> 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/it/tour-del-prodotto-app-web/geopard-mcp/pulisci-e-calibra-i-dati-di-resa.md).

# Pulisci e calibra i dati di resa

Scopri come garantire una pulizia e calibrazione statisticamente solide dei tuoi dataset di resa usando un LLM con GeoPard MCP.

In questo caso d’uso, lavoriamo con dataset di resa per comprendere la distribuzione e la qualità dei dati raccolti in campo. Utilizzando il GeoPard MCP connesso, un LLM recupera riepiloghi statistici del dataset di resa originale, rileva irregolarità o rumore dei sensori e identifica dove è necessaria la pulizia o la calibrazione.

Una volta completati i controlli di qualità, l’LLM avvia il flusso di lavoro di pulizia e calibrazione di GeoPard MCP con i parametri ottimali.

{% hint style="success" %}
Assicurati che GeoPard MCP sia connesso prima di eseguire questo flusso di lavoro. I dettagli della configurazione sono forniti [qui](/geopard-tutorials/it/tour-del-prodotto-app-web/geopard-mcp/connetti-geopard-mcp.md).
{% endhint %}

## Singolo dataset di resa

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

### Prima

<figure><img src="https://1371939954-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>

### Dopo

<figure><img src="https://1371939954-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>

## Calibrazione batch del dataset di resa

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

### Prima

<figure><img src="https://1371939954-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>

### Dopo

<figure><img src="https://1371939954-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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