المهارات neurokit2
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neurokit2

آمن ⚙️ الأوامر الخارجية🌐 الوصول إلى الشبكة

معالجة الإشارات الحيوية باستخدام NeuroKit2

متاح أيضًا من: davila7

حلّل الإشارات الفسيولوجية بما في ذلك ECG وEEG وEDA وEMG لأغراض البحث والتطبيقات السريرية. يوفّر NeuroKit2 مجموعة أدوات Python موحّدة لمعالجة بيانات القلب والأعصاب والجهاز العصبي الذاتي مع أدوات شاملة للتصوّر والتحليل.

يدعم: Claude Codex Code(CC)
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اختبرها

استخدام "neurokit2". Process this ECG signal to extract HRV metrics

النتيجة المتوقعة:

  • تم كشف قمم R بفواصل منتظمة مع متوسط معدل ضربات قلب 68 BPM
  • تغاير معدل القلب في المجال الزمني: SDNN=45ms، RMSSD=32ms، pNN20=18%
  • تغاير معدل القلب في المجال الترددي: VLF=320ms²، LF=410ms²، HF=280ms²، نسبة LF/HF=1.46
  • تقييم جودة الإشارة: جيد - تلوث ضئيل بالعيوب

استخدام "neurokit2". Analyze EEG data for cognitive experiment

النتيجة المتوقعة:

  • هيمنة قوة ألفا في الأقطاب الخلفية (8-12 Hz)
  • زيادة قوة ثيتا في المناطق الجبهية أثناء أداء المهمة
  • الجهد المرتبط بالحدث: مكوّن N200 مرئي عند 280ms بعد المنبه
  • تقسيم الميكروستيت: تم تحديد 4 ميكروستيت سائدة

التدقيق الأمني

آمن
v4 • 1/17/2026

This skill contains documentation for the NeuroKit2 Python library including code examples and API references. All 1152 static findings are false positives triggered by markdown documentation patterns: Python code blocks flagged as shell commands, academic DOIs flagged as cryptographic algorithms, and scientific terminology flagged as C2 indicators. No actual security risks exist - this is legitimate scientific documentation.

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⚙️ الأوامر الخارجية (1054)
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درجة الجودة

45
الهندسة المعمارية
100
قابلية الصيانة
87
المحتوى
20
المجتمع
100
الأمان
91
الامتثال للمواصفات

ماذا يمكنك بناءه

بحوث EEG الإدراكية

تحليل أنماط نشاط الدماغ للدراسات الإدراكية مع فحص نطاقات التردد والاستجابات المرتبطة بالحدث.

تقييم صحة القلب

معالجة إشارات ECG لاستخراج مقاييس تغاير معدل القلب لتقييم الجهاز العصبي الذاتي.

قياس استجابة الضغط النفسي

دمج تحليل EDA وECG لتقييم تنشيط الجهاز الودي أثناء المهام النفسية.

جرّب هذه الموجهات

تحليل ECG أساسي 
Use NeuroKit2 to process this ECG signal. Detect R-peaks, calculate heart rate, and provide HRV analysis including time and frequency domain metrics.
إشارة حيوية متعددة الأنماط 
Process both ECG and EDA signals together. Clean the signals, extract relevant features, and provide a combined analysis of cardiac and electrodermal activity.
تحليل طيف EEG 
Analyze this EEG data for power in delta, theta, alpha, beta, and gamma frequency bands. Report relative power distribution across channels.
تقييم التعقيد 
Compute complexity measures for this physiological signal. Include approximate entropy, sample entropy, and fractal dimension (DFA) analysis.

أفضل الممارسات

  • احرص دائمًا على تحديد قيمة sampling_rate الصحيحة لحسابات المجال الزمني بدقة
  • استخدم وضع التحليل المرتبط بالحدث للتجارب الأقل من 10 ثوانٍ، والتحليل المرتبط بالفواصل للتسجيلات الأطول
  • طبّق تقييم جودة الإشارة قبل التحليل لتحديد العيوب ومعالجتها

تجنب

  • لا تحلل الإشارات دون معرفة معدل أخذ العينات - ستكون النتائج بلا معنى
  • تجنب خلط إشارات بمعدلات أخذ عينات مختلفة في bio_process() دون إعادة أخذ عينات
  • لا تعتمد حصريًا على الكشف الآلي للقمم دون فحص بصري للنتائج

الأسئلة المتكررة

ما الإشارات التي يدعمها NeuroKit2؟
يدعم NeuroKit2 إشارات ECG وEEG وEDA وEMG وEOG وPPG والتنفس لتحليل فسيولوجي شامل.
كيف أقوم بتثبيت NeuroKit2؟
Use uv pip install neurokit2 or pip install neurokit2. The library is available on PyPI.
ما الفرق بين التحليل المرتبط بالحدث والتحليل المرتبط بالفواصل؟
تحليل مرتبط بالحدث يعالج تسجيلات قصيرة (<10s) حول أحداث المنبّه. التحليل المرتبط بالفواصل يتعامل مع التسجيلات المستمرة الأطول لتوصيف الأنماط.
هل يمكنني معالجة عدة إشارات معًا؟
نعم، bio_process() يتعامل مع ECG وRSP وEDA وEMG وPPG وEOG في الوقت نفسه لتحليل متعدد الأنماط متكامل.
هل يتعامل NeuroKit2 مع إزالة العيوب؟
يتضمن تنظيفًا أساسيًا للإشارة لتحسين الجودة. قد تتطلب العيوب الشديدة أدوات معالجة مسبقة متخصصة.
ما إمكانات التصوّر المتاحة؟
تتضمن دوال الرسم المضمّنة لإشارات ECG وEEG وEDA وغيرها تصوّر الإشارة ونتائج كشف القمم وعروض متوسط الفترات.

تفاصيل المطور

المؤلف

K-Dense-AI

الترخيص

MIT license

المستودع

https://github.com/K-Dense-AI/claude-scientific-skills/tree/main/scientific-skills/neurokit2

مرجع

main

بنية الملفات

📁 references/

📄 bio_module.md

📄 complexity.md

📄 ecg_cardiac.md

📄 eda.md

📄 eeg.md

📄 emg.md

📄 eog.md

📄 epochs_events.md

📄 hrv.md

📄 ppg.md

📄 rsp.md

📄 signal_processing.md

📄 SKILL.md