> 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/ltu/produkto-turas-ziniatinklio-programa/geopard-mcp/isvalyti-ir-kalibruoti-derliaus-duomenis.md).

# Išvalyti ir kalibruoti derliaus duomenis

Sužinokite, kaip užtikrinti statistiškai pagrįstą derliaus duomenų rinkinių valymą ir kalibravimą naudojant LLM su GeoPard MCP.

Šiame naudojimo atvejyje dirbame su derliaus duomenų rinkiniais, kad suprastume nuimto derliaus duomenų pasiskirstymą ir kokybę lauke. Naudodamas prijungtą GeoPard MCP, LLM gauna statistines suvestines iš pradinio derliaus duomenų rinkinio, aptinka nelygumus arba jutiklio triukšmą ir nustato, kur reikalingas valymas arba kalibravimas.

Kai kokybės patikros baigiamos, LLM paleidžia GeoPard MCP valymo ir kalibravimo darbo eigą su optimaliomis reikšmėmis.

{% hint style="success" %}
Prieš paleisdami šią darbo eigą įsitikinkite, kad GeoPard MCP yra prijungtas. Sąrankos detalės pateikiamos [čia](/geopard-tutorials/ltu/produkto-turas-ziniatinklio-programa/geopard-mcp/prisijungti-prie-geopard-mcp.md).
{% endhint %}

## Vienas derliaus duomenų rinkinys

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

### Prieš

<figure><img src="https://570611445-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>

### Po

<figure><img src="https://570611445-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>

## Paketinis derliaus duomenų rinkinių kalibravimas

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

### Prieš

<figure><img src="https://570611445-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>

### Po

<figure><img src="https://570611445-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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