Skip to main content

gathering - binning list of lists in unequal bin lengths


I'm lookin for binning of


list1={{"1A",1},{"2A",2},{"170A",170},{"3A",3},{"90A",90},{"80A",80},{"2A",2},{"110A",110},{"222A",222},{"200A",200},{"215A",215},{"30A",30}}


into


bins={{0,20,100,∞}}

according to 2nd element in sublists as bin criterion?



Answer



I think this should work for you:


binBy1[dat_, bins_, fn_] :=
With[{intv = Interval /@ Partition[bins, 2, 1]},
dat //

GroupBy[IntervalMemberQ[intv, fn@#] &] //
KeyMap[Pick[intv, #][[1, 1]] & ] //
KeySort
]

Use:


binBy1[list1, {0, 20, 100, ∞}, Last]


<|{0, 20} -> {{"1A", 1}, {"2A", 2}, {"3A", 3}, {"2A", 2}},

{20, 100} -> {{"90A", 90}, {"80A", 80}, {"30A", 30}},
{100, ∞} -> {{"170A", 170}, {"110A", 110}, {"222A", 222},
{"200A", 200}, {"215A", 215}}|>

If you just want the values:


binBy2[dat_, bins_, fn_] :=
With[{intv = Interval /@ Partition[bins, 2, 1]},
dat //
GroupBy[IntervalMemberQ[intv, fn@#] &] //
KeyMap[Pick[intv, #][[1]] & ] //

Lookup[#, intv, {}] &
]

binBy2[{ {"90A", 90}, {"3A", 3}}, {-50, 0, 20, 100, ∞}, Last]


{{}, {{"3A", 3}}, {{"90A", 90}}, {}}



Performance



This ends up less clean than the code above, which you already feel is complicated, but for performance Interpolation can be far superior to IntervalMemberQ as I used it above.


binsToIFn[bins_List] :=
Interpolation[{Join[{$MinMachineNumber}, bins, {$MaxMachineNumber}],
Range[0, Length@bins + 1]}\[Transpose], InterpolationOrder -> 0]

binBy3[dat_, bins_, fn_] :=
With[{IFn = binsToIFn @ bins},
dat //
GroupBy[IFn @* fn] //
KeyMap[Round] //

Lookup[#, Range[Length@bins + 1], {}] &
]

Note that with this function $MinMachineNumber and $MaxMachineNumber are automatically used as the bounding intervals so they may be omitted from the list.


Timings compared to my first two functions on a large problem:


bins = Union @ RandomInteger[999, 300];
bins = Join[{-10}, bins, {1200}];

big = RandomReal[999, {50000, 2}];


binBy1[big, bins, Last] // Length // Timing
binBy2[big, bins, Last] // Length // Timing
binBy3[big, bins, Last] // Length // Timing


{5.63164, 269}

{5.60044, 269}

{0.109201, 271}


Coolwater's function on my machine:


binBy[big, {bins}] // Length // Timing


{9.36006, 269}

Comments

Popular posts from this blog

plotting - Filling between two spheres in SphericalPlot3D

Manipulate[ SphericalPlot3D[{1, 2 - n}, {θ, 0, Pi}, {ϕ, 0, 1.5 Pi}, Mesh -> None, PlotPoints -> 15, PlotRange -> {-2.2, 2.2}], {n, 0, 1}] I cant' seem to be able to make a filling between two spheres. I've already tried the obvious Filling -> {1 -> {2}} but Mathematica doesn't seem to like that option. Is there any easy way around this or ... Answer There is no built-in filling in SphericalPlot3D . One option is to use ParametricPlot3D to draw the surfaces between the two shells: Manipulate[ Show[SphericalPlot3D[{1, 2 - n}, {θ, 0, Pi}, {ϕ, 0, 1.5 Pi}, PlotPoints -> 15, PlotRange -> {-2.2, 2.2}], ParametricPlot3D[{ r {Sin[t] Cos[1.5 Pi], Sin[t] Sin[1.5 Pi], Cos[t]}, r {Sin[t] Cos[0 Pi], Sin[t] Sin[0 Pi], Cos[t]}}, {r, 1, 2 - n}, {t, 0, Pi}, PlotStyle -> Yellow, Mesh -> {2, 15}]], {n, 0, 1}]

plotting - Plot 4D data with color as 4th dimension

I have a list of 4D data (x position, y position, amplitude, wavelength). I want to plot x, y, and amplitude on a 3D plot and have the color of the points correspond to the wavelength. I have seen many examples using functions to define color but my wavelength cannot be expressed by an analytic function. Is there a simple way to do this? Answer Here a another possible way to visualize 4D data: data = Flatten[Table[{x, y, x^2 + y^2, Sin[x - y]}, {x, -Pi, Pi,Pi/10}, {y,-Pi,Pi, Pi/10}], 1]; You can use the function Point along with VertexColors . Now the points are places using the first three elements and the color is determined by the fourth. In this case I used Hue, but you can use whatever you prefer. Graphics3D[ Point[data[[All, 1 ;; 3]], VertexColors -> Hue /@ data[[All, 4]]], Axes -> True, BoxRatios -> {1, 1, 1/GoldenRatio}]

plotting - Adding a thick curve to a regionplot

Suppose we have the following simple RegionPlot: f[x_] := 1 - x^2 g[x_] := 1 - 0.5 x^2 RegionPlot[{y < f[x], f[x] < y < g[x], y > g[x]}, {x, 0, 2}, {y, 0, 2}] Now I'm trying to change the curve defined by $y=g[x]$ into a thick black curve, while leaving all other boundaries in the plot unchanged. I've tried adding the region $y=g[x]$ and playing with the plotstyle, which didn't work, and I've tried BoundaryStyle, which changed all the boundaries in the plot. Now I'm kinda out of ideas... Any help would be appreciated! Answer With f[x_] := 1 - x^2 g[x_] := 1 - 0.5 x^2 You can use Epilog to add the thick line: RegionPlot[{y < f[x], f[x] < y < g[x], y > g[x]}, {x, 0, 2}, {y, 0, 2}, PlotPoints -> 50, Epilog -> (Plot[g[x], {x, 0, 2}, PlotStyle -> {Black, Thick}][[1]]), PlotStyle -> {Directive[Yellow, Opacity[0.4]], Directive[Pink, Opacity[0.4]],