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3.12.1 |
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burst_rate,burst_rate_neg,burst_rate_pos,period,period_neg,period_pos,source,subinterval,n,tau | ||
0.4034,,,15.91,0.05,0.52,"this work",0.1,5,64 | ||
0.337,,,16.30,0.55,0.64,"this work",0.2,10,131 | ||
0.442,,,16.32,0.40,0.23,"this work",0.3,19,262 | ||
0.413,,,16.24,0.27,0.37,"this work",0.4,24,343 | ||
0.4025,,,16.36,0.24,0.21,"this work",0.5,29,458 | ||
0.458,,,16.28,0.19,0.18,"this work",0.6,42,555 | ||
0.447,,,16.30,0.11,0.10,"this work",0.7,49,655 | ||
0.431,,,16.24,0.08,0.17,"this work",0.8,55,733 | ||
0.398,,,16.33,0.14,0.06,"this work",0.9,57,847 | ||
0.434,,,16.32,0.10,0.07,"this work",1.0,70,929 |
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import pandas as pd | ||
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import matplotlib.pyplot as plt | ||
plt.rcParams['font.size'] = 15 | ||
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data = pd.read_csv("./FRB20180916B_subwindows_period.csv") | ||
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outdir = '../output/2024-08-04' | ||
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Yval = "tau" | ||
Ylabel = r"$\frac{\tau}{n - 1}$ / Period" | ||
group = "this work" | ||
# plt.scatter( | ||
# x=data[data["source"] == group]["period"], | ||
# y=data[data["source"] == group]["burst_rate"], | ||
# ) | ||
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plt.figure(figsize=(10, 7)) | ||
for i, subinterval in enumerate( | ||
data[(data["source"] == group)]["subinterval"].unique() | ||
): | ||
plt.errorbar( | ||
x=data[(data["source"] == group) & (data["subinterval"] == subinterval)][ | ||
"period" | ||
], | ||
y=1/(data[(data["source"] == group) & (data["subinterval"] == subinterval)][ | ||
"period" | ||
]/(data[(data["source"] == group) & (data["subinterval"] == subinterval)][ | ||
Yval | ||
]/(data[(data["source"] == group) & (data["subinterval"] == subinterval)][ | ||
"n" | ||
]-1))), | ||
xerr=data[(data["source"] == group) & (data["subinterval"] == subinterval)][ | ||
["period_neg", "period_pos"] | ||
].T, | ||
# fmt="o", | ||
fmt=["^", "o", "v", "P", "p", "d", "s", "X", "D", "o"][i], | ||
color=[ | ||
"#1f77b4", | ||
"#1f77b4", | ||
"#1f77b4", | ||
"#1f77b4", | ||
"#1f77b4", | ||
"#1f77b4", | ||
"#1f77b4", | ||
"#1f77b4", | ||
"#1f77b4", | ||
"#d62728", | ||
][i], | ||
label=f"{int(100*subinterval)}%", | ||
capsize=0.1, | ||
) | ||
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# CHIME/FRB 2020 | ||
plt.axvline(16.35, color="green", alpha=0.5) | ||
plt.axvspan(16.35 - 0.15, 16.35 + 0.15, color="green", alpha=0.2, hatch="|") | ||
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# Sand et al 2023 | ||
plt.axvline(16.34, color="orange", alpha=0.5) | ||
plt.axvspan(16.35 - 0.07, 16.35 + 0.07, color="orange", alpha=0.2, hatch="/") | ||
plt.legend(title="Observation window") | ||
plt.xlabel("Period (d)") | ||
plt.title("FRB20180916B") | ||
plt.ylabel(Ylabel) | ||
# plt.xlim(15.99, 16.7) | ||
plt.savefig(f"{outdir}/FRB20180916B/{Yval}-vs-period.png") |
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# bin | ||
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Describe your project here. |
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#! usr/bin/env python | ||
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# Author: Murthadza Aznam | ||
# Date: 2024-07-05 | ||
# Python Version: 3.12 | ||
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"""Download exposure data between ranges | ||
""" | ||
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import argparse | ||
import datetime | ||
from pathlib import Path | ||
from concurrent.futures import ThreadPoolExecutor | ||
import signal | ||
import threading | ||
from typing import Iterable | ||
import requests | ||
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from rich.progress import Progress, TaskID, TextColumn, BarColumn, DownloadColumn, TransferSpeedColumn, TimeElapsedColumn, TimeRemainingColumn | ||
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done_event = threading.Event() | ||
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def handle_sigint(signum, frame): | ||
done_event.set() | ||
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signal.signal(signal.SIGINT, handle_sigint) | ||
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def run_download_from_url_task( | ||
task_id: TaskID, url: str, dest_file: str, progress_manager: Progress | ||
) -> None: | ||
"""Copy data from a url to a local file.""" | ||
progress_manager.console.log(f"Requesting {url}") | ||
response = requests.get(url, stream=True) | ||
# This will break if the response doesn't contain content length | ||
progress_manager.update( | ||
task_id, total=int(response.headers.get("Content-length")), visible=True | ||
) | ||
with open(dest_file, "wb") as to_file: | ||
progress_manager.start_task(task_id) | ||
for data in response.iter_content(chunk_size=32768): | ||
to_file.write(data) | ||
progress_manager.update(task_id, advance=len(data)) | ||
if done_event.is_set(): | ||
return | ||
progress_manager.remove_task(task_id) | ||
progress_manager.console.log(f":inbox_tray: {dest_file} downloaded.") | ||
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def manage_download_exposure_data_task( | ||
dates: Iterable[datetime.datetime], progress_manager: Progress, basepath: Path, baseurl: str | ||
): | ||
"""Download multiple files to the given directory.""" | ||
# expected_kwargs = run_download_from_url_task.__annotations__ | ||
# generated_kwarg = ["task_id", "progress_manager"] | ||
# for keyword in expected_kwargs.keys(): | ||
# if keyword not in [*kwargs.keys(), "return"] and keyword not in generated_kwarg: | ||
# raise AttributeError( | ||
# f"Expected {keyword} in function arguments {expected_kwargs.keys()} but only {kwargs.keys()} was given." | ||
# ) | ||
with progress_manager: | ||
with ThreadPoolExecutor(max_workers=8) as pool: | ||
for date in dates: | ||
filename = f"exposure_{date.strftime("%Y%m%d")}_{(date + datetime.timedelta(days=1)).strftime("%Y%m%d")}_transit_L_beam_FWHM-600_res_4s_0.86_arcmin.npz" | ||
task_id = progress_manager.add_task( | ||
"download", filename=f"exp_{date.strftime("%Y%m%d")}_L", start=False, visible=False | ||
) | ||
pool.submit( | ||
run_download_from_url_task, | ||
task_id=task_id, | ||
url = f"{baseurl}/{filename}", | ||
dest_file = Path(basepath, filename), | ||
progress_manager=progress_manager, | ||
) | ||
filename = f"exposure_{date.strftime("%Y%m%d")}_{(date + datetime.timedelta(days=1)).strftime("%Y%m%d")}_transit_U_beam_FWHM-600_res_4s_0.86_arcmin.npz" | ||
task_id = progress_manager.add_task( | ||
"download", filename=f"exp_{date.strftime("%Y%m%d")}_U", start=False, visible=False | ||
) | ||
pool.submit( | ||
run_download_from_url_task, | ||
task_id=task_id, | ||
url = f"{baseurl}/{filename}", | ||
dest_file = Path(basepath, filename), | ||
progress_manager=progress_manager, | ||
) | ||
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def download(arguments: argparse.Namespace): | ||
basepath = arguments.out | ||
date_begin: datetime.datetime = arguments.begin | ||
date_end: datetime.datetime = arguments.end | ||
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length = (date_end - date_begin).days | ||
baseurl = "https://ws.cadc-ccda.hia-iha.nrc-cnrc.gc.ca/files/vault/AstroDataCitationDOI/CISTI.CANFAR/23.0004/data/exposure/daily_exposure_maps" | ||
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dates = [date_begin + datetime.timedelta(days=i) for i in range(length+1)] | ||
progress = Progress( | ||
TextColumn("{task.id:>3d}/"), | ||
TextColumn(f"{length*2:>3d} "), | ||
TextColumn( | ||
"[bold blue]{task.fields[filename]}", | ||
justify="right", | ||
), | ||
BarColumn(bar_width=None), | ||
"[progress.percentage]{task.percentage:>3.1f}%", | ||
"•", | ||
DownloadColumn(), | ||
"•", | ||
TransferSpeedColumn(), | ||
"•", | ||
TimeElapsedColumn(), | ||
"/", | ||
TimeRemainingColumn(), | ||
transient=True, | ||
) | ||
manage_download_exposure_data_task( | ||
dates=dates, | ||
progress_manager=progress, | ||
basepath=basepath, | ||
baseurl=baseurl, | ||
) | ||
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def parse_arguments() -> argparse.Namespace: | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument("--out", type=Path, required=True) | ||
parser.add_argument("--begin", type=datetime.datetime.fromisoformat, required=True) | ||
parser.add_argument("--end", type=datetime.datetime.fromisoformat, required=True) | ||
return parser.parse_args() | ||
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if __name__ == "__main__": | ||
arguments = parse_arguments() | ||
download(arguments) |
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