> ## Documentation Index
> Fetch the complete documentation index at: https://docs.encord.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Embedding Plots

The embedding plot is a 2D visualization of your high-dimensional data, where proximity between points indicates similarity. This makes it easy to spot clusters, outliers, and patterns at a glance.

<Info>
  You can draw a rectangular selection on the plot to isolate and explore a specific subset of data points. Use the *Order by* drop-down to switch the visualization between data and label embeddings.
</Info>

## Calculate Metrics and Embeddings

<iframe className="w-full aspect-video rounded-xl" src="https://www.loom.com/embed/07165273d0cc4dcdabfff8031fe61512" title="YouTube video player" frameBorder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />

1. Navigate to **Projects**.

2. Open the **Explore** tab.

3. Click **Metrics & Embeddings**.

4. Click **Compute** for either option.

5. Specify the following:

   * **Similarity & Natural language search and quality metrics:** Enable to compute embeddings and quality metrics. Access quality metrics for filtering and sorting.
   * **Select embeddings:** Default embeddings are computed by Encord. Alternatively, import and select your own custom embeddings.
   * **Embeddings plot, Diversity and Uniqueness metrics:** Enable to compute UMAP reduction to generate 2D embeddings plots to visualize your data. Also access diversity and uniqueness metrics for curation.

6. Click **Start computation**.

## Using Embedding Plots

<Info>
  To use embedding plots for label validation, you must [calculate metrics and embeddings](/platform-documentation/Validation/label-validation-basics#compute-metrics-and-embeddings).
</Info>

<iframe className="w-full aspect-video rounded-xl" src="https://www.loom.com/embed/cbb0db94dd974407bfa4facff37597af" title="YouTube video player" frameBorder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />

1. Navigate to **Projects**

2. Open the **Explore** tab.

3. Click **Frames** or **Labels**.

4. Click the **Embeddings View** icon.

<Tip>
  * Use the <kbd>V</kbd> + <kbd>E</kbd> shortcut to access the Embeddings View.
  * In addition to selecting points within a rectangular area, you can use filters (but not sort or natural language or image search) on the data or labels.
</Tip>

**Data Embedding Plot**

<iframe className="w-full aspect-video rounded-xl" src="https://www.loom.com/embed/7dbcfc61252e4024a14806ea1604ca17" title="YouTube video player" frameBorder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />

**Label Embedding Plot**

<iframe className="w-full aspect-video rounded-xl" src="https://www.loom.com/embed/06313319e5af4424985c4f63e3f89675" title="YouTube video player" frameBorder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
