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         "metadata": {},
         "output_type": "execute_result"
    
        },
        {
         "name": "stderr",
         "output_type": "stream",
         "text": [
          "┌ Info: Precompiling GR_jll [d2c73de3-f751-5644-a686-071e5b155ba9]\n",
          "└ @ Base loading.jl:1423\n"
         ]
    
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        }
       ],
       "source": [
        "# Plot two colums against each other\n",
        "x = results[!, :served]\n",
        "y = results[!, :delay]\n",
        "plot(x, y)"
       ]
      },
      {
       "cell_type": "code",
    
       "execution_count": 13,
       "id": "46e8cbf3",
    
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       "metadata": {},
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
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:now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now, :now]\n",
          "1600, 1600, 1600\n"
         ]
        },
        {
         "ename": "LoadError",
         "evalue": "Cannot convert Symbol to series data for plotting",
         "output_type": "error",
         "traceback": [
          "Cannot convert Symbol to series data for plotting",
          "",
          "Stacktrace:",
          "  [1] error(s::String)",
          "    @ Base ./error.jl:33",
          "  [2] _prepare_series_data(x::Symbol)",
          "    @ RecipesPipeline ~/.julia/packages/RecipesPipeline/Bxu2O/src/series.jl:8",
          "  [3] _series_data_vector(x::Symbol, plotattributes::Dict{Symbol, Any})",
          "    @ RecipesPipeline ~/.julia/packages/RecipesPipeline/Bxu2O/src/series.jl:27",
          "  [4] (::RecipesPipeline.var\"#29#32\"{Dict{Symbol, Any}})(vi::Symbol)",
          "    @ RecipesPipeline ./none:0",
          "  [5] iterate",
          "    @ ./generator.jl:47 [inlined]",
          "  [6] _series_data_vector(v::Vector{Symbol}, plotattributes::Dict{Symbol, Any})",
          "    @ RecipesPipeline ~/.julia/packages/RecipesPipeline/Bxu2O/src/series.jl:42",
          "  [7] macro expansion",
          "    @ ~/.julia/packages/RecipesPipeline/Bxu2O/src/series.jl:144 [inlined]",
          "  [8] apply_recipe(plotattributes::AbstractDict{Symbol, Any}, #unused#::Type{RecipesPipeline.SliceIt}, x::Any, y::Any, z::Any)",
          "    @ RecipesPipeline ~/.julia/packages/RecipesBase/qpxEX/src/RecipesBase.jl:289",
          "  [9] _process_userrecipes!(plt::Any, plotattributes::Any, args::Any)",
          "    @ RecipesPipeline ~/.julia/packages/RecipesPipeline/Bxu2O/src/user_recipe.jl:36",
          " [10] recipe_pipeline!(plt::Any, plotattributes::Any, args::Any)",
          "    @ RecipesPipeline ~/.julia/packages/RecipesPipeline/Bxu2O/src/RecipesPipeline.jl:70",
          " [11] _plot!(plt::Plots.Plot, plotattributes::Any, args::Any)",
          "    @ Plots ~/.julia/packages/Plots/iT5yO/src/plot.jl:208",
          " [12] plot(::Any, ::Vararg{Any}; kw::Base.Pairs{Symbol, V, Tuple{Vararg{Symbol, N}}, NamedTuple{names, T}} where {V, N, names, T<:Tuple{Vararg{Any, N}}})",
          "    @ Plots ~/.julia/packages/Plots/iT5yO/src/plot.jl:91",
          " [13] scatter(::Any, ::Vararg{Any}; kw::Base.Pairs{Symbol, V, Tuple{Vararg{Symbol, N}}, NamedTuple{names, T}} where {V, N, names, T<:Tuple{Vararg{Any, N}}})",
          "    @ Plots ~/.julia/packages/RecipesBase/qpxEX/src/RecipesBase.jl:410",
          " [14] scatter(::Any, ::Vararg{Any})",
          "    @ Plots ~/.julia/packages/RecipesBase/qpxEX/src/RecipesBase.jl:410",
          " [15] top-level scope",
    
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          " [16] eval",
          "    @ ./boot.jl:373 [inlined]",
          " [17] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
          "    @ Base ./loading.jl:1196"
         ]
        }
       ],
       "source": [
        "# Plot two colums against each other with coloring of a thirs\n",
        "x = results.travelling_time\n",
        "y = results.served\n",
        "z = results.request_type\n",
        "println(z)\n",
        "println(\"$(length(x)), $(length(y)), $(length(z))\")\n",
        "\n",
        "scatter(x, z) #, marker_z = z)\n",
        "xlabel!(\"travelling_time\")\n",
        "ylabel!(\"Served\")\n"
       ]
      },
      {
       "cell_type": "markdown",
    
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       "metadata": {},
       "source": [
        "# Pareto Fronts"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 6,
    
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       "metadata": {},
       "outputs": [
        {
         "data": {
          "text/plain": [
           "paretoCheck (generic function with 2 methods)"
          ]
         },
         "execution_count": 6,
         "metadata": {},
         "output_type": "execute_result"
        }
       ],
       "source": [
        "#Plot Paretho front\n",
        "function paretoCheck(x, paretoParams, pointcloud, better= <=)\n",
        "    # Usage: filter(x->parethoCheck(x, pointcloud), pointcloud)\n",
        "    for p in pointcloud\n",
        "        for p in parethoParams\n",
        "            row = \n",
        "        end\n",
        "        sum(better.(p,x)) == length(x) ? (return false) : nothing\n",
        "    end\n",
        "    return true\n",
        "end\n",
        "\n",
        "#gib true zurück, wenn ein x_i besser ist als das entsprechende p_i für alle p_s, wo die reslichen p_j schlechter sind\n",
        "# Paretho Optimal: x ist in einer Richtung besser, als alle, die in anderen Richtungen besser sind.\n",
        "# Oder wenn ich einen Punkt finde, der in mehr als einer Richtung besser ist als x, dann ist \n"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": null,
    
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       "metadata": {},
       "outputs": [],
       "source": [
        "paretoPoints = []\n",
        "paretoParams = [:served, :travelling_time]\n",
        "\n",
        "\n",
        "for row in results\n",
        "    if paretoCheck(row, paretoParams, results)\n",
        "        push!(paretoPoints, row)\n",
        "    end\n",
        "end\n",
        "paretoDf = DataFrame(paretoPoints[1])\n",
        "for row in paretoPoints\n",
        "    push!(paretoDf, row)\n",
        "end\n",
        "x = paretoDf[!, paretoParams[1]]\n",
        "y = paretoDf[!, paretoParams[2]]\n",
        "plot(x, y)"
       ]
      }
     ],
     "metadata": {
      "kernelspec": {
    
       "display_name": "Julia 1.7.1",
    
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       "language": "julia",
       "name": "julia-1.7"
      },
      "language_info": {
       "file_extension": ".jl",
       "mimetype": "application/julia",
       "name": "julia",
    
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      }
     },
     "nbformat": 4,
     "nbformat_minor": 5
    }