Created
May 6, 2025 10:45
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "b526ee74-f2a1-4059-9011-49ca426cc12a", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd \n", | |
"import matplotlib.pyplot as plt \n", | |
"import urllib\n", | |
"import numpy as np\n", | |
"import datetime\n", | |
"from matplotlib import dates" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "f0456340-5a0d-495a-b639-f9f54e4c8802", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def get_magie_data(date):\n", | |
" \"\"\"\n", | |
" Downloads Dunsink geomagnetic data from the magie \n", | |
" archive for a given date.\n", | |
"\n", | |
" Parameters:\n", | |
" -----------\n", | |
" date : datetime.datetime\n", | |
" The date for which to download the data.\n", | |
" \n", | |
" \"\"\"\n", | |
" url = date.strftime(\"https://data.magie.ie/%Y/%m/%d/txt/dun%Y%m%d.txt\")\n", | |
" filename = date.strftime(\"dun%Y%m%d.txt\")\n", | |
" try:\n", | |
" urllib.request.urlretrieve(url, filename)\n", | |
" print(f\"Downloaded: {filename}\")\n", | |
" except Exception as e:\n", | |
" print(f\"Failed to download {url}: {e}\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "770b43b5-58de-456e-9e4b-ef110dc40e0f", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Downloaded: dun20240906.txt\n" | |
] | |
} | |
], | |
"source": [ | |
"get_magie_data(datetime.datetime(2024, 9, 6))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "ddbd68fe-7658-42d9-8759-ab81fb8ae61d", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# read the file\n", | |
"magno_data = pd.read_csv(\"dun20240906.txt\", \n", | |
" skiprows=1, \n", | |
" sep=r'\\s+', \n", | |
" names=[\"date\", \"time\", \"index\", \"bx\", \"by\", \"bz\"])\n", | |
"\n", | |
"magno_data[\"times\"] = pd.to_datetime(magno_data[\"date\"] + magno_data[\"time\"], format=\"%d/%m/%Y%H:%M:%S\")\n", | |
"magno_data.set_index(\"times\", inplace=True)\n", | |
"magno_data.sort_index(inplace=True)\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "ac1d12a2-e239-4204-8ed8-b52f8adba045", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# calculate H, D etc\n", | |
"magno_data[\"H\"] = (magno_data[\"bx\"]**2 + magno_data[\"by\"]**2)**0.5\n", | |
"magno_data[\"D\"] = np.degrees(np.arctan2(magno_data[\"by\"], magno_data[\"bx\"]))\n", | |
"magno_data[\"Btotal\"] = np.sqrt(magno_data[\"bx\"]**2 + magno_data[\"by\"]**2 + magno_data[\"bz\"]**2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "c76d6126-8c63-479c-a45a-0fc70a96d070", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 101.47286656924014, 'Time 2024-09-06 UT')" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 600x800 with 3 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(3, figsize=(6, 8), sharex=True)\n", | |
"\n", | |
"magno_data[\"bx\"].plot(ax=ax[0], label=\"Bx\")\n", | |
"magno_data[\"by\"].plot(ax=ax[1], label=\"By\")\n", | |
"magno_data[\"bz\"].plot(ax=ax[2], label=\"Bz\")\n", | |
"for axes in ax:\n", | |
" axes.set_ylabel(\"nT\")\n", | |
" axes.legend(loc=\"upper left\")\n", | |
"\n", | |
"\n", | |
"ax[0].set_xlim(magno_data.index[0], magno_data.index[-1])\n", | |
"ax[0].xaxis.set_major_locator(dates.HourLocator(interval=2))\n", | |
"ax[0].xaxis.set_minor_locator(dates.HourLocator(interval=1))\n", | |
"\n", | |
"plt.tight_layout()\n", | |
"plt.subplots_adjust(hspace=0.01)\n", | |
"ax[2].set_xlabel(\"Time {:s} UT\".format(magno_data.index[0].strftime(\"%Y-%m-%d\")))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "9c60940a-d307-4be7-87b4-252fdafd3b2f", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"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": "3.13.1" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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