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edited Feb 21, 2013 at 13:36

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I want to create ListContourPlotsListContourPlots for sets of Data (from a physics simulation) given as Triplets {x, y, f(x, y)}. Certain parameter regions in the x-y-plane are excluded by experiments. The list of triplets simply does not contain any Triplets with excluded x-y-parameters. ListPointPlot3DListPointPlot3D shows that this is not the problem.

The problem is that ListContourPlotListContourPlot (which I prefer to use, since I have to correlate exclusions from different quantities) interpolates values into regions where no data points are given, as soon as the shape of the data-filled region becomes concave.

I figure it has something to do with the "Method" option of ListContourPlotListContourPlot, but those things are reeeealyreally badly documented.

The spoiler containsHere is a list of 140 data triplettstriplets that show the problem.

! {{14., 2.1, 125.433}, {14., 2.1375, 125.957}, {14., 2.175, 126.58}, {14., 2.2125, 127.354}, {14., 2.25, 128.415}, {14.5, 2.1125, 125.698}, {14.5, 2.15, 126.315}, {14.5, 2.1875, 127.087}, {14.5, 2.225, 128.152}, {15., 2.1, 125.593}, {15., 2.1375, 126.238}, {15., 2.175, 127.061}, {15., 2.2125, 128.256}, {15.5, 2.1125, 125.886}, {15.5, 2.15, 126.669}, {15.5, 2.1875, 127.783}, {16., 2.1, 125.73}, {16., 2.1375, 126.534}, {16., 2.175, 127.708}, {16.5, 2.1125, 126.054}, {16.5, 2.15, 127.082}, {17., 2.1, 125.829}, {17., 2.1375, 126.85}, {17.5, 2.1, 125.858}, {17.5, 2.1375, 127.016}, {18., 2.1, 125.868}, {18., 2.1375, 127.185}, {18.5, 2.1125, 126.243}, {18.5, 2.15, 128.277}, {19., 2.125, 126.76}, {19.5, 2.1125, 126.183}, {20., 2.1, 125.633}, {20., 2.1375, 127.686}, {20.5, 2.125, 126.573}, {21., 2.1125, 125.763}, {21.5, 2.1, 125.093}, {21.5, 2.1375, 127.062}, {22., 2.125, 125.806}, {22.5, 2.1125, 124.979}, {22.5, 2.15, 127.707}, {23., 2.125, 125.111}, {23.5, 2.1, 124.03}, {23.5, 2.1375, 125.248}, {24., 2.1, 123.738}, {24., 2.1375, 124.82}, {24.5, 2.1, 123.445}, {24.5, 2.1375, 124.411}, {24.5, 2.175, 126.896}, {25., 2.125, 123.689}, {25., 2.1625, 124.924}, {25.5, 2.1125, 123.092}, {25.5, 2.15, 123.987}, {25.5, 2.1875, 125.801}, {26., 2.125, 123.022}, {26., 2.1625, 123.937}, {26., 2.2, 125.892}, {26.5, 2.125, 122.703}, {26.5, 2.1625, 123.512}, {26.5, 2.2, 124.901}, {27., 2.1125, 122.198}, {27., 2.15, 122.848}, {27., 2.1875, 123.782}, {27., 2.225, 125.874}, {27.5, 2.125, 122.095}, {27.5, 2.1625, 122.745}, {27.5, 2.2, 123.676}, {27.5, 2.2375, 125.734}, {28., 2.125, 121.808}, {28., 2.1625, 122.394}, {28., 2.2, 123.198}, {28., 2.2375, 124.563}, {28.5, 2.1125, 121.39}, {28.5, 2.15, 121.87}, {28.5, 2.1875, 122.506}, {28.5, 2.225, 123.412}, {28.5, 2.2625, 125.253}, {29., 2.125, 121.29}, {29., 2.1625, 121.747}, {29., 2.2, 122.372}, {29., 2.2375, 123.256}, {29., 2.275, 124.961}, {29.5, 2.125, 121.036}, {29.5, 2.1625, 121.454}, {29.5, 2.2, 122.006}, {29.5, 2.2375, 122.762}, {29.5, 2.275, 123.966}, {30., 2.1, 120.465}, {30., 2.1375, 120.896}, {30., 2.175, 121.334}, {30., 2.2125, 121.862}, {30., 2.25, 122.595}, {30., 2.2875, 123.735}, {30.5, 2.1, 120.187}, {30.5, 2.1375, 120.599}, {30.5, 2.175, 121.065}, {30.5, 2.2125, 121.525}, {30.5, 2.25, 122.157}, {30.5, 2.2875, 123.07}, {30.5, 2.325, 124.9}, {31., 2.125, 120.167}, {31., 2.1625, 120.593}, {31., 2.2, 121.078}, {31., 2.2375, 121.561}, {31., 2.275, 122.237}, {31., 2.3125, 123.247}, {31., 2.35, 126.014}, {31.5, 2.125, 119.881}, {31.5, 2.1625, 120.285}, {31.5, 2.2, 120.747}, {31.5, 2.2375, 121.268}, {31.5, 2.275, 121.808}, {31.5, 2.3125, 122.628}, {31.5, 2.35, 124.034}, {32., 2.1125, 119.484}, {32., 2.15, 119.849}, {32., 2.1875, 120.264}, {32., 2.225, 120.742}, {32., 2.2625, 121.268}, {32., 2.3, 121.85}, {32., 2.3375, 122.72}, {32.5, 2.1125, 119.213}, {32.5, 2.15, 119.558}, {32.5, 2.1875, 119.949}, {32.5, 2.225, 120.396}, {32.5, 2.2625, 120.911}, {32.5, 2.3, 121.431}, {33., 2.1, 118.846}, {33., 2.1375, 119.16}, {33., 2.175, 119.512}, {33., 2.2125, 119.91}, {33., 2.25, 120.365}, {33., 2.2875, 120.871}, {33.5, 2.125, 118.783}, {33.5, 2.1625, 119.101}, {33.5, 2.2, 119.458}, {33.5, 2.2375, 119.856}, {34., 2.1, 118.333}, {34., 2.1375, 118.614}, {34., 2.175, 118.923}, {34., 2.2125, 119.261}}

l= {{14., 2.1, 125.433}, {14., 2.1375, 125.957}, {14., 2.175, 
  126.58}, {14., 2.2125, 127.354}, {14., 2.25, 128.415}, {14.5, 
  2.1125, 125.698}, {14.5, 2.15, 126.315}, {14.5, 2.1875, 
  127.087}, {14.5, 2.225, 128.152}, {15., 2.1, 125.593}, {15., 2.1375,
   126.238}, {15., 2.175, 127.061}, {15., 2.2125, 128.256}, {15.5, 
  2.1125, 125.886}, {15.5, 2.15, 126.669}, {15.5, 2.1875, 
  127.783}, {16., 2.1, 125.73}, {16., 2.1375, 126.534}, {16., 2.175, 
  127.708}, {16.5, 2.1125, 126.054}, {16.5, 2.15, 127.082}, {17., 2.1,
   125.829}, {17., 2.1375, 126.85}, {17.5, 2.1, 125.858}, {17.5, 
  2.1375, 127.016}, {18., 2.1, 125.868}, {18., 2.1375, 
  127.185}, {18.5, 2.1125, 126.243}, {18.5, 2.15, 128.277}, {19., 
  2.125, 126.76}, {19.5, 2.1125, 126.183}, {20., 2.1, 125.633}, {20., 
  2.1375, 127.686}, {20.5, 2.125, 126.573}, {21., 2.1125, 
  125.763}, {21.5, 2.1, 125.093}, {21.5, 2.1375, 127.062}, {22., 
  2.125, 125.806}, {22.5, 2.1125, 124.979}, {22.5, 2.15, 
  127.707}, {23., 2.125, 125.111}, {23.5, 2.1, 124.03}, {23.5, 2.1375,
   125.248}, {24., 2.1, 123.738}, {24., 2.1375, 124.82}, {24.5, 2.1, 
  123.445}, {24.5, 2.1375, 124.411}, {24.5, 2.175, 126.896}, {25., 
  2.125, 123.689}, {25., 2.1625, 124.924}, {25.5, 2.1125, 
  123.092}, {25.5, 2.15, 123.987}, {25.5, 2.1875, 125.801}, {26., 
  2.125, 123.022}, {26., 2.1625, 123.937}, {26., 2.2, 125.892}, {26.5,
   2.125, 122.703}, {26.5, 2.1625, 123.512}, {26.5, 2.2, 
  124.901}, {27., 2.1125, 122.198}, {27., 2.15, 122.848}, {27., 
  2.1875, 123.782}, {27., 2.225, 125.874}, {27.5, 2.125, 
  122.095}, {27.5, 2.1625, 122.745}, {27.5, 2.2, 123.676}, {27.5, 
  2.2375, 125.734}, {28., 2.125, 121.808}, {28., 2.1625, 
  122.394}, {28., 2.2, 123.198}, {28., 2.2375, 124.563}, {28.5, 
  2.1125, 121.39}, {28.5, 2.15, 121.87}, {28.5, 2.1875, 
  122.506}, {28.5, 2.225, 123.412}, {28.5, 2.2625, 125.253}, {29., 
  2.125, 121.29}, {29., 2.1625, 121.747}, {29., 2.2, 122.372}, {29., 
  2.2375, 123.256}, {29., 2.275, 124.961}, {29.5, 2.125, 
  121.036}, {29.5, 2.1625, 121.454}, {29.5, 2.2, 122.006}, {29.5, 
  2.2375, 122.762}, {29.5, 2.275, 123.966}, {30., 2.1, 120.465}, {30.,
   2.1375, 120.896}, {30., 2.175, 121.334}, {30., 2.2125, 
  121.862}, {30., 2.25, 122.595}, {30., 2.2875, 123.735}, {30.5, 2.1, 
  120.187}, {30.5, 2.1375, 120.599}, {30.5, 2.175, 121.065}, {30.5, 
  2.2125, 121.525}, {30.5, 2.25, 122.157}, {30.5, 2.2875, 
  123.07}, {30.5, 2.325, 124.9}, {31., 2.125, 120.167}, {31., 2.1625, 
  120.593}, {31., 2.2, 121.078}, {31., 2.2375, 121.561}, {31., 2.275, 
  122.237}, {31., 2.3125, 123.247}, {31., 2.35, 126.014}, {31.5, 
  2.125, 119.881}, {31.5, 2.1625, 120.285}, {31.5, 2.2, 
  120.747}, {31.5, 2.2375, 121.268}, {31.5, 2.275, 121.808}, {31.5, 
  2.3125, 122.628}, {31.5, 2.35, 124.034}, {32., 2.1125, 
  119.484}, {32., 2.15, 119.849}, {32., 2.1875, 120.264}, {32., 2.225,
   120.742}, {32., 2.2625, 121.268}, {32., 2.3, 121.85}, {32., 2.3375,
   122.72}, {32.5, 2.1125, 119.213}, {32.5, 2.15, 119.558}, {32.5, 
  2.1875, 119.949}, {32.5, 2.225, 120.396}, {32.5, 2.2625, 
  120.911}, {32.5, 2.3, 121.431}, {33., 2.1, 118.846}, {33., 2.1375, 
  119.16}, {33., 2.175, 119.512}, {33., 2.2125, 119.91}, {33., 2.25, 
  120.365}, {33., 2.2875, 120.871}, {33.5, 2.125, 118.783}, {33.5, 
  2.1625, 119.101}, {33.5, 2.2, 119.458}, {33.5, 2.2375, 
  119.856}, {34., 2.1, 118.333}, {34., 2.1375, 118.614}, {34., 2.175, 
  118.923}, {34., 2.2125, 119.261}};

ListPlot@l[[All, 1 ;; 2]]

Mathematica graphics

I want to create ListContourPlots for sets of Data (from a physics simulation) given as Triplets {x, y, f(x, y)}. Certain parameter regions in the x-y-plane are excluded by experiments. The list of triplets simply does not contain any Triplets with excluded x-y-parameters. ListPointPlot3D shows that this is not the problem.

The problem is that ListContourPlot (which I prefer to use, since I have to correlate exclusions from different quantities) interpolates values into regions where no data points are given, as soon as the shape of the data-filled region becomes concave.

I figure it has something to do with the "Method" option of ListContourPlot, but those things are reeeealy badly documented.

The spoiler contains a list of 140 data tripletts that show the problem.

! {{14., 2.1, 125.433}, {14., 2.1375, 125.957}, {14., 2.175, 126.58}, {14., 2.2125, 127.354}, {14., 2.25, 128.415}, {14.5, 2.1125, 125.698}, {14.5, 2.15, 126.315}, {14.5, 2.1875, 127.087}, {14.5, 2.225, 128.152}, {15., 2.1, 125.593}, {15., 2.1375, 126.238}, {15., 2.175, 127.061}, {15., 2.2125, 128.256}, {15.5, 2.1125, 125.886}, {15.5, 2.15, 126.669}, {15.5, 2.1875, 127.783}, {16., 2.1, 125.73}, {16., 2.1375, 126.534}, {16., 2.175, 127.708}, {16.5, 2.1125, 126.054}, {16.5, 2.15, 127.082}, {17., 2.1, 125.829}, {17., 2.1375, 126.85}, {17.5, 2.1, 125.858}, {17.5, 2.1375, 127.016}, {18., 2.1, 125.868}, {18., 2.1375, 127.185}, {18.5, 2.1125, 126.243}, {18.5, 2.15, 128.277}, {19., 2.125, 126.76}, {19.5, 2.1125, 126.183}, {20., 2.1, 125.633}, {20., 2.1375, 127.686}, {20.5, 2.125, 126.573}, {21., 2.1125, 125.763}, {21.5, 2.1, 125.093}, {21.5, 2.1375, 127.062}, {22., 2.125, 125.806}, {22.5, 2.1125, 124.979}, {22.5, 2.15, 127.707}, {23., 2.125, 125.111}, {23.5, 2.1, 124.03}, {23.5, 2.1375, 125.248}, {24., 2.1, 123.738}, {24., 2.1375, 124.82}, {24.5, 2.1, 123.445}, {24.5, 2.1375, 124.411}, {24.5, 2.175, 126.896}, {25., 2.125, 123.689}, {25., 2.1625, 124.924}, {25.5, 2.1125, 123.092}, {25.5, 2.15, 123.987}, {25.5, 2.1875, 125.801}, {26., 2.125, 123.022}, {26., 2.1625, 123.937}, {26., 2.2, 125.892}, {26.5, 2.125, 122.703}, {26.5, 2.1625, 123.512}, {26.5, 2.2, 124.901}, {27., 2.1125, 122.198}, {27., 2.15, 122.848}, {27., 2.1875, 123.782}, {27., 2.225, 125.874}, {27.5, 2.125, 122.095}, {27.5, 2.1625, 122.745}, {27.5, 2.2, 123.676}, {27.5, 2.2375, 125.734}, {28., 2.125, 121.808}, {28., 2.1625, 122.394}, {28., 2.2, 123.198}, {28., 2.2375, 124.563}, {28.5, 2.1125, 121.39}, {28.5, 2.15, 121.87}, {28.5, 2.1875, 122.506}, {28.5, 2.225, 123.412}, {28.5, 2.2625, 125.253}, {29., 2.125, 121.29}, {29., 2.1625, 121.747}, {29., 2.2, 122.372}, {29., 2.2375, 123.256}, {29., 2.275, 124.961}, {29.5, 2.125, 121.036}, {29.5, 2.1625, 121.454}, {29.5, 2.2, 122.006}, {29.5, 2.2375, 122.762}, {29.5, 2.275, 123.966}, {30., 2.1, 120.465}, {30., 2.1375, 120.896}, {30., 2.175, 121.334}, {30., 2.2125, 121.862}, {30., 2.25, 122.595}, {30., 2.2875, 123.735}, {30.5, 2.1, 120.187}, {30.5, 2.1375, 120.599}, {30.5, 2.175, 121.065}, {30.5, 2.2125, 121.525}, {30.5, 2.25, 122.157}, {30.5, 2.2875, 123.07}, {30.5, 2.325, 124.9}, {31., 2.125, 120.167}, {31., 2.1625, 120.593}, {31., 2.2, 121.078}, {31., 2.2375, 121.561}, {31., 2.275, 122.237}, {31., 2.3125, 123.247}, {31., 2.35, 126.014}, {31.5, 2.125, 119.881}, {31.5, 2.1625, 120.285}, {31.5, 2.2, 120.747}, {31.5, 2.2375, 121.268}, {31.5, 2.275, 121.808}, {31.5, 2.3125, 122.628}, {31.5, 2.35, 124.034}, {32., 2.1125, 119.484}, {32., 2.15, 119.849}, {32., 2.1875, 120.264}, {32., 2.225, 120.742}, {32., 2.2625, 121.268}, {32., 2.3, 121.85}, {32., 2.3375, 122.72}, {32.5, 2.1125, 119.213}, {32.5, 2.15, 119.558}, {32.5, 2.1875, 119.949}, {32.5, 2.225, 120.396}, {32.5, 2.2625, 120.911}, {32.5, 2.3, 121.431}, {33., 2.1, 118.846}, {33., 2.1375, 119.16}, {33., 2.175, 119.512}, {33., 2.2125, 119.91}, {33., 2.25, 120.365}, {33., 2.2875, 120.871}, {33.5, 2.125, 118.783}, {33.5, 2.1625, 119.101}, {33.5, 2.2, 119.458}, {33.5, 2.2375, 119.856}, {34., 2.1, 118.333}, {34., 2.1375, 118.614}, {34., 2.175, 118.923}, {34., 2.2125, 119.261}}

I want to create ListContourPlots for sets of Data (from a physics simulation) given as Triplets {x, y, f(x, y)}. Certain parameter regions in the x-y-plane are excluded by experiments. The list of triplets simply does not contain any Triplets with excluded x-y-parameters. ListPointPlot3D shows that this is not the problem.

The problem is that ListContourPlot (which I prefer to use, since I have to correlate exclusions from different quantities) interpolates values into regions where no data points are given, as soon as the shape of the data-filled region becomes concave.

I figure it has something to do with the "Method" option of ListContourPlot, but those things are really badly documented.

Here is a list of 140 data triplets that show the problem.

l= {{14., 2.1, 125.433}, {14., 2.1375, 125.957}, {14., 2.175, 
  126.58}, {14., 2.2125, 127.354}, {14., 2.25, 128.415}, {14.5, 
  2.1125, 125.698}, {14.5, 2.15, 126.315}, {14.5, 2.1875, 
  127.087}, {14.5, 2.225, 128.152}, {15., 2.1, 125.593}, {15., 2.1375,
   126.238}, {15., 2.175, 127.061}, {15., 2.2125, 128.256}, {15.5, 
  2.1125, 125.886}, {15.5, 2.15, 126.669}, {15.5, 2.1875, 
  127.783}, {16., 2.1, 125.73}, {16., 2.1375, 126.534}, {16., 2.175, 
  127.708}, {16.5, 2.1125, 126.054}, {16.5, 2.15, 127.082}, {17., 2.1,
   125.829}, {17., 2.1375, 126.85}, {17.5, 2.1, 125.858}, {17.5, 
  2.1375, 127.016}, {18., 2.1, 125.868}, {18., 2.1375, 
  127.185}, {18.5, 2.1125, 126.243}, {18.5, 2.15, 128.277}, {19., 
  2.125, 126.76}, {19.5, 2.1125, 126.183}, {20., 2.1, 125.633}, {20., 
  2.1375, 127.686}, {20.5, 2.125, 126.573}, {21., 2.1125, 
  125.763}, {21.5, 2.1, 125.093}, {21.5, 2.1375, 127.062}, {22., 
  2.125, 125.806}, {22.5, 2.1125, 124.979}, {22.5, 2.15, 
  127.707}, {23., 2.125, 125.111}, {23.5, 2.1, 124.03}, {23.5, 2.1375,
   125.248}, {24., 2.1, 123.738}, {24., 2.1375, 124.82}, {24.5, 2.1, 
  123.445}, {24.5, 2.1375, 124.411}, {24.5, 2.175, 126.896}, {25., 
  2.125, 123.689}, {25., 2.1625, 124.924}, {25.5, 2.1125, 
  123.092}, {25.5, 2.15, 123.987}, {25.5, 2.1875, 125.801}, {26., 
  2.125, 123.022}, {26., 2.1625, 123.937}, {26., 2.2, 125.892}, {26.5,
   2.125, 122.703}, {26.5, 2.1625, 123.512}, {26.5, 2.2, 
  124.901}, {27., 2.1125, 122.198}, {27., 2.15, 122.848}, {27., 
  2.1875, 123.782}, {27., 2.225, 125.874}, {27.5, 2.125, 
  122.095}, {27.5, 2.1625, 122.745}, {27.5, 2.2, 123.676}, {27.5, 
  2.2375, 125.734}, {28., 2.125, 121.808}, {28., 2.1625, 
  122.394}, {28., 2.2, 123.198}, {28., 2.2375, 124.563}, {28.5, 
  2.1125, 121.39}, {28.5, 2.15, 121.87}, {28.5, 2.1875, 
  122.506}, {28.5, 2.225, 123.412}, {28.5, 2.2625, 125.253}, {29., 
  2.125, 121.29}, {29., 2.1625, 121.747}, {29., 2.2, 122.372}, {29., 
  2.2375, 123.256}, {29., 2.275, 124.961}, {29.5, 2.125, 
  121.036}, {29.5, 2.1625, 121.454}, {29.5, 2.2, 122.006}, {29.5, 
  2.2375, 122.762}, {29.5, 2.275, 123.966}, {30., 2.1, 120.465}, {30.,
   2.1375, 120.896}, {30., 2.175, 121.334}, {30., 2.2125, 
  121.862}, {30., 2.25, 122.595}, {30., 2.2875, 123.735}, {30.5, 2.1, 
  120.187}, {30.5, 2.1375, 120.599}, {30.5, 2.175, 121.065}, {30.5, 
  2.2125, 121.525}, {30.5, 2.25, 122.157}, {30.5, 2.2875, 
  123.07}, {30.5, 2.325, 124.9}, {31., 2.125, 120.167}, {31., 2.1625, 
  120.593}, {31., 2.2, 121.078}, {31., 2.2375, 121.561}, {31., 2.275, 
  122.237}, {31., 2.3125, 123.247}, {31., 2.35, 126.014}, {31.5, 
  2.125, 119.881}, {31.5, 2.1625, 120.285}, {31.5, 2.2, 
  120.747}, {31.5, 2.2375, 121.268}, {31.5, 2.275, 121.808}, {31.5, 
  2.3125, 122.628}, {31.5, 2.35, 124.034}, {32., 2.1125, 
  119.484}, {32., 2.15, 119.849}, {32., 2.1875, 120.264}, {32., 2.225,
   120.742}, {32., 2.2625, 121.268}, {32., 2.3, 121.85}, {32., 2.3375,
   122.72}, {32.5, 2.1125, 119.213}, {32.5, 2.15, 119.558}, {32.5, 
  2.1875, 119.949}, {32.5, 2.225, 120.396}, {32.5, 2.2625, 
  120.911}, {32.5, 2.3, 121.431}, {33., 2.1, 118.846}, {33., 2.1375, 
  119.16}, {33., 2.175, 119.512}, {33., 2.2125, 119.91}, {33., 2.25, 
  120.365}, {33., 2.2875, 120.871}, {33.5, 2.125, 118.783}, {33.5, 
  2.1625, 119.101}, {33.5, 2.2, 119.458}, {33.5, 2.2375, 
  119.856}, {34., 2.1, 118.333}, {34., 2.1375, 118.614}, {34., 2.175, 
  118.923}, {34., 2.2125, 119.261}};

ListPlot@l[[All, 1 ;; 2]]

Mathematica graphics

Source Link

asked Feb 21, 2013 at 8:33

Neuneck

ListContourPlot interpolation screws up on concave set of data

I already tried creating a list that is only defined in the excluded regions and painting it over the original plot, however, my dataset is not entirely concave, so that overpainting will cut off some of the interesting parts of the plot...

I figure it has something to do with the "Method" option of ListContourPlot, but those things are reeeealy badly documented.

The spoiler contains a list of 140 data tripletts that show the problem.

! {{14., 2.1, 125.433}, {14., 2.1375, 125.957}, {14., 2.175, 126.58}, {14., 2.2125, 127.354}, {14., 2.25, 128.415}, {14.5, 2.1125, 125.698}, {14.5, 2.15, 126.315}, {14.5, 2.1875, 127.087}, {14.5, 2.225, 128.152}, {15., 2.1, 125.593}, {15., 2.1375, 126.238}, {15., 2.175, 127.061}, {15., 2.2125, 128.256}, {15.5, 2.1125, 125.886}, {15.5, 2.15, 126.669}, {15.5, 2.1875, 127.783}, {16., 2.1, 125.73}, {16., 2.1375, 126.534}, {16., 2.175, 127.708}, {16.5, 2.1125, 126.054}, {16.5, 2.15, 127.082}, {17., 2.1, 125.829}, {17., 2.1375, 126.85}, {17.5, 2.1, 125.858}, {17.5, 2.1375, 127.016}, {18., 2.1, 125.868}, {18., 2.1375, 127.185}, {18.5, 2.1125, 126.243}, {18.5, 2.15, 128.277}, {19., 2.125, 126.76}, {19.5, 2.1125, 126.183}, {20., 2.1, 125.633}, {20., 2.1375, 127.686}, {20.5, 2.125, 126.573}, {21., 2.1125, 125.763}, {21.5, 2.1, 125.093}, {21.5, 2.1375, 127.062}, {22., 2.125, 125.806}, {22.5, 2.1125, 124.979}, {22.5, 2.15, 127.707}, {23., 2.125, 125.111}, {23.5, 2.1, 124.03}, {23.5, 2.1375, 125.248}, {24., 2.1, 123.738}, {24., 2.1375, 124.82}, {24.5, 2.1, 123.445}, {24.5, 2.1375, 124.411}, {24.5, 2.175, 126.896}, {25., 2.125, 123.689}, {25., 2.1625, 124.924}, {25.5, 2.1125, 123.092}, {25.5, 2.15, 123.987}, {25.5, 2.1875, 125.801}, {26., 2.125, 123.022}, {26., 2.1625, 123.937}, {26., 2.2, 125.892}, {26.5, 2.125, 122.703}, {26.5, 2.1625, 123.512}, {26.5, 2.2, 124.901}, {27., 2.1125, 122.198}, {27., 2.15, 122.848}, {27., 2.1875, 123.782}, {27., 2.225, 125.874}, {27.5, 2.125, 122.095}, {27.5, 2.1625, 122.745}, {27.5, 2.2, 123.676}, {27.5, 2.2375, 125.734}, {28., 2.125, 121.808}, {28., 2.1625, 122.394}, {28., 2.2, 123.198}, {28., 2.2375, 124.563}, {28.5, 2.1125, 121.39}, {28.5, 2.15, 121.87}, {28.5, 2.1875, 122.506}, {28.5, 2.225, 123.412}, {28.5, 2.2625, 125.253}, {29., 2.125, 121.29}, {29., 2.1625, 121.747}, {29., 2.2, 122.372}, {29., 2.2375, 123.256}, {29., 2.275, 124.961}, {29.5, 2.125, 121.036}, {29.5, 2.1625, 121.454}, {29.5, 2.2, 122.006}, {29.5, 2.2375, 122.762}, {29.5, 2.275, 123.966}, {30., 2.1, 120.465}, {30., 2.1375, 120.896}, {30., 2.175, 121.334}, {30., 2.2125, 121.862}, {30., 2.25, 122.595}, {30., 2.2875, 123.735}, {30.5, 2.1, 120.187}, {30.5, 2.1375, 120.599}, {30.5, 2.175, 121.065}, {30.5, 2.2125, 121.525}, {30.5, 2.25, 122.157}, {30.5, 2.2875, 123.07}, {30.5, 2.325, 124.9}, {31., 2.125, 120.167}, {31., 2.1625, 120.593}, {31., 2.2, 121.078}, {31., 2.2375, 121.561}, {31., 2.275, 122.237}, {31., 2.3125, 123.247}, {31., 2.35, 126.014}, {31.5, 2.125, 119.881}, {31.5, 2.1625, 120.285}, {31.5, 2.2, 120.747}, {31.5, 2.2375, 121.268}, {31.5, 2.275, 121.808}, {31.5, 2.3125, 122.628}, {31.5, 2.35, 124.034}, {32., 2.1125, 119.484}, {32., 2.15, 119.849}, {32., 2.1875, 120.264}, {32., 2.225, 120.742}, {32., 2.2625, 121.268}, {32., 2.3, 121.85}, {32., 2.3375, 122.72}, {32.5, 2.1125, 119.213}, {32.5, 2.15, 119.558}, {32.5, 2.1875, 119.949}, {32.5, 2.225, 120.396}, {32.5, 2.2625, 120.911}, {32.5, 2.3, 121.431}, {33., 2.1, 118.846}, {33., 2.1375, 119.16}, {33., 2.175, 119.512}, {33., 2.2125, 119.91}, {33., 2.25, 120.365}, {33., 2.2875, 120.871}, {33.5, 2.125, 118.783}, {33.5, 2.1625, 119.101}, {33.5, 2.2, 119.458}, {33.5, 2.2375, 119.856}, {34., 2.1, 118.333}, {34., 2.1375, 118.614}, {34., 2.175, 118.923}, {34., 2.2125, 119.261}}