# Google PDFM Embeddings

This extension allows accessing [Google's Population Dynamics Foundation Model (PDFM) Embeddings](https://research.google/blog/insights-into-population-dynamics-a-foundation-model-for-geospatial-inference/): condensed vector representations designed to encapsulate the complex, multidimensional interactions among human behaviors, environmental factors, and local contexts at specific locations.&#x20;

These embeddings capture patterns in aggregated data such as search trends, busyness trends, and environmental conditions (maps, air quality, temperature), providing a rich, location-specific snapshot of how populations engage with their surroundings.

## County Embeddings

**Description**

This component loads Google's PDFM Embeddings at the county level.

**Output**

* **Output table:** This component generates an output table with the PDFM embeddings at the county level.&#x20;

## ZCTA Embeddings

**Description**

This component loads Google's PDFM Embeddings at the ZIP Code Tabulation Area (ZCTA) level.

**Output**

* **Output table:** This component generates an output table with the PDFM embeddings at the ZCTA level.&#x20;
