{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# GaiaX Alerts\n",
"\n",
"\n",
"\n",
"GaiaX is a stream of alerts from the single field-of-view detector (1-FoV detector), as detailed in Kostrzewa-Rutkowska Z., et al., 2020. \n",
"\n",
"\n",
"Operating independently from the main Gaia Alerts stream, GaiaX provides the potential for studying multimesseger astrophysics. Using the Gaia precise photometric, astrometric, and spectroscopic measurements, coupled with its all-sky, multi-epoch survey capability, make it an effective tool for detecting electromagnetic counterparts to gravitational wave events. "
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"from GaiaAlertsPy.alert import GaiaX_history, GaiaX_alert\n",
"\n",
"import numpy as np \n",
"from astropy.time import Time\n",
"\n",
"# fancy plotting\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = \"retina\"\n",
"from matplotlib import rcParams\n",
"rcParams['savefig.dpi'] = 550\n",
"rcParams['font.size'] = 20\n",
"plt.rc('font', family='serif')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load GaiaX alert release table from 2023:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"alerts_2023 = GaiaX_history('2023')"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
Table length=5\n",
"
\n",
"| Run | Earliest | Latest | No. of Alerts | Published | CSV |
\n",
"| int64 | str19 | str19 | int64 | str19 | str14 |
\n",
"| 7470 | 2023-12-28T23:32:13 | 2023-12-30T07:25:11 | 123 | 2023-12-31T17:10:03 | gaiax_7470.csv |
\n",
"| 7469 | 2023-12-27T19:10:56 | 2023-12-29T08:56:45 | 159 | 2023-12-31T09:50:03 | gaiax_7469.csv |
\n",
"| 7468 | 2023-12-26T20:28:36 | 2023-12-28T10:28:05 | 121 | 2023-12-29T09:40:03 | gaiax_7468.csv |
\n",
"| 7467 | 2023-12-25T09:21:04 | 2023-12-27T10:19:27 | 119 | 2023-12-28T09:50:03 | gaiax_7467.csv |
\n",
"| 7465 | 2023-12-25T04:55:03 | 2023-12-26T12:41:48 | 111 | 2023-12-27T15:30:03 | gaiax_7465.csv |
\n",
"
"
],
"text/plain": [
"\n",
" Run Earliest ... Published CSV \n",
"int64 str19 ... str19 str14 \n",
"----- ------------------- ... ------------------- --------------\n",
" 7470 2023-12-28T23:32:13 ... 2023-12-31T17:10:03 gaiax_7470.csv\n",
" 7469 2023-12-27T19:10:56 ... 2023-12-31T09:50:03 gaiax_7469.csv\n",
" 7468 2023-12-26T20:28:36 ... 2023-12-29T09:40:03 gaiax_7468.csv\n",
" 7467 2023-12-25T09:21:04 ... 2023-12-28T09:50:03 gaiax_7467.csv\n",
" 7465 2023-12-25T04:55:03 ... 2023-12-27T15:30:03 gaiax_7465.csv"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"alerts_2023[0:5]"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Number of Alerts')"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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N1blz5xzKAvfw9npRRG+P0Nq1a6sVK1aUOnfp0qWqevXqmvlVq1ZVf/75p115ilAvnIdmJACvt3fvXk0hnz17tk1rPPzwww598F+7dk3ddtttZmtUqFBBrV+/vtS5v/32m+ZDpUWLFg79h+ujjz6q+dCcPn16qfNSUlJUnTp1zOZVqlRJHTp0yO4sX3/9tSZLr169VH5+fonz8vLy1N13362Zu2DBAruzHDlyRPOHVlRUlFWHfkydOlWT5eGHH7Y7C9yDeqG1ceNGzRcRlStXVv/5z3/UxIkTdZsQrkK9gKehZug3I+vUqaNOnjxp9RpJSUmqXr16mnXCw8Md+o/ojRs3ar4waNWqlbpy5Uqpcx966CFNnmnTptmdJS0tTdWuXdtsvZCQEKvOHzt//nxNlrvuusvph4PCtagX/3VzM7Ju3brq9OnTVs8/evSo7rnu4+Li7G4CUi+ci2YkAK926dIlzR+3zz77rM3rXL582ewDz9YP/hdeeEHzofDqq69aPf/FF1/UzJ8wYYKNz+K6lStXatbq3Lmz1R9Qq1at0sxv3769XR9wqampmhNVh4WFWf0fHmfPntX8IVKlShW7zhtTWFioOnTooHluv/76q9Xz9c7n8ssvv9icBe5BvdB67733NCfU7969u0pKSlJKKTVp0iTNtkRc8+cn9QKehppx3c3NSJPJpLZu3WrTc1BKqc2bN+uei/aRRx6xeS2lrjddbr6Ajr+/v9UXj8rKylINGzY0m+/r66v27dtnV54hQ4Zontvnn39u9fyhQ4dq5n/00Ud2ZYHxqBfmbm5G/v777zavMW/ePN2/QRYvXmzzWtQL56MZCcCr3fztoSPflj3yyCN2ffAnJiZqrk5XvXp1q75lK3L58mXNhRoqVKigjh49atNzyM/PV02bNtV8OG3fvt2mdbp3765Z48svv7RpDaW0vx8RUTNnzrRpjddee02zxujRo23OsmDBAs06vXr1smmNTZs2adZo3LhxqXttwTNQL7RGjhxp1ribM2eO2f1GNiOpF/A01Izrbm5GDhgwwOpt32zAgAGa94WPj486duyYzWtNmzZNs9a//vUvm9ZYuHChZo2uXbvanOX333/XrBMdHW3Tv5fjx4+rChUqmK0RFhamLl68aHMeGI96Ye7GZuRdd91l09wieXl5qlatWpr31sCBA21ei3rhfDQjAXitnTt3agr52rVr7V5v6dKlKj4+XsXHx9t0rjG9Q6JfeOEFm7f/9NNPa9axdW8BvUMcb7/9dpuzLF26VLNO06ZNbfqQPHHihOZQj6CgIJs/JNPT0zV/WPn5+RXvuWWNwsJC1axZM81zWrlypU1ZlFIqNjZWs85XX31l8zowFvVCX1EzsmfPnrqHXBrVjKRewNNQM/7r5mbk0qVLbd5+kdWrV+vWlHfeecemda5cuaJpmIiIOnjwoE3r5OXlac6tJyJq8+bNNq2jd5qIjz/+2KY1lFKqf//+mnWsOc0O3It6oXVjM/Kzzz6zOUORESNGaLKEhYXZtAb1wjVoRgLwWr179zYrvi1atDA8w8WLF1VgYKDmg8Cekyvv2rVLs05AQIBN/zF+++23a9Z4//33bc6Sl5en+6G9fPlyq9fQO0ykf//+NmdRSulenOK5556zer7eoevh4eF2fWM9e/ZszVpxcXE2rwNjUS/0jRs3Tn3xxRcW7zeqGUm9gKehZvzXjc1IHx8fh85Re+XKFd1Dte+++26b1vn44481a8TGxtqV6cknn9SsNXjwYKvnHzx4UDPfz8/P4kW3SvL9999r1oqMjGSPag9HvdC6sRnpyEVnZsyYoft3SHZ2ttVrUC9cw0cAwAsdPXpUVqxYYTY2ZMgQw3P83//9n2RnZ5uNRUVFSUxMjM1rxcbGSq1atczGcnJy5Ntvv7Vq/tGjR2Xbtm2a8T59+ticxc/PT3r06KEZX7BggVXzCwsLZeHChU7JIiLSt29fzdhXX30lhYWFVs2fP3++Zqxnz57i42P7x6helh07dsiRI0dsXgvGoF5Y9tZbb8no0aNt3r4zUS/gaagZljVo0ECCgoJs3n6RSpUqSf369TXjSUlJNq2j9z51Zs1YunSpXL582ar5en8bdejQQUJDQ23O0qNHD6lQoYLZ2JkzZ+S3336zeS0Yg3qhb+7cubJgwQJZsGCBNGvWzOYMRcLCwnTHz58/b/Ua1AvXoBkJwCt9/vnnopQyG7v77rsNz/Hjjz9qxv7xj3/YvV6nTp00Y0uWLLE7S61ataRhw4Z2ZdF7Hr/88ovk5+eXOnfnzp2SnJxs1Zr2Zjl9+rTs3Lmz1Ln5+fny888/Oy1LkyZNJCIiQjNu7e8JxqNeWObr62v39p2FegFPQ80wFx8fL2lpaZKWlia7du2ye/tF9P6j++zZs1bPT01Nla1bt2rG7X1tOnbsqKmF2dnZsnLlSqvmO/P3VKlSJWndurVmnJrhuagX+oYOHSojRoyQESNGaBpmtri5wVokJCTEqvnUC9ehGQnAK91cyAMCAnSLsSvl5ubKhg0bNOOxsbF2r9mmTRvN2IYNGyQnJ6fUuatXr3Z5lsuXL+t+oFuTJTg4WBo3bmxXlmbNmkmlSpU046tWrSp17rZt23S/rXTktdGba00WuAf1wrNRL+BpqBnmKlSoINWrV5fq1atb3QAoib+/v2YsNzfX6vlr1qzRNH9E7H9tKleuLE2aNNGMW/M+TU5OloMHDzoti4j+74ma4bmoF66VlpamGQsPD9f9nNdDvXAdmpEAvM7Ro0c1h7g1b95c/Pz8DM2xd+9eycrK0oxHR0fbvWaLFi00Y1lZWbJv374S5xUWFsr27dudmiU6OlpMJpNm3Jpm5JYtWzRjzZs3tzuLyWTSnW9vFkvrWUvv97Rjxw6rDwOFcagXno96AU9CzXC9jIwMzVjNmjWtnq/3Po2IiJBq1arZnUnvtbG3Zog4//d07NgxOXfunN1rwjWoF66n9983Xbt2tXo+9cJ1aEYC8DqbNm3SjDVq1MjwHJYOVbL3sOiS5u7evbvEeYcPH5YrV644NUulSpWkRo0aNmcR0X9tHMliab69WWrWrOnQOa/0sly5coXzwHkg6oXno17Ak1AzXE/vtAxt27a1er5RNePw4cNy9epVm7OYTCZp0KCBU7OIlL3a7g2oF651/vx52bhxo2bclnNdUy9cx9iWOwB4AL1vyOrUqaMZu3jxovz222+ya9cuOXHihGRmZkrFihUlPDxcIiIi5I477pBOnTrpHi5kDb3d7EVE6tata9d6Jc21tC1XZiman5qaalOWCxcu6H4b54wsN0tNTZWLFy+WeNJnvbyuyFK0LUdO0g3no154NuoF9cLTUDNc6+TJk7p7Rtpyjj2j3qeFhYVy5MiREg+51ctSo0YNCQgIcGqWom317NnT7nXhfNQL13r99dc154z8xz/+YdP7gHrhOjQjAXidhIQEzdiNu9onJCTItGnT5Mcffyz1HEQVK1aUAQMGyKRJk2z+JvPYsWOaseDgYAkMDLRpnZvzVKpUSfPNmt62rLlfb89GW+jNP378uMdkKdqe3vlSiujldWUWeBbqhWejXsDTUDNca/369ZqxihUryv3332/V/PT0dMnMzNSMu/J9WlJzQe+1o2Z4D+qF63z77bfy7rvvmo2Fh4fL119/bfUa1AvX4jBtAF7n6NGjmrGQkBApLCyUSZMmSatWrWTx4sVWnQw9KytLFixYIM2aNZNnn31WCgoKrM6RkpKiGXPk/CNFqlevbtW2rLnf0Tx6WTIzM3U/2N2RpaTtiVy/4I7e4evuyAL3oF54NuoFPA01w7WWLl2qGRszZoxUqVLFqvmeVDMs3e9olrCwMN1zdlMzPA/1wvmuXbsmL774ogwbNszs3Mp169aV33//XXfPU0uoF65FMxKAV8nNzdUcNiwiopSS++67T6ZOnSr5+fkiItKkSROZOXOm/Pnnn3LhwgXJysqSY8eOycKFCzWHA+Xn58vs2bOlb9++uldS1ZOenq4Zq1y5sh3Pypze1eHOnz9vcxZn5LF0pbqS8pAFnoJ64fk86T3qSVngHtQM1zp79qwsW7bMbKxixYry4osvWr2GJ71PCwoK5NKlS07P4uPjo3ueWmqGZ6FeOC4vL0/Onz8vhw4dkkWLFsnYsWMlMjJS3njjjeJmrMlkkocfflj27t1r86lNqBeuxWHaALxKWlqa7viUKVPkwoULxbefffZZee211zTn4GjQoIE0aNBAhg8fLt9++62MHj3a7OpzK1eulIEDB8rKlSvFx6fk73v0PlAsfTjZQm+Nixcv2pzFGXkszb948aLUr1/fY7JY4klZYDzqhefzpPeoJ2WBe1AzXOvDDz/U7CE2ZcoUm66k7Unv04yMDFFKOT1L0Ro3Xx2ZmuFZqBf227lzp7Rr167Ex9SvX1/++c9/yuOPPy633HKLXduhXrgWe0YC8CqWvuW58UP/mWeekTfffLPUkwEPHjxYvv32W/H19TUbX7NmjUybNq3ULDk5OZoxPz/HvyPSW0NvW9bc72geS/NLykMWeArqhefzpPeoJ2WBe1AzXCc5OVneeecds7E2bdrI+PHjbVrHk96nrspiaQ1qhmehXrhO3bp1ZeDAgXLHHXdIZGSk3etQL1yLZiQAr3LzFdVu1qxZM5kxY4bV6/Xp00ceffRRzfi0adNKvVBLXl6eZswZHygVKlSwalvW3O9oHr0speUhCzwF9cLzedJ71JOywD2oGa4zbtw4sz13goODZdGiRZrmS2k86X3qqiyW8lAzPAv1wn4hISHSo0cP6dGjh3Tv3l3atGkj9erVK77/5MmT8tZbb8mgQYMkIiJCRo4cKYmJiTZvh3rhWjQjAXiV0r7lmTx5ssUPCEumTJmi+cayoKBAZs+eXeI8vUMmbjzRsr301ijt8AxL9zuax9L8kvKQBZ6CeuH5POk96klZ4B7UDNeYP3++fP/992Zjn332mV2HXnrS+9RVWSytQc3wLNQL+zVu3FhWrlwpK1eulDVr1sjOnTslKSlJ0tLS5LvvvpMuXboUP/bq1asyf/58iY6OlokTJ9r0vKgXrkVFAoD/r3LlytKvXz+b54WHh0vPnj0141988YXm/Bs38vf314zZcuU7S4pOdl3atqy539E8ellKy0MWlAXeXC88iSe9Rz0pCzwPNcM+Bw8elCeffNJsbNKkSTJ48GC71vOk96mrsljKQ80oO6gX9qlevboMGDBA1q1bJ8uXL5ewsLDi+3Jzc2XatGkyYMCAUvdKLUK9cC2akQC8SknfMHbp0kX3amLWuPfeezVj165dky1btlicU7FiRc2YtR+OJdH7prW0kxvrZXFGHkvf+paUhyzwFNQLz+dJ71FPygL3oGY418WLF6Vfv35mVwQePny4TJ482e41Pel96qoslvJQMzwL9cK1evXqJVu2bJGQkBCz8SVLlsjYsWOtWoN64Vo0IwF4FUuFXESkZcuWdq9722236Y7//vvvFudUq1ZNM3b16lW7MxS5cuWKVduy5n5H8+hlKS0PWeApqBeez5Peo56UBe5BzXCe7Oxsue+++8zO83bPPffIvHnzHFrXk96nlStX1t37qCz9nmA/6oXrNW3aVD777DPN+JdffinffPNNqfOpF65FMxKAV7lxd/2bNWnSxO51mzdvrjuekJBgcU6NGjU0YxkZGXZnKGmN6tWrlzhHL4sz8ujN9/HxKfH3YGQWkZJfm+rVq4vJZPKILDAe9cLzUS/gSagZzlFQUCBDhgyRDRs2FI9169ZNvv32W4cv1uBJNcNSHkezXLt2TffiE9QMz0K9MMbAgQN1G7RTpkwp9XyL1AvXohkJwKuEh4fr/seiiGh247dFYGCg7jec58+ftzjnxqu+FUlPTxellN05CgsLdbdZv379EufpZRERSUtLszuLiMi5c+c0Y7Vq1Srx0BQjs4iU/NpUqFBBatWq5RFZYDzqheejXsCTUDMcV1hYKKNGjZKffvqpeCw+Pl6WLVsmgYGBDq8fFRWle2EGd71P9X5P1AzvQL0wzpgxYzRjhw8flt9++63EedQL16IZCcCrBAQESGRkpO59lStXdmjt4OBgzVhJH/yNGjXSjOXn5zv0oXLu3DndExnrbcua+1NSUuzOIiJy5swZm7PUq1dPd88HV2Tx8/Oz2MwoopfXFVksbQvuQ73wfNQLeBJqhmOUUjJmzBhZuHBh8VinTp3kl19+KfGQVlv4+/tLnTp1NOPuep/q3W9pLVdngbGoF8bp3Lmz7nhpzUjqhWvRjATgdSwd+mDpymbW8vX11Yzp7fZexNI5XZKSkuzOcOLECd3xVq1alTjPFVlERE6ePGlzlgoVKsitt97q9Cx6r010dHSph3zpvTaWXmdHsljaFtyLeuHZqBfwNNQM+yil5LHHHpO5c+cWj91+++2yfPlyp19IQe+1cUXNqFq1aql7F+llycrKsri3kr1ZRMpWbfcW1AtjREdH6+6FumfPnlLnUi9ch2YkAK8TGxurO56ZmenQunrzSzrfRlxcnO744cOH7c5w6NAh3fG2bduWOC8sLEz3GzBHspw4cUKuXbtmcxYR/dfGkSwi+q+NvVmysrLk1KlTTs3SqFEjCQ0NtXtNuAb1wvNRL+BJqBn2eeKJJ+TTTz8tvt2uXTtZuXKl7h5ejtJ7bY4dO+ZQA0jvtWnTpo1dWUSc/3sKDAyU6Ohou9eEa1AvjOHr6ytVqlTRjFuz5yf1wnVoRgLwOh06dNAdv3Dhgt1rFhYW6l7NLDw83OKcOnXqyC233KIZ379/v905/vzzT83YLbfconuIwc26du3q8iyWtmPNY44fP27x6nOlycjI0P3mz94sIs5/bazJAuNRLzwf9QKehJphu/Hjx8t//vOf4tuxsbGyevVqh86bVxK9909OTo4cOXLE7jXtfZ/GxcXp7vnp7N9Tp06dSjxfN9yDemEcvfeZNVeipl64Ds1IAF7nzjvv1D18wdI3eNZITEzUvSJbaVfD69Wrl2Zs69atdufYsmWLZqxnz55WzdXLsnfvXt29G+3N0qJFC6ldu3apc++++27N70gpJdu3b7cry7Zt2zQn4fbx8ZG77rqr1Lm1a9eWmJgYzbi9v6erV6/qfvBb+3uCsagXno96AU9CzbDNhAkT5N133y2+3apVK1mzZo1UrVrVqvkZGRly9uxZOXv2rNVfQLRv3153z2J7X5vDhw/rNo+seW38/f2lW7duTssiUn5quzegXmidP39exo4dW/yjd95Je1y8eFEzVlKDtgj1wnVoRgLwOqGhobonMnbkW6UDBw7ojt95550lzhs6dKhmbMeOHXYdnpGRkSG7du3SjA8bNsyq+b1799bshZCXlycbN260OYuI/kmhrc0SHh6u+9qVdqJpW7J0795datSoYdV8vd+TvVk2bNigObQjJCRE+vTpY9d6cC3qheejXsCTUDOs9/LLL8tbb71VfDsmJkZ+/fVXCQsLs3qNp556SiIjIyUyMtJsrZL4+fnJoEGDNOPOrBlNmjSx6rBLEf3f09q1a+26kvFff/0lZ8+eNRvz8fGRIUOG2LwWXI96oZWZmSmffPJJ8U9JF96xVlpamu7OFREREaXOpV64Ds1IAF7p4Ycf1oxt2rTJ7nO0rF69WjMWGBgo//jHP0qc16FDB2nevLnZWG5urixfvtzmDMuWLdOcnPrWW2+1eAjIzQIDA2X48OGa8R9//NHmLKdOnZKdO3eajVWoUEEeeOABq9cYM2aMZmzJkiU2ZxHRfw4PPfSQ1fMffPBBzeEK27dvt+sKdj/88INmbOjQoRIYGGjzWjAG9cLzUS/gSagZpZs8ebK8/vrrxbebN28uv/76q1SrVs2u9Wyl9ztasWKF5OTk2LyW3vvUlprxz3/+U/O8U1JSZMeOHU7Jcvfdd1t1VArcg3pRssTERJvn3Gz9+vW649Y2AKkXLqIAwAvl5OSoOnXqKBEx+5k/f77Na+Xl5anw8HDNWv/zP/9j1fx58+Zp5nbv3t3mHPHx8Zp1vvjiC5vWSExMVL6+vmZrhISEqCtXrti0zqRJkzRZHnzwQZvWyM/PV40aNdKss2nTJpvWWbdunWaNBg0aqPz8fJvWGTVqlGad1157zaY1Ll++rIKDg83W8PHxUUePHrVpHRiLemE/vVrgij8/qRfwJNSMkk2fPt1snaZNm6ozZ87YtdbIkSOL15k0aZJNc7t06aJ5TgsXLrRpjb///luZTCazNapUqaIuXbpk0zqTJ0/WZBkzZoxNaxQUFKiGDRtq1lm7dq1N68BY1Atzx48fN5s3ceJEm7d/s379+un+LbJ//36r16BeOB/NSABea86cOZoC3LRpU5WXl2fTOu+//75mnYCAAHXq1Cmr5ufl5amYmBjNGlu3brU6w8aNGzXzo6OjbX4uSin1r3/9S7PWjBkzrJ6fkZGhwsLCzOYHBgaqY8eO2Zxl8eLFmiw9evSwaY0777xTs8Y333xjc5bjx4+roKAgs3XCw8PV5cuXrV5j2rRpmiyPPfaYzVlgPOqFfYxqRipFvYBnoWbomzVrltk6jRs3VqdPn7Z5nSKONCO3bt2qaQxER0fb9OXDww8/7NDfTEUyMjJUzZo1zdbx9/dXJ06csHqNBQsWOFwD4R7Ui/+6uRlZo0YNlZmZafX2b7Zt2zbdv0NiY2NtWod64Xw0IwF4rcLCQtWpUydNIZ4yZYrVayQlJWkabyKiXn/9dZuybN68WbNH4m233aays7NLnXvt2jXNHw4+Pj7q999/tylDkQsXLqhatWqZrVepUiX1999/WzX/kUce0bwe06dPtyuLUkr17NlTs96iRYusmvvVV19p5t511112Z3njjTc0640dO9aquUeOHFEVK1Y0m1uzZk2Vnp5udx4Yh3phHyObkUpRL+A5qBla77zzjtk6DRs2tLpJYokjzUillBo7dqzm9X3jjTesmrtx40bl4+OjaU7k5OTYnEMppRYtWqTJ0rt3b1VYWFjq3PT0dBUZGan52+3IkSN2ZYGxqBf/dXMzUkTUAw88YNX74Gapqamqbt26mvVMJpPasmWLzetRL5yLZiQAr3by5ElVo0YNzQfUJ598UurcU6dOqSZNmmg+CAYOHGhXltdee02z1uDBg1Vubq7FOTk5OWrAgAEO/fGiZ926dcrPz89szVtvvVWlpKSUOG/27NmaLHfeeacqKCiwO0tqaqpuc7S0wy9///13zX/MR0ZG2n0omFLXD2m4++67Nc/x3XffLXHe6dOnVdOmTc3m+Pr6qt9++83uLDAe9cJ2RjcjqRfwJNSM//rwww91a4Ezf+xpRmZlZWmaJ76+vuq7774rcd5ff/2lIiIiNLXmwIEDNme40ZgxYzTPa/z48SU2GDIyMtQdd9yhmTdv3jyHssBY1Ivr9JqRIqKGDx+uLl68aPU6e/bs0T0MWUTUc889Z1OmItQL56IZCcDr7dy5U4WGhmqKcv/+/dW2bds0j09NTVVvv/22CgkJ0czp16+fzedXvNFjjz2mWTMuLk5t3LhR89jff/9dtWvXTvN4W88ZYsnChQs13+BFRkaqhQsXav4YSUxMVMOHD9dkiY2NVRkZGQ5nOXDggKpWrZrZ2gEBAWrq1KmaP0wuXLigpkyZogICAsweHxoaqvbt2+dwlsuXL+u+7iNGjFCJiYlmj83NzVULFy7UfPvo4+OjvvzyS4ezwHjUCy1LDUd7fxxFvYAnoWYo9c0332gOb3TFjz3NSKWufwFwc9PCx8dHjRs3TvOFxNWrV9UHH3yg+f0EBASoNWvW2LX9G+Xm5qq+fftqnlvPnj01NamwsFD9/PPPuk2oadOmOZwFxqNeWG5GioiKiIhQr776qjpw4IDujg65ublq8+bN6sEHH9TsVFH0M27cOLtejyLUC+ehGQkASqmDBw+q5s2bW/zgi4uLU/Hx8apJkyaaQxeKPoQmTpxo1yEEN5s8ebKmCShyvREYHx+vOnfurDlPSFGGV1991SkZiix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",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 405,
"width": 657
}
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(7, 4))\n",
"plt.bar(Time(alerts_2023['Published']).mjd, alerts_2023['No. of Alerts'], color='#353935', width=3, \n",
" label='GaiaX 2023')\n",
"plt.legend()\n",
"plt.yscale('log')\n",
"plt.xlabel('Time [MJD]')\n",
"plt.ylabel('Number of Alerts')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using the CSV extension, we can also load the alert data:"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Table length=5\n",
"
\n",
"| Name | SourceID | ObsTime | RA | Dec | GMag | GMagErr |
\n",
"| str14 | int64 | str19 | float64 | float64 | float64 | float64 |
\n",
"| GaiaX23-280346 | 795575123163962752 | 2023-12-29T01:53:57 | 150.312982 | 35.333948 | 18.87 | 0.09 |
\n",
"| GaiaX23-280345 | 795894668734561152 | 2023-12-29T01:53:13 | 150.205548 | 36.134564 | 18.36 | 0.03 |
\n",
"| GaiaX23-280344 | 1763931334623322112 | 2023-12-29T01:24:05 | 317.471687 | 17.153644 | 20.32 | 0.05 |
\n",
"| GaiaX23-280343 | 1763915013747597440 | 2023-12-29T01:23:57 | 317.570608 | 17.038779 | 20.59 | 0.05 |
\n",
"| GaiaX23-280342 | 1763907317166204288 | 2023-12-28T23:37:11 | 317.611999 | 16.854227 | 18.73 | 0.03 |
\n",
"
"
],
"text/plain": [
"\n",
" Name SourceID ObsTime ... GMag GMagErr\n",
" str14 int64 str19 ... float64 float64\n",
"-------------- ------------------- ------------------- ... ------- -------\n",
"GaiaX23-280346 795575123163962752 2023-12-29T01:53:57 ... 18.87 0.09\n",
"GaiaX23-280345 795894668734561152 2023-12-29T01:53:13 ... 18.36 0.03\n",
"GaiaX23-280344 1763931334623322112 2023-12-29T01:24:05 ... 20.32 0.05\n",
"GaiaX23-280343 1763915013747597440 2023-12-29T01:23:57 ... 20.59 0.05\n",
"GaiaX23-280342 1763907317166204288 2023-12-28T23:37:11 ... 18.73 0.03"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"alert_hist = GaiaX_alert('gaiax_7469.csv')\n",
"\n",
"alert_hist[0:5]"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 408,
"width": 706
}
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(7, 4))\n",
"plt.scatter(alert_hist['RA'], alert_hist['Dec'], c=alert_hist['GMag'], \n",
" cmap='rainbow_r', s=20, alpha=1, vmin=18, vmax=20., marker='*')\n",
"plt.colorbar(pad=0.001, label='G$_{mag}$')\n",
"plt.xlabel('RA [deg]')\n",
"plt.ylabel('Dec [deg]')\n",
"plt.minorticks_on()\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "cats",
"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": "3.9.19"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}