add in diagnostics plots publish

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    0.6029550083638444     0.6074838637658722

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    1.0755301430155917     1.0734682803234035

    1.2611708832413695     1.2621420269960635

    2.0594834282643575      2.0543999878419172

    0.4994981005260657   0.5021565369722811

    0.5439822152933869   0.5472242086461999

    0.6029550083638444   0.6047284617858967

    0.6864944760881191   0.6882868559100579

    0.7281373489335229   0.7285910450261273

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    1.0755301430155917   1.0773209835843838

    1.2611708832413695   1.2627152405834041

    2.0594834282643575   2.059312098688157

    0.543982   0.544670711923317

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