> 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/ar/jwlh-almntj-ttbyq-alwyb/geopard-mcp/tnzyf-wmaayrh-byanat-alghlh.md).

# تنظيف ومعايرة بيانات الغلة

تعرّف على كيفية ضمان تنظيف ومعايرة مجموعات بيانات الغلة بشكل سليم إحصائيًا باستخدام نموذج لغة كبيرة مع GeoPard MCP.

في حالة الاستخدام هذه، نعمل مع مجموعات بيانات الغلة لفهم توزيع وجودة البيانات المحصودة عبر الحقل. باستخدام GeoPard MCP المتصل، يسترجع نموذج لغوي كبير ملخصات إحصائية لمجموعة بيانات الغلة الأصلية، ويكتشف المخالفات أو ضوضاء المستشعر، ويحدد أين يلزم التنظيف أو المعايرة.

بمجرد اكتمال فحوصات الجودة، يفعّل نموذج لغوي كبير سير عمل التنظيف والمعايرة في GeoPard MCP باستخدام المعلمات المثلى.

{% hint style="success" %}
تأكد من أن GeoPard MCP متصل قبل تشغيل سير العمل هذا. تفاصيل الإعداد موضحة [هنا](/geopard-tutorials/ar/jwlh-almntj-ttbyq-alwyb/geopard-mcp/alatsal-b-geopard-mcp.md).
{% endhint %}

## مجموعة بيانات غلة واحدة

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

### قبل

<figure><img src="https://2518643298-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>

### بعد

<figure><img src="https://2518643298-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>

## معايرة مجموعة بيانات الغلة دفعة واحدة

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

### قبل

<figure><img src="https://2518643298-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>

### بعد

<figure><img src="https://2518643298-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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