{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "a6ee83e4",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[32m\u001b[1m Activating\u001b[22m\u001b[39m project at `~/Documents/thesis/ridepooling_simulations`\n"
]
}
],
"source": [
"import Pkg;\n",
"Pkg.activate(\".\")\n",
"using Plots, Measurements, LaTeXStrings, DataFrames\n",
"using Serialization"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "06a33104",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"./Playing field/resubmission/anywt035.df\""
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#path = \"/scratch01.local/rhaag/comparison/drive_and_wait/combined_delays/anywt1_anydt01/\"\n",
"#name = \"/results_.df\"\n",
"name = \"./data/results_resub.df\"\n",
"name = \"./Playing field/drive_and_wait/anywt1.df\"\n",
"name = \"./Playing field/resubmission/anywt035.df\""
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "9a7c0c8e",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div class=\"data-frame\"><p>1,585 rows × 27 columns (omitted printing of 21 columns)</p><table class=\"data-frame\"><thead><tr><th></th><th>index</th><th>dt_earliest_pickup</th><th>idle_weight</th><th>resubmission_time_factor</th><th>ν</th><th>t0</th></tr><tr><th></th><th title=\"Int64\">Int64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th></tr></thead><tbody><tr><th>1</th><td>1</td><td>0.0</td><td>-0.1475</td><td>0.475</td><td>10.629</td><td>1.0</td></tr><tr><th>2</th><td>2</td><td>0.0</td><td>0.1</td><td>0.5</td><td>10.629</td><td>1.0</td></tr><tr><th>3</th><td>3</td><td>0.0</td><td>0.3475</td><td>0.525</td><td>10.629</td><td>1.0</td></tr><tr><th>4</th><td>4</td><td>0.0</td><td>0.595</td><td>0.55</td><td>10.629</td><td>1.0</td></tr><tr><th>5</th><td>5</td><td>0.0</td><td>0.8425</td><td>0.575</td><td>10.629</td><td>1.0</td></tr><tr><th>6</th><td>6</td><td>0.0</td><td>1.09</td><td>0.6</td><td>10.629</td><td>1.0</td></tr><tr><th>7</th><td>7</td><td>0.0</td><td>1.3375</td><td>0.625</td><td>10.629</td><td>1.0</td></tr><tr><th>8</th><td>8</td><td>0.0</td><td>1.585</td><td>0.65</td><td>10.629</td><td>1.0</td></tr><tr><th>9</th><td>9</td><td>0.0</td><td>1.8325</td><td>0.675</td><td>10.629</td><td>1.0</td></tr><tr><th>10</th><td>10</td><td>0.0</td><td>2.08</td><td>0.7</td><td>10.629</td><td>1.0</td></tr><tr><th>11</th><td>11</td><td>0.0</td><td>2.3275</td><td>0.725</td><td>10.629</td><td>1.0</td></tr><tr><th>12</th><td>12</td><td>0.0</td><td>2.575</td><td>0.75</td><td>10.629</td><td>1.0</td></tr><tr><th>13</th><td>13</td><td>0.0</td><td>2.8225</td><td>0.775</td><td>10.629</td><td>1.0</td></tr><tr><th>14</th><td>14</td><td>0.0</td><td>3.07</td><td>0.8</td><td>10.629</td><td>1.0</td></tr><tr><th>15</th><td>15</td><td>0.0</td><td>3.3175</td><td>0.825</td><td>10.629</td><td>1.0</td></tr><tr><th>16</th><td>16</td><td>0.0</td><td>3.565</td><td>0.85</td><td>10.629</td><td>1.0</td></tr><tr><th>17</th><td>17</td><td>0.0</td><td>3.8125</td><td>0.875</td><td>10.629</td><td>1.0</td></tr><tr><th>18</th><td>18</td><td>0.0</td><td>4.06</td><td>0.9</td><td>10.629</td><td>1.0</td></tr><tr><th>19</th><td>19</td><td>0.0</td><td>4.3075</td><td>0.925</td><td>10.629</td><td>1.0</td></tr><tr><th>20</th><td>20</td><td>0.0</td><td>4.555</td><td>0.95</td><td>10.629</td><td>1.0</td></tr><tr><th>21</th><td>21</td><td>0.0</td><td>4.8025</td><td>0.975</td><td>10.629</td><td>1.0</td></tr><tr><th>22</th><td>22</td><td>0.0</td><td>5.05</td><td>1.0</td><td>10.629</td><td>1.0</td></tr><tr><th>23</th><td>23</td><td>0.0</td><td>5.2975</td><td>1.025</td><td>10.629</td><td>1.0</td></tr><tr><th>24</th><td>24</td><td>0.0</td><td>5.545</td><td>1.05</td><td>10.629</td><td>1.0</td></tr><tr><th>25</th><td>25</td><td>0.0</td><td>5.7925</td><td>1.075</td><td>10.629</td><td>1.0</td></tr><tr><th>26</th><td>26</td><td>0.0</td><td>6.04</td><td>1.1</td><td>10.629</td><td>1.0</td></tr><tr><th>27</th><td>27</td><td>0.0</td><td>6.2875</td><td>1.125</td><td>10.629</td><td>1.0</td></tr><tr><th>28</th><td>28</td><td>0.0</td><td>6.535</td><td>1.15</td><td>10.629</td><td>1.0</td></tr><tr><th>29</th><td>29</td><td>0.0</td><td>6.7825</td><td>1.175</td><td>10.629</td><td>1.0</td></tr><tr><th>30</th><td>30</td><td>0.0</td><td>7.03</td><td>1.2</td><td>10.629</td><td>1.0</td></tr><tr><th>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr></tbody></table></div>"
],
"text/latex": [
"\\begin{tabular}{r|ccccccc}\n",
"\t& index & dt\\_earliest\\_pickup & idle\\_weight & resubmission\\_time\\_factor & ν & t0 & \\\\\n",
"\t\\hline\n",
"\t& Int64 & Float64 & Float64 & Float64 & Float64 & Float64 & \\\\\n",
"\t\\hline\n",
"\t1 & 1 & 0.0 & -0.1475 & 0.475 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t2 & 2 & 0.0 & 0.1 & 0.5 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t3 & 3 & 0.0 & 0.3475 & 0.525 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t4 & 4 & 0.0 & 0.595 & 0.55 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t5 & 5 & 0.0 & 0.8425 & 0.575 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t6 & 6 & 0.0 & 1.09 & 0.6 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t7 & 7 & 0.0 & 1.3375 & 0.625 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t8 & 8 & 0.0 & 1.585 & 0.65 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t9 & 9 & 0.0 & 1.8325 & 0.675 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t10 & 10 & 0.0 & 2.08 & 0.7 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t11 & 11 & 0.0 & 2.3275 & 0.725 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t12 & 12 & 0.0 & 2.575 & 0.75 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t13 & 13 & 0.0 & 2.8225 & 0.775 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t14 & 14 & 0.0 & 3.07 & 0.8 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t15 & 15 & 0.0 & 3.3175 & 0.825 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t16 & 16 & 0.0 & 3.565 & 0.85 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t17 & 17 & 0.0 & 3.8125 & 0.875 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t18 & 18 & 0.0 & 4.06 & 0.9 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t19 & 19 & 0.0 & 4.3075 & 0.925 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t20 & 20 & 0.0 & 4.555 & 0.95 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t21 & 21 & 0.0 & 4.8025 & 0.975 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t22 & 22 & 0.0 & 5.05 & 1.0 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t23 & 23 & 0.0 & 5.2975 & 1.025 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t24 & 24 & 0.0 & 5.545 & 1.05 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t25 & 25 & 0.0 & 5.7925 & 1.075 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t26 & 26 & 0.0 & 6.04 & 1.1 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t27 & 27 & 0.0 & 6.2875 & 1.125 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t28 & 28 & 0.0 & 6.535 & 1.15 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t29 & 29 & 0.0 & 6.7825 & 1.175 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t30 & 30 & 0.0 & 7.03 & 1.2 & 10.629 & 1.0 & $\\dots$ \\\\\n",
"\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & \\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
"\u001b[1m1585×27 DataFrame\u001b[0m\n",
"\u001b[1m Row \u001b[0m│\u001b[1m index \u001b[0m\u001b[1m dt_earliest_pickup \u001b[0m\u001b[1m idle_weight \u001b[0m\u001b[1m resubmission_time_factor \u001b[0m\u001b[1m ν \u001b[0m ⋯\n",
"\u001b[1m \u001b[0m│\u001b[90m Int64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Floa\u001b[0m ⋯\n",
"──────┼─────────────────────────────────────────────────────────────────────────\n",
" 1 │ 1 0.0 -0.1475 0.475 10. ⋯\n",
" 2 │ 2 0.0 0.1 0.5 10.\n",
" 3 │ 3 0.0 0.3475 0.525 10.\n",
" 4 │ 4 0.0 0.595 0.55 10.\n",
" 5 │ 5 0.0 0.8425 0.575 10. ⋯\n",
" 6 │ 6 0.0 1.09 0.6 10.\n",
" 7 │ 7 0.0 1.3375 0.625 10.\n",
" 8 │ 8 0.0 1.585 0.65 10.\n",
" 9 │ 9 0.0 1.8325 0.675 10. ⋯\n",
" 10 │ 10 0.0 2.08 0.7 10.\n",
" 11 │ 11 0.0 2.3275 0.725 10.\n",
" ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮ ⋱\n",
" 1576 │ 1591 1.4625 7.2775 1.225 10.\n",
" 1577 │ 1592 1.4625 7.525 1.25 10. ⋯\n",
" 1578 │ 1593 1.4625 7.7725 1.275 10.\n",
" 1579 │ 1594 1.4625 8.02 1.3 10.\n",
" 1580 │ 1595 1.4625 8.2675 1.325 10.\n",
" 1581 │ 1596 1.4625 8.515 1.35 10. ⋯\n",
" 1582 │ 1597 1.4625 8.7625 1.375 10.\n",
" 1583 │ 1598 1.4625 9.01 1.4 10.\n",
" 1584 │ 1599 1.4625 9.2575 1.425 10.\n",
" 1585 │ 1600 1.4625 9.505 1.45 10. ⋯\n",
"\u001b[36m 23 columns and 1564 rows omitted\u001b[0m"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results = deserialize(name)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "ce36de20",
"metadata": {},
"outputs": [
{
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},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Plot two colums against each other\n",
"x = getVal.(results.dt_earliest_pickup)\n",
"y = getVal.(results.resubmission_time_factor)\n",
"scatter(x, y)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "8192fcf5",
"metadata": {},
"outputs": [
{
"ename": "LoadError",
"evalue": "BoundsError: attempt to access 1585×27 DataFrame at index [1:1600, :]",
"output_type": "error",
"traceback": [
"BoundsError: attempt to access 1585×27 DataFrame at index [1:1600, :]",
"",
"Stacktrace:",
" [1] getindex(df::DataFrame, row_inds::UnitRange{Int64}, #unused#::Colon)",
" @ DataFrames ~/.julia/packages/DataFrames/vuMM8/src/dataframe/dataframe.jl:565",
" [2] top-level scope",
" @ In[35]:1",
" [3] eval",
" @ ./boot.jl:373 [inlined]",
" [4] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
" @ Base ./loading.jl:1196"
]
}
],
"source": [
"results[1:1600, :]"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "e589dfa6",
"metadata": {},
"outputs": [
{
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},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gr()\n",
"getVal(a::Measurement) = a.val\n",
"getVal(a::Float64)=a\n",
"# Plot two colums against each other with coloring of a thirs\n",
"z = getVal.(results.dt_earliest_pickup)\n",
"y = getVal.(results.total_time)\n",
"x = getVal.(results.served)\n",
"\n",
"\n",
"\n",
"scatter(x, y,marker_z = z,label=\"dt_earliest\", xlim=(0.74, 0.9))#, markershape = :rect)\n",
"xlabel!(\"served\")\n",
"ylabel!(\"total_time\")\n",
"savefig(\"dt_earliest.png\")\n",
"title!(\"Total travelling time\")\n"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "6648903d",
"metadata": {},
"outputs": [
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]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gr()\n",
"getVal(a::Measurement) = a.val\n",
"getVal(a::Float64)=a\n",
"# Plot two colums against each other with coloring of a thirs\n",
"z = getVal.(results.resubmission_time_factor)\n",
"y = getVal.(results.total_time)\n",
"x = getVal.(results.served)\n",
"\n",
"\n",
"\n",
"scatter(x, y,marker_z = z,label=\"resubmission factor\", xlim=(0.74, 0.9))#, markershape = :rect)\n",
"xlabel!(\"served\")\n",
"ylabel!(\"total_time\")\n",
"savefig(\"idle_weight.png\")\n",
"title!(\"Total travelling time\")\n"
]
},
{
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"resub_data = sort!(results[1:1585, :], :resubmission_time_factor)[1:1585, :]\n",
"plot()\n",
"for i in 0:38\n",
" \n",
" data = resub_data[40*i+2:40*(i+1),:]\n",
" x = getVal.(data.dt_earliest_pickup)\n",
"\n",
" y = getVal.(data.waiting_time)#./data.served)\n",
" y2 = getVal.(data.total_time)#./data.served)\n",
" y3 = getVal.(data.travelling_time)#./data.served)\n",
" if i == 39\n",
" #plot!(x,y, color=:blue, label = \"waiting_time\", legend=:left)\n",
" scatter!(x,y2, color=:green, label = \"total_time\")\n",
" #plot!(x,y3, color=:orange, label = \"travelling_time\")\n",
" else\n",
" #plot!(x,y, label=:none)\n",
" scatter!(x,y2, label=:none)\n",
" #plot!(x,y3, label=:none)\n",
" end\n",
"end\n",
"xlabel!(\"Δ t\")\n",
"ylabel!(L\"\\frac{time}{ served\\,percentage}\")\n",
"display(plot!())\n",
"savefig(\"figures/time_over_served.png\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "22980f10",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "075d5e87",
"metadata": {},
"outputs": [],
"source": [
"resub = results[1:1600]"
]
},
{
"cell_type": "markdown",
"id": "5253ead3",
"metadata": {},
"source": [
"# Pareto Fronts"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "7bbd8f8b",
"metadata": {},
"outputs": [
{
"ename": "LoadError",
"evalue": "syntax: unexpected \"end\"",
"output_type": "error",
"traceback": [
"syntax: unexpected \"end\"",
"",
"Stacktrace:",
" [1] top-level scope",
" @ In[52]:7",
" [2] eval",
" @ ./boot.jl:373 [inlined]",
" [3] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
" @ Base ./loading.jl:1196"
]
}
],
"source": [
"#Plot Paretho front\n",
"function paretoCheck(row, paretoParams, pointcloud, better= <=)\n",
" # Usage: filter(x->parethoCheck(x, pointcloud), pointcloud)\n",
" for p in pointcloud\n",
" for param in parethoParams\n",
" if !(better(row[param], p[param]))\n",
" \n",
" end\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,
"id": "75aae2fe",
"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)"
]
}
],
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