> For the complete documentation index, see [llms.txt](https://docs.geopard.tech/geopard-tutorials/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.geopard.tech/geopard-tutorials/nor/produktomvisning-nettapp/geopard-mcp/rens-og-kalibrer-avlingsdata.md).

# Rens og kalibrer avlingsdata

Lær hvordan du sikrer statistisk god rensing og kalibrering av avlingsdatasettene dine ved å bruke en LLM sammen med GeoPard MCP.

I denne brukstilfellet jobber vi med avlingsdatasett for å forstå fordelingen og kvaliteten på innhøstede data over hele feltet. Ved hjelp av den tilkoblede GeoPard MCP henter en LLM statistiske sammendrag for det opprinnelige avlingsdatasettet, oppdager uregelmessigheter eller sensorstøy, og identifiserer hvor rensing eller kalibrering er nødvendig.

Når kvalitetskontrollene er fullført, starter LLM GeoPard MCP-arbeidsflyten for rensing og kalibrering med de optimale parameterne.

{% hint style="success" %}
Sørg for at GeoPard MCP er koblet til før du kjører denne arbeidsflyten. Oppsettinformasjon er tilgjengelig [her](/geopard-tutorials/nor/produktomvisning-nettapp/geopard-mcp/koble-til-geopard-mcp.md).
{% endhint %}

## Enkelt avlingsdatasett

{% @arcade/embed url="<https://app.arcade.software/share/Zjf8Hpwf0Ykij1Dl5r4L>" flowId="Zjf8Hpwf0Ykij1Dl5r4L" %}

### Før

<figure><img src="https://4236156289-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FYICBELdyAXXebKAzfLOR%2Fuploads%2FBTboCq739Ds6EWIoN8YI%2Fimage.png?alt=media&amp;token=d7b2b51d-a67b-43c1-9a57-7e9338abc93a" alt=""><figcaption></figcaption></figure>

### Etter

<figure><img src="https://4236156289-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FYICBELdyAXXebKAzfLOR%2Fuploads%2FcIBWxG32gH31rkN45Cq9%2Fimage.png?alt=media&amp;token=970b3cd3-1a7c-438d-bac0-a2db73d146de" alt=""><figcaption></figcaption></figure>

## Kalibrering av avlingsdatasett i batch

{% @arcade/embed url="<https://app.arcade.software/share/bibREyFI1hqQvPk7rBFq>" flowId="bibREyFI1hqQvPk7rBFq" %}

### Før

<figure><img src="https://4236156289-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FYICBELdyAXXebKAzfLOR%2Fuploads%2FUATNQLP0u88zsnlLkAAm%2Fimage.png?alt=media&amp;token=a85329be-0cb9-4c38-88c5-8b591638edf9" alt=""><figcaption></figcaption></figure>

### Etter

<figure><img src="https://4236156289-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FYICBELdyAXXebKAzfLOR%2Fuploads%2Fimu4ak8G06puVVlpSS6w%2Fimage.png?alt=media&amp;token=51ec2b97-fa4e-403a-af7c-e68506a872c7" alt=""><figcaption></figcaption></figure>


---

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