How can I remove the peaks in the top channel shown in the image..? they are noises This Image is from audacity

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Have you tried Audacity's Noise Removal feature(s)? This may be more of a 'click' than a 'noise' (looks like it), so perhaps you'll have better luck with the Audacity "Click Removal" features? Example of what's on the page:
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In case you haven't tried them yet, Effect > Leveller and Effect > Click Removal in Audacity might work here. | |||||||
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