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Getting Google satellite embeddings for coordinates may be the slow step for new predictions

Status: Open.

#79 In contextualizer-ai/env-embeddings;

· turbomam opened on Oct 17, 2025

RF will nudge people to annotate Biosamples with EnvO classes that it's already familiar with

Status: Open.

#78 In contextualizer-ai/env-embeddings;

· turbomam opened on Oct 17, 2025

will our RF be able to predict environmental context values for coordinates for parts of the world it hasn't been trained on?

Status: Open.

#77 In contextualizer-ai/env-embeddings;

· turbomam opened on Oct 17, 2025

use 100% input rows to train whatever model we deploy

Status: Open.

#76 In contextualizer-ai/env-embeddings;

· turbomam opened on Oct 17, 2025

the minimum example per class threshold (2) is very low and at low end cannot be split

Status: Open.

#75 In contextualizer-ai/env-embeddings;

· realmarcin opened on Oct 17, 2025

make sure we have independent predictors of env_broad_scale, env_local_scale and env_medium

Status: Open.

#72 In contextualizer-ai/env-embeddings;

· turbomam opened on Oct 16, 2025

add prediction of GOLD ecosystem terms

Status: Open.

#70 In contextualizer-ai/env-embeddings;

· turbomam opened on Oct 16, 2025

deduplication might be required if multiple samples are very close to each other, not just when they share identical coordinates (with 4 decimal places)

Status: Open.

#61 In contextualizer-ai/env-embeddings;

· turbomam opened on Oct 8, 2025

Train multi-output Random Forest for joint environmental triad prediction (broad+local+medium)

enhancementNew feature or requestNew feature or request

Status: Open.

#52 In contextualizer-ai/env-embeddings;

· turbomam opened on Oct 7, 2025

Add comprehensive test coverage for core modules

enhancementNew feature or requestNew feature or request

Status: Open.

#47 In contextualizer-ai/env-embeddings;

· turbomam opened on Oct 7, 2025

Performance: Use Parquet instead of CSV to avoid string serialization of embeddings

enhancementNew feature or requestNew feature or request

low priority

Status: Open.

#45 In contextualizer-ai/env-embeddings;

· turbomam opened on Oct 6, 2025

Refactor CLI commands to use named options instead of positional arguments

enhancementNew feature or requestNew feature or request

Status: Open.

#44 In contextualizer-ai/env-embeddings;

· turbomam opened on Oct 6, 2025