> 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/ro/tur-de-produs-aplicatia-web/geopard-mcp/curata-si-calibreaza-datele-de-productie.md).

# Curăță și calibrează datele de producție

Află cum să asiguri o curățare și calibrare statistic corectă a seturilor tale de date despre producție, folosind un LLM cu GeoPard MCP.

În acest caz de utilizare, lucrăm cu seturi de date privind producția pentru a înțelege distribuția și calitatea datelor recoltate pe întregul câmp. Folosind GeoPard MCP conectat, un LLM extrage rezumate statistice pentru setul de date original privind producția, detectează neregularități sau zgomotul senzorilor și identifică unde este necesară curățarea sau calibrarea.

După ce verificările de calitate sunt finalizate, LLM-ul declanșează fluxul de lucru GeoPard MCP pentru curățare și calibrare, cu parametrii optimi.

{% hint style="success" %}
Asigurați-vă că GeoPard MCP este conectat înainte de a rula acest flux de lucru. Detaliile de configurare sunt oferite [aici](/geopard-tutorials/ro/tur-de-produs-aplicatia-web/geopard-mcp/conecteaza-geopard-mcp.md).
{% endhint %}

## Set de date unic privind producția

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

### Înainte

<figure><img src="https://1279602871-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>

### După

<figure><img src="https://1279602871-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>

## Calibrarea în lot a setului de date privind producția

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

### Înainte

<figure><img src="https://1279602871-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>

### După

<figure><img src="https://1279602871-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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