> 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/dnk/produktguide-webapp/geopard-mcp/rens-og-kalibrer-udbyttedata.md).

# Rens og kalibrer udbyttedata

Lær, hvordan du sikrer statistisk korrekt rensning og kalibrering af dine udbyttedatasæt ved at bruge en LLM med GeoPard MCP.

I denne use case arbejder vi med udbyttedatasæt for at forstå fordelingen og kvaliteten af de høstede data på tværs af marken. Ved hjælp af den tilsluttede GeoPard MCP henter en LLM statistiske oversigter for det oprindelige udbyttedatasæt, opdager uregelmæssigheder eller sensorsstøj og identificerer, hvor der er behov for rensning eller kalibrering.

Når kvalitetskontrollerne er afsluttet, udløser LLM’en GeoPard MCPs rense- og kalibreringsworkflow med de optimale parametre.

{% hint style="success" %}
Sørg for, at GeoPard MCP er tilsluttet, før du kører dette workflow. Opsætningsdetaljer findes [her](/geopard-tutorials/dnk/produktguide-webapp/geopard-mcp/forbind-geopard-mcp.md).
{% endhint %}

## Enkelt udbyttedatasæt

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

### Før

<figure><img src="https://1581835146-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>

### Efter

<figure><img src="https://1581835146-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>

## Batch-kalibrering af udbyttedatasæt

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

### Før

<figure><img src="https://1581835146-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>

### Efter

<figure><img src="https://1581835146-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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