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https://github.com/alenrajsp/tcxreader
tcxreader is a reader / parser for Garminβs TCX file format. It also works well with missing data!
https://github.com/alenrajsp/tcxreader
data-mining data-science python sports-analytics tcx tcx-parser
Last synced: 9 days ago
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tcxreader is a reader / parser for Garminβs TCX file format. It also works well with missing data!
- Host: GitHub
- URL: https://github.com/alenrajsp/tcxreader
- Owner: alenrajsp
- License: mit
- Created: 2020-12-01T21:24:15.000Z (almost 4 years ago)
- Default Branch: main
- Last Pushed: 2024-04-11T11:33:52.000Z (7 months ago)
- Last Synced: 2024-11-01T22:08:21.046Z (15 days ago)
- Topics: data-mining, data-science, python, sports-analytics, tcx, tcx-parser
- Language: Python
- Homepage:
- Size: 625 KB
- Stars: 21
- Watchers: 2
- Forks: 10
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
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README
**tcxreader** is a reader for Garmin's TCX file format. It also works well with missing data!
---
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[![All Contributors](https://img.shields.io/github/all-contributors/alenrajsp/tcxreader?color=ee8449&style=flat-square)](#contributors)
[![DOI](https://zenodo.org/badge/317671425.svg)](https://zenodo.org/doi/10.5281/zenodo.10940281)## Objective
This is a simple TCX reader which can read Garmin TCX file extension files. The following data is currently parsed: longitude,
latitude, elevation, time, distance, hr_value, cadence, watts, TPX_speed (extension). The following statistics are
calculated for each exercise: calories, hr_avg, hr_max, hr_min, avg_speed, start_time, end_time, duration, cadence_avg,
cadence_max, ascent, descent, distance, altitude_max, altitude_min, altitude_avg, steps and **author data**.GitHub requests appreciated.
[pypi](https://pypi.org/project/tcxreader/)
[github](https://github.com/alenrajsp/tcxreader)## Features
Allows parsing / reading of TCX files.
## Installation
```
pip install tcxreader
```## Example
An example on how to use the package is shown below.
```python
from tcxreader.tcxreader import TCXReader, TCXTrackPointtcx_reader = TCXReader()
file_location = 'example_data/cross-country-skiing_activity_1.tcx'"""
Minor warning, the read method also has a default parameter of only_gps (tcx_readerread(self, fileLocation: str, only_gps: bool = True)) set to true. If set to True erases any Trackpoints at the start and end of the exercise without GPS data.
"""data: TCXExercise = tcx_reader.read(file_location)
""" Example output:
data = {TCXExercise}
activity_type = {str} 'Other'
altitude_avg = {float} 2285.6744874553915
altitude_max = {float} 2337.60009765625
altitude_min = {float} 1257.5999755859375
ascent = {float} 1117.9996337890625
author = {TCXAuthor} [TCXAuthor]
avg_speed = {float} 8.534458975426906
cadence_avg = {NoneType} None
cadence_max = {NoneType} None
calories = {int} 532
descent = {float} 118.19970703125
distance = {float} 5692.01
duration = {float} 2401.0
end_time = {datetime} 2020-12-26 15:54:22
hr_avg = {float} 141.1954732510288
hr_max = {int} 172
hr_min = {int} 83
laps = {list: 2} [TCXLap]
lx_ext = {dict: 0} {}
max_speed = {float} 23.50810546875
start_time = {datetime} 2020-12-26 15:14:21
tpx_ext_stats = {dict: 2} {'Speed': {'min': 0.0, 'max': 6.1579999923706055, 'avg': 2.2930514418784482}, 'RunCadence': {'min': 0, 'max': 95, 'avg': 40.81069958847737}}
trackpoints = {list: 486} [TCXTrackpoint]
{TCXTrackPoint}
cadence = {NoneType} None
distance = {float} 7.329999923706055
elevation = {float} 2250.60009765625
hr_value = {int} 87
latitude = {float} 46.49582446552813
longitude = {float} 15.50408081151545
time = {datetime} 2020-12-26 15:14:28
tpx_ext = {dict: 2} {'Speed': 0.7459999918937683, 'RunCadence': 58}
"""
```
## Classes explanationBelow figure explains the classes of **tcxreader** and the data they contain.
### TCXReader()
User initializes the tcxreader by creating a **TCXReader** class instance. To read the data of a **TCX activity** the user must use
**TCXReader.read(*filename*)** method.
The output of **read()** is an instance of **TCXExercise** class.### TCXExercise
Primary class that holds cumulative data of an exercise. TCXExercise contains **all** the **trackpoints** of an activity
(e.g. from all the laps merged).### TCXLap
One TCX activity may contain multiple laps. In the TCX file they are visible by the **Lap** tag.
```xml...
```
TCXLap contains all the trackpoints of a lap.### TCXTrackpoint
A point in an exercise. Almost always has **latitude, longitude, time**. Can also have *cadence, distance, elevation, hr_value, tpx_ext*.
The tpx_ext refers to individual extensions contained inside the trackpoint. An example of the Trackpoint (pre-parsing)
in the TCX file is shown below.```xml
46.49732105433941
15.496849408373237
2277.39990234375
5001.52978515625
148
3.3589999675750732
61
```
### tpx_ext
The data parsed from the **trackpoint TPX Extensions**. Example of data (pre-parsing) is shown below.
```xml
3.3589999675750732
61
```
Can occur **once (1x)** in every **trackpoint**.
### tpx_ext_stats
Contains **minimum**, **maximum** and **average** values of the recorded **tpx_ext** key.### lx_ext
The data parsed from the **lap LX Extensions**. Example of data (pre-parsing) is shown below.
```xml
1.0820000171661377
65
```
Can occur **once (1x)** in every **lap**.The tags which do not contain **Avg, Min, Max** in their name (e.g. steps) are
summed in the **TCXExercise** **lx_ext** dictionary.All tags are recorded in the **TCXLap** **lx_ext** dictionary
### Schema of the data
## Missing data handling
Due to the nature of the TCX file format, some data may be missing. The **tcxreader** can handle this in two ways:
1) If data is missing at a TCX point it is set to **None**. (*default*)
- tcx_reader.read(file_location) (*default*)
- tcx_reader.read(file_location, null_value_handling=1) (*default*)
- tcx_reader.read(file_location, null_value_handling=NullValueHandling.NONE) (*default*)
2) If data is missing at one or more TCX points it is linearly interpolated.
- tcx_reader.read(file_location, null_value_handling=2)
- tcx_reader.read(file_location, null_value_handling=NullValueHandling.LINEAR_INTERPOLATION)
This behavior can be set in **TCXReader.read()** method by the **null_value_handling** parameter, where either **int** value or **NullValueHandling** enum can be passed.## Datasets
Datasets available and used in the examples on the following links: [DATASET1](http://iztok-jr-fister.eu/static/publications/Sport5.zip), [DATASET2](http://iztok-jr-fister.eu/static/css/datasets/Sport.zip), [DATASET3](https://github.com/firefly-cpp/tcx-test-files).
## License
This package is distributed under the MIT License. This license can be found online
at [http://www.opensource.org/licenses/MIT](http://www.opensource.org/licenses/MIT).## Related packages/frameworks
[1] [sport-activities-features: A minimalistic toolbox for extracting features from sports activity files written in Python](https://github.com/firefly-cpp/sport-activities-features)
[2] [AST-Monitor: A wearable Raspberry Pi computer for cyclists](https://github.com/firefly-cpp/AST-Monitor)
[3] [TCXReader.jl: Julia package designed for parsing TCX files](https://github.com/firefly-cpp/TCXReader.jl)
## Disclaimer
This framework is provided as-is, and there are no guarantees that it fits your purposes or that it is bug-free. Use it
at your own risk!## Contributors
alenrajsp
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fortysix2ahead
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Iztok Fister Jr.
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johnleeming
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rpstar
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James Robinson
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johwiebe
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Martin Ueding
π
Simon Pickering
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Rich Winkler
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Toon Elewaut
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