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         "metadata": {},
         "output_type": "execute_result"
    
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        }
       ],
       "source": [
    
        "getVal(a::Measurement) = a.val\n",
        "getVal(a::Float64)=a\n",
    
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        "# Plot two colums against each other with coloring of a thirs\n",
    
        "x = getVal.(results.dt_earliest_pickup)\n",
        "y = getVal.(results.resubmission_time_factor)\n",
        "z = getVal.(results.resubmitted_served_percentage)\n",
    
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        "\n",
    
        "scatter(x, y,marker_z = z, markershape = :rect)\n",
        "xlabel!(\"Δt\")\n",
        "ylabel!(\"resubmission factor \" * L\"a\")\n",
        "title!(\"resubmitted_served_percentage\")"
    
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       ]
      },
      {
       "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
    }