biomodels-client 0.1.2

Python client and import tools for the BioModelle API

Biomodels Client

Python tools for importing wearable sensor data and interacting with the Biomodels API.

The package provides utilities for importing, querying and analysing sensor data, preparing API payloads, and submitting requests to the BioModelle API.

https://biomodels.tkimhofer.dev/swagger

Features

• Import Apple Health exports ("export.xml" or .zip)
• Query and explore sensor data using pandas and SQL
• Prepare API payloads directly from sensor measurements
• Submit requests to the BioModelle API

Installation

pip install biomodels-client

Quick Start

Apple Health Export

Open the Health app on iPhone, tap the profile picture, select Export All Health Data. The generated ZIP archive contains an export.xml file that can be imported by biomodels-client.

1. Import Apple Health data

The importer accepts both export.xml files and Apple Health ZIP exports.

from biomodels_client.database import SensorStore
from biomodels_client.importers.apple_health import AppleHealthImporter

db = SensorStore("wearables.sqlite")

AppleHealthImporter(
    "/path/to/apple_health_export/export.xml"
).write_to(db)

2. Explore sensor data

from biomodels_client.database import SensorStore

db = SensorStore("wearables.sqlite")

sources = db.query("""
SELECT
    source_name,
    COUNT(*) AS n,
    MIN(time_start) AS date_min,
    MAX(time_end) AS date_max
FROM measurements
GROUP BY source_name
ORDER BY n DESC
""")

print(sources)

3. Calculate TRIMP from wearable data

from biomodels_client.client import BioModelleClient
from biomodels_client.database import SensorStore

db = SensorStore("wearables.sqlite")

hr_ruhe = db.estimate_hr_rest(months=12)
hr_max = db.estimate_hr_max(months=24)

payload = db.trimp_payload(
    start="2026-06-17 06:00",
    end="2026-06-18 23:00",
)

client = BioModelleClient()

result = client.trimp(
    **payload,
    geschlecht="m",
    hr_ruhe=hr_ruhe,
    hr_max=hr_max,
)

print(result)

Example Scripts

Wearable Sensor Workflow

examples/
└── wearable_to_trimp/
    ├── 01_import_apple_health.py
    ├── 02_inspect_sensor_store.py
    ├── 03_sensor_to_trimp.py
    └── 04_submit_trimp.py

API Reference

examples/
└── api_reference/
    └── all_endpoints.py

SensorStore

The SensorStore class provides:

db.select_heart_rate(...)
db.select_best_heart_rate_source(...)

db.estimate_hr_rest(...)
db.estimate_hr_max(...)

db.trimp_payload(...)

db.query(...)
db.execute(...)

for exploration and preparation of wearable sensor data.