viz_optim.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-11-26T03:38:16.316414Z",
     "start_time": "2023-11-26T03:38:16.182845Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "hovertemplate": "Essence=SPF<br>Day=%{x}<br>Value of A=%{y}<extra></extra>",
         "legendgroup": "SPF",
         "line": {
          "color": "#636efa",
          "dash": "solid"
         },
         "marker": {
          "symbol": "circle"
         },
         "mode": "lines",
         "name": "SPF",
         "orientation": "v",
         "showlegend": true,
         "x": [
          "j01",
          "j01",
          "j01",
          "j01",
          "j01",
          "j01",
          "j02",
          "j02",
          "j02",
          "j02",
          "j02",
          "j02",
          "j03",
          "j03",
          "j03",
          "j03",
          "j03",
          "j03",
          "j04",
          "j04",
          "j04",
          "j04",
          "j04",
          "j04",
          "j05",
          "j05",
          "j05",
          "j05",
          "j05",
          "j05",
          "j06",
          "j06",
          "j06",
          "j06",
          "j06",
          "j06",
          "j07",
          "j07",
          "j07",
          "j07",
          "j07",
          "j07",
          "j08",
          "j08",
          "j08",
          "j08",
          "j08",
          "j08",
          "j09",
          "j09",
          "j09",
          "j09",
          "j09",
          "j09",
          "j10",
          "j10",
          "j10",
          "j10",
          "j10",
          "j10",
          "j11",
          "j11",
          "j11",
          "j11",
          "j11",
          "j11",
          "j12",
          "j12",
          "j12",
          "j12",
          "j12",
          "j12",
          "j13",
          "j13",
          "j13",
          "j13",
          "j13",
          "j13",
          "j14",
          "j14",
          "j14",
          "j14",
          "j14",
          "j14",
          "j15",
          "j15",
          "j15",
          "j15",
          "j15",
          "j15",
          "j16",
          "j16",
          "j16",
          "j16",
          "j16",
          "j16",
          "j17",
          "j17",
          "j17",
          "j17",
          "j17",
          "j17",
          "j18",
          "j18",
          "j18",
          "j18",
          "j18",
          "j18",
          "j19",
          "j19",
          "j19",
          "j19",
          "j19",
          "j19",
          "j20",
          "j20",
          "j20",
          "j20",
          "j20",
          "j20",
          "j21",
          "j21",
          "j21",
          "j21",
          "j21",
          "j21",
          "j22",
          "j22",
          "j22",
          "j22",
          "j22",
          "j22",
          "j23",
          "j23",
          "j23",
          "j23",
          "j23",
          "j23",
          "j24",
          "j24",
          "j24",
          "j24",
          "j24",
          "j24",
          "j25",
          "j25",
          "j25",
          "j25",
          "j25",
          "j25",
          "j26",
          "j26",
          "j26",
          "j26",
          "j26",
          "j26"
         ],
         "xaxis": "x",
         "y": [
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11016.04,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          11424.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0
         ],
         "yaxis": "y",
         "type": "scatter"
        },
        {
         "hovertemplate": "Essence=Fir<br>Day=%{x}<br>Value of A=%{y}<extra></extra>",
         "legendgroup": "Fir",
         "line": {
          "color": "#EF553B",
          "dash": "solid"
         },
         "marker": {
          "symbol": "circle"
         },
         "mode": "lines",
         "name": "Fir",
         "orientation": "v",
         "showlegend": true,
         "x": [
          "j01",
          "j01",
          "j01",
          "j01",
          "j01",
          "j01",
          "j02",
          "j02",
          "j02",
          "j02",
          "j02",
          "j02",
          "j03",
          "j03",
          "j03",
          "j03",
          "j03",
          "j03",
          "j04",
          "j04",
          "j04",
          "j04",
          "j04",
          "j04",
          "j05",
          "j05",
          "j05",
          "j05",
          "j05",
          "j05",
          "j06",
          "j06",
          "j06",
          "j06",
          "j06",
          "j06",
          "j07",
          "j07",
          "j07",
          "j07",
          "j07",
          "j07",
          "j08",
          "j08",
          "j08",
          "j08",
          "j08",
          "j08",
          "j09",
          "j09",
          "j09",
          "j09",
          "j09",
          "j09",
          "j10",
          "j10",
          "j10",
          "j10",
          "j10",
          "j10",
          "j11",
          "j11",
          "j11",
          "j11",
          "j11",
          "j11",
          "j12",
          "j12",
          "j12",
          "j12",
          "j12",
          "j12",
          "j13",
          "j13",
          "j13",
          "j13",
          "j13",
          "j13",
          "j14",
          "j14",
          "j14",
          "j14",
          "j14",
          "j14",
          "j15",
          "j15",
          "j15",
          "j15",
          "j15",
          "j15",
          "j16",
          "j16",
          "j16",
          "j16",
          "j16",
          "j16",
          "j17",
          "j17",
          "j17",
          "j17",
          "j17",
          "j17",
          "j18",
          "j18",
          "j18",
          "j18",
          "j18",
          "j18",
          "j19",
          "j19",
          "j19",
          "j19",
          "j19",
          "j19",
          "j20",
          "j20",
          "j20",
          "j20",
          "j20",
          "j20",
          "j21",
          "j21",
          "j21",
          "j21",
          "j21",
          "j21",
          "j22",
          "j22",
          "j22",
          "j22",
          "j22",
          "j22",
          "j23",
          "j23",
          "j23",
          "j23",
          "j23",
          "j23",
          "j24",
          "j24",
          "j24",
          "j24",
          "j24",
          "j24",
          "j25",
          "j25",
          "j25",
          "j25",
          "j25",
          "j25",
          "j26",
          "j26",
          "j26",
          "j26",
          "j26",
          "j26"
         ],
         "xaxis": "x",
         "y": [
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          55949.446,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          64736.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          64736.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          64736.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          64736.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          64736.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          64736.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0,
          0.0
         ],
         "yaxis": "y",
         "type": "scatter"
        }
       ],
       "layout": {
        "template": {
         "data": {
          "histogram2dcontour": [
           {
            "type": "histogram2dcontour",
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0.0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1.0,
              "#f0f921"
             ]
            ]
           }
          ],
          "choropleth": [
           {
            "type": "choropleth",
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            }
           }
          ],
          "histogram2d": [
           {
            "type": "histogram2d",
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0.0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1.0,
              "#f0f921"
             ]
            ]
           }
          ],
          "heatmap": [
           {
            "type": "heatmap",
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0.0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1.0,
              "#f0f921"
             ]
            ]
           }
          ],
          "heatmapgl": [
           {
            "type": "heatmapgl",
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0.0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1.0,
              "#f0f921"
             ]
            ]
           }
          ],
          "contourcarpet": [
           {
            "type": "contourcarpet",
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            }
           }
          ],
          "contour": [
           {
            "type": "contour",
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0.0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1.0,
              "#f0f921"
             ]
            ]
           }
          ],
          "surface": [
           {
            "type": "surface",
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0.0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1.0,
              "#f0f921"
             ]
            ]
           }
          ],
          "mesh3d": [
           {
            "type": "mesh3d",
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            }
           }
          ],
          "scatter": [
           {
            "marker": {
             "line": {
              "color": "#283442"
             }
            },
            "type": "scatter"
           }
          ],
          "parcoords": [
           {
            "type": "parcoords",
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            }
           }
          ],
          "scatterpolargl": [
           {
            "type": "scatterpolargl",
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            }
           }
          ],
          "bar": [
           {
            "error_x": {
             "color": "#f2f5fa"
            },
            "error_y": {
             "color": "#f2f5fa"
            },
            "marker": {
             "line": {
              "color": "rgb(17,17,17)",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "scattergeo": [
           {
            "type": "scattergeo",
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            }
           }
          ],
          "scatterpolar": [
           {
            "type": "scatterpolar",
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            }
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "line": {
              "color": "#283442"
             }
            },
            "type": "scattergl"
           }
          ],
          "scatter3d": [
           {
            "type": "scatter3d",
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            }
           }
          ],
          "scattermapbox": [
           {
            "type": "scattermapbox",
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            }
           }
          ],
          "scatterternary": [
           {
            "type": "scatterternary",
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            }
           }
          ],
          "scattercarpet": [
           {
            "type": "scattercarpet",
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            }
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#A2B1C6",
             "gridcolor": "#506784",
             "linecolor": "#506784",
             "minorgridcolor": "#506784",
             "startlinecolor": "#A2B1C6"
            },
            "baxis": {
             "endlinecolor": "#A2B1C6",
             "gridcolor": "#506784",
             "linecolor": "#506784",
             "minorgridcolor": "#506784",
             "startlinecolor": "#A2B1C6"
            },
            "type": "carpet"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#506784"
             },
             "line": {
              "color": "rgb(17,17,17)"
             }
            },
            "header": {
             "fill": {
              "color": "#2a3f5f"
             },
             "line": {
              "color": "rgb(17,17,17)"
             }
            },
            "type": "table"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "rgb(17,17,17)",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ]
         },
         "layout": {
          "autotypenumbers": "strict",
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#f2f5fa"
          },
          "hovermode": "closest",
          "hoverlabel": {
           "align": "left"
          },
          "paper_bgcolor": "rgb(17,17,17)",
          "plot_bgcolor": "rgb(17,17,17)",
          "polar": {
           "bgcolor": "rgb(17,17,17)",
           "angularaxis": {
            "gridcolor": "#506784",
            "linecolor": "#506784",
            "ticks": ""
           },
           "radialaxis": {
            "gridcolor": "#506784",
            "linecolor": "#506784",
            "ticks": ""
           }
          },
          "ternary": {
           "bgcolor": "rgb(17,17,17)",
           "aaxis": {
            "gridcolor": "#506784",
            "linecolor": "#506784",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "#506784",
            "linecolor": "#506784",
            "ticks": ""
           },
           "caxis": {
            "gridcolor": "#506784",
            "linecolor": "#506784",
            "ticks": ""
           }
          },
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "sequential": [
            [
             0.0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1.0,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0.0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1.0,
             "#f0f921"
            ]
           ],
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ]
          },
          "xaxis": {
           "gridcolor": "#283442",
           "linecolor": "#506784",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "#283442",
           "automargin": true,
           "zerolinewidth": 2
          },
          "yaxis": {
           "gridcolor": "#283442",
           "linecolor": "#506784",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "#283442",
           "automargin": true,
           "zerolinewidth": 2
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "rgb(17,17,17)",
            "gridcolor": "#506784",
            "linecolor": "#506784",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "#C8D4E3",
            "gridwidth": 2
           },
           "yaxis": {
            "backgroundcolor": "rgb(17,17,17)",
            "gridcolor": "#506784",
            "linecolor": "#506784",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "#C8D4E3",
            "gridwidth": 2
           },
           "zaxis": {
            "backgroundcolor": "rgb(17,17,17)",
            "gridcolor": "#506784",
            "linecolor": "#506784",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "#C8D4E3",
            "gridwidth": 2
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#f2f5fa"
           }
          },
          "annotationdefaults": {
           "arrowcolor": "#f2f5fa",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "geo": {
           "bgcolor": "rgb(17,17,17)",
           "landcolor": "rgb(17,17,17)",
           "subunitcolor": "#506784",
           "showland": true,
           "showlakes": true,
           "lakecolor": "rgb(17,17,17)"
          },
          "title": {
           "x": 0.05
          },
          "updatemenudefaults": {
           "bgcolor": "#506784",
           "borderwidth": 0
          },
          "sliderdefaults": {
           "bgcolor": "#C8D4E3",
           "borderwidth": 1,
           "bordercolor": "rgb(17,17,17)",
           "tickwidth": 0
          },
          "mapbox": {
           "style": "dark"
          }
         }
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0.0,
          1.0
         ],
         "title": {
          "text": "Day"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0.0,
          1.0
         ],
         "title": {
          "text": "Value of A"
         }
        },
        "legend": {
         "title": {
          "text": "Essence"
         },
         "tracegroupgap": 0
        },
        "title": {
         "text": "Distribution and Trends of A over Time by Essence"
        },
        "updatemenus": [
         {
          "buttons": [
           {
            "args": [
             {
              "visible": [
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false
              ]
             }
            ],
            "label": "LacMartin",
            "method": "restyle"
           },
           {
            "args": [
             {
              "visible": [
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false
              ]
             }
            ],
            "label": "LacDesCaches",
            "method": "restyle"
           },
           {
            "args": [
             {
              "visible": [
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               false,
               true,
               true,
               true,
               true
              ]
             }
            ],
            "label": "LacHolmes",
            "method": "restyle"
           }
          ],
          "direction": "down",
          "showactive": true
         }
        ]
       },
       "config": {
        "plotlyServerURL": "https://plot.ly"
       }
      },
      "text/html": "<div>                            <div id=\"b36262c6-4c0b-45f0-bdbd-a2f65d24f853\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"b36262c6-4c0b-45f0-bdbd-a2f65d24f853\")) {                    Plotly.newPlot(                        \"b36262c6-4c0b-45f0-bdbd-a2f65d24f853\",                        [{\"hovertemplate\":\"Essence=SPF\\u003cbr\\u003eDay=%{x}\\u003cbr\\u003eValue of A=%{y}\\u003cextra\\u003e\\u003c\\u002fextra\\u003e\",\"legendgroup\":\"SPF\",\"line\":{\"color\":\"#636efa\",\"dash\":\"solid\"},\"marker\":{\"symbol\":\"circle\"},\"mode\":\"lines\",\"name\":\"SPF\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[\"j01\",\"j01\",\"j01\",\"j01\",\"j01\",\"j01\",\"j02\",\"j02\",\"j02\",\"j02\",\"j02\",\"j02\",\"j03\",\"j03\",\"j03\",\"j03\",\"j03\",\"j03\",\"j04\",\"j04\",\"j04\",\"j04\",\"j04\",\"j04\",\"j05\",\"j05\",\"j05\",\"j05\",\"j05\",\"j05\",\"j06\",\"j06\",\"j06\",\"j06\",\"j06\",\"j06\",\"j07\",\"j07\",\"j07\",\"j07\",\"j07\",\"j07\",\"j08\",\"j08\",\"j08\",\"j08\",\"j08\",\"j08\",\"j09\",\"j09\",\"j09\",\"j09\",\"j09\",\"j09\",\"j10\",\"j10\",\"j10\",\"j10\",\"j10\",\"j10\",\"j11\",\"j11\",\"j11\",\"j11\",\"j11\",\"j11\",\"j12\",\"j12\",\"j12\",\"j12\",\"j12\",\"j12\",\"j13\",\"j13\",\"j13\",\"j13\",\"j13\",\"j13\",\"j14\",\"j14\",\"j14\",\"j14\",\"j14\",\"j14\",\"j15\",\"j15\",\"j15\",\"j15\",\"j15\",\"j15\",\"j16\",\"j16\",\"j16\",\"j16\",\"j16\",\"j16\",\"j17\",\"j17\",\"j17\",\"j17\",\"j17\",\"j17\",\"j18\",\"j18\",\"j18\",\"j18\",\"j18\",\"j18\",\"j19\",\"j19\",\"j19\",\"j19\",\"j19\",\"j19\",\"j20\",\"j20\",\"j20\",\"j20\",\"j20\",\"j20\",\"j21\",\"j21\",\"j21\",\"j21\",\"j21\",\"j21\",\"j22\",\"j22\",\"j22\",\"j22\",\"j22\",\"j22\",\"j23\",\"j23\",\"j23\",\"j23\",\"j23\",\"j23\",\"j24\",\"j24\",\"j24\",\"j24\",\"j24\",\"j24\",\"j25\",\"j25\",\"j25\",\"j25\",\"j25\",\"j25\",\"j26\",\"j26\",\"j26\",\"j26\",\"j26\",\"j26\"],\"xaxis\":\"x\",\"y\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11016.04,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,11424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hovertemplate\":\"Essence=Fir\\u003cbr\\u003eDay=%{x}\\u003cbr\\u003eValue of A=%{y}\\u003cextra\\u003e\\u003c\\u002fextra\\u003e\",\"legendgroup\":\"Fir\",\"line\":{\"color\":\"#EF553B\",\"dash\":\"solid\"},\"marker\":{\"symbol\":\"circle\"},\"mode\":\"lines\",\"name\":\"Fir\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[\"j01\",\"j01\",\"j01\",\"j01\",\"j01\",\"j01\",\"j02\",\"j02\",\"j02\",\"j02\",\"j02\",\"j02\",\"j03\",\"j03\",\"j03\",\"j03\",\"j03\",\"j03\",\"j04\",\"j04\",\"j04\",\"j04\",\"j04\",\"j04\",\"j05\",\"j05\",\"j05\",\"j05\",\"j05\",\"j05\",\"j06\",\"j06\",\"j06\",\"j06\",\"j06\",\"j06\",\"j07\",\"j07\",\"j07\",\"j07\",\"j07\",\"j07\",\"j08\",\"j08\",\"j08\",\"j08\",\"j08\",\"j08\",\"j09\",\"j09\",\"j09\",\"j09\",\"j09\",\"j09\",\"j10\",\"j10\",\"j10\",\"j10\",\"j10\",\"j10\",\"j11\",\"j11\",\"j11\",\"j11\",\"j11\",\"j11\",\"j12\",\"j12\",\"j12\",\"j12\",\"j12\",\"j12\",\"j13\",\"j13\",\"j13\",\"j13\",\"j13\",\"j13\",\"j14\",\"j14\",\"j14\",\"j14\",\"j14\",\"j14\",\"j15\",\"j15\",\"j15\",\"j15\",\"j15\",\"j15\",\"j16\",\"j16\",\"j16\",\"j16\",\"j16\",\"j16\",\"j17\",\"j17\",\"j17\",\"j17\",\"j17\",\"j17\",\"j18\",\"j18\",\"j18\",\"j18\",\"j18\",\"j18\",\"j19\",\"j19\",\"j19\",\"j19\",\"j19\",\"j19\",\"j20\",\"j20\",\"j20\",\"j20\",\"j20\",\"j20\",\"j21\",\"j21\",\"j21\",\"j21\",\"j21\",\"j21\",\"j22\",\"j22\",\"j22\",\"j22\",\"j22\",\"j22\",\"j23\",\"j23\",\"j23\",\"j23\",\"j23\",\"j23\",\"j24\",\"j24\",\"j24\",\"j24\",\"j24\",\"j24\",\"j25\",\"j25\",\"j25\",\"j25\",\"j25\",\"j25\",\"j26\",\"j26\",\"j26\",\"j26\",\"j26\",\"j26\"],\"xaxis\":\"x\",\"y\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,55949.446,0.0,0.0,0.0,0.0,0.0,64736.0,0.0,0.0,0.0,0.0,0.0,64736.0,0.0,0.0,0.0,0.0,0.0,64736.0,0.0,0.0,0.0,0.0,0.0,64736.0,0.0,0.0,0.0,0.0,0.0,64736.0,0.0,0.0,0.0,0.0,0.0,64736.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],\"yaxis\":\"y\",\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"marker\":{\"line\":{\"color\":\"#283442\"}},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#f2f5fa\"},\"error_y\":{\"color\":\"#f2f5fa\"},\"marker\":{\"line\":{\"color\":\"rgb(17,17,17)\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"marker\":{\"line\":{\"color\":\"#283442\"}},\"type\":\"scattergl\"}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#A2B1C6\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"minorgridcolor\":\"#506784\",\"startlinecolor\":\"#A2B1C6\"},\"baxis\":{\"endlinecolor\":\"#A2B1C6\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"minorgridcolor\":\"#506784\",\"startlinecolor\":\"#A2B1C6\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#506784\"},\"line\":{\"color\":\"rgb(17,17,17)\"}},\"header\":{\"fill\":{\"color\":\"#2a3f5f\"},\"line\":{\"color\":\"rgb(17,17,17)\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"rgb(17,17,17)\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#f2f5fa\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"rgb(17,17,17)\",\"plot_bgcolor\":\"rgb(17,17,17)\",\"polar\":{\"bgcolor\":\"rgb(17,17,17)\",\"angularaxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"rgb(17,17,17)\",\"aaxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"#283442\",\"linecolor\":\"#506784\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#283442\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"#283442\",\"linecolor\":\"#506784\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#283442\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"rgb(17,17,17)\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#C8D4E3\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"rgb(17,17,17)\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#C8D4E3\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"rgb(17,17,17)\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#C8D4E3\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#f2f5fa\"}},\"annotationdefaults\":{\"arrowcolor\":\"#f2f5fa\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"rgb(17,17,17)\",\"landcolor\":\"rgb(17,17,17)\",\"subunitcolor\":\"#506784\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"rgb(17,17,17)\"},\"title\":{\"x\":0.05},\"updatemenudefaults\":{\"bgcolor\":\"#506784\",\"borderwidth\":0},\"sliderdefaults\":{\"bgcolor\":\"#C8D4E3\",\"borderwidth\":1,\"bordercolor\":\"rgb(17,17,17)\",\"tickwidth\":0},\"mapbox\":{\"style\":\"dark\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"Day\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"Value of A\"}},\"legend\":{\"title\":{\"text\":\"Essence\"},\"tracegroupgap\":0},\"title\":{\"text\":\"Distribution and Trends of A over Time by Essence\"},\"updatemenus\":[{\"buttons\":[{\"args\":[{\"visible\":[true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false]}],\"label\":\"LacMartin\",\"method\":\"restyle\"},{\"args\":[{\"visible\":[false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false]}],\"label\":\"LacDesCaches\",\"method\":\"restyle\"},{\"args\":[{\"visible\":[false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true]}],\"label\":\"LacHolmes\",\"method\":\"restyle\"}],\"direction\":\"down\",\"showactive\":true}]},                        {\"responsive\": true}                    ).then(function(){\n                            \nvar gd = document.getElementById('b36262c6-4c0b-45f0-bdbd-a2f65d24f853');\nvar x = new MutationObserver(function (mutations, observer) {{\n        var display = window.getComputedStyle(gd).display;\n        if (!display || display === 'none') {{\n            console.log([gd, 'removed!']);\n            Plotly.purge(gd);\n            observer.disconnect();\n        }}\n}});\n\n// Listen for the removal of the full notebook cells\nvar notebookContainer = gd.closest('#notebook-container');\nif (notebookContainer) {{\n    x.observe(notebookContainer, {childList: true});\n}}\n\n// Listen for the clearing of the current output cell\nvar outputEl = gd.closest('.output');\nif (outputEl) {{\n    x.observe(outputEl, {childList: true});\n}}\n\n                        })                };                });            </script>        </div>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Load the dataset\n",
    "df = pd.read_csv('resultats_A.csv')  # Replace with your file path\n",
    "\n",
    "# Aggregate data\n",
    "grouped_df = df.groupby(['Jour', 'Essence']).agg({'A': 'sum'}).reset_index()\n",
    "\n",
    "import plotly.express as px\n",
    "\n",
    "# Create a function to update the figure based on the selected 'Foret'\n",
    "def plot_foret(foret):\n",
    "    filtered_df = df[df['Foret'] == foret] if foret else df\n",
    "    fig = px.line(filtered_df, x='Jour', y='A', color='Essence',\n",
    "                  labels={'Jour': 'Day', 'A': 'Value of A'},\n",
    "                  title='Distribution and Trends of A over Time by Essence')\n",
    "    return fig\n",
    "\n",
    "# Initialize the plot with all data\n",
    "fig = plot_foret(None)\n",
    "\n",
    "# Add dropdown for filtering by 'Foret'\n",
    "foret_options = [{'label': foret, 'method': 'restyle', 'args': [{'visible': [foret == f for f in df['Foret']]}]} for foret in df['Foret'].unique()]\n",
    "fig.update_layout(updatemenus=[{\n",
    "    'buttons': foret_options,\n",
    "    'direction': 'down',\n",
    "    'showactive': True,\n",
    "}])\n",
    "\n",
    "# Show the figure\n",
    "fig.show()\n",
    "fig.write_html(\"exportToHTML/viz_optim.ipynb.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}