> 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/nl/producttour-webapp/geopard-mcp/opbrengstgegevens-reinigen-en-kalibreren.md).

# Opbrengstgegevens reinigen en kalibreren

Leer hoe u statistisch verantwoorde reiniging en kalibratie van uw opbrengstdatasets waarborgt met behulp van een LLM met GeoPard MCP.

In deze use case werken we met opbrengstdatasets om de verdeling en kwaliteit van geoogste data over het perceel te begrijpen. Met behulp van de gekoppelde GeoPard MCP haalt een LLM statistische samenvattingen op voor de oorspronkelijke opbrengstdataset, detecteert onregelmatigheden of sensorgeluid en identificeert waar opschoning of kalibratie nodig is.

Zodra de kwaliteitscontroles zijn voltooid, start de LLM de GeoPard MCP-workflow voor opschoning en kalibratie met de optimale parameters.

{% hint style="success" %}
Zorg ervoor dat GeoPard MCP is gekoppeld voordat u deze workflow uitvoert. Instructies voor de setup worden gegeven [hier](/geopard-tutorials/nl/producttour-webapp/geopard-mcp/geopard-mcp-koppelen.md).
{% endhint %}

## Enkele opbrengstdataset

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

### Voor

<figure><img src="https://3615228694-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>

### Na

<figure><img src="https://3615228694-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>

## Kalibratie van batch-opbrengstdataset

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

### Voor

<figure><img src="https://3615228694-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>

### Na

<figure><img src="https://3615228694-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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