photo_faces() - Jmail Data API

client.photo_faces() -> pd.DataFrame

Download face bounding boxes that link detected faces in photos to identified people.

Returns

pd.DataFrame with face detection data.

Example

from jmail import JmailClient

client = JmailClient()
faces = client.photo_faces()
people = client.people()

# Join to get person names
import pandas as pd
merged = faces.merge(people[["id", "name"]], left_on="person_id", right_on="id", suffixes=("", "_person"))
print(merged.groupby("name").size().sort_values(ascending=False).head(20))

Columns

Column	Type	Description
`id`	int	Unique face detection ID
`photo_id`	int	FK to photos table
`person_id`	int	FK to people table
`bbox_left`	float	Bounding box left edge (normalized 0-1)
`bbox_top`	float	Bounding box top edge (normalized 0-1)
`bbox_width`	float	Bounding box width (normalized 0-1)
`bbox_height`	float	Bounding box height (normalized 0-1)
`confidence`	float	Detection confidence score

Direct URLs

https://data.jmail.world/v1/photo_faces.parquet
https://data.jmail.world/v1/photo_faces.ndjson.gz