From 511de59e4ae5e28e8c875358886b2e9933639725 Mon Sep 17 00:00:00 2001 From: Xavier Olive Date: Tue, 9 Jan 2024 18:06:15 +0100 Subject: [PATCH] feat: parse flightradar24 data --- pyproject.toml | 1 + src/traffic/core/flight.py | 6 + src/traffic/core/traffic.py | 52 +- src/traffic/data/datasets/flightradar24.py | 248 + tests/fr24/2ce4f83f.json | 33887 ++++++++++++++++ tests/fr24/3376ab31.json | 6644 +++ tests/fr24/JL516_3376ab31.csv | 306 + ...L516_Flightradar24_ADS-B_data_granular.csv | 17522 ++++++++ 8 files changed, 58619 insertions(+), 47 deletions(-) create mode 100644 src/traffic/data/datasets/flightradar24.py create mode 100644 tests/fr24/2ce4f83f.json create mode 100644 tests/fr24/3376ab31.json create mode 100644 tests/fr24/JL516_3376ab31.csv create mode 100644 tests/fr24/JL516_Flightradar24_ADS-B_data_granular.csv diff --git a/pyproject.toml b/pyproject.toml index 335e41c7..2762434c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -151,6 +151,7 @@ testpaths = [ "src/traffic/core/intervals.py", "src/traffic/core/time.py", "src/traffic/data/basic/", + "src/traffic/data/datasets/", "tests" ] doctest_optionflags = ["NORMALIZE_WHITESPACE", "ELLIPSIS", "NUMBER"] diff --git a/src/traffic/core/flight.py b/src/traffic/core/flight.py index 878a9e8a..a0d12bcc 100644 --- a/src/traffic/core/flight.py +++ b/src/traffic/core/flight.py @@ -3084,6 +3084,12 @@ def plot_time( ).plot(ax=ax, x="timestamp", **kw) ) + @classmethod + def from_fr24(cls, filename: Union[Path, str]) -> Flight: + from ..data.datasets.flightradar24 import FlightRadar24 + + return FlightRadar24.from_file(filename) + @classmethod def from_file( cls: Type[T], filename: Union[Path, str], **kwargs: Any diff --git a/src/traffic/core/traffic.py b/src/traffic/core/traffic.py index 77b4e3f0..2f385b3d 100644 --- a/src/traffic/core/traffic.py +++ b/src/traffic/core/traffic.py @@ -2,9 +2,7 @@ import logging import warnings -import zipfile from datetime import timedelta -from io import BytesIO from pathlib import Path from typing import ( TYPE_CHECKING, @@ -41,7 +39,6 @@ from ..core.cache import property_cache from ..core.structure import Airport from ..core.time import time_or_delta, timelike, to_datetime -from . import tqdm from .flight import Flight from .intervals import Interval, IntervalCollection from .lazy import LazyTraffic, lazy_evaluation @@ -176,11 +173,10 @@ def from_file( @classmethod def from_fr24( - cls: Type[TrafficTypeVar], + cls, metadata: str | Path, trajectories: str | Path, - **kwargs: Any, - ) -> TrafficTypeVar: + ) -> Traffic: """Parses data as usually provided by FlightRadar24. When FlightRadar24 provides data excerpts from their database, they @@ -193,47 +189,9 @@ def from_fr24( :return: a regular Traffic object. """ - fr24_meta = pd.read_csv(metadata) - - def extract_flights(filename: str | Path) -> Iterator[pd.DataFrame]: - with zipfile.ZipFile(filename) as zfh: - for fileinfo in tqdm(zfh.infolist()): - with zfh.open(fileinfo) as fh: - stem = fileinfo.filename.split(".")[0] - flight_id = stem.split("_")[1] - b = BytesIO(fh.read()) - b.seek(0) - yield pd.read_csv(b).assign(flight_id=(flight_id)) - - df = pd.concat(extract_flights(trajectories)) - - return cls( - df.rename(columns=dict(heading="track")) - .merge( - fr24_meta.rename( - columns=dict( - equip="typecode", - schd_from="origin", - schd_to="destination", - ) - ).assign( - flight_id=fr24_meta.flight_id.astype(str), - icao24=fr24_meta.aircraft_id.apply(hex) - .str[2:] - .str.pad(6, "left", fillchar="0"), - callsign=fr24_meta.callsign.fillna(""), - diverted=np.where( - fr24_meta.schd_to == fr24_meta.real_to, - np.nan, # None would cause a typing error \o/ - fr24_meta.real_to, - ), - ), - on="flight_id", - ) - .eval( - "timestamp = @pd.to_datetime(snapshot_id, utc=True, unit='s')" - ) - ) + from ..data.datasets.flightradar24 import FlightRadar24 + + return FlightRadar24.from_archive(metadata, trajectories) # --- Special methods --- # operators + (union), & (intersection), - (difference), ^ (xor) diff --git a/src/traffic/data/datasets/flightradar24.py b/src/traffic/data/datasets/flightradar24.py new file mode 100644 index 00000000..127fc06e --- /dev/null +++ b/src/traffic/data/datasets/flightradar24.py @@ -0,0 +1,248 @@ +from __future__ import annotations + +import json +import zipfile +from io import BytesIO +from pathlib import Path +from typing import Any, Iterator, overload + +import numpy as np +import pandas as pd + +from ...core import Flight, Traffic, tqdm + +root_folder = Path(__file__).parent.parent.parent.parent.parent +fr24_folder = root_folder / "tests" / "fr24" + + +class FlightRadar24: + @classmethod + def from_csv(cls, filename: str | Path) -> Flight: + """Parses data as downloaded from FlightRadar24 website history page. + + - Data as downloaded from the history webpage: + + >>> Flight.from_fr24(fr24_folder / "JL516_3376ab31.csv") + Flight(icao24=None, callsign='JAL516') + >>> _.duration + Timedelta('0 days 01:24:28') + + - Data as downloaded from a blog post, when they name it "granular" + + >>> f = fr24_folder / "JL516_Flightradar24_ADS-B_data_granular.csv" + >>> Flight.from_fr24(f) + Flight(icao24='8467d8', callsign='JAL516') + >>> _.duration + Timedelta('0 days 01:07:12.125000') + """ + data = pd.read_csv(filename) + if "UTC" in data.columns: # That's the web version + data = ( + data.rename( + columns=dict( + Timestamp="timestamp", + Callsign="callsign", + Altitude="altitude", + Speed="groundspeed", + Direction="track", + ) + ) + .eval( + """ + timestamp = @pd.to_datetime(timestamp, unit='s', utc=True) + latitude = Position.str.split(",").str[0].astype("float") + longitude = Position.str.split(",").str[1].astype("float") + """ + ) + .drop(columns=["UTC", "Position"]) + ) + elif "network_time" in data.columns: # That's the granular version + data = ( + data.rename( + columns=dict( + network_time="timestamp", + hex="icao24", + speed="groundspeed", + vspeed="vertical_speed", + ) + ) + .eval( + """ + timestamp = timestamp.str.replace("Z", "") + timestamp = @pd.to_datetime(timestamp, utc=True) + icao24 = icao24.str.slice(2) + """ + ) + .drop( + columns=[ + col for col in data.columns if col.startswith("Unnamed") + ] + ) + ) + else: + raise ValueError("Couldn't detect the proper CSV format") + + return Flight(data.assign(callsign=data.callsign.fillna("").max())) + + @classmethod + def from_json(cls, filename: str | Path) -> Flight: + """Parses data as downloaded by FlightRadar24 website. + + >>> Flight.from_fr24(fr24_folder / "3376ab31.json") + Flight('3376ab31', icao24='8467d8', callsign='JAL516') + >>> _.duration + Timedelta('0 days 01:24:28') + + >>> Flight.from_fr24(fr24_folder / "2ce4f83f.json") + Flight('2ce4f83f', icao24='ae503d', callsign='SPAR19') + >>> _.Mach_max + .8 + + """ + filename = Path(filename) + json_data = json.loads(filename.read_text()) + flight = json_data["result"]["response"]["data"]["flight"] + data = pd.json_normalize(flight["track"]) + data = data.rename(columns=dict(heading="track")) + if flight["availability"]["ems"]: + ems_data = ( + pd.json_normalize( + [elt["ems"] for elt in flight["track"] if elt["ems"]] + ) + .eval("mach = mach / 1000") + .rename(columns=dict(ts="timestamp")) + ) + data = pd.concat([data, ems_data]).sort_values("timestamp") + data = ( + data.eval( + "timestamp = @pd.to_datetime(timestamp, unit='s', utc=True)" + ) + .assign( + flight_id=flight["identification"]["id"], + callsign=flight["identification"]["callsign"], + origin=flight["airport"]["origin"]["code"]["icao"], + destination=flight["airport"]["destination"]["code"]["icao"], + icao24=flight["aircraft"]["identification"]["modes"].lower(), + typecode=flight["aircraft"]["model"]["code"], + ) + .rename( + columns={ + "altitude.feet": "altitude", + "speed.kts": "groundspeed", + "verticalSpeed.fpm": "vertical_speed", + "ias": "IAS", + "tas": "TAS", + "mach": "Mach", + "trueTrack": "track", + "rollAngle": "roll", + "altGPS": "geoaltitude", + } + ) + .drop( + columns=[ + "altitude.meters", + "speed.kmh", + "speed.mph", + "verticalSpeed.ms", + ] + ) + .dropna(axis=1, how="all") + ) + return Flight(data) + + @classmethod + def from_archive( + cls, + metadata: str | Path, + trajectories: str | Path, + **kwargs: Any, + ) -> Traffic: # coverage: ignore + """Parses data as usually provided by FlightRadar24. + + When FlightRadar24 provides data excerpts from their database, they + usually provide: + + :param metadata: a CSV file with metadata + + :param trajectories: a zip file containing one file per flight with + trajectory information. + + :return: a regular Traffic object. + """ + fr24_meta = pd.read_csv(metadata) + + def extract_flights(filename: str | Path) -> Iterator[pd.DataFrame]: + with zipfile.ZipFile(filename) as zfh: + for fileinfo in tqdm(zfh.infolist()): + with zfh.open(fileinfo) as fh: + stem = fileinfo.filename.split(".")[0] + flight_id = stem.split("_")[1] + b = BytesIO(fh.read()) + b.seek(0) + yield pd.read_csv(b).assign(flight_id=(flight_id)) + + df = pd.concat(extract_flights(trajectories)) + + return Traffic( + df.rename(columns=dict(heading="track")) + .merge( + fr24_meta.rename( + columns=dict( + equip="typecode", + schd_from="origin", + schd_to="destination", + ) + ).assign( + flight_id=fr24_meta.flight_id.astype(str), + icao24=fr24_meta.aircraft_id.apply(hex) + .str[2:] + .str.pad(6, "left", fillchar="0"), + callsign=fr24_meta.callsign.fillna(""), + diverted=np.where( + fr24_meta.schd_to == fr24_meta.real_to, + np.nan, # None would cause a typing error \o/ + fr24_meta.real_to, + ), + ), + on="flight_id", + ) + .eval( + "timestamp = @pd.to_datetime(snapshot_id, utc=True, unit='s')" + ) + ) + + @overload + @classmethod + def from_file( + cls, + filename: str | Path, + trajectories: None = None, + **kwargs: Any, + ) -> Flight: + ... + + @overload + @classmethod + def from_file( + cls, + filename: str | Path, + trajectories: str | Path, + **kwargs: Any, + ) -> Traffic: + ... + + @classmethod + def from_file( + cls, + filename: str | Path, + trajectories: None | str | Path = None, + **kwargs: Any, + ) -> Traffic | Flight: + filename = Path(filename) + if trajectories is None: + if filename.suffix == ".csv": + return cls.from_csv(filename) + if filename.suffix == ".json": + return cls.from_json(filename) + raise ValueError("Unknown file type") + return cls.from_archive(filename, trajectories) diff --git a/tests/fr24/2ce4f83f.json b/tests/fr24/2ce4f83f.json new file mode 100644 index 00000000..a0102454 --- /dev/null +++ b/tests/fr24/2ce4f83f.json @@ -0,0 +1,33887 @@ +{ + "result": { + "request": {}, + "response": { + "timestamp": 1704724122, + "altitudeFiltered": false, + "data": { + "flight": { + "identification": { + "id": "2ce4f83f", + "number": { + "default": null + }, + "callsign": "SPAR19" + }, + "status": { + "live": false, + "text": "Landed 22:44", + "icon": "red", + "estimated": null, + "ambiguous": false, + "generic": { + "status": { + "text": "landed", + "type": "arrival", + "color": "gray", + "diverted": null + }, + "eventTime": { + "utc": 1659451443, + "local": 1659480243 + } + } + }, + "aircraft": { + "model": { + "code": "B737", + "text": "Boeing C-40C" + }, + "identification": { + "modes": "AE503D", + "registration": "09-0540", + "serialNo": "40706", + "age": { + "availability": true, + "date": "Dec 2010", + "years": 13, + "months": 0, + "days": 19, + "testflight": false + } + }, + "availability": { + "serialNo": true, + "age": true + } + }, + "owner": { + "name": "United States - Air Force", + "code": { + "iata": null, + "icao": "RCH" + } + }, + "airline": { + "name": "United States - US Air Force (USAF)", + "code": { + "iata": null, + "icao": "RCH" + }, + "short": "United States - Air Force" + }, + "airport": { + "origin": { + "name": "Kuala Lumpur Subang Airport", + "code": { + "iata": "SZB", + "icao": "WMSA" + }, + "position": { + "latitude": 3.130583, + "longitude": 101.549301, + "country": { + "name": "Malaysia", + "code": "MY", + "id": 133 + }, + "region": { + "city": "Kuala Lumpur" + } + }, + "timezone": { + "name": "Asia/Kuala_Lumpur", + "offset": 28800, + "abbr": "+08", + "abbrName": null, + "isDst": false + } + }, + "destination": { + "name": "Taipei Songshan Airport", + "code": { + "iata": "TSA", + "icao": "RCSS" + }, + "position": { + "latitude": 25.069719, + "longitude": 121.552498, + "country": { + "name": "Taiwan", + "code": "TW", + "id": 218 + }, + "region": { + "city": "Taipei" + } + }, + "timezone": { + "name": "Asia/Taipei", + "offset": 28800, + "abbr": "CST", + "abbrName": "China Standard Time", + "isDst": false + } + }, + "real": null + }, + "median": { + "time": null, + "delay": null, + "timestamp": null + }, + "track": [ + { + "latitude": 3.123632, + "longitude": 101.553513, + "altitude": { + "feet": 0, + "meters": 0 + }, + "speed": { + "kmh": 42.6, + "kts": 23, + "mph": 26.5 + }, + "verticalSpeed": { + "fpm": 0, + "ms": 0 + }, + "heading": 329, + "squawk": "2127", + "timestamp": 1659425766, + "ems": null + }, + { + "latitude": 3.126205, + "longitude": 101.552383, + "altitude": { + "feet": 0, + "meters": 0 + }, + "speed": { + "kmh": 27.8, + "kts": 15, + "mph": 17.3 + }, + "verticalSpeed": { + "fpm": 0, + "ms": 0 + }, + "heading": 14, + "squawk": "2127", + "timestamp": 1659425796, + "ems": null + }, + { + "latitude": 3.126483, + "longitude": 101.552513, + "altitude": { + "feet": 0, + "meters": 0 + }, + "speed": { + "kmh": 25.9, + "kts": 14, + "mph": 16.1 + }, + "verticalSpeed": { + "fpm": 0, + "ms": 0 + }, + "heading": 36, + "squawk": "2127", + "timestamp": 1659425800, + "ems": null + }, + { + "latitude": 3.126797, + "longitude": 101.552933, + "altitude": { + "feet": 0, + "meters": 0 + }, + "speed": { + "kmh": 22.2, + "kts": 12, + "mph": 13.8 + }, + "verticalSpeed": { + "fpm": 0, + "ms": 0 + }, + "heading": 59, + "squawk": "2127", + "timestamp": 1659425809, + "ems": null + }, + { + "latitude": 3.133873, + "longitude": 101.549736, + "altitude": { + "feet": 0, + "meters": 0 + }, + "speed": { + "kmh": 50, + "kts": 27, + "mph": 31.1 + }, + "verticalSpeed": { + "fpm": 0, + "ms": 0 + }, + "heading": 329, + "squawk": "2127", + "timestamp": 1659425894, + "ems": null + }, + { + "latitude": 3.143383, + "longitude": 101.541939, + "altitude": { + "feet": 0, + "meters": 0 + }, + "speed": { + "kmh": 88.9, + "kts": 48, + "mph": 55.2 + }, + "verticalSpeed": { + "fpm": 0, + "ms": 0 + }, + "heading": 149, + "squawk": "2127", + "timestamp": 1659426102, + "ems": null + }, + { + "latitude": 3.105826, + "longitude": 101.563774, + "altitude": { + "feet": 1025, + "meters": 312 + }, + "speed": { + "kmh": 337.1, + "kts": 182, + "mph": 209.4 + }, + "verticalSpeed": { + "fpm": 2048, + "ms": 10.4 + }, + "heading": 150, + "squawk": "2127", + "timestamp": 1659426168, + "ems": { + "ts": 1659426168, + "ias": null, + "tas": null, + "mach": null, + "mcp": null, + "fms": null, + "autopilot": null, + "oat": null, + "trueTrack": null, + "rollAngle": null, + "qnh": null, + "windDir": null, + "windSpd": null, + "precision": null, + "altGPS": 900, + "emergencyStatus": null, + "tcasAcasDtatus": null, + "heading": null + } + }, + { + "latitude": 3.10131, + "longitude": 101.566376, + "altitude": { + "feet": 1200, + "meters": 366 + }, + "speed": { + "kmh": 344.5, + "kts": 186, + "mph": 214 + }, + "verticalSpeed": { + "fpm": 1920, + "ms": 9.8 + }, + "heading": 149, + "squawk": "2127", + "timestamp": 1659426174, + "ems": { + "ts": 1659426174, + "ias": null, + "tas": null, + "mach": null, + "mcp": null, + "fms": null, + "autopilot": null, + "oat": null, + "trueTrack": null, + "rollAngle": null, + "qnh": null, + "windDir": null, + "windSpd": null, + "precision": null, + "altGPS": 1100, + "emergencyStatus": null, + "tcasAcasDtatus": null, + "heading": null + } + }, + { + "latitude": 3.096888, + "longitude": 101.568932, + "altitude": { + "feet": 1425, + "meters": 434 + }, + "speed": { + "kmh": 348.2, + "kts": 188, + "mph": 216.3 + }, + "verticalSpeed": { + "fpm": 2432, + "ms": 12.4 + }, + "heading": 150, + "squawk": "2127", + "timestamp": 1659426180, + "ems": { + "ts": 1659426180, + "ias": 188, + "tas": 198, + "mach": 292, + "mcp": 2496, + "fms": null, + "autopilot": null, + "oat": 30, + "trueTrack": null, + "rollAngle": 0.3515625, + "qnh": 1007, + "windDir": null, + "windSpd": null, + "precision": null, + "altGPS": 1300, + "emergencyStatus": null, + "tcasAcasDtatus": null, + "heading": 151 + } + }, + { + "latitude": 3.092372, + "longitude": 101.571495, + "altitude": { + "feet": 1650, + "meters": 503 + }, + "speed": { + "kmh": 350, + "kts": 189, + "mph": 217.5 + }, + "verticalSpeed": { + "fpm": 2304, + "ms": 11.7 + }, + "heading": 150, + "squawk": "2127", + "timestamp": 1659426186, + "ems": { + "ts": 1659426186, + "ias": 190, + "tas": 198, + "mach": 296, + "mcp": 2496, + "fms": null, + "autopilot": null, + "oat": 22, + "trueTrack": null, + "rollAngle": 1.93359375, + "qnh": 1007, + "windDir": null, + "windSpd": null, + "precision": null, + "altGPS": 1575, + "emergencyStatus": null, + "tcasAcasDtatus": null, + "heading": 151 + } + }, + { + "latitude": 3.087067, + "longitude": 101.574425, + "altitude": { + "feet": 1775, + "meters": 541 + }, + "speed": { + "kmh": 363, + "kts": 196, + "mph": 225.6 + }, + "verticalSpeed": { + "fpm": 960, + "ms": 4.9 + }, + "heading": 150, + "squawk": "2127", + "timestamp": 1659426192, + "ems": { + "ts": 1659426192, + "ias": 195, + "tas": 204, + "mach": 304, + "mcp": 2496, + "fms": null, + "autopilot": null, + "oat": 24, + "trueTrack": null, + "rollAngle": 1.23046875, + "qnh": 1007, + "windDir": null, + "windSpd": null, + "precision": null, + "altGPS": 1725, + "emergencyStatus": null, + "tcasAcasDtatus": null, + "heading": 152 + } + }, + { + "latitude": 3.082306, + "longitude": 101.576797, + "altitude": { + "feet": 1850, + "meters": 564 + }, + "speed": { + "kmh": 379.7, + "kts": 205, + "mph": 235.9 + }, + "verticalSpeed": { + "fpm": 640, + "ms": 3.3 + }, + "heading": 154, + "squawk": "2127", + "timestamp": 1659426198, + "ems": { + "ts": 1659426198, + "ias": 201, + "tas": 210, + "mach": 312, + "mcp": 2496, + "fms": null, + "autopilot": null, + "oat": 25, + "trueTrack": null, + "rollAngle": 14.4140625, + "qnh": 1007, + "windDir": null, + "windSpd": null, + "precision": null, + "altGPS": 1775, + "emergencyStatus": null, + "tcasAcasDtatus": null, + "heading": 156 + } + }, + { + "latitude": 3.079524, + "longitude": 101.577698, + "altitude": { + "feet": 1900, + "meters": 579 + }, + "speed": { + "kmh": 383.4, + "kts": 207, + "mph": 238.2 + }, + "verticalSpeed": { + "fpm": 1024, + "ms": 5.2 + }, + "heading": 161, + "squawk": "2127", + "timestamp": 1659426201, + "ems": { + "ts": 1659426214, + "ias": 216, + "tas": 226, + "mach": 340, + "mcp": null, + 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All rights reserved.", + "legalNotice": "The contents of this file and all derived data are the property of Flightradar24 AB for use exclusively by its products and applications. Using, modifying or redistributing the data without the prior written permission of Flightradar24 AB is not allowed and may result in prosecutions." + } +} diff --git a/tests/fr24/JL516_3376ab31.csv b/tests/fr24/JL516_3376ab31.csv new file mode 100644 index 00000000..c6849196 --- /dev/null +++ b/tests/fr24/JL516_3376ab31.csv @@ -0,0 +1,306 @@ +Timestamp,UTC,Callsign,Position,Altitude,Speed,Direction +1704180175,2024-01-02T07:22:55Z,JAL516,"42.787994,141.685074",0,0,73 +1704180458,2024-01-02T07:27:38Z,JAL516,"42.770142,141.691422",550,144,172 +1704180470,2024-01-02T07:27:50Z,JAL516,"42.761078,141.693039",1100,140,171 +1704180480,2024-01-02T07:28:00Z,JAL516,"42.753483,141.694565",1375,158,171 +1704180491,2024-01-02T07:28:11Z,JAL516,"42.744919,141.69635",1525,181,171 +1704180502,2024-01-02T07:28:22Z,JAL516,"42.734814,141.698273",1750,204,171 +1704180513,2024-01-02T07:28:33Z,JAL516,"42.724274,141.700287",1975,222,172 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b/tests/fr24/JL516_Flightradar24_ADS-B_data_granular.csv new file mode 100644 index 00000000..ba0a4201 --- /dev/null +++ b/tests/fr24/JL516_Flightradar24_ADS-B_data_granular.csv @@ -0,0 +1,17522 @@ +network_time,receiver_time,hex,callsign,latitude,longitude,no_position,altitude,squawk,speed,track,vspeed,on_ground,flags,position_class,,,,,,,,,,,,,,, +2024-01-02 07:41:03Z.515,2024-01-02 07:41:02Z.997,0x8467d8,JAL516,41.57648,141.66208,P,26650,416,401,192,1728,A,4,ADS-B,P:8,S:ADS-B,C:25,ES:0,MCPA:40000,MACH:756,GPSA:26075,TCAS:01,TAS:446,IAS:306,MACH:0.756,HDG:211,ROLL:0.0,OAT:-44 (C), +2024-01-02 07:41:03Z.572,2024-01-02 07:41:02Z.991,0x8467d8,JAL516,41.57721,141.66234,P,26625,416,400,192,1728,A,0,ADS-B,P:8,S:ADS-B,C:25,ES:0,MCPA:40000,MACH:752,GPSA:26050,TCAS:01,IAS:306,MACH:0.752,HDG:211,ROLL:0.0,OAT:-43 (C),, +2024-01-02 07:41:03Z.593,2024-01-02 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08:47:47Z.624,0x8467d8,JAL516,0,0,N,-75,416,0,329,-128,N,2,ADS-B,P:0,S:ADS-B,C:25,ES:0,GPSA:175,TCAS:00,,,,,,,,, +2024-01-02 08:47:51Z.257,2024-01-02 08:47:50Z.194,0x8467d8,JAL516,0,0,N,-50,416,0,329,-128,N,2,ADS-B,P:0,S:ADS-B,C:25,ES:0,GPSA:200,TCAS:00,TAS:85,,,,,,,, +2024-01-02 08:47:51Z.335,2024-01-02 08:47:49Z.415,0x8467d8,JAL516,0,0,N,-50,0,0,330,-64,N,2,ADS-B,P:0,S:ADS-B,C:25,ES:0,GPSA:200,TCAS:00,,,,,,,,, +2024-01-02 08:47:51Z.423,2024-01-02 08:47:50Z.413,0x8467d8,,0,0,N,-50,0,0,0,0,N,2,ADS-B,P:0,S:ADS-B,C:25,,,,,,,,,,,, +2024-01-02 08:47:52Z.192,2024-01-02 08:47:51Z.015,0x8467d8,,0,0,N,41625,0,0,0,0,N,2,ADS-B,P:0,S:ADS-B,C:20,,,,,,,,,,,, +2024-01-02 08:47:52Z.232,2024-01-02 08:47:51Z.906,0x8467d8,JAL516,0,0,N,-50,416,0,329,-128,N,6,ADS-B,P:0,S:ADS-B,C:25,ES:0,GPSA:200,TCAS:00,TAS:81,,,,,,,, +2024-01-02 08:47:52Z.702,2024-01-02 08:47:52Z.402,0x8467d8,JAL516,0,0,N,-50,416,120,330,-192,N,2,ADS-B,P:0,S:ADS-B,C:25,ES:0,GPSA:200,TCAS:00,TAS:82,,,,,,,, +2024-01-02 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08:47:48Z.973,0x8467d8,,0,0,N,-50,0,0,0,0,N,2,ADS-B,P:0,S:ADS-B,C:20,TCAS:00,,,,,,,,,,, +2024-01-02 08:47:54Z.257,2024-01-02 08:47:52Z.934,0x8467d8,JAL516,0,0,N,-100,416,0,329,-256,N,2,ADS-B,P:8,S:ADS-B,C:25,ES:0,MACH:552,GPSA:150,TCAS:00,MACH:0.552,HDG:187,ROLL:3.3,WIND:248@93 (C),,,, +2024-01-02 08:47:54Z.339,2024-01-02 08:47:53Z.117,0x8467d8,JAL516,0,0,N,-50,416,0,329,-512,N,2,ADS-B,P:0,S:ADS-B,C:25,ES:0,GPSA:175,TCAS:00,,,,,,,,, +2024-01-02 08:47:54Z.784,2024-01-02 08:47:50Z.209,0x8467d8,JAL516,0,0,N,-50,416,0,329,-256,N,2,ADS-B,P:0,S:ADS-B,C:25,ES:0,GPSA:200,TCAS:00,,,,,,,,, +2024-01-02 08:47:55Z.090,2024-01-02 08:47:54Z.839,0x8467d8,JAL516,0,0,N,-50,416,123,0,0,N,2,ADS-B,P:0,S:ADS-B,C:25,ES:0,GPSA:125,TCAS:00,,,,,,,,, +2024-01-02 08:47:55Z.191,2024-01-02 08:47:54Z.780,0x8467d8,JAL516,0,0,N,-50,416,124,0,0,N,2,ADS-B,P:0,S:ADS-B,C:25,ES:0,MACH:552,GPSA:150,TCAS:00,MACH:0.552,HDG:201,ROLL:2.6,WIND:248@93 (C),,,, +2024-01-02 08:47:55Z.237,2024-01-02 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08:48:13Z.869,0x8467d8,,0,0,N,27050,0,0,0,0,N,2,ADS-B,P:0,S:ADS-B,C:20,,,,,,,,,,,, \ No newline at end of file