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

# Overview

> Enhance your data easily and conveniently

Data Enrichments are a set of functions that we can apply to our data
to upsample it, provide context, remove null values and more. These functions
provide an easy way of dealing with otherwise messier data, that can then be fed
to models or used in charts for better results.

To access enrichments, go to the Wizard -> Other -> Enrichments

<Frame>
  <img src="https://mintcdn.com/graphext/trfFunaWYnndLpnF/images/enrichments.webp?fit=max&auto=format&n=trfFunaWYnndLpnF&q=85&s=645cee2bce6f8421a4d42ca7cf59f0f1" alt="Enrichments path" width="2975" height="1771" data-path="images/enrichments.webp" />
</Frame>

Here, we describe each of the different types of enrichment you can use.

<CardGroup cols={2}>
  <Card href="/documentation/data-preparation/data-enrichments/upsample-survey-data" title="Upsample Survey Data" icon="ballot-check">
    Adjust the influence of individuals in your survey using
    a variable with **predefined weights** to scale your survey data.
  </Card>

  <Card href="/documentation/data-preparation/data-enrichments/fill-missing-values" title="Fill Missing Values" icon="braille">
    Use a function to fill missing values
  </Card>

  <Card title="Predict Missing Values" href="/documentation/data-preparation/data-enrichments/predict-missing-values" icon="arrow-up-right-dots">
    Train a model to infer missing values
  </Card>

  <Card href="/documentation/data-preparation/data-enrichments/group-similar-spellings" title="Group Similar Spellings" icon="spell-check">
    Group together similarly written words that may be spelled inconsistently
  </Card>

  <Card href="/documentation/data-preparation/data-enrichments/group-similar-semantics" title="Group Similar Semantics" icon="messages">
    Group together words with similar meanings
  </Card>

  <Card href="/documentation/data-preparation/data-enrichments/infer-gender" title="Infer Gender" icon="venus-mars">
    Use the first names of people to make predictions about their gender
  </Card>

  <Card href="/documentation/data-preparation/data-enrichments/standardize-locations" title="Standardize Locations" icon="map-location-dot">
    Group texts that refer to the same places
  </Card>

  <Card href="/documentation/data-preparation/data-enrichments/spanish-demographic-coordinate-data" title="Add Demographic Data for Spain using coordinates" icon="users-medical">
    Use latitude and longitude variables to enrich your data with the Spanish
    census information
  </Card>
</CardGroup>
