> 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/tr/urun-turu-web-uygulamasi/geopard-mcp/verim-verisini-temizle-ve-kalibre-et.md).

# Verim Verisini Temizle ve Kalibre Et

GeoPard MCP ile bir LLM kullanarak verim veri kümelerinizin istatistiksel olarak sağlam biçimde temizlenmesini ve kalibre edilmesini nasıl sağlayacağınızı öğrenin.

Bu kullanım senaryosunda, tarladaki hasat verilerinin dağılımını ve kalitesini anlamak için verim veri kümeleriyle çalışıyoruz. Bağlı GeoPard MCP kullanılarak bir LLM, orijinal verim veri kümesi için istatistiksel özetleri getirir, düzensizlikleri veya sensör gürültüsünü tespit eder ve temizlik ya da kalibrasyon gereken yerleri belirler.

Kalite kontrolleri tamamlandıktan sonra LLM, en uygun parametrelerle GeoPard MCP temizleme ve kalibrasyon iş akışını başlatır.

{% hint style="success" %}
Bu iş akışını çalıştırmadan önce GeoPard MCP’nin bağlı olduğundan emin olun. Kurulum ayrıntıları [burada](/geopard-tutorials/tr/urun-turu-web-uygulamasi/geopard-mcp/geopard-mcpyi-bagla.md).
{% endhint %}

## Tekli Verim Veri Kümesi

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

### Önce

<figure><img src="https://4027984477-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>

### Sonra

<figure><img src="https://4027984477-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>

## Toplu Verim Veri Kümesi Kalibrasyonu

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

### Önce

<figure><img src="https://4027984477-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>

### Sonra

<figure><img src="https://4027984477-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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