498 124 3613273920 3.613274 40.0_2.0 \n",
"10927 122 3446625600 3.446626 40.0_2.0 \n",
"11374 122 3273353280 3.273353 40.0_2.0 \n",
"17501 124 2925596160 2.925596 40.0_2.0 \n",
"17652 123 2585701440 2.585701 40.0_2.0 \n",
"17084 125 2237152320 2.237152 40.0_2.0 \n",
"4203 125 2013168960 2.013169 40.0_2.0 \n",
"17094 125 1891586880 1.891587 40.0_2.0 \n",
"16485 124 1784923200 1.784923 40.0_2.0 \n",
"12125 121 1702684800 1.702685 40.0_2.0 \n",
"18188 112 1542343680 1.542344 40.0_2.0 \n",
"12954 122 1508515200 1.508515 40.0_2.0 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"all_40kHz_2s = matched_obs[matched_obs[\"resolution\"] == '40.0_2.0']\n",
"all_40kHz_2s.sort_values('gigabytes', ascending=False, inplace=True)\n",
"display(all_40kHz_2s.head(50))\n",
"display(all_40kHz_2s.tail(50))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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