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Synthetic observations. Real computation. Read only.

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MODEL COMPARISONSynthetic study

Quadratic ridge

Selected by training cross-validation

TEST RMSE0.788
TEST R²0.963
TEST ROWS12
Active projects
01Research in motion
Experiments
010 with saved revisions
Datasets
0148 total observations
Completed analyses
021 model comparisons

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Response surface
Temperature: 60.65; Catalyst: 0.503; estimated Yield: 69.994; 95% prediction interval 68.664 to 71.324; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 0.503; estimated Yield: 72.077; 95% prediction interval 70.826 to 73.329; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 0.667; estimated Yield: 72.163; 95% prediction interval 70.91 to 73.416; extrapolation beyond the observed design region.Temperature: 67.187; Catalyst: 0.503; estimated Yield: 73.801; 95% prediction interval 72.598 to 75.003; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 0.667; estimated Yield: 74.324; 95% prediction interval 73.147 to 75.501; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 0.83; estimated Yield: 74.004; 95% prediction interval 72.801 to 75.207; extrapolation beyond the observed design region.Temperature: 70.455; Catalyst: 0.503; estimated Yield: 75.164; 95% prediction interval 73.989 to 76.34; extrapolation beyond the observed design region.Temperature: 67.187; Catalyst: 0.667; estimated Yield: 76.126; 95% prediction interval 74.995 to 77.256; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 0.83; estimated Yield: 76.243; 95% prediction interval 75.112 to 77.374; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 0.994; estimated Yield: 75.517; 95% prediction interval 74.345 to 76.689; extrapolation beyond the observed design region.Temperature: 73.723; Catalyst: 0.503; estimated Yield: 76.168; 95% prediction interval 75.005 to 77.331; extrapolation beyond the observed design region.Temperature: 70.455; Catalyst: 0.667; estimated Yield: 77.567; 95% prediction interval 76.461 to 78.673; extrapolation beyond the observed design region.Temperature: 67.187; Catalyst: 0.83; estimated Yield: 78.122; 95% prediction interval 77.033 to 79.211; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 0.994; estimated Yield: 77.834; 95% prediction interval 76.728 to 78.939; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 1.157; estimated Yield: 76.702; 95% prediction interval 75.547 to 77.857; extrapolation beyond the observed design region.Temperature: 76.992; Catalyst: 0.503; estimated Yield: 76.812; 95% prediction interval 75.652 to 77.971; extrapolation beyond the observed design region.Temperature: 73.723; Catalyst: 0.667; estimated Yield: 78.648; 95% prediction interval 77.553 to 79.744.Temperature: 70.455; Catalyst: 0.83; estimated Yield: 79.641; 95% prediction interval 78.573 to 80.71.Temperature: 67.187; Catalyst: 0.994; estimated Yield: 79.791; 95% prediction interval 78.723 to 80.859.Temperature: 63.918; Catalyst: 1.157; estimated Yield: 79.097; 95% prediction interval 78.005 to 80.189.Temperature: 60.65; Catalyst: 1.321; estimated Yield: 77.559; 95% prediction interval 76.414 to 78.704; extrapolation beyond the observed design region.Temperature: 80.26; Catalyst: 0.503; estimated Yield: 77.095; 95% prediction interval 75.934 to 78.256; extrapolation beyond the observed design region.Temperature: 76.992; Catalyst: 0.667; estimated Yield: 79.37; 95% prediction interval 78.278 to 80.462.Temperature: 73.723; Catalyst: 0.83; estimated Yield: 80.801; 95% prediction interval 79.741 to 81.861.Temperature: 70.455; Catalyst: 0.994; estimated Yield: 81.388; 95% prediction interval 80.337 to 82.439.Temperature: 67.187; Catalyst: 1.157; estimated Yield: 81.132; 95% prediction interval 80.073 to 82.191.Temperature: 63.918; Catalyst: 1.321; estimated Yield: 80.032; 95% prediction interval 78.946 to 81.117.Temperature: 60.65; Catalyst: 1.485; estimated Yield: 78.088; 95% prediction interval 76.948 to 79.229; extrapolation beyond the observed design region.Temperature: 83.528; Catalyst: 0.503; estimated Yield: 77.019; 95% prediction interval 75.853 to 78.186; extrapolation beyond the observed design region.Temperature: 80.26; Catalyst: 0.667; estimated Yield: 79.731; 95% prediction interval 78.639 to 80.824.Temperature: 76.992; Catalyst: 0.83; estimated Yield: 81.6; 95% prediction interval 80.542 to 82.658.Temperature: 73.723; Catalyst: 0.994; estimated Yield: 82.625; 95% prediction interval 81.58 to 83.671.Temperature: 70.455; Catalyst: 1.157; estimated Yield: 82.807; 95% prediction interval 81.761 to 83.852.Temperature: 67.187; Catalyst: 1.321; estimated Yield: 82.144; 95% prediction interval 81.089 to 83.2.Temperature: 63.918; Catalyst: 1.485; estimated Yield: 80.639; 95% prediction interval 79.556 to 81.722.Temperature: 60.65; Catalyst: 1.648; estimated Yield: 78.289; 95% prediction interval 77.147 to 79.431; extrapolation beyond the observed design region.Temperature: 86.797; Catalyst: 0.503; estimated Yield: 76.583; 95% prediction interval 75.406 to 77.76; extrapolation beyond the observed design region.Temperature: 83.528; Catalyst: 0.667; estimated Yield: 79.733; 95% prediction interval 78.639 to 80.828.Temperature: 80.26; Catalyst: 0.83; estimated Yield: 82.04; 95% prediction interval 80.982 to 83.097.Temperature: 76.992; Catalyst: 0.994; estimated Yield: 83.502; 95% prediction interval 82.457 to 84.547.Temperature: 73.723; Catalyst: 1.157; estimated Yield: 84.122; 95% prediction interval 83.079 to 85.164.Temperature: 70.455; Catalyst: 1.321; estimated Yield: 83.897; 95% prediction interval 82.852 to 84.942.Temperature: 67.187; Catalyst: 1.485; estimated Yield: 82.829; 95% prediction interval 81.774 to 83.884.Temperature: 63.918; Catalyst: 1.648; estimated Yield: 80.918; 95% prediction interval 79.833 to 82.003.Temperature: 60.65; Catalyst: 1.812; estimated Yield: 78.163; 95% prediction interval 77.009 to 79.316; extrapolation beyond the observed design region.Temperature: 90.065; Catalyst: 0.503; estimated Yield: 75.787; 95% prediction interval 74.592 to 76.982; extrapolation beyond the observed design region.Temperature: 86.797; Catalyst: 0.667; estimated Yield: 79.375; 95% prediction interval 78.275 to 80.475; extrapolation beyond the observed design region.Temperature: 83.528; Catalyst: 0.83; estimated Yield: 82.119; 95% prediction interval 81.062 to 83.176.Temperature: 80.26; Catalyst: 0.994; estimated Yield: 84.02; 95% prediction interval 82.975 to 85.064.Temperature: 76.992; Catalyst: 1.157; estimated Yield: 85.077; 95% prediction interval 84.033 to 86.121.Temperature: 73.723; Catalyst: 1.321; estimated Yield: 85.29; 95% prediction interval 84.246 to 86.335.Temperature: 70.455; Catalyst: 1.485; estimated Yield: 84.66; 95% prediction interval 83.614 to 85.706.Temperature: 67.187; Catalyst: 1.648; estimated Yield: 83.186; 95% prediction interval 82.13 to 84.243.Temperature: 63.918; Catalyst: 1.812; estimated Yield: 80.869; 95% prediction interval 79.775 to 81.963.Temperature: 60.65; Catalyst: 1.975; estimated Yield: 77.708; 95% prediction interval 76.527 to 78.889; extrapolation beyond the observed design region.Temperature: 93.333; Catalyst: 0.503; estimated Yield: 74.631; 95% prediction interval 73.406 to 75.857; extrapolation beyond the observed design region.Temperature: 90.065; Catalyst: 0.667; estimated Yield: 78.657; 95% prediction interval 77.546 to 79.768; extrapolation beyond the observed design region.Temperature: 86.797; Catalyst: 0.83; estimated Yield: 81.839; 95% prediction interval 80.781 to 82.897.Temperature: 83.528; Catalyst: 0.994; estimated Yield: 84.177; 95% prediction interval 83.134 to 85.22.Temperature: 80.26; Catalyst: 1.157; estimated Yield: 85.672; 95% prediction interval 84.628 to 86.716.Temperature: 76.992; Catalyst: 1.321; estimated Yield: 86.323; 95% prediction interval 85.276 to 87.37.Temperature: 73.723; Catalyst: 1.485; estimated Yield: 86.131; 95% prediction interval 85.084 to 87.177.Temperature: 70.455; Catalyst: 1.648; estimated Yield: 85.095; 95% prediction interval 84.047 to 86.142.Temperature: 67.187; Catalyst: 1.812; estimated Yield: 83.215; 95% prediction interval 82.151 to 84.28.Temperature: 63.918; Catalyst: 1.975; estimated Yield: 80.492; 95% prediction interval 79.374 to 81.61.Temperature: 60.65; Catalyst: 2.139; estimated Yield: 76.925; 95% prediction interval 75.693 to 78.157; extrapolation beyond the observed design region.Temperature: 96.602; Catalyst: 0.503; estimated Yield: 73.115; 95% prediction interval 71.839 to 74.392; extrapolation beyond the observed design region.Temperature: 93.333; Catalyst: 0.667; estimated Yield: 77.579; 95% prediction interval 76.444 to 78.713; extrapolation beyond the observed design region.Temperature: 90.065; Catalyst: 0.83; estimated Yield: 81.198; 95% prediction interval 80.135 to 82.262.Temperature: 86.797; Catalyst: 0.994; estimated Yield: 83.975; 95% prediction interval 82.934 to 85.015.Temperature: 83.528; Catalyst: 1.157; estimated Yield: 85.907; 95% prediction interval 84.866 to 86.949.Temperature: 80.26; Catalyst: 1.321; estimated Yield: 86.996; 95% prediction interval 85.949 to 88.044.Temperature: 76.992; Catalyst: 1.485; estimated Yield: 87.242; 95% prediction interval 86.192 to 88.291.Temperature: 73.723; Catalyst: 1.648; estimated Yield: 86.643; 95% prediction interval 85.595 to 87.692.Temperature: 70.455; Catalyst: 1.812; estimated Yield: 85.202; 95% prediction interval 84.148 to 86.255.Temperature: 67.187; Catalyst: 1.975; estimated Yield: 82.916; 95% prediction interval 81.832 to 84.001.Temperature: 63.918; Catalyst: 2.139; estimated Yield: 79.787; 95% prediction interval 78.623 to 80.952; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 2.302; estimated Yield: 75.815; 95% prediction interval 74.499 to 77.131; extrapolation beyond the observed design region.Temperature: 96.602; Catalyst: 0.667; estimated Yield: 76.141; 95% prediction interval 74.963 to 77.318; extrapolation beyond the observed design region.Temperature: 93.333; Catalyst: 0.83; estimated Yield: 80.198; 95% prediction interval 79.118 to 81.278.Temperature: 90.065; Catalyst: 0.994; estimated Yield: 83.412; 95% prediction interval 82.37 to 84.454.Temperature: 86.797; Catalyst: 1.157; estimated Yield: 85.783; 95% prediction interval 84.745 to 86.82.Temperature: 83.528; Catalyst: 1.321; estimated Yield: 87.309; 95% prediction interval 86.264 to 88.354.Temperature: 80.26; Catalyst: 1.485; estimated Yield: 87.992; 95% prediction interval 86.942 to 89.043.Temperature: 76.992; Catalyst: 1.648; estimated Yield: 87.832; 95% prediction interval 86.78 to 88.884.Temperature: 73.723; Catalyst: 1.812; estimated Yield: 86.828; 95% prediction interval 85.775 to 87.881.Temperature: 70.455; Catalyst: 1.975; estimated Yield: 84.98; 95% prediction interval 83.91 to 86.051.Temperature: 67.187; Catalyst: 2.139; estimated Yield: 82.289; 95% prediction interval 81.164 to 83.415; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 2.302; estimated Yield: 78.754; 95% prediction interval 77.511 to 79.997; extrapolation beyond the observed design region.Temperature: 96.602; Catalyst: 0.83; estimated Yield: 78.838; 95% prediction interval 77.722 to 79.954; extrapolation beyond the observed design region.Temperature: 93.333; Catalyst: 0.994; estimated Yield: 82.49; 95% prediction interval 81.437 to 83.543.Temperature: 90.065; Catalyst: 1.157; estimated Yield: 85.298; 95% prediction interval 84.262 to 86.334.Temperature: 86.797; Catalyst: 1.321; estimated Yield: 87.263; 95% prediction interval 86.222 to 88.303.Temperature: 83.528; Catalyst: 1.485; estimated Yield: 88.383; 95% prediction interval 87.335 to 89.432.Temperature: 80.26; Catalyst: 1.648; estimated Yield: 88.661; 95% prediction interval 87.608 to 89.714.Temperature: 76.992; Catalyst: 1.812; estimated Yield: 88.095; 95% prediction interval 87.039 to 89.15.Temperature: 73.723; Catalyst: 1.975; estimated Yield: 86.685; 95% prediction interval 85.618 to 87.751.Temperature: 70.455; Catalyst: 2.139; estimated Yield: 84.431; 95% prediction interval 83.325 to 85.537.Temperature: 67.187; Catalyst: 2.302; estimated Yield: 81.334; 95% prediction interval 80.137 to 82.532; extrapolation beyond the observed design region.Temperature: 96.602; Catalyst: 0.994; estimated Yield: 81.208; 95% prediction interval 80.126 to 82.289; extrapolation beyond the observed design region.Temperature: 93.333; Catalyst: 1.157; estimated Yield: 84.453; 95% prediction interval 83.411 to 85.496.Temperature: 90.065; Catalyst: 1.321; estimated Yield: 86.856; 95% prediction interval 85.819 to 87.892.Temperature: 86.797; Catalyst: 1.485; estimated Yield: 88.415; 95% prediction interval 87.371 to 89.458.Temperature: 83.528; Catalyst: 1.648; estimated Yield: 89.13; 95% prediction interval 88.079 to 90.18.Temperature: 80.26; Catalyst: 1.812; estimated Yield: 89.001; 95% prediction interval 87.945 to 90.057.Temperature: 76.992; Catalyst: 1.975; estimated Yield: 88.029; 95% prediction interval 86.963 to 89.095.Temperature: 73.723; Catalyst: 2.139; estimated Yield: 86.213; 95% prediction interval 85.116 to 87.311.Temperature: 70.455; Catalyst: 2.302; estimated Yield: 83.554; 95% prediction interval 82.383 to 84.725; extrapolation beyond the observed design region.Temperature: 96.602; Catalyst: 1.157; estimated Yield: 83.249; 95% prediction interval 82.183 to 84.315.Temperature: 93.333; Catalyst: 1.321; estimated Yield: 86.089; 95% prediction interval 85.049 to 87.13.Temperature: 90.065; Catalyst: 1.485; estimated Yield: 88.086; 95% prediction interval 87.047 to 89.124.Temperature: 86.797; Catalyst: 1.648; estimated Yield: 89.239; 95% prediction interval 88.193 to 90.284.Temperature: 83.528; Catalyst: 1.812; estimated Yield: 89.548; 95% prediction interval 88.495 to 90.601.Temperature: 80.26; Catalyst: 1.975; estimated Yield: 89.014; 95% prediction interval 87.948 to 90.079.Temperature: 76.992; Catalyst: 2.139; estimated Yield: 87.636; 95% prediction interval 86.542 to 88.729.Temperature: 73.723; Catalyst: 2.302; estimated Yield: 85.414; 95% prediction interval 84.258 to 86.571; extrapolation beyond the observed design region.Temperature: 96.602; Catalyst: 1.321; estimated Yield: 84.963; 95% prediction interval 83.902 to 86.024.Temperature: 93.333; Catalyst: 1.485; estimated Yield: 87.397; 95% prediction interval 86.355 to 88.438.Temperature: 90.065; Catalyst: 1.648; estimated Yield: 88.988; 95% prediction interval 87.947 to 90.028.Temperature: 86.797; Catalyst: 1.812; estimated Yield: 89.735; 95% prediction interval 88.687 to 90.782.Temperature: 83.528; Catalyst: 1.975; estimated Yield: 89.638; 95% prediction interval 88.577 to 90.7.Temperature: 80.26; Catalyst: 2.139; estimated Yield: 88.698; 95% prediction interval 87.609 to 89.788.Temperature: 76.992; Catalyst: 2.302; estimated Yield: 86.914; 95% prediction interval 85.767 to 88.061.Temperature: 96.602; Catalyst: 1.485; estimated Yield: 86.348; 95% prediction interval 85.288 to 87.408.Temperature: 93.333; Catalyst: 1.648; estimated Yield: 88.377; 95% prediction interval 87.334 to 89.419.Temperature: 90.065; Catalyst: 1.812; estimated Yield: 89.562; 95% prediction interval 88.519 to 90.605.Temperature: 86.797; Catalyst: 1.975; estimated Yield: 89.903; 95% prediction interval 88.847 to 90.958.Temperature: 83.528; Catalyst: 2.139; estimated Yield: 89.401; 95% prediction interval 88.317 to 90.484.Temperature: 80.26; Catalyst: 2.302; estimated Yield: 88.055; 95% prediction interval 86.916 to 89.194.Temperature: 96.602; Catalyst: 1.648; estimated Yield: 87.406; 95% prediction interval 86.345 to 88.466.Temperature: 93.333; Catalyst: 1.812; estimated Yield: 89.028; 95% prediction interval 87.983 to 90.074.Temperature: 90.065; Catalyst: 1.975; estimated Yield: 89.808; 95% prediction interval 88.756 to 90.859.Temperature: 86.797; Catalyst: 2.139; estimated Yield: 89.743; 95% prediction interval 88.666 to 90.82.Temperature: 83.528; Catalyst: 2.302; estimated Yield: 88.835; 95% prediction interval 87.704 to 89.965.Temperature: 96.602; Catalyst: 1.812; estimated Yield: 88.135; 95% prediction interval 87.072 to 89.199.Temperature: 93.333; Catalyst: 1.975; estimated Yield: 89.352; 95% prediction interval 88.298 to 90.406.Temperature: 90.065; Catalyst: 2.139; estimated Yield: 89.726; 95% prediction interval 88.653 to 90.798.Temperature: 86.797; Catalyst: 2.302; estimated Yield: 89.255; 95% prediction interval 88.133 to 90.377.Temperature: 96.602; Catalyst: 1.975; estimated Yield: 88.537; 95% prediction interval 87.464 to 89.611.Temperature: 93.333; Catalyst: 2.139; estimated Yield: 89.348; 95% prediction interval 88.272 to 90.424.Temperature: 90.065; Catalyst: 2.302; estimated Yield: 89.316; 95% prediction interval 88.199 to 90.433.Temperature: 96.602; Catalyst: 2.139; estimated Yield: 88.611; 95% prediction interval 87.514 to 89.708.Temperature: 93.333; Catalyst: 2.302; estimated Yield: 89.016; 95% prediction interval 87.895 to 90.137.Temperature: 96.602; Catalyst: 2.302; estimated Yield: 88.357; 95% prediction interval 87.214 to 89.499.Temperature: 60.65; Catalyst: 0.503; estimated Yield: 69.994; 95% prediction interval 68.664 to 71.324; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 0.503; estimated Yield: 72.077; 95% prediction interval 70.826 to 73.329; extrapolation beyond the observed design region.Temperature: 67.187; Catalyst: 0.503; estimated Yield: 73.801; 95% prediction interval 72.598 to 75.003; extrapolation beyond the observed design region.Temperature: 70.455; Catalyst: 0.503; estimated Yield: 75.164; 95% prediction interval 73.989 to 76.34; extrapolation beyond the observed design region.Temperature: 73.723; Catalyst: 0.503; estimated Yield: 76.168; 95% prediction interval 75.005 to 77.331; extrapolation beyond the observed design region.Temperature: 76.992; Catalyst: 0.503; estimated Yield: 76.812; 95% prediction interval 75.652 to 77.971; extrapolation beyond the observed design region.Temperature: 80.26; Catalyst: 0.503; estimated Yield: 77.095; 95% prediction interval 75.934 to 78.256; extrapolation beyond the observed design region.Temperature: 83.528; Catalyst: 0.503; estimated Yield: 77.019; 95% prediction interval 75.853 to 78.186; extrapolation beyond the observed design region.Temperature: 86.797; Catalyst: 0.503; estimated Yield: 76.583; 95% prediction interval 75.406 to 77.76; extrapolation beyond the observed design region.Temperature: 90.065; Catalyst: 0.503; estimated Yield: 75.787; 95% prediction interval 74.592 to 76.982; extrapolation beyond the observed design region.Temperature: 93.333; Catalyst: 0.503; estimated Yield: 74.631; 95% prediction interval 73.406 to 75.857; extrapolation beyond the observed design region.Temperature: 96.602; Catalyst: 0.503; estimated Yield: 73.115; 95% prediction interval 71.839 to 74.392; extrapolation beyond the observed design region.Temperature: 99.87; Catalyst: 0.503; estimated Yield: 71.24; 95% prediction interval 69.886 to 72.593; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 0.667; estimated Yield: 72.163; 95% prediction interval 70.91 to 73.416; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 0.667; estimated Yield: 74.324; 95% prediction interval 73.147 to 75.501; extrapolation beyond the observed design region.Temperature: 67.187; Catalyst: 0.667; estimated Yield: 76.126; 95% prediction interval 74.995 to 77.256; extrapolation beyond the observed design region.Temperature: 70.455; Catalyst: 0.667; estimated Yield: 77.567; 95% prediction interval 76.461 to 78.673; extrapolation beyond the observed design region.Temperature: 73.723; Catalyst: 0.667; estimated Yield: 78.648; 95% prediction interval 77.553 to 79.744.Temperature: 76.992; Catalyst: 0.667; estimated Yield: 79.37; 95% prediction interval 78.278 to 80.462.Temperature: 80.26; Catalyst: 0.667; estimated Yield: 79.731; 95% prediction interval 78.639 to 80.824.Temperature: 83.528; Catalyst: 0.667; estimated Yield: 79.733; 95% prediction interval 78.639 to 80.828.Temperature: 86.797; Catalyst: 0.667; estimated Yield: 79.375; 95% prediction interval 78.275 to 80.475; extrapolation beyond the observed design region.Temperature: 90.065; Catalyst: 0.667; estimated Yield: 78.657; 95% prediction interval 77.546 to 79.768; extrapolation beyond the observed design region.Temperature: 93.333; Catalyst: 0.667; estimated Yield: 77.579; 95% prediction interval 76.444 to 78.713; extrapolation beyond the observed design region.Temperature: 96.602; Catalyst: 0.667; estimated Yield: 76.141; 95% prediction interval 74.963 to 77.318; extrapolation beyond the observed design region.Temperature: 99.87; Catalyst: 0.667; estimated Yield: 74.343; 95% prediction interval 73.095 to 75.591; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 0.83; estimated Yield: 74.004; 95% prediction interval 72.801 to 75.207; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 0.83; estimated Yield: 76.243; 95% prediction interval 75.112 to 77.374; extrapolation beyond the observed design region.Temperature: 67.187; Catalyst: 0.83; estimated Yield: 78.122; 95% prediction interval 77.033 to 79.211; extrapolation beyond the observed design region.Temperature: 70.455; Catalyst: 0.83; estimated Yield: 79.641; 95% prediction interval 78.573 to 80.71.Temperature: 73.723; Catalyst: 0.83; estimated Yield: 80.801; 95% prediction interval 79.741 to 81.861.Temperature: 76.992; Catalyst: 0.83; estimated Yield: 81.6; 95% prediction interval 80.542 to 82.658.Temperature: 80.26; Catalyst: 0.83; estimated Yield: 82.04; 95% prediction interval 80.982 to 83.097.Temperature: 83.528; Catalyst: 0.83; estimated Yield: 82.119; 95% prediction interval 81.062 to 83.176.Temperature: 86.797; Catalyst: 0.83; estimated Yield: 81.839; 95% prediction interval 80.781 to 82.897.Temperature: 90.065; Catalyst: 0.83; estimated Yield: 81.198; 95% prediction interval 80.135 to 82.262.Temperature: 93.333; Catalyst: 0.83; estimated Yield: 80.198; 95% prediction interval 79.118 to 81.278.Temperature: 96.602; Catalyst: 0.83; estimated Yield: 78.838; 95% prediction interval 77.722 to 79.954; extrapolation beyond the observed design region.Temperature: 99.87; Catalyst: 0.83; estimated Yield: 77.118; 95% prediction interval 75.939 to 78.297; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 0.994; estimated Yield: 75.517; 95% prediction interval 74.345 to 76.689; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 0.994; estimated Yield: 77.834; 95% prediction interval 76.728 to 78.939; extrapolation beyond the observed design region.Temperature: 67.187; Catalyst: 0.994; estimated Yield: 79.791; 95% prediction interval 78.723 to 80.859.Temperature: 70.455; Catalyst: 0.994; estimated Yield: 81.388; 95% prediction interval 80.337 to 82.439.Temperature: 73.723; Catalyst: 0.994; estimated Yield: 82.625; 95% prediction interval 81.58 to 83.671.Temperature: 76.992; Catalyst: 0.994; estimated Yield: 83.502; 95% prediction interval 82.457 to 84.547.Temperature: 80.26; Catalyst: 0.994; estimated Yield: 84.02; 95% prediction interval 82.975 to 85.064.Temperature: 83.528; Catalyst: 0.994; estimated Yield: 84.177; 95% prediction interval 83.134 to 85.22.Temperature: 86.797; Catalyst: 0.994; estimated Yield: 83.975; 95% prediction interval 82.934 to 85.015.Temperature: 90.065; Catalyst: 0.994; estimated Yield: 83.412; 95% prediction interval 82.37 to 84.454.Temperature: 93.333; Catalyst: 0.994; estimated Yield: 82.49; 95% prediction interval 81.437 to 83.543.Temperature: 96.602; Catalyst: 0.994; estimated Yield: 81.208; 95% prediction interval 80.126 to 82.289; extrapolation beyond the observed design region.Temperature: 99.87; Catalyst: 0.994; estimated Yield: 79.565; 95% prediction interval 78.427 to 80.704; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 1.157; estimated Yield: 76.702; 95% prediction interval 75.547 to 77.857; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 1.157; estimated Yield: 79.097; 95% prediction interval 78.005 to 80.189.Temperature: 67.187; Catalyst: 1.157; estimated Yield: 81.132; 95% prediction interval 80.073 to 82.191.Temperature: 70.455; Catalyst: 1.157; estimated Yield: 82.807; 95% prediction interval 81.761 to 83.852.Temperature: 73.723; Catalyst: 1.157; estimated Yield: 84.122; 95% prediction interval 83.079 to 85.164.Temperature: 76.992; Catalyst: 1.157; estimated Yield: 85.077; 95% prediction interval 84.033 to 86.121.Temperature: 80.26; Catalyst: 1.157; estimated Yield: 85.672; 95% prediction interval 84.628 to 86.716.Temperature: 83.528; Catalyst: 1.157; estimated Yield: 85.907; 95% prediction interval 84.866 to 86.949.Temperature: 86.797; Catalyst: 1.157; estimated Yield: 85.783; 95% prediction interval 84.745 to 86.82.Temperature: 90.065; Catalyst: 1.157; estimated Yield: 85.298; 95% prediction interval 84.262 to 86.334.Temperature: 93.333; Catalyst: 1.157; estimated Yield: 84.453; 95% prediction interval 83.411 to 85.496.Temperature: 96.602; Catalyst: 1.157; estimated Yield: 83.249; 95% prediction interval 82.183 to 84.315.Temperature: 99.87; Catalyst: 1.157; estimated Yield: 81.685; 95% prediction interval 80.567 to 82.802; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 1.321; estimated Yield: 77.559; 95% prediction interval 76.414 to 78.704; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 1.321; estimated Yield: 80.032; 95% prediction interval 78.946 to 81.117.Temperature: 67.187; Catalyst: 1.321; estimated Yield: 82.144; 95% prediction interval 81.089 to 83.2.Temperature: 70.455; Catalyst: 1.321; estimated Yield: 83.897; 95% prediction interval 82.852 to 84.942.Temperature: 73.723; Catalyst: 1.321; estimated Yield: 85.29; 95% prediction interval 84.246 to 86.335.Temperature: 76.992; Catalyst: 1.321; estimated Yield: 86.323; 95% prediction interval 85.276 to 87.37.Temperature: 80.26; Catalyst: 1.321; estimated Yield: 86.996; 95% prediction interval 85.949 to 88.044.Temperature: 83.528; Catalyst: 1.321; estimated Yield: 87.309; 95% prediction interval 86.264 to 88.354.Temperature: 86.797; Catalyst: 1.321; estimated Yield: 87.263; 95% prediction interval 86.222 to 88.303.Temperature: 90.065; Catalyst: 1.321; estimated Yield: 86.856; 95% prediction interval 85.819 to 87.892.Temperature: 93.333; Catalyst: 1.321; estimated Yield: 86.089; 95% prediction interval 85.049 to 87.13.Temperature: 96.602; Catalyst: 1.321; estimated Yield: 84.963; 95% prediction interval 83.902 to 86.024.Temperature: 99.87; Catalyst: 1.321; estimated Yield: 83.476; 95% prediction interval 82.368 to 84.584; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 1.485; estimated Yield: 78.088; 95% prediction interval 76.948 to 79.229; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 1.485; estimated Yield: 80.639; 95% prediction interval 79.556 to 81.722.Temperature: 67.187; Catalyst: 1.485; estimated Yield: 82.829; 95% prediction interval 81.774 to 83.884.Temperature: 70.455; Catalyst: 1.485; estimated Yield: 84.66; 95% prediction interval 83.614 to 85.706.Temperature: 73.723; Catalyst: 1.485; estimated Yield: 86.131; 95% prediction interval 85.084 to 87.177.Temperature: 76.992; Catalyst: 1.485; estimated Yield: 87.242; 95% prediction interval 86.192 to 88.291.Temperature: 80.26; Catalyst: 1.485; estimated Yield: 87.992; 95% prediction interval 86.942 to 89.043.Temperature: 83.528; Catalyst: 1.485; estimated Yield: 88.383; 95% prediction interval 87.335 to 89.432.Temperature: 86.797; Catalyst: 1.485; estimated Yield: 88.415; 95% prediction interval 87.371 to 89.458.Temperature: 90.065; Catalyst: 1.485; estimated Yield: 88.086; 95% prediction interval 87.047 to 89.124.Temperature: 93.333; Catalyst: 1.485; estimated Yield: 87.397; 95% prediction interval 86.355 to 88.438.Temperature: 96.602; Catalyst: 1.485; estimated Yield: 86.348; 95% prediction interval 85.288 to 87.408.Temperature: 99.87; Catalyst: 1.485; estimated Yield: 84.94; 95% prediction interval 83.835 to 86.044; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 1.648; estimated Yield: 78.289; 95% prediction interval 77.147 to 79.431; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 1.648; estimated Yield: 80.918; 95% prediction interval 79.833 to 82.003.Temperature: 67.187; Catalyst: 1.648; estimated Yield: 83.186; 95% prediction interval 82.13 to 84.243.Temperature: 70.455; Catalyst: 1.648; estimated Yield: 85.095; 95% prediction interval 84.047 to 86.142.Temperature: 73.723; Catalyst: 1.648; estimated Yield: 86.643; 95% prediction interval 85.595 to 87.692.Temperature: 76.992; Catalyst: 1.648; estimated Yield: 87.832; 95% prediction interval 86.78 to 88.884.Temperature: 80.26; Catalyst: 1.648; estimated Yield: 88.661; 95% prediction interval 87.608 to 89.714.Temperature: 83.528; Catalyst: 1.648; estimated Yield: 89.13; 95% prediction interval 88.079 to 90.18.Temperature: 86.797; Catalyst: 1.648; estimated Yield: 89.239; 95% prediction interval 88.193 to 90.284.Temperature: 90.065; Catalyst: 1.648; estimated Yield: 88.988; 95% prediction interval 87.947 to 90.028.Temperature: 93.333; Catalyst: 1.648; estimated Yield: 88.377; 95% prediction interval 87.334 to 89.419.Temperature: 96.602; Catalyst: 1.648; estimated Yield: 87.406; 95% prediction interval 86.345 to 88.466.Temperature: 99.87; Catalyst: 1.648; estimated Yield: 86.075; 95% prediction interval 84.971 to 87.179; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 1.812; estimated Yield: 78.163; 95% prediction interval 77.009 to 79.316; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 1.812; estimated Yield: 80.869; 95% prediction interval 79.775 to 81.963.Temperature: 67.187; Catalyst: 1.812; estimated Yield: 83.215; 95% prediction interval 82.151 to 84.28.Temperature: 70.455; Catalyst: 1.812; estimated Yield: 85.202; 95% prediction interval 84.148 to 86.255.Temperature: 73.723; Catalyst: 1.812; estimated Yield: 86.828; 95% prediction interval 85.775 to 87.881.Temperature: 76.992; Catalyst: 1.812; estimated Yield: 88.095; 95% prediction interval 87.039 to 89.15.Temperature: 80.26; Catalyst: 1.812; estimated Yield: 89.001; 95% prediction interval 87.945 to 90.057.Temperature: 83.528; Catalyst: 1.812; estimated Yield: 89.548; 95% prediction interval 88.495 to 90.601.Temperature: 86.797; Catalyst: 1.812; estimated Yield: 89.735; 95% prediction interval 88.687 to 90.782.Temperature: 90.065; Catalyst: 1.812; estimated Yield: 89.562; 95% prediction interval 88.519 to 90.605.Temperature: 93.333; Catalyst: 1.812; estimated Yield: 89.028; 95% prediction interval 87.983 to 90.074.Temperature: 96.602; Catalyst: 1.812; estimated Yield: 88.135; 95% prediction interval 87.072 to 89.199.Temperature: 99.87; Catalyst: 1.812; estimated Yield: 86.883; 95% prediction interval 85.775 to 87.991; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 1.975; estimated Yield: 77.708; 95% prediction interval 76.527 to 78.889; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 1.975; estimated Yield: 80.492; 95% prediction interval 79.374 to 81.61.Temperature: 67.187; Catalyst: 1.975; estimated Yield: 82.916; 95% prediction interval 81.832 to 84.001.Temperature: 70.455; Catalyst: 1.975; estimated Yield: 84.98; 95% prediction interval 83.91 to 86.051.Temperature: 73.723; Catalyst: 1.975; estimated Yield: 86.685; 95% prediction interval 85.618 to 87.751.Temperature: 76.992; Catalyst: 1.975; estimated Yield: 88.029; 95% prediction interval 86.963 to 89.095.Temperature: 80.26; Catalyst: 1.975; estimated Yield: 89.014; 95% prediction interval 87.948 to 90.079.Temperature: 83.528; Catalyst: 1.975; estimated Yield: 89.638; 95% prediction interval 88.577 to 90.7.Temperature: 86.797; Catalyst: 1.975; estimated Yield: 89.903; 95% prediction interval 88.847 to 90.958.Temperature: 90.065; Catalyst: 1.975; estimated Yield: 89.808; 95% prediction interval 88.756 to 90.859.Temperature: 93.333; Catalyst: 1.975; estimated Yield: 89.352; 95% prediction interval 88.298 to 90.406.Temperature: 96.602; Catalyst: 1.975; estimated Yield: 88.537; 95% prediction interval 87.464 to 89.611.Temperature: 99.87; Catalyst: 1.975; estimated Yield: 87.362; 95% prediction interval 86.243 to 88.481; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 2.139; estimated Yield: 76.925; 95% prediction interval 75.693 to 78.157; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 2.139; estimated Yield: 79.787; 95% prediction interval 78.623 to 80.952; extrapolation beyond the observed design region.Temperature: 67.187; Catalyst: 2.139; estimated Yield: 82.289; 95% prediction interval 81.164 to 83.415; extrapolation beyond the observed design region.Temperature: 70.455; Catalyst: 2.139; estimated Yield: 84.431; 95% prediction interval 83.325 to 85.537.Temperature: 73.723; Catalyst: 2.139; estimated Yield: 86.213; 95% prediction interval 85.116 to 87.311.Temperature: 76.992; Catalyst: 2.139; estimated Yield: 87.636; 95% prediction interval 86.542 to 88.729.Temperature: 80.26; Catalyst: 2.139; estimated Yield: 88.698; 95% prediction interval 87.609 to 89.788.Temperature: 83.528; Catalyst: 2.139; estimated Yield: 89.401; 95% prediction interval 88.317 to 90.484.Temperature: 86.797; Catalyst: 2.139; estimated Yield: 89.743; 95% prediction interval 88.666 to 90.82.Temperature: 90.065; Catalyst: 2.139; estimated Yield: 89.726; 95% prediction interval 88.653 to 90.798.Temperature: 93.333; Catalyst: 2.139; estimated Yield: 89.348; 95% prediction interval 88.272 to 90.424.Temperature: 96.602; Catalyst: 2.139; estimated Yield: 88.611; 95% prediction interval 87.514 to 89.708.Temperature: 99.87; Catalyst: 2.139; estimated Yield: 87.514; 95% prediction interval 86.371 to 88.657; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 2.302; estimated Yield: 75.815; 95% prediction interval 74.499 to 77.131; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 2.302; estimated Yield: 78.754; 95% prediction interval 77.511 to 79.997; extrapolation beyond the observed design region.Temperature: 67.187; Catalyst: 2.302; estimated Yield: 81.334; 95% prediction interval 80.137 to 82.532; extrapolation beyond the observed design region.Temperature: 70.455; Catalyst: 2.302; estimated Yield: 83.554; 95% prediction interval 82.383 to 84.725; extrapolation beyond the observed design region.Temperature: 73.723; Catalyst: 2.302; estimated Yield: 85.414; 95% prediction interval 84.258 to 86.571; extrapolation beyond the observed design region.Temperature: 76.992; Catalyst: 2.302; estimated Yield: 86.914; 95% prediction interval 85.767 to 88.061.Temperature: 80.26; Catalyst: 2.302; estimated Yield: 88.055; 95% prediction interval 86.916 to 89.194.Temperature: 83.528; Catalyst: 2.302; estimated Yield: 88.835; 95% prediction interval 87.704 to 89.965.Temperature: 86.797; Catalyst: 2.302; estimated Yield: 89.255; 95% prediction interval 88.133 to 90.377.Temperature: 90.065; Catalyst: 2.302; estimated Yield: 89.316; 95% prediction interval 88.199 to 90.433.Temperature: 93.333; Catalyst: 2.302; estimated Yield: 89.016; 95% prediction interval 87.895 to 90.137.Temperature: 96.602; Catalyst: 2.302; estimated Yield: 88.357; 95% prediction interval 87.214 to 89.499.Temperature: 99.87; Catalyst: 2.302; estimated Yield: 87.337; 95% prediction interval 86.148 to 88.527; extrapolation beyond the observed design region.Temperature: 60.65; Catalyst: 2.466; estimated Yield: 74.376; 95% prediction interval 72.937 to 75.815; extrapolation beyond the observed design region.Temperature: 63.918; Catalyst: 2.466; estimated Yield: 77.394; 95% prediction interval 76.033 to 78.754; extrapolation beyond the observed design region.Temperature: 67.187; Catalyst: 2.466; estimated Yield: 80.051; 95% prediction interval 78.743 to 81.36; extrapolation beyond the observed design region.Temperature: 70.455; Catalyst: 2.466; estimated Yield: 82.349; 95% prediction interval 81.075 to 83.624; extrapolation beyond the observed design region.Temperature: 73.723; Catalyst: 2.466; estimated Yield: 84.287; 95% prediction interval 83.035 to 85.54; extrapolation beyond the observed design region.Temperature: 76.992; Catalyst: 2.466; estimated Yield: 85.865; 95% prediction interval 84.628 to 87.102; extrapolation beyond the observed design region.Temperature: 80.26; Catalyst: 2.466; estimated Yield: 87.083; 95% prediction interval 85.859 to 88.307; extrapolation beyond the observed design region.Temperature: 83.528; Catalyst: 2.466; estimated Yield: 87.941; 95% prediction interval 86.73 to 89.153; extrapolation beyond the observed design region.Temperature: 86.797; Catalyst: 2.466; estimated Yield: 88.44; 95% prediction interval 87.238 to 89.641; extrapolation beyond the observed design region.Temperature: 90.065; Catalyst: 2.466; estimated Yield: 88.578; 95% prediction interval 87.383 to 89.773; extrapolation beyond the observed design region.Temperature: 93.333; Catalyst: 2.466; estimated Yield: 88.356; 95% prediction interval 87.157 to 89.555; extrapolation beyond the observed design region.Temperature: 96.602; Catalyst: 2.466; estimated Yield: 87.775; 95% prediction interval 86.554 to 88.995; extrapolation beyond the observed design region.Temperature: 99.87; Catalyst: 2.466; estimated Yield: 86.833; 95% prediction interval 85.566 to 88.101; extrapolation beyond the observed design region.TemperatureCatalystEstimated yield69.99489.903
Calculated model estimates

Recent experiments

ExperimentDesignStatusVersion
Catalyst & temperature studySeeded random demonstrationObservations recordedv1

Recent activity

Sample follow-up design computed

Three Gaussian-process candidate settings computed from synthetic observations. Proposed settings are estimates, not measured improvements.

Oct 24
Sample response surface computed

169 OLS model estimates with pointwise prediction intervals. Extrapolation warnings remain attached to the result.

Oct 24
Sample model comparison included

Published Python reference results: mean baseline, linear regression, quadratic ridge, and random forest. 36 training and 12 held-out observations.

Oct 24
Synthetic sample package assembled

48 generated observations, descriptive analysis, model results, and recorded parameters assembled for this read-only product tour. Dates identify package assembly, not laboratory activity.

Oct 24
The demonstration study contains synthetic measurements. It illustrates the workflow and does not establish laboratory performance.Download sample CSV