{ "cells": [ { "cell_type": "markdown", "id": "29473a1b-493c-40a0-80b6-4873d04b9407", "metadata": {}, "source": [ "## Diffusion of a bell-shaped initial concentration along an persistent gradient\n", "Similar to the experiment *diffusion_along_gradient_1*, but now the gradient is NOT an initial condition; rather, it's a persistent dynamic condition (explored in experiment *gradient_1*).\n", "\n", "The one-chemical system starts out with a uniform concentration. \n", "The persistent concentration gradient is attained by continuosly injecting and draining, at opposite ends.\n", "\n", "After a stable gradient is established, a one-time injection is performed, to\n", "add a bell-shape concentration near one end of the system, on the \"uphill\" side of the gradient.\n", "\n", "Just as seen in the case of *diffusion_along_gradient_1*, the concentration peak\n", "remains in place, and simply spreads out from there\n", "\n", "LAST REVISED: July 14, 2023" ] }, { "cell_type": "code", "execution_count": 1, "id": "5a0abd3f-24d7-4be0-a71f-dac5335828df", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Added 'D:\\Docs\\- MY CODE\\BioSimulations\\life123-Win7' to sys.path\n" ] } ], "source": [ "import set_path # Importing this module will add the project's home directory to sys.path" ] }, { "cell_type": "code", "execution_count": 2, "id": "9f96dbc0", "metadata": {}, "outputs": [], "source": [ "from src.life_1D.bio_sim_1d import BioSim1D\n", "\n", "import plotly.express as px\n", "from src.modules.chemicals.chem_data import ChemData as chem" ] }, { "cell_type": "code", "execution_count": 3, "id": "99ab76d6", "metadata": {}, "outputs": [], "source": [ "# Initialize the system with a uniform concentration (of the only species)\n", "chem_data = chem(names=[\"A\"], diffusion_rates=[3.])\n", "bio = BioSim1D(n_bins=200, chem_data=chem_data)\n", "\n", "bio.set_uniform_concentration(species_index=0, conc=150.)" ] }, { "cell_type": "code", "execution_count": 4, "id": "d1c3fcac-410b-4f3f-85dd-972964b7e607", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=0" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 149, 151 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the system state so far\n", "bio.visualize_system()" ] }, { "cell_type": "code", "execution_count": 5, "id": "1b0f749e-163c-4763-8c64-29a777f0edbb", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "coloraxis": "coloraxis", "hovertemplate": "Bin number: %{x}
Chem. species: %{y}
Concentration: %{z}", "name": "0", "type": "heatmap", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "xgap": 0, "y": [ "A" ], "yaxis": "y", "ygap": 0, "z": [ [ 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150 ] ] } ], "layout": { "autosize": true, "coloraxis": { "colorbar": { "title": { "text": "Concentration" } }, "colorscale": [ [ 0, "rgb(254, 254, 253)" ], [ 0.09090909090909091, "rgb(224, 224, 223)" ], [ 0.18181818181818182, "rgb(197, 197, 195)" ], [ 0.2727272727272727, "rgb(171, 171, 170)" ], [ 0.36363636363636365, "rgb(146, 146, 145)" ], [ 0.45454545454545453, "rgb(124, 123, 122)" ], [ 0.5454545454545454, "rgb(102, 101, 101)" ], [ 0.6363636363636364, "rgb(81, 80, 80)" ], [ 0.7272727272727273, "rgb(59, 59, 59)" ], [ 0.8181818181818182, "rgb(38, 38, 38)" ], [ 0.9090909090909091, "rgb(16, 16, 16)" ], [ 1, "rgb(0, 0, 0)" ] ] }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Diffusion. System snapshot as a heatmap at time t=0" }, "xaxis": { "anchor": "y", "autorange": true, "constrain": "domain", "domain": [ 0, 1 ], "range": [ -0.5, 199.5 ], "scaleanchor": "y", "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "constrain": "domain", "domain": [ 0, 1 ], "range": [ 0.5, -0.5 ], "title": { "text": "Chem. species" }, "type": "category" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Show as heatmap\n", "fig = px.imshow(bio.system_snapshot().T, \n", " title= f\"Diffusion. System snapshot as a heatmap at time t={bio.system_time}\", \n", " labels=dict(x=\"Bin number\", y=\"Chem. species\", color=\"Concentration\"),\n", " color_continuous_scale=\"gray_r\")\n", "\n", "fig.data[0].xgap=0\n", "fig.data[0].ygap=0\n", "\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "4ecbe3fb-93dd-4fe5-bda6-b39a7deebf64", "metadata": {}, "source": [ "# Start the simulation steps" ] }, { "cell_type": "code", "execution_count": 6, "id": "972cbe64", "metadata": {}, "outputs": [], "source": [ "delta_time = 1." ] }, { "cell_type": "code", "execution_count": 7, "id": "ace251be", "metadata": { "lines_to_next_cell": 2, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Repeatedly injecting 2 at bin 0 and draining it at 199\n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 151.43337578160305, 151.29374164069523, 151.05828312079765, 150.79124877314385, 150.54775693045923, 150.35672679109342, 150.22189112462647, 150.13307700925236, 150.07704272026814, 150.0428461697107, 150.02275172130163, 150.01148965426424, 150.00550783086857, 150.00250251391756, 150.00107480107425, 150.00043451236166, 150.00016446106991, 150.00005792427353, 150.00001886108674, 150.00000563922688, 150.00000153695274, 150.00000037876725, 150.0000000836046, 150.0000000163366, 150.00000000278413, 150.00000000040575, 150.0000000000492, 150.00000000000477, 150.00000000000034, 150.00000000000003, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 150, 149.99999999999997, 149.99999999999966, 149.99999999999523, 149.9999999999508, 149.99999999959425, 149.99999999721587, 149.9999999836634, 149.9999999163954, 149.99999962123275, 149.99999846304726, 149.99999436077312, 149.99998113891326, 149.99994207572647, 149.99983553893009, 149.99956548763834, 149.99892519892575, 149.99749748608244, 149.99449216913143, 149.98851034573576, 149.97724827869837, 149.9571538302893, 149.92295727973186, 149.86692299074764, 149.77810887537353, 149.64327320890658, 149.45224306954077, 149.20875122685615, 148.94171687920235, 148.70625835930477, 148.56662421839695 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=3.0000000000000013" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 148.4073602426633, 151.5926397573367 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "iVBORw0KGgoAAAANSUhEUgAABb8AAAFoCAYAAAB38YZnAAAAAXNSR0IArs4c6QAAIABJREFUeF7s3Q24XGV57/97zSQhAUIIyFsqIKASqFSOFsWqgKK1gFZLS5TSowhiRCsGKByol38vj38LfyhvVYSIoFIRiZXjOZYotVheqgQ59qBQiC9EOGh40fAWICFhZv7XmjCb2ZO19p41z73Weu57vrlOryN7z7rX83x+a7/kt1fWTjqdTkf4gwACCCCAAAIIIIAAAggggAACCCCAAAIIIICAI4GE8ttRmmwFAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoCtA+c2FgAACCCCAAAIIIIAAAggggAACCCCAAAIIIOBOgPLbXaRsCAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQIDym2sAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAwJ0A5be7SNkQAggggAACCCCAAAIIIIAAAggggAACCCCAAOU31wACCCCAAAIIIIAAAggggAACCCCAAAIIIICAOwHKb3eRsiEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABym+uAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAF3ApTf7iJlQwgggAACCCCAAAIIIIAAAggggAACCCCAAAKU31wDCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAu4EKL/dRcqGEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBCi/uQYQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE3AlQfruLlA0hgAACCCCAAAIIIIAAAggggAACCCCAAAIIUH5zDSCAAAIIIIAAAggggAACCCCAAAIIIIAAAgi4E6D8dhcpG0IAAQQQQAABBBBAAAEEEEAAAQQQQAABBBCg/OYaQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEHAnQPntLlI2hAACCCCAAAIIIIAAAggggAACCCCAAAIIIED5zTWAAAIIIIAAAggggAACCCCAAAIIIIAAAggg4E6A8ttdpGwIAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAgPKbawABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDAnQDlt7tI2RACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA5TfXAAIIIIAAAggggAACCCCAAAIIIIAAAggggIA7Acpvd5GyIQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAHKb64BBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAXcClN/uImVDCCCAAAIIIIAAAggggAACCCCAAAIIIIAAApTfXAMIIIAAAggggAACCCCAAAIIIIAAAggggAAC7gQov91FyoYQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEKL+5BhBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTcCVB+u4uUDSGAAAIIIIAAAggggAACCCCAAAIIIIAAAghQfnMNIIAAAggggAACCCCAAAIIIIAAAggggAACCLgToPx2FykbQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEKD85hpAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQcCdA+e0uUjaEAAIIIIAAAggggAACCCCAAAIIIIAAAgggQPnNNYAAAggggAACCCCAAAIIIIAAAggggAACCCDgToDy212kbAgBBBBAAAEEEEAAAQQQQAABBBBAAAEEEECA8ptrAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMCdAOW3u0jZUFGBx55YKyeecYG8Zv+FcsriRUUP5/UIIIAAAggggAACCCCAAAIIIIAAAgggEKEA5XfBUG6/Y6Ucu+TszY769OnHyZGHH1Rw2nAvP3/pMvnRHSvlkrNPlvnz5g53EK8aWqCM8ruMmb0NjTL72uU3y+e/8j9l6Tmnyl67L5hkk15fy79/W+b7hkZUfuFU6w05VTr3E+dcMWnE8UcfXuiHHj3/O+9ZNTEn7+N/8PPFLjttn+s8uLb99tkz82N+3foN8slzr5Drblgxcf68PRR5bd37SjdThkFZ+yoj216gvdwOfPW+uV9XNK7lkI8ljkUAAQQQQAABBBBAAAEEEEDAggDld4GU0pLw8quXy5cvPEMO2H/hxJG9EqJoiTbsqSm/h5Ua7XWjlMnTnamMmZTf06lP/f7ex2n/x++996+WxaefJ696xcvkU6cdJ3Nmz5pySFauvRkfft87JxWVvXK0/3x5pX7W27M+7nulaLrI3nrzrrUir617X73ie/AHNKEGZe2rjGz7L7zetZr3QxWNaznso4mjEUAAAQQQQAABBBBAAAEEELAhQPk9ZE55BVd/Ibn8hhVyzJFvHXLi8C+j/B7eapRXllFUlzGzrPJ7FLOyjynjzu/rb/yRvHSPF2fe+T7sv6xI17Xs2zdudkf24Nt7xfPOO2436a7yrLf3rpVF7zhkUnme9fa0dD3zrMs2u3s86+1FXlv3vsoyKGNfZWWbfkz1fsDa+/jKK781ruWyP4aZjwACCCCAAAIIIIAAAggggEAMApTfQ6aQdadf3qFTvTbrfYOFR//jDgbfl55z8NEJg//8PutxCemchx55VN676G2y5P/5nDz48Jru8o849MDuHaR3rVw16XEuvbdPdydsOiPrUTBZd7te+N//Wq5cdv3E4xqy1pn1T/mzHhXRK0eHmdn7wUVvz+ma+0ul/qL6ja/9g0kOeeXTYC79d/1nPWah3zrPNO+40NlZpul6ehkN/nClv4hMX9f/mJCexzAlXdYjN4Z5PNB06x3yQ3bolw37w6WsO6l7Jxn8uJ7qh2WD58v7fJF1vry1Zp1v2NfGsK8yDMraV1nZ9l+w0/2wNe/iHvZaHvqDgxcigAACCCCAAAIIIIAAAgggYFyA8nvIAHtlxIu2mzfts7enKl16JXTvkQWDZUWRwitdetbzmvMeoZA+sqW/1O4vhbPePvgYhyyqYf75f6/M7C+x84zS16Z/+p+fnrWfrJk9j/67eLNKpME195fO/UVz1t6mepTEbgt2nPZRFFNdbuk6zvqHq+TMk46ZeLZ71h3ko9xVPt0zv/vN+j36y+r+Unrw7YOPq+i5H/7m107c+Vxk3VOtN+uHGVmuw/wAJ+vxEXkZTbX+wetsqh+ADe5t2Gxmb7FF91nf6Z/BR7QMrm2qz0GDr617X+nvMSjDoKx9lZHt4O9yGKX8LnItD/llj5chgAACCCCAAAIIIIAAAgggYF6A8rtAhHm/7HLwGeDpyKxHDgwWGlOVM+k/az/owP27zyCe7g7Os848YdIzyLPmDpbuvW0XffsgV97a7vrZr2TO7C26j5jIK7byHssweI6sRyLkzRw0nup169Y/K6/Yew+Z7pnJ/Y+uGPa8RYre6S7BwUc3jDJ72HIxLeGKPIIiXXvW6/Ouq2EfZzLs66azy3p/f7k/TEHem1FWmTpsNpTfJ0sRg7Lyiqn8HvVaHuXjhmMQQAABBBBAAAEEEEAAAQQQsChA+T1CanmPp+gvwbOKl7znAl93w4pJj+EYtmDOe55tenzWHebpY08G7xgNLb97dxtOVSJOVX4fu+TszX6BaN6dvdPdbdxfxL5m/4XdO457RVXWI1amKzXz7sLPcixyN+10l1zWo2761x97+Z1Xnqf77mU7+AObQZMyy+/+c2XdoZ6XT1llKuU3d35r3Pld5Fqe7nMQ70cAAQQQQAABBBBAAAEEEEDAiwDlt0KSvVIsHXXJ2SdPPLKiv5xO33fiGRfI4C+1y3ou8uAzrvPurs4qSfu3019IFy25816fxZX1jOZhiuqpnn+e9Uzufru8wjDrl9Fl3bGf9RztXmHe2+Ng+Z2+Pe+xE4OvXf/ss928B2dOdbnlPVrH2p3fwzyWJOtfS/TbVPXYk/ScwxbtlN8HTfwwKSu/UR/nwmNPXvia0fsYGOWxJ0WuZYUve4xAAAEEEEAAAQQQQAABBBBAwIQA5bdSTFkFWv8dsLsu2FHOW7ps2ueFZxWgeeX3VHd+D26rzPK7/1z9ZX6vIBv2zu+8wqfIY0+GuSu690ODXsE+3WNP0v31P6O9rDu/h815mD0O5j/s3cUajz2Z6s7vYT/chi2kh5031euG/WW2Zf0CxTJ+2WO63+kel9R7pn8M+yrDoKx9xfwLL4e9ljU+bpiBAAIIIIAAAggggAACCCCAgAUByu8hU0pLhfTPAfsvzDxiqruzf77q191jXr7niyd++V/632lJeOc9q+SgA185aWbWHZTLvn3jZsV5kaKjrPK7/9nkvU0M+9ztwfXn7adI+T34WI2bV/xE0keG9D9WYNhHlGSVZ8M+8zvrDvSpLrWpirq8x+X0P4t8ust4querD167oc/8nmov062z9/5hnwc/7Lx0Td+87ib58yMO7j5Hv/9PkaI97wdOw2aUdV0U8c5zyXp7kdfWva+yDMrYV97Hdmi2/dfkVAW71rU87McOr0MAAQQQQAABBBBAAAEEEEDAsgDl95DpTfXs6N6dxFmPAuiVGOlplp5zavcXQPb+ZN3Bm1UcTlVy5507PeaW2346UbaXVX5nlf7DPv5gcF9ZHv3PV5/uUSq91+62YMeJO7Wzis1hzptmlJVF723/d/UjEz+MyDpvenzeD0TyLrmstfYeKTP4zPKis4vcrVqkiEz3kvX63vle9YqXTXrOfOp37iVfl2OOfMukj4VBk1Ef+5Bn28vtP+76xaSPw9610P8YnHRG3tuzrtG8tWZ93OYV7Vlvz8o465os8i8X8l5b975S8zIMytpXGdkWKb/Txy8Ney0P+SWOlyGAAAIIIIAAAggggAACCCDgUoDyu0Csec8ynuqXPU53B3DWzMEirlcMfeKcK7qrHXwmeNYzrbOeG17GL7zMemb5YFE77GNP+ovU9I749E866+/OPEH+9qzLJj0vPes54+nrs+wGn40+aFOkPOxdLoMzs847aDPVddKbO7ivtPBP/wze+T/K7MHrpPfDGu07v3t7ybo28jLK+jDMW2+BD9lJL81bT9YPrfLK76xrNH1b3jPMB/cw1S9eHcw+73rJ2kf/D4b6N13ktf0/aOrNqHJfg5/n0v/WMChrX2Vkm/d7HAavmyLX8qgfLxyHAAIIIIAAAggggAACCCCAgAcByu+SUyzyaJKSl+JqfJFHVbjaOJtBAAEEEEAAAQQQQAABBBBAAAEEEEAAgaEEKL+HYhrtRRrPPh7tzP6Povz2nzE7RAABBBBAAAEEEEAAAQQQQAABBBBAIESA8jtEb5pjueu7PFzK7/JsmYwAAggggAACCCCAAAIIIIAAAggggIAHAcpvDymyBwQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIFJApTfXBAIIIAAAggggAACCCCAAAIIIIAAAggggAAC7gQov91FyoYQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEKL+5BhBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTcCVB+u4uUDSGAAAIIIIAAAggggAACCCCAAAIIIIAAAghQfnMNIIAAAggggAACCCCAAAIIIIAAAggggAACCLgToPx2FykbQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEKD85hpAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQcCdA+e0uUjaEAAIIIIAAAggggAACCCCAAAIIIIAAAgggQPnNNYAAAggggAACCCCAAAIIIIAAAggggAACCCDgToDy212kbAgBBBBAAAEEEEAAAQQQQAABBBBAAAEEEECA8ptrAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMCdAOW3u0jZEAIIIIAAAggggAACCCCAAAIIIIAAAggggADlN9cAAggggAACCCCAAAIIIIAAAggggAACCCCAgDsBym93kbIhBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAcpvrgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABdwKU3+4iZUMIIIAAAggggAACCCCAAAIIIIAAAggggAAClN9cAwgggAACCCCAAAIIIIAAAggggAACCCCAAALuBCi/3UXKhhBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQov7kGEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBNwJUH67i5QNIYAAAggggAACCCCAAAIIIIAAAggggAACCFB+cw0ggAACCCCAAAIIIIAAAggggAACCCCAAAIIuBOg/HYXKRtCAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQoPzmGkAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBwJ0D57S5SNoQAAggggAACCCCAAAIIIIAAAggggAACCCBA+c01gAACCCCAAAIIIIAAAggggAACCCCAAAIIIOBOgPLbXaRsCAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQIDym2sAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAwJ0A5be7SNkQAggggAACCCCAAAIIIIAAAggggAACCCCAAOU31wACCCCAAAIIIIAAAggggAACCCCAAAIIIICAOwHKb3eRsiEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABym+uAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAF3ApTf7iJlQwgggAACCCCAAAIIIIAAAggggAACCCCAAAKU31wDCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAu4EKL/dRcqGEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBCi/uQYQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE3AlQfruLlA0hgAACCCCAAAIIIIAAAggggAACCCCAAAIIUH5zDSCAAAIIIIAAAggggAACCCCAAAIIIIAAAgi4E6D8dhcpG0IAAQQQQAABBBBAAAEEEEAAAQQQQAABBBCg/OYaQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEHAnQPntLlI2hAACCCCAAAIIIIAAAggggAACCCCAAAIIIED5zTWAAAIIIIAAAggggAACCCCAAAIIIIAAAggg4E6A8ttdpGwIAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAgPKbawABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDAnQDlt7tI2RACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA5TfXAAIIIIAAAggggAACCCCAAAIIIIAAAggggIA7Acpvd5GyIQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAHKb4VrYPWadQpTGGFd4EXbbCFPrtsoGza2rW+F9SsILNh+jvC5QQHSwYhZMxqyzVYz5XdPPOtgN2whVGDrOTOkkSTy5DMbQ0dxvAOB7bfZQp5at1Ge5XsHB2mGb2GX7ebIQ4+uk074KCYYF5jZTGTbrWfJb/newXiSOsvfavYMmdFM5Imn+d5BR9T2lO3mzpJnnm3J+g0t2xth9YUE0n6BP6MLUH6PbjdxJAWXAqKDEZTfDkJU3ALltyKm8VGU38YDVF4+5bcyqPFxlN/GA1RePuW3MqjhcZTfhsMrYemU3yWgGh5J+W04vIClU34H4IkI5XeYX/doym8FRAcjKL8dhKi4BcpvRUzjoyi/jQeovHzKb2VQ4+Mov40HqLx8ym9lUMPjKL8Nh1fC0im/S0A1PJLy23B4AUun/A7Ao/wOw+sdTfmt42h9CuW39QR110/5retpeRrlt+X09NdO+a1vanki5bfl9PTXTvmtb2p1IuW31eTKWTfldzmuVqdSfltNLmzdlN9hftz5HebXPZryWwHRwQjKbwchKm6B8lsR0/goym/jASovn/JbGdT4OMpv4wEqL5/yWxnU8DjKb8PhlbB0yu8SUA2PpPw2HF7A0im/A/C48zsMr3c05beOo/UplN/WE9RdP+W3rqflaZTfltPTXzvlt76p5YmU35bT01875be+qdWJlN9Wkytn3ZTf5bhanUr5bTW5sHVTfof5ced3mF/3aMpvBUQHIyi/HYSouAXKb0VM46Mov40HqLx8ym9lUOPjKL+NB6i8fMpvZVDD4yi/DYdXwtIpv0tANTyS8ttweAFLp/wOwOPO7zC83tGU3zqO1qdQfltPUHf9lN+6npanUX5bTk9/7ZTf+qaWJ1J+W05Pf+2U3/qmVidSfltNrpx1U36X42p1KuW31eTC1k35HebHnd9hfvKvN7Vl9z03yFZbdgIncbh1Acpv6wnqrp/yW9fT8jTKb8vp6a+d8lvf1PJEym/L6emvnfJb39TqRMpvq8mVs27K73JcrU6l/LaaXNi6Kb/D/Ci/w/zkAx/bKAsWdOSE97ek2QwcxuGmBSi/TcenvnjKb3VSswMpv81GV8rCKb9LYTU7lPLbbHSlLJzyuxRWk0Mpv03GVtqiKb9LozU5mPLbZGzBi6b8DiOk/A7zk1M/sVGeeFJkv9/vyFF/3gqcxuGWBSi/Laenv3bKb31TqxMpv60mV866Kb/LcbU6lfLbanLlrJvyuxxXi1Mpvy2mVt6aKb/Ls7U4mfLbYmrha6b8DjOk/A7zk//7m4585u+fk1Zb5C1vbstBb2gHTuRwqwKU31aTK2fdlN/luFqcSvltMbXy1kz5XZ6txcmU3xZTK2/NlN/l2VqbTPltLbFy10v5Xa6vtemU39YS01kv5XeYI+V3mF/36O/dsl6u+adNzzz5r8e05WV7UYArsJobQfltLrJSF0z5XSqvqeGU36biKn2xlN+lE5s6AeW3qbhKXyzld+nEZk5A+W0mqkoWSvldCbOZk1B+m4lKdaGU32GclN9hft2jV69ZJzfc2JCbbm7IrJkiH/xAS3bcgV+AqUBragTlt6m4Sl8s5XfpxGZOQPltJqpKFkr5XQmzmZNQfpuJqpKFUn5XwmziJJTfJmKqbJGU35VRmzgR5beJmNQXSfkdRkr5HeY3UX53OiJfu6YhP/t5Q7bZpiMnfrAtW21JAa7Aa2YE5beZqCpZKOV3JcwmTkL5bSKmyhZJ+V0ZtYkTUX6biKmyRVJ+V0Yd/Ykov6OPqNIFUn5Xyh39ySi/o4+olAVSfoexUn6H+U2U3+n/2PicyGWXN+WhhxNZsKAjH3x/SxqbnobCnzEQoPweg5ALbJHyuwCW85dSfjsPuOD2KL8Lgjl/OeW384ALbo/yuyCY45dTfjsOd4StUX6PgOb4EMpvx+FOsTXK77DcKb/D/CaV3+l/PPlkIp9f2pBn1iXyhj9qyR+/hbu/FYhNjKD8NhFTZYuk/K6MOvoTUX5HH1GlC6T8rpQ7+pNRfkcfUaULpPyulDvqk1F+Rx1P5Yuj/K6cPOoTUn5HHU9pi6P8DqOl/A7z26z8Tt/w698k8oXLmzJjhsipS1o8/kTB2MIIym8LKVW3Rsrv6qxjPxPld+wJVbs+yu9qvWM/G+V37AlVuz7K72q9Yz4b5XfM6VS/Nsrv6s1jPiPld8zplLc2yu8wW8rvML/M8jt941evbsjPf9GQN/xRW/74LW2FszAidgHK79gTqnZ9lN/Vesd8NsrvmNOpfm2U39Wbx3xGyu+Y06l+bZTf1ZvHekbK71iTqWddlN/1uMd6VsrvWJMpd12U32G+lN9hfrnl94MPJXLJFzbd/X36KS2ZPZvHnyhQRz2C8jvqeCpfHOV35eTRnpDyO9poalkY5Xct7NGelPI72mhqWRjldy3sUZ6U8jvKWGpbFOV3bfRRnpjyO8pYSl8U5XcYMeV3mF9u+Z2+4ytfbcq9qxI56A1tecubuftbgTrqEZTfUcdT+eIovysnj/aElN/RRlPLwii/a2GP9qSU39FGU8vCKL9rYY/ypJTfUcZS26Iov2ujj/LElN9RxlL6oii/w4gpv8P8piy/H3ggkcu+1JRZM0X+5mTu/lagjnoE5XfU8VS+OMrvysmjPSHld7TR1LIwyu9a2KM9KeV3tNHUsjDK71rYozwp5XeUsdS2KMrv2uijPDHld5SxlL4oyu8wYsrvML8py+/0nVd8pSn33Z/IIQe35c0Hc/e3Ane0Iyi/o42mloVRftfCHuVJKb+jjKW2RVF+10Yf5Ykpv6OMpbZFUX7XRh/diSm/o4uk1gVRftfKH93JKb+ji6SSBVF+hzFTfof5TVt+r/pVIl/+x6ZsMbsjpy1pyaxZCidkRJQClN9RxlLboii/a6OP7sSU39FFUuuCKL9r5Y/u5JTf0UVS64Iov2vlj+rklN9RxVH7Yii/a48gqgVQfkcVR2WLofwOo6b8DvObtvxOX3DJ0qY8+HAihx7SloMP4u5vBfIoR1B+RxlLbYui/K6NProTU35HF0mtC6L8rpU/upNTfkcXSa0LovyulT+qk1N+RxVH7Yuh/K49gqgWQPkdVRyVLYbyO4ya8jvMb6jy++e/SOSrV3P3twJ11CMov6OOp/LFUX5XTh7tCSm/o42mloVRftfCHu1JKb+jjaaWhVF+18Ie5Ukpv6OMpbZFUX7XRh/liSm/o4yl9EVRfocRU36H+Q1Vfqcv6t39/ZY3t+WgN3D3twJ7dCMov6OLpNYFUX7Xyh/VySm/o4qj9sVQftceQVQLoPyOKo7aF0P5XXsE0SyA8juaKKJYCOV3FDFEswjK72iiqHQhlN9h3JTfYX5Dl9/3rGzI1csasuWcjpx6cktmzlA4MSOiEqD8jiqO2hdD+V17BNEsgPI7miiiWAjldxQxRLMIyu9ooohiIZTfUcQQxSIov6OIIZpFUH5HE0UUC6H8jiKGyhdB+R1GTvkd5jd0+d3piHzukob89ncNedtb2/L613H3twJ9VCMov6OKo/bFUH7XHkE0C6D8jiaKKBZC+R1FDNEsgvI7miiiWAjldxQxRLEIyu8oYohmEZTf0UQRxUIov6OIofJFUH6HkY9V+X3t8pvlvgceklMWL5qkdv7SZXL51csnve3Tpx8nRx5+0MTb7r1/tZz7+a/LWX97gsyfN3fSa1evWTdUCnfdnciyf2py9/dQWva3Qr4xAAAgAElEQVReRPltL7MyV0z5XaaurdmU37byKnu1lN9lC9uaT/ltK6+yV0v5XbawnfmU33ayqmKllN9VKNs5B+W3naw0V0r5HaY5FuX37XeslGOXnN2VOv7owzPL7/R9g6V4+rbHnlgrJ55xgdx5zyrZb5895ZKzTx65/E7nfX5pUx56OJG3H9aW1xzA3d9hl29cR1N+x5VH3auh/K47gXjOT/kdTxYxrITyO4YU4lkD5Xc8WcSwEsrvGFKIYw2U33HkEMsqKL9jSSKOdVB+x5FD1aug/A4TH4vyu0c01Z3feeV371iNO7/TWb+8N5Err2rK/HkdWXJSS5IkLECOjkeA8jueLGJYCeV3DCnEsQbK7zhyiGUVlN+xJBHHOii/48ghllVQfseSRP3roPyuP4OYVkD5HVMa9a+F8rv+DOpYAeV3mDrlt4gMPvZk8JEnKbFW+Z3OuvjSpjz8SCKL/qItr9iXu7/DLuF4jqb8jieLGFZC+S38cO/5C3FWsyFzt5opa558NoZLkzXULJD+BbaRJLJ23caaV8Lp6xJIfw9M7+aH7eZuIU+v2yjPPsf3g3XlEdN5d54/Rx5+bJ10YloUa6lFYGYjkXlbz5Lfjdn3DunnR/5sLkD5zVXRL0D5PZ7XA+V3WO6U3wN+acm9+PTz5KwzT5AD9l848d6pyu9Owa/St97eliuuastLdkvk46c0wxLkaAQQiFIgSRIp+rkhyo2MuKiNrY7MbDZGPNrZYYlI+o98Cn6pcIbAdnoCvdKT62F8r4mNrfbE58f0euh2PRQ+43tB9O28ez1wLXAtpAJj+r3Dps+P/NNoPggQQACBQYG0X+DP6AKU3xl26Z3gL9l1Z/VfeNk7Vastcv5FTVm7NpHj3teSl+zOd7mjX8LxHMmd3/FkEcNKuPM7hhTiWAOPPYkjh1hWwWNPYkkijnXw2JM4cohlFTz2JJYk6l8Hjz2pP4OYVsCd3zGlUf9auPO7/gzqWAF3foepU37XUH6np/zBrQ25/nsN2fvlbTnmPfxT17DLOI6jKb/jyCGWVVB+x5JE/eug/K4/g5hWQPkdUxr1r4Xyu/4MYloB5XdMadS7Fsrvev1jOzvld2yJ1Lseyu96/es6O+V3mPzYl9+PPbFWlt+wQo458q1dyfTxJh8/6zL5zJknyF67L5jQ1Xzmdzr02Q2JnHt+QzZsSOTkk1oyf1vu/g67lOs/mvK7/gxiWgHld0xp1LsWyu96/WM7O+V3bInUux7K73r9Yzs75XdsidS3Hsrv+uxjPDPld4yp1Lcmyu/67Os8M+V3mP5YlN+337FSjl1y9iSpL194RveZ3uvWb5BPnnuFXHfDion3996XviEtx0884wK5855VE+8//ujD5ZTFiyb+e/WadSOl8N1/acgPVzTk1a/qyDvf3hppBgfFI0D5HU8WMayE8juGFOJYA+V3HDnEsgrK71iSiGMdlN9x5BDLKii/Y0mi/nVQftefQUwroPyOKY3610L5XX8GdayA8jtMfSzK7zCi6Y8etfx+cm3SffZ3+gtN/mZJS7beiru/p9eO9xWU3/FmU8fKKL/rUI/znJTfceZS16oov+uSj/O8lN9x5lLXqii/65KP77yU3/FlUueKKL/r1I/v3JTf8WVSxYoov8OUKb/D/LpHj1p+p8d+83805Sd3JnLwQW059BCe/a0QR20jKL9ro4/yxJTfUcZSy6Iov2thj/aklN/RRlPLwii/a2GP9qSU39FGU/nCKL8rJ4/6hJTfUcdT+eIovysnj+KElN9hMVB+h/kFl98PP5LIxZc2Zfbsjpx2SktmzlBYECNqEaD8roU92pNSfkcbTeULo/yunDzqE1J+Rx1P5Yuj/K6cPOoTUn5HHU+li6P8rpQ7+pNRfkcfUaULpPyulDuak1F+h0VB+R3mF1x+pwO+8tWm3LsqkSMOa8trD+Dub4VIahlB+V0Le7QnpfyONprKF0b5XTl51Cek/I46nsoXR/ldOXnUJ6T8jjqeShdH+V0pd/Qno/yOPqJKF0j5XSl3NCej/A6LgvI7zE+l/P7lvYlceVVT5s/ryJKTWpIkCotiROUClN+Vk0d9QsrvqOOpdHGU35VyR38yyu/oI6p0gZTflXJHfzLK7+gjqmyBlN+VUZs4EeW3iZgqWyTld2XUUZ2I8jssDsrvMD+V8jsdkj76JH0EyruPasvv78Pd3wqxVD6C8rty8qhPSPkddTyVLo7yu1Lu6E9G+R19RJUukPK7Uu7oT0b5HX1ElS2Q8rsyahMnovw2EVNli6T8row6qhNRfofFQfkd5qdWft/x00Su/VZTFizoyIc+0FJYFSOqFqD8rlo87vNRfsedT5Wro/yuUjv+c1F+x59RlSuk/K5SO/5zUX7Hn1FVK6T8rkraxnkov23kVNUqKb+rko7rPJTfYXlQfof5qZXfrbbI+Rc1Ze3aRI4/tiW779ZRWBkjqhSg/K5SO/5zUX7Hn1FVK6T8rkraxnkov23kVNUqKb+rkrZxHspvGzlVsUrK7yqU7ZyD8ttOVlWslPK7CuX4zkH5HZYJ5XeYn1r5nQ76wa0Nuf57DVm4d1v+8t08+kQhmkpHUH5Xyh39ySi/o4+osgVSfldGbeJElN8mYqpskZTflVGbOBHlt4mYKlkk5XclzGZOQvltJqpKFkr5XQlzdCeh/A6LhPI7zE+1/H52QyLnnt+QDRsSOfmklszflru/FeKpbATld2XUJk5E+W0ipkoWSfldCbOZk1B+m4mqkoVSflfCbOYklN9moip9oZTfpRObOgHlt6m4Sl8s5XfpxFGegPI7LBbK7zA/1fI7HZbe+Z3eAf6Hr2rLn76du78V4qlsBOV3ZdQmTkT5bSKmShZJ+V0Js5mTUH6biaqShVJ+V8Js5iSU32aiKn2hlN+lE5s6AeW3qbhKXyzld+nEUZ6A8jssFsrvMD/18vvJtUn32d+SiPy3U1oyZw53fytEVMkIyu9KmM2chPLbTFSlL5Tyu3RiUyeg/DYVV+mLpfwundjUCSi/TcVV6mIpv0vlNTec8ttcZKUumPK7VN5oh1N+h0VD+R3mp15+pwOv/VZT7vhpIocc1JY3H8Ld3woRVTKC8rsSZjMnofw2E1XpC6X8Lp3Y1Akov03FVfpiKb9LJzZ1AspvU3GVuljK71J5zQ2n/DYXWakLpvwulTfa4ZTfYdFQfof5lVJ+P/xIIhdf2pTZszty2iktmTlDYZGMKF2A8rt0YlMnoPw2FVepi6X8LpXX3HDKb3ORlbpgyu9Sec0Np/w2F1lpC6b8Lo3W5GDKb5OxlbZoyu/SaKMeTPkdFg/ld5hfKeV3OvQrX23KvasSefthbXnNAdz9rRBT6SMov0snNnUCym9TcZW6WMrvUnnNDaf8NhdZqQum/C6V19xwym9zkZW2YMrv0mhNDqb8NhlbaYum/C6NNurBlN9h8VB+h/mVVn6nxXdagM+f15ElJ7UkSRQWyohSBSi/S+U1N5zy21xkpS2Y8rs0WpODKb9Nxlbaoim/S6M1OZjy22RspSya8rsUVrNDKb/NRlfKwim/S2GNfijld1hElN9hfqWV3+ng9NEn6SNQ3nNUW/bdh7u/FaIqdQTld6m85oZTfpuLrLQFU36XRmtyMOW3ydhKWzTld2m0JgdTfpuMrZRFU36Xwmp2KOW32ehKWTjldyms0Q+l/A6LiPI7zK/U8jv9pZfpL79csKAjH/pAS2GljChTgPK7TF17sym/7WVW1oopv8uStTmX8ttmbmWtmvK7LFmbcym/beZWxqopv8tQtTuT8ttudmWsnPK7DNX4Z1J+h2VE+R3mV2r53WqLnH9RU9auTeQDx7Zkt906CqtlRFkClN9lydqcS/ltM7cyVk35XYaq3ZmU33azK2PllN9lqNqdSfltNzvtlVN+a4vankf5bTs/7dVTfmuL2phH+R2WE+V3mF+p5Xc6/Ac/bMj1/9qQffZuy9Hv5tEnCnGVNoLyuzRak4Mpv03GVsqiKb9LYTU7lPLbbHSlLJzyuxRWs0Mpv81Gp75wym91UtMDKb9Nx6e+eMpvdVITAym/w2Ki/A7zK738fnZDIn9/QUOefTaRD7y/Jbvtyt3fCpGVMoLyuxRWs0Mpv81Gp75wym91UtMDKb9Nx6e+eMpvdVLTAym/TcenunjKb1VO88Mov81HqLoBym9VTjPDKL/DoqL8DvMrvfxOT/C9GxK55QdN2Xmnjnx4Mc/+VoislBGU36Wwmh1K+W02OvWFU36rk5oeSPltOj71xVN+q5OaHkj5bTo+1cVTfqtymh9G+W0+QtUNUH6rcpoZRvkdFhXld5hfJeX3xuc2Pfv76acTOfxP2nLga3j8iUJs6iMov9VJTQ+k/DYdn+riKb9VOc0Po/w2H6HqBii/VTnND6P8Nh+h2gYov9UoXQyi/HYRo9omKL/VKE0NovwOi4vyO8yvkvI7Pcl/3tOQa77RkFmzOrLkr9uy9dY8/kQhOtURlN+qnOaHUX6bj1BtA5TfapQuBlF+u4hRbROU32qULgZRfruIUWUTlN8qjG6GUH67iVJlI5TfKozmhlB+h0VG+R3mV1n5nZ7oiisbct99Ddnv9zty1J/z+BOF6FRHUH6rcpofRvltPkK1DVB+q1G6GET57SJGtU1QfqtRuhhE+e0iRpVNUH6rMLoZQvntJkqVjVB+qzCaG0L5HRYZ5XeYX6Xl92OPJ3LR55rSbou8/71t2eMlPP5EIT61EZTfapQuBlF+u4hRZROU3yqMboZQfruJUmUjlN8qjG6GUH67iTJ4I5TfwYSuBlB+u4ozeDOU38GEJgdQfofFRvkd5ldp+Z2e7IYbG3LTzQ3ZdtuOLPlISxpNhQ0wQkWA8luF0c0Qym83UQZvhPI7mNDVAMpvV3EGb4byO5jQ1QDKb1dxBm2G8juIz93BlN/uIg3aEOV3EJ/Zgym/w6Kj/A7zq7z8brVELvhsU558MpFDD2nLwQdx97dChCojKL9VGN0Mofx2E2XwRii/gwldDaD8dhVn8GYov4MJXQ2g/HYVZ9BmKL+D+NwdTPntLtKgDVF+B/GZPZjyOyw6yu8wv8rL7/SEv/hlQ/7xaw1pNkSWfLQl8+bxyy8VYgweQfkdTOhqAOW3qziDNkP5HcTn7mDKb3eRBm2I8juIz93BlN/uIh15Q5TfI9O5PJDy22WsI2+K8ntkOtMHUn6HxUf5HeZXS/mdnvSqrzfkZz9vyEv3ast7j+Hub4UYg0dQfgcTuhpA+e0qzqDNUH4H8bk7mPLbXaRBG6L8DuJzdzDlt7tIR94Q5ffIdC4PpPx2GevIm6L8HpnO9IGU32HxUX6H+dVWfj/xRCIXfrYprbbIe45qy777UIArRBk0gvI7iM/dwZTf7iIdeUOU3yPTuTyQ8ttlrCNvivJ7ZDqXB1J+u4x1pE1Rfo/E5vYgym+30Y60McrvkdjMH0T5HRYh5XeYX23ld3rim/+9Kf/6/UR23KEjxx/bljlzePyJQpwjj6D8HpnO5YGU3y5jHWlTlN8jsbk9iPLbbbQjbYzyeyQ2twdRfruNtvDGKL8Lk7k+gPLbdbyFN0f5XZjMxQGU32ExUn6H+dVafqcn/9wlTXnkt4ns9uKOfOC4lsJuGDGqAOX3qHI+j6P89pnrKLui/B5Fze8xlN9+sx1lZ5Tfo6j5PYby22+2RXdG+V1UzPfrKb9951t0d5TfRcV8vJ7yOyxHyu8wv9rL7yfXJnLpFxry1NOJLFzYlqOPakuSKGyKEYUFKL8Lk7k+gPLbdbyFNkf5XYjL/Yspv91HXGiDlN+FuNy/mPLbfcRDb5Dye2iqsXgh5fdYxDz0Jim/h6Zy9ULK77A4Kb/D/Govv9MFPPxIIl+4vCkbN4q8/nVtedtbef63QqyFR1B+FyZzfQDlt+t4C22O8rsQl/sXU367j7jQBim/C3G5fzHlt/uIh94g5ffQVGPxQsrvsYh56E1Sfg9N5eqFlN9hcVJ+h/lFUX6ni7h3VUOuvKohnY7In769LX/4KgpwhWgLjaD8LsTl/sWU3+4jHnqDlN9DU43FCym/xyLmoTdJ+T001Vi8kPJ7LGIeapOU30Mxjc2LKL/HJuqhNkr5PRSTuxdRfodFSvkd5hdN+Z0u5H//R0P+1z83uo89+auj2/Kyl1KAK8Q79AjK76GpxuKFlN9jEfNQm6T8HoppbF5E+T02UQ+1UcrvoZjG5kWU32MT9bQbpfyelmisXkD5PVZxT7tZyu9piVy+gPI7LFbK7zC/qMrvdDHXf68hP7i1ITNmiHzg/S1ZsEtHYYeMGEaA8nsYpfF5DeX3+GQ93U4pv6cTGq/3U36PV97T7Zbyezqh8Xo/5fd45T3Vbim/uRb6BSi/uR76BSi/x/N6oPwOy53yO8wvuvI7XdDV32jIPfc0ZMs5HTnpI23ZcksKcIWYpx1B+T0t0Vi9gPJ7rOKecrOU31wL/QKU31wP/QKU31wP/QKU31wPPQHKb64Fym+ugTwByu/xvDYov8Nyp/wO84uy/N74nMgVX27Kb1YnsvXWHTn6qLbsuisFuELUU46g/C5b2NZ8ym9beZW5WsrvMnXtzab8tpdZmSum/C5T195sym97mZW1YsrvsmRtzuXOb5u5lbVqyu+yZOOeS/kdlg/ld5hflOV3uqhnnklk2TcTWfWrRneNb3trW17/Op4BrhB37gjK7zJ17c2m/LaXWVkrpvwuS9bmXMpvm7mVtWrK77Jkbc6l/LaZWxmrpvwuQ9XuTMpvu9mVsXLK7zJU459J+R2WEeV3mF+05Xe6sE5H5JYfNOWGf0u6/3vvl7flL97VkS1mcxe4QuybjaD8LkPV7kzKb7vZaa+c8ltb1PY8ym/b+WmvnvJbW9T2PMpv2/lprp7yW1PT/izKb/sZau6A8ltT084syu+wrFTL78eeWCsnnnGB3HnPqkKrOv7ow+WUxYsKHRPTi1evWRfTcjZby69/ncjXljXkqacSmTevI3/57rbssjMFuHZolN/aorbnUX7bzk9z9ZTfmpr2Z1F+289QcweU35qa9mdRftvPUGsHlN9akj7mUH77yFFrF5TfWpK25lB+h+WlXn6f9Q9XyZknHSPz580damW337FSbrntp5TfQ2mN/qJ16xL55rcS+fkvNj0G5Y2vb8nrXyf8MszRSTc7kvJbEdPBKMpvByEqbYHyWwnSyRjKbydBKm2D8lsJ0skYym8nQSpsg/JbAdHRCMpvR2EqbIXyWwHR4AjK77DQKL/D/LpHx37nd/8Wb72tId+5flMB3myKHPialhz0BpE5c7gTPPRSoPwOFfR1POW3rzxDdkP5HaLn71jKb3+ZhuyI8jtEz9+xlN/+Mh11R5Tfo8r5PI7y22euo+6K8ntUOdvHUX6H5Uf5HeZnrvxOF/zwI4l8/8ZE7ln5Qgn+mj9sy0Fv7MhWW1KCj3pJUH6PKufzOMpvn7mOsivK71HU/B5D+e0321F2Rvk9iprfYyi//WZbdGeU30XFfL+e8tt3vkV3R/ldVMzH6ym/w3JULb/DlmL3aEt3fvcrP/LbRG68qSF33Z1MvPm1B7TliMPadsOoceWU3zXiR3hqyu8IQ6lpSZTfNcFHelrK70iDqWlZlN81wUd6WsrvSIOpYVmU3zWgR3xKyu+Iw6lhaZTfNaBHcErK77AQKi+/e78UM132JWefPPSzwcO2uenoa5ffLPc98NBmzxc/f+kyufzq5ZNO8enTj5MjDz9o4rhPnHNF938fceiB8qnTjpM5s2dNvN5q+d3bwKOPJnLTLYn8n59suhM8/bPDi9qy5x4ie+0pssceHdliFneET3cNUn5PJzRe76f8Hq+8p9ot5TfXQr8A5TfXQ78A5TfXQ78A5TfXQ0+A8ptroV+A8pvroV+A8ns8rwfK77DcKyu/019seeySs7ur3WWn7WXpOafKXrsvCFv9kEf3n/v4ow/PLL/TUacsXrTZxPTY85Yumyjq06J88LXWy+/epp98MpFbbxP52c8T+d2aF4rw9P2/t6Aj+7+yIzvtIDJjRke23VZk660pxPsvGMrvIT8gx+RllN9jEvQQ26T8HgJpjF5C+T1GYQ+xVcrvIZDG6CWU32MU9jRbpfzmWqD85hrIE6D8Hs9rg/I7LPfSy+/Bu6q/fOEZcsD+C8NWPeLRU935nVd+p+t/ya47T9wFPliGp8d5Kb/7WR99LJGf/SyRlT8X+dV9k4vw3utmzhDZdn5H5m/bke23E5k///n/27YjO+4wfsU45feIH5hOD6P8dhrsCNui/B4BzfEhlN+Owx1ha5TfI6A5PoTy23G4BbdG+V0QzPnLufPbecAFt0f5XRDMycspv8OCLKX87j3a5M57VnVXlxbeL93j9+TEMy6QUxcvirL87n/sSe+RJ+vWb5BPnnuFHPjqfSfK73vvXy0fP+sy+cyZJ0zcue6x/O6/rDZsEPnlvQ25/wGRRx8VeeyxRB57PJGNG6e++NI7w3fftSM79BXhW2yRyJZbSvf/9n6Zr2eLU36HfTLydjTlt7dER98P5ffodh6PpPz2mOroe6L8Ht3O45GU3x5THW1PlN+juXk9ivLba7Kj7YvyezQ360dRfoclqF5+5z3Tu/f2GMvvfsK03F58+nly1pknyCsW7tktv496xyEThX1W+b123XNhKRg9+qmnN5Xhv1sj8uhj6f/fkTWPiqx5tNMtx/ljR2DGjM3XmhSNMOf1RcbkvTZ3LQXPWWRPRV6b6g2+Pv3vTmfzt091VeSfM/tfUhRdo+R5Zbw9N7eC5rnnzIDQyjnPuPD1lbnGYgDdVyfp/0ukk14QvT8FPjDyXApnVMc5C4Shts+ccw778ZL3urx/z1T0umqkByQi7b6f/w67tonLp8DHcm4EBa6HrM9xL1zKOTJZn1eKffh0nbL+5C29U+BzWf7nm+zphT/esj5/ZLxtRjORVjv9erG5Y+7HRIHs1K6tAh/LeddL7sdQwZyLXBdqX1cKrrGIe/9r0x+Wbnju+U8ORc9Z4NvOwp/nSvycE/yxlTOg0f1km/H9bdFrucDri349mOrzczprRrMhG9NPEIrfO0jep+yC11vWx2GR636qzxPZ/+Z409fOwT+Frx+FfT7/rV2BxeR8Lcu9YDZ//YxGIuklvbE1OUAN86k+dRT6OlTitZVvnvNxXuDrZHf/CtdF4Y//JOfvdzmBTP5a0ZRWuy2tts7fEQvlPMT6hvlylHXOLeeIbLVlIvPmjd9TBIYxmzsno7QZ5kBes+nDvJP13XYATq/k3m3BjpN+MaSV8jvdeu9RJ4e9+cCh7vxe+8w0t0AHeFo+9HePJvL44yJPPd2Rp58RefrpRJ5+ui1PP5PI0890ZOOGRNLP1+mntvTvfN2/93Vk09v6/nf6tu5/Pv/JfdL7U6DnX9999/P/u/d3yHZ705eh9L9775943fNvf248f3Zh+dJi7QgggAACCCCAAAIIIIAAAggg4FBg5sz0aQGdbhm+7byO7LKzyO4vbsjOO4vssP14luNzt5zpMOnqtqRefqdL73/sSe+XW2637dxoH3syyN3/nO9xfeZ3dZegnzPF8tiTrDI/98tDzjuKvz77Z90ZN7JJzg+5825E2fSDkAJ/Ml+f86P4vNlFz5m1+J3mz5aHH1u/2cpzz5m3x7yMimSX99rc2ycLgD//Q6TMIzLOW+a1lUuYg174WizGMnHtpv90eas5M+XxpzbkXud57yh6LRZ6fZFrKN170Wsx6/oqeM68/eReulnzs24Hfj7LwZcX8Svy2i7f8yebs0Wze/fW0+tb3VUUvaO8yHnL/HxT9GM598On6DWRNShno0XXmPf67PF5X1iyd5qXRfoYnPUbWvLcwN18hXLOwS28/7y79jLmq11beWvPDWPzAwrvU+FrX24+Ra/ngddvs+VMSW+q6eTchljkuij6ObvItyGFzYsMn+LzYqf/n8z0zxxYkMb6cq2Vvqec7utYI0lki1lNWfds/l06nZyvb4X3X+B77ULX4BTfNxVZY22fbzK/3hT7hFvgU1n+l8nOpn8FkH7vMPEvQ6ayLfj9Wua3a1rXVv4359l/dcj6u0PBz9m531cV+Pxc1uf46f4qMezH18wZDWm1OtLOuPO7wIfzpu9DCxxQ/GNx+I4g/Zr1zLqOPNO9UXLqW/fTf7W+YJdO9/9esrvIS/dqy6xZ0+nafz+PPQnLsJTyu39Jsf/Cy7SoX37DCjnmyLd2lz34WJPBX3CZ7if9c8riRRPb9P7M77BLbHyOjqX8Hh/xuHfKM7/jzqfK1fHM7yq14z8Xz/yOP6MqV8gzv6vUjv9cPPM7/oyqWiHP/K5K2sZ5eOa3jZyqWuU4PPN7/fpEnlkn8swz6aN2E3nwoY48+FAiqx9MJH3f4J8992jL3i8T2Xvvjmw3v0CjX1VoCueh/A5DLL387i0vLZGPXXJ29z+POPTASY9ECdvC9Ef3n7v36vSXcB6w/0Lp/VLL625YMTGo977eG65dfrN84pwrctdO+T19BuPwCsrvcUh5+D1Sfg9v5f2VlN/eEy62P8rvYl7eX0357T3hYvuj/C7m5fnVlN+e0y2+N8rv4maejxiH8nuq/B5/IpGHH07kgV935JerGrJ69eQyfIcXtbsl+IEHiGyzjZ8inPI77KO6svK7t8y8X4gZto16j6b8rtc/lrNTfseSRBzroPyOI4cYVkH5HUMK8ayB8jueLGJYCeV3DCnEswbK73iyqHsllN91JxDX+Sm/48qj7tWMe/k96P/s+kRW3ZfIvatE7v2VyJo1L/za3Fe9si0HH9yR+dvaL8Epv8M+8lTL77TYPusfrpIzTzpG5s+bO9TK0ruyb7ntp5MeIzLUgRG9iPI7ojBqXArld434EZ6a8jvCUGpaEuV3TfCRnpbyO9JgaloW5XdN8JGelvI70mBqWBbldw3oEZ+S8jvicD7epkAAACAASURBVGpYGuX31Ohr1yZyyw8SWfGjF0rw/V7RljcdLPKi7ds1JKZzSsrvMEfK7zC/7tGU3wqIDkZQfjsIUXELlN+KmMZHUX4bD1B5+ZTfyqDGx1F+Gw9QefmU38qghsdRfhsOr4SlU36XgGp4JOX3cOE99XQiN92cyG23v1CCL9y7LW95U0d23NHeneCU38Plnvcqyu8wP8pvBT8vIyi/vSSpsw/Kbx1HD1Movz2kqLcHym89Sw+TKL89pKi3B8pvPUvrkyi/rSeou37Kb11P69Mov4sl+PQzidzy75tK8FZr07GHva0tr3utrbvAKb+L5T74avXy+8QzLpA771lVaFXHH304jz0pJMaLYxSg/I4xlfrWRPldn31sZ6b8ji2RetdD+V2vf2xnp/yOLZF610P5Xa9/TGen/I4pjfrXQvldfwYxrYDye7Q0nlmXyK0rRG66pdkdsPfL2nLkuzoyZ46Nu8Apv0fLvXeUavkdthS7R/PYE7vZaa6c8ltT0/4sym/7GWrtgPJbS9LHHMpvHzlq7YLyW0vSxxzKbx85auyC8ltD0c8Mym8/WWrshPI7TPHBhxL52jUNeeKJRLbeuiN/uagtL35x/AU45XdY7pTfYX7doym/FRAdjKD8dhCi4hYovxUxjY+i/DYeoPLyKb+VQY2Po/w2HqDy8im/lUENj6P8NhxeCUun/C4B1fBIyu/w8J5dn8g130zkl/c2pNEQOfSQjrzh9S1JkvDZZU2g/A6TpfwO86P8VvDzMoLy20uSOvug/NZx9DCF8ttDinp7oPzWs/QwifLbQ4p6e6D81rO0Pony23qCuuun/Nb1tD6N8lsvwX//YVP+5V83Nd577tGWd/9FvI9BofwOy53yO8yP8lvBz8sIym8vSersg/Jbx9HDFMpvDynq7YHyW8/SwyTKbw8p6u2B8lvP0vokym/rCequn/Jb19P6NMpv3QTvfyCRa77RkKeeSrqPPznuvS2ZMUP3HBrTKL/DFCm/w/wovxX8vIyg/PaSpM4+KL91HD1Mofz2kKLeHii/9Sw9TKL89pCi3h4ov/UsrU+i/LaeoO76Kb91Pa1Po/zWT/DxxxO5+AsNSR+Hsu/CtrxnUVv/JIETKb/DACm/w/wovxX8vIyg/PaSpM4+KL91HD1Mofz2kKLeHii/9Sw9TKL89pCi3h4ov/UsrU+i/LaeoO76Kb91Pa1Po/wuJ8Ff/zqRL36lKe2WyBv+qC1//Ja4CnDK77DcKb/D/Ci/Ffy8jKD89pKkzj4ov3UcPUyh/PaQot4eKL/1LD1Movz2kKLeHii/9SytT6L8tp6g7vopv3U9rU+j/C4vwXtWNuTqZY3uCY58Z1v2f2U8BTjld1julN9hfpTfCn5eRlB+e0lSZx+U3zqOHqZQfntIUW8PlN96lh4mUX57SFFvD5TfepbWJ1F+W09Qd/2U37qe1qdRfpeb4A9XNOS7/9KQJBF57zFt2WvPOApwyu+w3Cm/w/wovxX8vIyg/PaSpM4+KL91HD1Mofz2kKLeHii/9Sw9TKL89pCi3h4ov/UsrU+i/LaeoO76Kb91Pa1Po/wuP8HrvtOQ225vyMyZIh86oS07vKj+ApzyOyx3yu8wP8pvBT8vIyi/vSSpsw/Kbx1HD1Movz2kqLcHym89Sw+TKL89pKi3B8pvPUvrkyi/rSeou37Kb11P69Mov8tPsNMRufobDVm5siFz53bkxA+2ZeutOuWfeIozUH6H8VN+h/lRfiv4eRlB+e0lSZ19UH7rOHqYQvntIUW9PVB+61l6mET57SFFvT1QfutZWp9E+W09Qd31U37relqfRvldXYJfuKIp6S/C3Hmnjnx4cau6E2ecifI7jJ/yO8yP8lvBz8sIym8vSersg/Jbx9HDFMpvDynq7YHyW8/SwyTKbw8p6u2B8lvP0vokym/rCequn/Jb19P6NMrv6hJcty6Ri5c25MknE/njQzvyhtfXV4BTfoflTvkd5kf5reDnZQTlt5ckdfZB+a3j6GEK5beHFPX2QPmtZ+lhEuW3hxT19kD5rWdpfRLlt/UEdddP+a3raX0a5Xe1Cd71n4ks+2ZTZswQ+dhHWjJvXj2PP6H8Dsud8jvMj/Jbwc/LCMpvL0nq7IPyW8fRwxTKbw8p6u2B8lvP0sMkym8PKertgfJbz9L6JMpv6wnqrp/yW9fT+jTK7+oTvOLKhtx3X0P2WdiWoxfV88svKb/Dcqf8DvOj/Fbw8zKC8ttLkjr7oPzWcfQwhfLbQ4p6e6D81rP0MIny20OKenug/NaztD6J8tt6grrrp/zW9bQ+jfK7+gQfezyRf/hcU1ptkfe/ty17vKT6ApzyOyx3yu8wP8pvBT8vIyi/vSSpsw/Kbx1HD1Movz2kqLcHym89Sw+TKL89pKi3B8pvPUvrkyi/rSeou37Kb11P69Mov+tJ8Ps3NeTGmxqy7bad7uNPms1q10H5HeZN+R3mR/mt4OdlBOW3lyR19kH5rePoYQrlt4cU9fZA+a1n6WES5beHFPX2QPmtZ2l9EuW39QR110/5retpfRrldz0JtloiF13clMcfT+RNB7e7/1flH8rvMG3K7zA/ym8FPy8jKL+9JKmzD8pvHUcPUyi/PaSotwfKbz1LD5Movz2kqLcHym89S+uTKL+tJ6i7fspvXU/r0yi/60vwV/c15EtXNqTZEFny0Wp/+SXld1julN9hfpTfCn5eRlB+e0lSZx+U3zqOHqZQfntIUW8PlN96lh4mUX57SFFvD5TfepbWJ1F+W09Qd/2U37qe1qdRfteb4DX/1JD/vLshL92rLe89prq7vym/w3Kn/A7zo/xW8PMygvLbS5I6+6D81nH0MIXy20OKenug/Naz9DCJ8ttDinp7oPzWs7Q+ifLbeoK666f81vW0Po3yu94En3oqkQs/15ANGxI5+t1t2Wfvagpwyu+w3Cm/w/wovxX8vIyg/PaSpM4+KL91HD1Mofz2kKLeHii/9Sw9TKL89pCi3h4ov/UsrU+i/LaeoO76Kb91Pa1Po/yuP8Ef3tqQ736vIdts05GP/XVLZs4of02U32HGlN9hfpTfCn5eRlB+e0lSZx+U3zqOHqZQfntIUW8PlN96lh4mUX57SFFvD5TfepbWJ1F+W09Qd/2U37qe1qdRfseR4MWXNuXhRxI55I0tefObOqUvivI7jJjyO8yP8lvBz8sIym8vSersg/Jbx9HDFMpvDynq7YHyW8/SwyTKbw8p6u2B8lvP0vokym/rCequn/Jb19P6NMrvOBJc/WAil17WlC226MjfnNyWLWaVW4BTfoflTvkd5kf5reDnZQTlt5ckdfZB+a3j6GEK5beHFPX2QPmtZ+lhEuW3hxT19kD5rWdpfRLlt/UEdddP+a3raX0a5Xc8CX79Gw25+56GvPXQtrzx9eU++5vyOyx3yu8wP8pvBT8vIyi/vSSpsw/Kbx1HD1Movz2kqLcHym89Sw+TKL89pKi3B8pvPUvrkyi/rSeou37Kb11P69Mov+NJ8DerE1n6xaZsOacjp53SkmazvLVRfofZUn6H+VF+K/h5GUH57SVJnX1Qfus4ephC+e0hRb09UH7rWXqYRPntIUW9PVB+61lan0T5bT1B3fVTfut6Wp9G+R1Xgl+6sim/ui+RdxzRlgNeXd7d35TfYblTfof5UX4r+HkZQfntJUmdfVB+6zh6mEL57SFFvT1QfutZephE+e0hRb09UH7rWVqfRPltPUHd9VN+63pan0b5HVeCv7w3kSuvasq223bk5I+2JEnKWR/ld5gr5XeYH+W3gp+XEZTfXpLU2Qflt46jhymU3x5S1NsD5beepYdJlN8eUtTbA+W3nqX1SZTf1hPUXT/lt66n9WmU3/El+NlLm/LbRxJZdGRLXvGKcn7xJeV3WO6U32F+lN8Kfl5GUH57SVJnH5TfOo4eplB+e0hRbw+U33qWHiZRfntIUW8PlN96ltYnUX5bT1B3/ZTfup7Wp1F+x5fgnXcl8o1rm7LDjh356IdapSyQ8juMlfI7zI/yW8HPywjKby9J6uyD8lvH0cMUym8PKertgfJbz9LDJMpvDynq7YHyW8/S+iTKb+sJ6q6f8lvX0/o0yu/4Eux0RC74bFMefzyR9x7TkpfupX/3N+V3WO6U32F+lN8Kfl5GUH57SVJnH5TfOo4eplB+e0hRbw+U33qWHiZRfntIUW8PlN96ltYnUX5bT1B3/ZTfup7Wp1F+x5ngj/53Q/55eUP2eElH3v9e/bu/Kb/Dcqf8DvOj/Fbw8zKC8ttLkjr7oPzWcfQwhfLbQ4p6e6D81rP0MIny20OKenug/NaztD6J8tt6grrrp/zW9bQ+jfI7zgRbLZFzz2/KM+sSWfyBlvzeAt27vym/w3Kn/A7zo/xW8PMygvLbS5I6+6D81nH0MIXy20OKenug/Naz9DCJ8ttDinp7oPzWs7Q+ifLbeoK666f81vW0Po3yO94Eb7qlITf8W0P2WdiWoxe1VRdK+R3GSfkd5kf5reDnZQTlt5ckdfZB+a3j6GEK5beHFPX2QPmtZ+lhEuW3hxT19kD5rWdpfRLlt/UEdddP+a3raX0a5Xe8CT67IZFzz2/Ihg2JfOwjLdl+e727vym/w3Kn/A7zo/xW8PMygvLbS5I6+6D81nH0MIXy20OKenug/Naz9DCJ8ttDinp7oPzWs7Q+ifLbeoK666f81vW0Po3yO+4Ev/svDfnhiob8l/078md/qvfsb8rvsNwpv8P8KL8V/LyMoPz2kqTOPii/dRw9TKH89pCi3h4ov/UsPUyi/PaQot4eKL/1LK1Povy2nqDu+im/dT2tT6P8jjvBtWsTOe+iZneRp36sJXPn6tz9Tfkdljvld5gf5beCn5cRlN9ektTZB+W3jqOHKZTfHlLU2wPlt56lh0mU3x5S1NsD5beepfVJlN/WE9RdP+W3rqf1aZTf8Sf4rf/VlP+4I5HXva4th71V59nflN9huVN+h/lRfiv4eRlB+e0lSZ19UH7rOHqYQvntIUW9PVB+61l6mET57SFFvT1QfutZWp9E+W09Qd31U37relqfRvkdf4Jr1iRy0cVNmTFD5LSTWzJnTvjd35TfYblTfof5UX4r+HkZQfntJUmdfVB+6zh6mEL57SFFvT1QfutZephE+e0hRb09UH7rWVqfRPltPUHd9VN+63pan0b5bSPBq5c15J6VDXnzIW055KDwu78pv8Nyp/wO86P8VvDzMoLy20uSOvug/NZx9DCF8ttDinp7oPzWs/QwifLbQ4p6e6D81rO0Pony23qCuuun/Nb1tD6N8ttGgr9ZncjSLzZl9uyOnHZKS2bOCFs35XeYH+V3mB/lt4KflxGU316S1NkH5beOo4cplN8eUtTbA+W3nqWHSZTfHlLU2wPlt56l9UmU39YT1F0/5beup/VplN92ErziK0257/5EDv+Tthz4mrC7vym/w3Kn/A7zo/xW8PMygvLbS5I6+6D81nH0MIXy20OKenug/Naz9DCJ8ttDinp7oPzWs7Q+ifLbeoK666f81vW0Po3y206Cv/hlIv/4taZsvXVHTl3SkmZj9LVTfo9ulx5J+R3mR/mt4OdlBOW3lyR19kH5rePoYQrlt4cU9fZA+a1n6WES5beHFPX2QPmtZ2l9EuW39QR110/5retpfRrlt60EP3tpU377SCJHvqsl+//B6L/4kvI7LPexKr+vXX6z3PfAQ3LK4kWZauvWb5BPnntF932fOu04mTN7Vvd/n790mVx+9fLu/z7i0AMnvS992+o168JS4GgXApTfLmJU2wTltxql+UGU3+YjVN0A5bcqp/lhlN/mI1TdAOW3KqfpYZTfpuNTXzzltzqp6YGU37bi++ldifzTtU3ZfruOnPSRliTJaOun/B7NrXfUWJTft9+xUo5dcnZ3z8cffXhm+d0rvq+7YcWkgjstzFf8+O5u4Z3+ScvxnXfcbtIMyu+wi9DL0ZTfXpLU2Qflt46jhymU3x5S1NsD5beepYdJlN8eUtTbA+W3nqX1SZTf1hPUXT/lt66n9WmU37YS7HRELvhsUx5/PJFj3tOSvV8+2t3flN9huY9F+d0jmurO7/Tu7pfsunP3pb2ye/2zz8qJZ1wgpy5eJAfsv7D7vrRIP2/pMrnk7JNl/ry53bdRfoddhF6Opvz2kqTOPii/dRw9TKH89pCi3h4ov/UsPUyi/PaQot4eKL/1LK1Povy2nqDu+im/dT2tT6P8tpfgbbc35LrvNGTBLh350AmtkTZA+T0S28RBlN/PP9YkFUkfh9J/p3dW+X3v/avl42ddJp858wTZa/cFlN9h15+roym/XcUZvBnK72BCNwMov91EqbIRym8VRjdDKL/dRKmyEcpvFUYXQyi/XcSotgnKbzVKF4Mov+3F2GqJ/H/nNWX9+kSOP7Ylu+9W/O5vyu+w3Me+/B68G7y//E6f+Z3eEd4rxtP/P6v8DouAoxFAAAF/Ahuf68jMGSM+0MwfBztCAAEEJgQ2PNeW9Idi/EEAAQQQmCyw8bm2zOTzI5cFAgg4FPjn69vyreUt2W/fRD62eIbDHca9pbEvv/t/mWV/VL1fbNm7+/vOe1ZNvHu/ffbksSdxX9e1rI47v2thj/ak3PkdbTSVL4w7vysnj/qE3PkddTyVL447vysnj/qE3PkddTyVLo47vyvljv5k3PkdfUSVLpA7vyvlVjvZunWJnHtBU557TuSvP9SSHXcsdvc3d36HRTH25fcg3+Cd34PvT5/5fcttP+UXXoZddy6Ppvx2GevIm6L8HpnO3YGU3+4iDdoQ5XcQn7uDKb/dRRq0IcrvID5XB1N+u4ozeDOU38GErgZQftuN8zvfa8ittzbklft15M//rNizvym/w3Kn/B7wm6r8znvkCb/wMuwi9HI05beXJHX2Qfmt4+hhCuW3hxT19kD5rWfpYRLlt4cU9fZA+a1naX0S5bf1BHXXT/mt62l9GuW33QTXrk3kvIua3Q2c+rGWzJ07/N3flN9huY9F+Z3erX3skrMnSX35wjPkgP0XbqY3WH6nhffi08+TBx9eI4OPO+kdTPkddhF6OZry20uSOvug/NZx9DCF8ttDinp7oPzWs/QwifLbQ4p6e6D81rO0Pony23qCuuun/Nb1tD6N8tt2gtf+z6bc8ZNEXntAW444rD30Zii/h6bKfOFYlN9hRNMfTfk9vdE4vILyexxSHn6PlN/DW3l/JeW394SL7Y/yu5iX91dTfntPuNj+KL+LeXl+NeW353SL743yu7iZ5yMov22nu2ZNIhdd3JQZM0ROO7klc+YMd/c35XdY7pTfYX7doym/FRAdjKD8dhCi4hYovxUxjY+i/DYeoPLyKb+VQY2Po/w2HqDy8im/lUENj6P8NhxeCUun/C4B1fBIym/D4T2/9K9d05CVP2vIwW9sy6FvGu7ub8rvsNwpv8P8KL8V/LyMoPz2kqTOPii/dRw9TKH89pCi3h4ov/UsPUyi/PaQot4eKL/1LK1Povy2nqDu+im/dT2tT6P8tp6gyG9WJ7L0i02ZPbsjp53Skpkzpt8T5ff0RlO9gvI7zI/yW8HPywjKby9J6uyD8lvH0cMUym8PKertgfJbz9LDJMpvDynq7YHyW8/S+iTKb+sJ6q6f8lvX0/o0ym/rCW5a/xVfacp99yfytre05fV/NP3d35TfYblTfof5UX4r+HkZQfntJUmdfVB+6zh6mEL57SFFvT1QfutZephE+e0hRb09UH7rWVqfRPltPUHd9VN+63pan0b5bT3BTev/+S8S+erVTdl6646cuqQlzcbU+6L8Dsud8jvMj/Jbwc/LCMpvL0nq7IPyW8fRwxTKbw8p6u2B8lvP0sMkym8PKertgfJbz9L6JMpv6wnqrp/yW9fT+jTKb+sJvrD+z17alN8+ksi73tGSV/2XqX/xJeV3WO6U32F+lN8Kfl5GUH57SVJnH5TfOo4eplB+e0hRbw+U33qWHiZRfntIUW8PlN96ltYnUX5bT1B3/ZTfup7Wp1F+W0/whfX/5M5Evvk/mrL9dh056SMtSZL8vVF+h+VO+R3mR/mt4OdlBOW3lyR19kH5rePoYQrlt4cU9fZA+a1n6WES5beHFPX2QPmtZ2l9EuW39QR110/5retpfRrlt/UEX1h/qy1y3oVNeeqpRN5zVFv23Sf/2d+U32G5U36H+VF+K/h5GUH57SVJnX1Qfus4ephC+e0hRb09UH7rWXqYRPntIUW9PVB+61lan0T5bT1B3fVTfut6Wp9G+W09wcnrX/Gjhiz/bkMW7NKRD53Qyt0c5XdY7pTfYX6U3wp+XkZQfntJUmcflN86jh6mUH57SFFvD5TfepYeJlF+e0hRbw+U33qW1idRfltPUHf9lN+6ntanUX5bT3Dy+jc+J3Lu+U1Zvz6R9/3Xluy1R/azvym/w3Kn/A7zo/xW8PMygvLbS5I6+6D81nH0MIXy20OKenug/Naz9DCJ8ttDinp7oPzWs7Q+ifLbeoK666f81vW0Po3y23qCm6//xpsa8v2bGrLXnh15319l3/1N+R2WO+V3mB/lt4KflxGU316S1NkH5beOo4cplN8eUtTbA+W3nqWHSZTfHlLU2wPlt56l9UmU39YT1F0/5beup/VplN/WE9x8/evWJfL3FzQlvQv8g8e15MUv3vzub8rvsNwpv8P8KL8V/LyMoPz2kqTOPii/dRw9TKH89pCi3h4ov/UsPUyi/PaQot4eKL/1LK1Povy2nqDu+im/dT2tT6P8tp5g9vqv/14iP7i1KVtt1ZGPLG7L1ltPLsApv8Nyp/wO86P8VvDzMoLy20uSOvug/NZx9DCF8ttDinp7oPzWs/QwifLbQ4p6e6D81rO0Pony23qCuuun/Nb1tD6N8tt6gtnrb7VELvtSU1avTmTnnTpywvEtmTnjhddSfoflTvkd5kf5reDnZQTlt5ckdfZB+a3j6GEK5beHFPX2QPmtZ+lhEuW3hxT19kD5rWdpfRLlt/UEdddP+a3raX0a5bf1BPPX//QziVx8aUOeeiqRvV/elmPe0554MeV3WO6U32F+lN8Kfl5GUH57SVJnH5TfOo4eplB+e0hRbw+U33qWHiZRfntIUW8PlN96ltYnUX5bT1B3/ZTfup7Wp1F+W09w6vU/+HAil13elOeeE3nTwe3u/6V/KL/Dcqf8DvOj/Fbw8zKC8ttLkjr7oPzWcfQwhfLbQ4p6e6D81rP0MIny20OKenug/NaztD6J8tt6grrrp/zW9bQ+jfLbeoLTr3/lzxrytWsa3Rf+5bvbsnDvNuX39GxTvoLyOxAwPXz1mnUKUxhhXYDy23qCuuun/Nb1tDyN8ttyevprp/zWN7U8kfLbcnr6a6f81je1OpHy22py5ayb8rscV6tTKb+tJlds3Tfd0pAb/q0hM2ZI9/nfr953drEBvHqSAOW3wgVB+a2A6GAE5beDEBW3QPmtiGl8FOW38QCVl0/5rQxqfBzlt/EAlZdP+a0Mangc5bfh8EpYOuV3CaiGR1J+Gw6v4NKXfbMpd/1nItvM7cj5/++sgkfz8n4Bym+F64HyWwHRwQjKbwchKm6B8lsR0/goym/jASovn/JbGdT4OMpv4wEqL5/yWxnU8DjKb8PhlbB0yu8SUA2PpPw2HF7BpbdaIpd9qSmrVyfyxYtmFjyal1N+K18DlN/KoEbHUX4bDa6kZVN+lwRrcCzlt8HQSlwy5XeJuAZHU34bDK3EJVN+l4hrbDTlt7HASl4u5XfJwMbGU34bCyxwuU8/k8hddyXyZ4dtEThpvA/nzm+F/Cm/FRAdjKD8dhCi4hYovxUxjY+i/DYeoPLyKb+VQY2Po/w2HqDy8im/lUENj6P8NhxeCUun/C4B1fBIym/D4QUsPe0X+DO6AOX36HYTR1J+KyA6GEH57SBExS1QfitiGh9F+W08QOXlU34rgxofR/ltPEDl5VN+K4MaHkf5bTi8EpZO+V0CquGRlN+GwwtYOuV3AJ6IUH6H+XWPpvxWQHQwgvLbQYiKW6D8VsQ0Pory23iAysun/FYGNT6O8tt4gMrLp/xWBjU8jvLbcHglLJ3yuwRUwyMpvw2HF7B0yu8APMrvMLze0ZTfOo7Wp1B+W09Qd/2U37qelqdRfltOT3/tlN/6ppYnUn5bTk9/7ZTf+qZWJ1J+W02unHVTfpfjanUq5bfV5MLWTfkd5sed32F+3aMpvxUQHYyg/HYQouIWKL8VMY2Povw2HqDy8im/lUGNj6P8Nh6g8vIpv5VBDY+j/DYcXglLp/wuAdXwSMpvw+EFLJ3yOwCPO7/D8HpHU37rOFqfQvltPUHd9VN+63pankb5bTk9/bVTfuubWp5I+W05Pf21U37rm1qdSPltNbly1k35XY6r1amU31aTC1s35XeYH3d+h/l1j6b8VkB0MILy20GIilug/FbEND6K8tt4gMrLp/xWBjU+jvLbeIDKy6f8VgY1PI7y23B4JSyd8rsEVMMjKb8NhxewdMrvADzu/A7D6x1N+a3jaH0K5bf1BHXXT/mt62l5GuW35fT01075rW9qeSLlt+X09NdO+a1vanUi5bfV5MpZN+V3Oa5Wp1J+W00ubN2U32F+3Pkd5sfRCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAhEKUH5HGApLQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAgToPwO8+NoBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgQgFKL8jDIUlIYAAAggggAACCCCAAAIIIIAAAggggAACCIQJUH6P6Hft8pvlE+dc0T36iEMPlE+ddpzMmT1rxGkcZkng9jtWyrFLzp5Y8mD+jz2xVk484wK5855V3dd8+cIz5ID9F1raImsdUeD8pcvkR3eslEvOPlnmz5vbndJ/vey3z56T3jfiaTgshrF3QQAAEZJJREFUcoGpMudrR+ThKS+vP+9ddtpelp5zquy1+4LuWdat3yCfPPcKue6GFd3//vTpx8mRhx+kvALG1S1w7/2r5dzPf13O+tsTJr4uDJM/XzvqTq6c86efE+574CE5ZfGiiRMMfi7I+t6Rrx3l5FH31PT7xpfsunPu5/7088fi08+TD7/vnZNew/VQd3LlnD/vepjq+wW+lygni7qnpn3CmX93mZz24fdMfN+YrmmwZzj+6MMnfT2hh6g7Oc4fswDl9wjppH8hOW/psokSK/1Clf7p/0Z2hLEcYkQg/YZz1wU7dgvt3jccO++4XTf/3n8f+Op9u9+kpt+0fvysy+QzZ54w6QuXka2yzAIC6eeBy69eLv0F92D+6bWz4sd388OyAq7WXjr49aF//XztsJZm2HoH854q/95fVk5dvIgfloaxR3N0/19As37w2f+942D+fO2IJka1hfT/MCOrrPjS178jJ77vXd0badLXnnnWZRM/LONrh1oM0QzqL6/zfvDZK74ffHjNpB+Ocj1EE6PaQqa6Hgb/bjl40qm+lqgtkEGVCfT/MCPvpolezzB4bdBDVBYTJzIqQPk9QnCDP5WdquwYYTyHGBPoLzRXP/y7SXd4TfcNi7Gtstwcgd6dXG987R9M+sHY4B1e/DDE9yWUd5dGb9d87fCd/+DuBn/Y1f/xv922cze7o4cfpPu8PrLu/M76XNGfP187fF4L6a6y7vwe3O3gD0P42uH3esi707f3OeKvj/szuXLZ9dIru1IJrofxuh6m+pwx3dcSv1L+d5aVbdaNEv3fOwx+v0EP4f86YYfFBCi/i3ltdmdvejiFVkFEZy/v/6KT9YMQCg1ngQ9sp7/gumvlqin/VQh3d/q+Fvrv0urttHeHX9Y3oHzt8H099D7ed1uwY/dfe3zn+ysmHneQlT3/MsTn9ZBVfk+X/yVf+VYXo/cvCvna4efaGKb87r8+Fuz0ou7jkfrLT752+Lkessrv/o/3Vyzcc1L+fC/hJ/usnWRdD71/Wdp7ff/dwNN9LeGRrHavl7wbanr/SiB9rOpL9/i9STdS0EPYzZuVVyNA+V3QufdNx1HvOGTinybzTWhBREcvz/pn7d/49o2THmtB+e0o8IGtpPn35531T1H7n+VIgeH3Wkh3Nng99PJe9I5D5LA3H9j9CyxfO3xfA4O7Sz///+zeB+Tff3SnDP6FdfA50JTfPq+NvPJ7qvzT8puvHT6vh+nK77x/xs7XDp/Xw2DZOfj3TK4Hn7nn7Wq66yE9Lv0csuzbN3Yfv/ro42s3+50SfC/h45rJK797vVO6yztX/kr6H6M1+PeQ9DX0ED6uB3ahI0D5XdCRn7gXBHP88sFnMvbKr/7nwfNFx/EF8Pw3oL1ffNu/097zXdNneKZ/uHvP93XQ213WN529v4Sc8dG/krM/+1Xu3huPS6G7y8GSq/9rRvr+wd8HwV9YfV4c3PntM9dRdzVV+T34e2TSc/D3jlGlbRw3WHYO/rK6/l2kzwbv/SCdfwlgI9+iqxym/O6/kWa7+dvwvURRZCOvz3vsSf8vwRz8msGd30bCZZm1CVB+j0DPs9ZGQHN2SFbxnW6RZ205C7rgdga/6eC5rQUBjb88q+Tqvwb42mE84ILLzys10l9qOfhPVdPR3J1TENjIy3nmt5GgKlpmXvmdVXz3lsTXjorCqeE0ec/87i0l64cfXA81BFXRKfMeezL4L4F6BSi/P6SiYGo4TVb5nff3jBU/vrv7r8753WM1BMUpTQlQfo8QF79lewQ0R4dM9QtO+S3LjoIeYSuD18bgI5G4s3MEVEOHDJYXg4+54WuHoTAVltr/T5Pnz5vbfSzOmWddJkvPOVX22n3BpLKbRyIpgEc6Iusvq4M/7BjMn68dkYapsKys8nu6X0rG1w4F+EhHjFJ+cz1EGqbCsrKuh8HvHQb/LtH/g3O+l1AIIZIRU/3Cy/RxikceftDEvwzaecftuv/KmB4ikvBYRrQClN8jRtP7ZQPp4UcceuCkZzyPOJLDjAgM/uKRdNn9z3Id/CeL6S+kOGD/hUZ2xzJDBLJ+MJK+7dglZ3fH9h6HkhZh/PEpMPjxn/4z5fQb1N4fvnb4zD1vV/1fL/q/TqSv7/0l5bobVnQPH7xWxkvK326zHl/Q/2zO6fLna4eva6I/z97Oet8fZv2y5PQ1/dcLXzt8XQ/9eQ7+PaJ/p3k/GOF6GK/roT/vwb9LTPe1xJeU/90M5jnYNQ1+vej/OpG+lh7C/zXCDkcXoPwe3Y4jEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBCIVoPyONBiWhQACCCCAAAIIIIAAAggggAACCCCAAAIIIDC6AOX36HYciQACCCCAAAIIIIAAAggggAACCCCAAAIIIBCpAOV3pMGwLAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHRBSi/R7fjSAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIFIBSi/Iw2GZSGAAAIIIIAAAggggAACCCCAAAIIIIAAAgiMLkD5PbodRyKAAAIIIIAAAggggAACCCCAAAIIIIAAAghEKkD5HWkwLAsBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEBgdAHK79HtOBIBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgUgHK70iDYVkIIIAAAggggAACCCCAAAIIIIAAAggggAACowtQfo9ux5EIIIAAAggggAACCCCAAAIIIIAAAggggAACkQpQfkcaDMtCAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQGF2A8nt0O45EAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQiFSA8jvSYFgWAggggAACCCCAAAIIIIAAAggggAACCCCAwOgClN+j23EkAggggAACCCCAAAIIIIAAAggggAACCCCAQKQClN+RBsOyEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBEYXoPwe3Y4jEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBCIVoPyONBiWhQACCCCAAAIIIIDAVALXLr9ZVvz4bvnUacfJnNmzwEIAAQQQQAABBBBAAIEBAcpvLgkEEEAAAQQQQAABNwLr1m+QT557hVx3w4pJe9plp+1l6Tmnyl67L+i+PS2Ol337Rrnk7JNl/ry5JvdP+W0yNhaNAAIIIIAAAgggUKEA5XeF2JwKAQQQQAABBBBAoFyBXvm9847bySmLF02c7Pyly+RHd6w0XXYPylF+l3stMR0BBBBAAAEEEEDAvgDlt/0M2QECCCCAAAIIIIDA8wJ55ffgnd6DxXHvv9/+1tfJiWdc0J02eLf4IHLvXAe+el+574GH5PKrl3dfcsShB048iuSxJ9Z25526eJEcsP/C7vv7jzvy8IOk95r3v/tP5EvXfFfuvGdV93WfPv04eeXvv1QWn36ePPjwmu7bvnzhGRNzemv+g333krM+e1X3/fvts+dmBX/6uk+cc8XE8rNm9O+7//1cWAgggAACCCCAAAIIWBag/LacHmtHAAEEEEAAAQQQmCSQVX5nvS2r/E4L4uOPPnzijvH0bvGHHnk095na/Y9Y6RXGvSJ70TsOkf5ie5jyO91I7zEst9+xUo5dcvakMjt923lLl028pldqpyV5eq70z+CaB/d57/2ru2X6WWee0C3RezP6980lhQACCCCAAAIIIICAFwHKby9Jsg8EEEAAAQQQQACBibuqB5/5ndL0l8R5d373//LIwbJ5kHfwDu7e+9MCOv2TPnalyJ3f/QV51nGDb8t67Elabn/8rMvkM2eeINttO1fO/LvL5LQPv2fiWee9gry3Ph6dwgcNAggggAACCCCAgGcBym/P6bI3BBBAAAEEEEBgzATyHnsyeEe21/K7vyDfbv42kx6Z0n8p9O70pvwesw8QtosAAggggAACCIyZAOX3mAXOdhFAAAEEEEAAAc8CeeV3uuf+ovc7318hK35898QjTbJKYIt3fg+W3727wPfafUFm7JTfnj8a2BsCCCCAAAIIIIAA5TfXAAIIIIAAAggggIAbganK7/7nYXstvwcfezL4yzYHg6b8dnPpsxEEEEAAAQQQQACBDAHKby4LBBBAAAEEEEAAATcCeeV37xc9fvh97+z+csiqHnuS98s201+u2XsG+TDP904Dmu6Z31nnSgv/5d+/TZaec+rEc7/TO9ofWP1IpoObC4GNIIAAAggggAACCCAgIpTfXAYIIIAAAggggAACbgR6BXDWL7z88oVnyAH7L+zutaryu7+0vvOeVd1zn/nRY+Snd98rB756324BHVJ+pyV6/5/es7z735butf91u+y0/UQZzp3fbi59NoIAAggggAACCCCQIUD5zWWBAAIIIIAAAggggAACCCCAAAIIIIAAAggg4E6A8ttdpGwIAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAgPKbawABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDAnQDlt7tI2RACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA5TfXAAIIIIAAAggggAACCCCAAAIIIIAAAggggIA7Acpvd5GyIQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAHKb64BBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAXcClN/uImVDCCCAAAIIIIAAAggggAACCCCAAAIIIIAAApTfXAMIIIAAAggggAACCCCAAAIIIIAAAggggAAC7gQov91FyoYQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEKL+5BhBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTcCVB+u4uUDSGAAAIIIIAAAggggAACCCCAAAIIIIAAAghQfnMNIIAAAggggAACCCCAAAIIIIAAAggggAACCLgToPx2FykbQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEKD85hpAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQcCdA+e0uUjaEAAIIIIAAAggggAACCCCAAAIIIIAAAgggQPnNNYAAAggggAACCCCAAAIIIIAAAggggAACCCDgToDy212kbAgBBBBAAAEEEEAAAQQQQAABBBBAAAEEEECA8ptrAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMCdAOW3u0jZEAIIIIAAAggggAACCCCAAAIIIIAAAggggADlN9cAAggggAACCCCAAAIIIIAAAggggAACCCCAgDsBym93kbIhBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAcpvrgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABdwKU3+4iZUMIIIAAAggggAACCCCAAAIIIIAAAggggAAClN9cAwgggAACCCCAAAIIIIAAAggggAACCCCAAALuBCi/3UXKhhBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQov7kGEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBNwJUH67i5QNIYAAAggggAACCCCAAAIIIIAAAggggAACCFB+cw0ggAACCCCAAAIIIIAAAggggAACCCCAAAIIuBOg/HYXKRtCAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQoPzmGkAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBwJ0D57S5SNoQAAggggAACCCCAAAIIIIAAAggggAACCCBA+c01gAACCCCAAAIIIIAAAggggAACCCCAAAIIIOBOgPLbXaRsCAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQIDym2sAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAwJ0A5be7SNkQAggggAACCCCAAAIIIIAAAggggAACCCCAAOU31wACCCCAAAIIIIAAAggggAACCCCAAAIIIICAOwHKb3eRsiEEEEAAAQQQQACB/78dO6YBAAAAENS/tT0cFZiXBAgQIECAAAECBAgQIGB+a4AAAQIECBAgQIAAAQIECBAgQIAAAQIEdgIB+lw6xdTfRfoAAAAASUVORK5CYII=", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 189.8669791301455, 189.62056318021212, 189.17653653423775, 188.60849709342395, 187.98411636777092, 187.3466409798694, 186.7144587286233, 186.0911464334409, 185.4754383740629, 184.86614181334323, 184.26296798212866, 183.66599539262978, 183.07528611107364, 182.49083344439154, 181.91260869539923, 181.3405851309558, 180.77473859321913, 180.21504423982947, 179.66147540554954, 179.11400366364762, 178.57259902133478, 178.0372299883134, 177.50786357926182, 176.9844653119027, 176.46699921380034, 175.95542783324598, 175.4497122505945, 174.94981208946064, 174.45568552810607, 173.9672893112171, 173.4845787620885, 173.00750779518506, 172.5360289290625, 172.07009329964052, 171.60965067382315, 171.1546494634599, 170.70503673964032, 170.26075824731606, 169.82175842024193, 169.3879803962299, 168.9593660327082, 168.5358559225788, 168.11738941036546, 167.70390460864544, 167.29533841475754, 166.89162652777887, 166.49270346576344, 166.0985025832349, 165.7089560889264, 165.32399506376012, 164.94354947905947, 164.5675482149867, 164.1959190791985, 163.82858882571313, 163.46548317398157, 163.10652682815598, 162.7516434965485, 162.40075591127396, 162.05378584806934, 161.71065414628384, 161.3712807290329, 161.03558462350972, 160.70348398144841, 160.37489609973227, 160.04973744114116, 159.7279236552327, 159.40936959935055, 159.09398935975526, 158.78169627287107, 158.47240294664445, 158.16602128200822, 157.8624624944467, 157.5616371356568, 157.2634551153002, 156.96782572284204, 156.6746576494716, 156.38385901010065, 156.09533736543483, 155.80899974411452, 155.52475266492084, 155.24250215904308, 154.96215379240368, 154.68361268803739, 154.4067835485209, 154.13157067844986, 153.85787800695965, 153.58560911028718, 153.3146672343704, 153.04495531748285, 152.77637601289993, 152.50883171159492, 152.24222456496113, 151.9764565075586, 151.71142927988197, 151.44704445114758, 151.1832034420974, 150.9198075478171, 150.6567579605663, 150.3939557926187, 150.1313020991099, 149.8686979008902, 149.6060442073814, 149.3432420394338, 149.08019245218298, 148.81679655790268, 148.5529555488525, 148.28857072011812, 148.0235434924415, 147.75777543503895, 147.49116828840516, 147.22362398710015, 146.95504468251727, 146.68533276562974, 146.41439088971296, 146.1421219930405, 145.86842932155028, 145.59321645147926, 145.31638731196279, 145.03784620759652, 144.75749784095711, 144.47524733507936, 144.1910002558857, 143.9046626345654, 143.61614098989958, 143.32534235052862, 143.0321742771582, 142.73654488470004, 142.43836286434345, 142.13753750555355, 141.83397871799207, 141.52759705335586, 141.21830372712924, 140.90601064024506, 140.59063040064976, 140.27207634476764, 139.95026255885915, 139.6251039002681, 139.29651601855196, 138.96441537649068, 138.6287192709675, 138.28934585371655, 137.94621415193106, 137.59924408872646, 137.24835650345193, 136.89347317184448, 136.53451682601892, 136.17141117428736, 135.80408092080202, 135.43245178501382, 135.05645052094104, 134.67600493624042, 134.29104391107415, 133.90149741676566, 133.50729653423716, 133.10837347222176, 132.70466158524312, 132.29609539135524, 131.88261058963522, 131.4641440774219, 131.0406339672925, 130.61201960377085, 130.17824157975883, 129.73924175268473, 129.2949632603605, 128.845350536541, 128.39034932617773, 127.92990670036042, 127.46397107093846, 126.9924922048159, 126.51542123791252, 126.03271068878395, 125.54431447189498, 125.05018791054044, 124.55028774940659, 124.04457216675515, 123.5330007862008, 123.01553468809844, 122.49213642073936, 121.96277001168775, 121.4274009786664, 120.88599633635356, 120.33852459445167, 119.78495576017174, 119.22526140678211, 118.65941486904545, 118.08739130460201, 117.50916655560971, 116.92471388892766, 116.33400460737148, 115.73703201787262, 115.13385818665805, 114.52456162593838, 113.90885356656035, 113.28554127137798, 112.65335902013187, 112.01588363223036, 111.39150290657734, 110.82346346576352, 110.37943681978918, 110.13302086985577 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=1001.000000000159" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 105.7033565220619, 194.29664347793937 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 203.33945718438923, 203.0897021463649, 202.63899818128462, 202.06094490421648, 201.42321639524798, 200.76906270242284, 200.11687590432555, 199.47023795285105, 198.82788911132965, 198.18864347532488, 197.55221995525068, 196.91870558720368, 196.28817180280205, 195.66062211278728, 195.03603885884772, 194.41440717815414, 193.7957156107271, 193.17995283547077, 192.56710652740577, 191.95716341438987, 191.35010946764208, 190.74592996513093, 190.14460948865536, 189.54613191627092, 188.95048042320923, 188.35763748665622, 187.76758489075527, 187.18030373124913, 186.59577442009655, 186.01397669026815, 185.43488960074248, 184.8584915416784, 184.28476023975114, 183.7136727636503, 183.1452055297393, 182.57933430787648, 182.01603422739527, 181.4552797832428, 180.89704484227482, 180.34130264970574, 179.7880258357117, 179.23718642218586, 178.68875582964333, 178.14270488427456, 177.59900382514556, 177.05762231154262, 176.51852943046018, 175.98169370422994, 175.44708309828908, 174.91466502908597, 174.38440637212116, 173.85627347012186, 173.33023214134786, 172.80624768802656, 172.28428490491552, 171.76430808798995, 171.24628104325333, 170.73016709566883, 170.2159290982091, 169.70352944102282, 169.19293006071507, 168.68409244973967, 168.1769776659008, 167.6715463419622, 167.16775869536062, 166.6655745380221, 166.16495328627795, 165.66585397087826, 165.16823524710068, 164.6720554049514, 164.17727237945647, 163.6838437610404, 163.19172680598982, 162.70087844699944, 162.2112553037978, 161.72281369384996, 161.23550964313506, 160.74929889699536, 160.2641369310545, 159.77997896220248, 159.29677995964394, 158.814494656008, 158.33307755851604, 157.85248296020492, 157.3726649512035, 156.89357743005854, 156.41517411510827, 155.93740855590005, 155.46023414464975, 154.98360412774005, 154.5074716172543, 154.0317896025438, 153.55651096182507, 153.08158847380477, 152.6069748293289, 152.1326226430537, 151.6584844651355, 151.1845127929361, 150.71066008274155, 150.23687876149077, 149.76312123851153, 149.28933991726075, 148.8154872070662, 148.34151553486683, 147.86737735694862, 147.39302517067344, 146.91841152619756, 146.44348903817726, 145.96821039745853, 145.49252838274805, 145.0163958722623, 144.5397658553526, 144.06259144410234, 143.58482588489412, 143.10642256994387, 142.62733504879895, 142.14751703979755, 141.66692244148646, 141.1855053439945, 140.7032200403586, 140.22002103780008, 139.73586306894808, 139.25070110300726, 138.76449035686755, 138.2771863061527, 137.78874469620487, 137.29912155300323, 136.80827319401288, 136.31615623896232, 135.8227276205463, 135.32794459505138, 134.83176475290213, 134.33414602912458, 133.83504671372495, 133.33442546198083, 132.83224130464234, 132.3284536580408, 131.8230223341022, 131.31590755026338, 130.807069939288, 130.2964705589803, 129.78407090179408, 129.2698329043344, 128.75371895674994, 128.2356919120134, 127.71571509508787, 127.19375231197687, 126.66976785865562, 126.14372652988166, 125.61559362788242, 125.08533497091764, 124.55291690171457, 124.01830629577374, 123.48147056954353, 122.94237768846114, 122.40099617485822, 121.85729511572927, 121.31124417036055, 120.76281357781804, 120.21197416429223, 119.65869735029824, 119.10295515772918, 118.54472021676125, 117.98396577260883, 117.42066569212764, 116.85479447026485, 116.28632723635388, 115.71523976025306, 115.14150845832583, 114.56511039926175, 113.9860233097361, 113.40422557990772, 112.81969626875515, 112.23241510924903, 111.64236251334812, 111.04951957679515, 110.45386808373347, 109.855390511349, 109.25407003487345, 108.6498905323623, 108.04283658561455, 107.43289347259865, 106.82004716453363, 106.20428438927733, 105.58559282185027, 104.9639611411567, 104.33937788721714, 103.71182819720237, 103.08129441280074, 102.44778004475374, 101.81135652467954, 101.17211088867478, 100.52976204715338, 99.88312409567888, 99.23093729758158, 98.57678360475644, 97.93905509578792, 97.36100181871979, 96.91029785363948, 96.66054281561514 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2000.9999999992756" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 90.73393646179436, 209.26606353821 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "leftmost_bin = 0\n", "rightmost_bin = bio.system_size() - 1\n", "delta_injection = 2\n", "\n", "print(f\"Repeatedly injecting {delta_injection} at bin {leftmost_bin} and draining it at {rightmost_bin}\")\n", "\n", "for i in range(2001):\n", " # Inject to the leftmost bin\n", " bio.inject_conc_to_bin(bin_address=leftmost_bin, species_index=0, delta_conc=delta_injection, zero_clip = False)\n", " \n", " # Drain from the rightmost bin\n", " bio.inject_conc_to_bin(bin_address=rightmost_bin, species_index=0, delta_conc=-delta_injection, zero_clip = False)\n", " \n", " # Note: the NET GAIN of moles of A in the system is zero!\n", " \n", " # Diffuse for the time span delta_time\n", " status = bio.diffuse(total_duration=delta_time, time_step=0.1)\n", "\n", " \n", " if (i == 2) or (i == 1000) or (i == 2000): # Display the early, middle and final state \n", " bio.visualize_system()" ] }, { "cell_type": "code", "execution_count": 8, "id": "bccd2a34-5389-4b12-9a9d-bb9a2aa1120b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(203.33945718438923, 96.66054281561514)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(bio.bin_concentration(bin_address=0, species_name=\"A\") ,\n", " bio.bin_concentration(bin_address=rightmost_bin, species_name=\"A\"))" ] }, { "cell_type": "markdown", "id": "688baf52-85e7-4b44-89f7-c55d262a7bbc", "metadata": {}, "source": [ "### By now, the gradient has stabilized with \n", "### [A] = 203.34 on the left and [A] = 96.66 on the right\n", "Their average is 150, equal to the initial uniform concentration, since the net injection/drain is balanced" ] }, { "cell_type": "markdown", "id": "ee1cda78-04f4-4671-921f-c291fe6140bd", "metadata": {}, "source": [ "Note: if the drain is too large, relative to the diffusion rate, the smaller concentration could \"saturate\" at zero" ] }, { "cell_type": "code", "execution_count": 9, "id": "7a494325-bfee-4860-b082-1e23f4bd63c6", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "coloraxis": "coloraxis", "hovertemplate": "Bin number: %{x}
Chem. species: %{y}
Concentration: %{z}", "name": "0", "type": "heatmap", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "xgap": 0, "y": [ "A" ], "yaxis": "y", "ygap": 0, "z": [ [ 203.33945718438923, 203.0897021463649, 202.63899818128462, 202.06094490421648, 201.42321639524798, 200.76906270242284, 200.11687590432555, 199.47023795285105, 198.82788911132965, 198.18864347532488, 197.55221995525068, 196.91870558720368, 196.28817180280205, 195.66062211278728, 195.03603885884772, 194.41440717815414, 193.7957156107271, 193.17995283547077, 192.56710652740577, 191.95716341438987, 191.35010946764208, 190.74592996513093, 190.14460948865536, 189.54613191627092, 188.95048042320923, 188.35763748665622, 187.76758489075527, 187.18030373124913, 186.59577442009655, 186.01397669026815, 185.43488960074248, 184.8584915416784, 184.28476023975114, 183.7136727636503, 183.1452055297393, 182.57933430787648, 182.01603422739527, 181.4552797832428, 180.89704484227482, 180.34130264970574, 179.7880258357117, 179.23718642218586, 178.68875582964333, 178.14270488427456, 177.59900382514556, 177.05762231154262, 176.51852943046018, 175.98169370422994, 175.44708309828908, 174.91466502908597, 174.38440637212116, 173.85627347012186, 173.33023214134786, 172.80624768802656, 172.28428490491552, 171.76430808798995, 171.24628104325333, 170.73016709566883, 170.2159290982091, 169.70352944102282, 169.19293006071507, 168.68409244973967, 168.1769776659008, 167.6715463419622, 167.16775869536062, 166.6655745380221, 166.16495328627795, 165.66585397087826, 165.16823524710068, 164.6720554049514, 164.17727237945647, 163.6838437610404, 163.19172680598982, 162.70087844699944, 162.2112553037978, 161.72281369384996, 161.23550964313506, 160.74929889699536, 160.2641369310545, 159.77997896220248, 159.29677995964394, 158.814494656008, 158.33307755851604, 157.85248296020492, 157.3726649512035, 156.89357743005854, 156.41517411510827, 155.93740855590005, 155.46023414464975, 154.98360412774005, 154.5074716172543, 154.0317896025438, 153.55651096182507, 153.08158847380477, 152.6069748293289, 152.1326226430537, 151.6584844651355, 151.1845127929361, 150.71066008274155, 150.23687876149077, 149.76312123851153, 149.28933991726075, 148.8154872070662, 148.34151553486683, 147.86737735694862, 147.39302517067344, 146.91841152619756, 146.44348903817726, 145.96821039745853, 145.49252838274805, 145.0163958722623, 144.5397658553526, 144.06259144410234, 143.58482588489412, 143.10642256994387, 142.62733504879895, 142.14751703979755, 141.66692244148646, 141.1855053439945, 140.7032200403586, 140.22002103780008, 139.73586306894808, 139.25070110300726, 138.76449035686755, 138.2771863061527, 137.78874469620487, 137.29912155300323, 136.80827319401288, 136.31615623896232, 135.8227276205463, 135.32794459505138, 134.83176475290213, 134.33414602912458, 133.83504671372495, 133.33442546198083, 132.83224130464234, 132.3284536580408, 131.8230223341022, 131.31590755026338, 130.807069939288, 130.2964705589803, 129.78407090179408, 129.2698329043344, 128.75371895674994, 128.2356919120134, 127.71571509508787, 127.19375231197687, 126.66976785865562, 126.14372652988166, 125.61559362788242, 125.08533497091764, 124.55291690171457, 124.01830629577374, 123.48147056954353, 122.94237768846114, 122.40099617485822, 121.85729511572927, 121.31124417036055, 120.76281357781804, 120.21197416429223, 119.65869735029824, 119.10295515772918, 118.54472021676125, 117.98396577260883, 117.42066569212764, 116.85479447026485, 116.28632723635388, 115.71523976025306, 115.14150845832583, 114.56511039926175, 113.9860233097361, 113.40422557990772, 112.81969626875515, 112.23241510924903, 111.64236251334812, 111.04951957679515, 110.45386808373347, 109.855390511349, 109.25407003487345, 108.6498905323623, 108.04283658561455, 107.43289347259865, 106.82004716453363, 106.20428438927733, 105.58559282185027, 104.9639611411567, 104.33937788721714, 103.71182819720237, 103.08129441280074, 102.44778004475374, 101.81135652467954, 101.17211088867478, 100.52976204715338, 99.88312409567888, 99.23093729758158, 98.57678360475644, 97.93905509578792, 97.36100181871979, 96.91029785363948, 96.66054281561514 ] ] } ], "layout": { "autosize": true, "coloraxis": { "colorbar": { "title": { "text": "Concentration" } }, "colorscale": [ [ 0, "rgb(254, 254, 253)" ], [ 0.09090909090909091, "rgb(224, 224, 223)" ], [ 0.18181818181818182, "rgb(197, 197, 195)" ], [ 0.2727272727272727, "rgb(171, 171, 170)" ], [ 0.36363636363636365, "rgb(146, 146, 145)" ], [ 0.45454545454545453, "rgb(124, 123, 122)" ], [ 0.5454545454545454, "rgb(102, 101, 101)" ], [ 0.6363636363636364, "rgb(81, 80, 80)" ], [ 0.7272727272727273, "rgb(59, 59, 59)" ], [ 0.8181818181818182, "rgb(38, 38, 38)" ], [ 0.9090909090909091, "rgb(16, 16, 16)" ], [ 1, "rgb(0, 0, 0)" ] ] }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Diffusion. System snapshot as a heatmap at time t=2000.9999999992756" }, "xaxis": { "anchor": "y", "autorange": true, "constrain": "domain", "domain": [ 0, 1 ], "range": [ -0.5, 199.5 ], "scaleanchor": "y", "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "constrain": "domain", "domain": [ 0, 1 ], "range": [ 0.5, -0.5 ], "title": { "text": "Chem. species" }, "type": "category" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Show as heatmap\n", "fig = px.imshow(bio.system_snapshot().T, \n", " title= f\"Diffusion. System snapshot as a heatmap at time t={bio.system_time}\", \n", " labels=dict(x=\"Bin number\", y=\"Chem. species\", color=\"Concentration\"),\n", " color_continuous_scale=\"gray_r\")\n", "\n", "fig.data[0].xgap=0\n", "fig.data[0].ygap=0\n", "\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 10, "id": "5b783880-6199-47df-b6d1-3f987879e88e", "metadata": {}, "outputs": [], "source": [ "# Now that the system is at a steady statem, \n", "# inject a bell-shape concentration, with the peak close to one end of the system\n", "bio.inject_bell_curve(species_name=\"A\", mean=0.25, sd=0.1, amplitude=30., bias=0)" ] }, { "cell_type": "code", "execution_count": 11, "id": "a7d28e2a-a98e-4b49-993a-ad413ce91ced", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 208.5979473324598, 209.04457283475844, 209.36546385200268, 209.63982174132732, 209.9409900128294, 210.31790369883868, 210.79459654964373, 211.3801833866129, 212.07875667547702, 212.89422420318053, 213.83105679111983, 214.8936636287962, 216.0859167434499, 217.41100411190126, 218.87138028274114, 220.46869402045692, 222.20369390875592, 224.07613302809386, 226.08468042848017, 228.22684027660225, 230.49887945320413, 232.89576518717163, 235.4111146020635, 238.03715797849884, 240.76471737192404, 243.583202049313, 246.48062200886037, 249.4436206086072, 252.45752705183338, 255.50642916401432, 258.57326655430853, 261.6399438902961, 264.6874636351044, 267.6960772090421, 270.64545315199916, 273.514860487192, 276.2833651305189, 278.93003686201257, 281.43416408539946, 283.77547335686035, 285.93435047207095, 287.8920597677999, 289.63095822572416, 291.13470096521064, 292.3884347804716, 293.37897651590174, 294.09497327992716, 294.5270417689621, 294.66788430400237, 294.5123795663061, 294.0576464474167, 293.30307989315025, 292.25035811078993, 290.9034210126172, 289.26842027566516, 287.353641895741, 285.1694025920953, 282.72792186693454, 280.0431719314324, 277.1307080682493, 274.0074823024067, 270.69164349179005, 267.20232712132497, 263.5594381884935, 259.78343060160046, 255.89508647709795, 251.91529862103022, 247.8648593165432, 243.764258320081, 239.6334927002099, 235.49189084281886, 231.35795260326552, 227.24920721889444, 223.18209021343608, 219.17184013724273, 215.23241560296987, 211.37643270346263, 207.61512254484495, 203.95830829982413, 200.41440088968406, 196.99041214291984, 193.69198405735628, 190.52343261311967, 187.48780444705537, 184.5869446050513, 181.82157353616066, 179.19137147941714, 176.69506841798704, 174.3305378323452, 172.09489257049697, 169.98458126454062, 167.99548385448932, 166.12300492757757, 164.36216373964936, 162.70767995020285, 161.1540542700663, 159.6956433866587, 158.3267286929297, 157.0415784994196, 155.8345035519671, 154.69990580847008, 153.63232054531326, 152.62645196665568, 151.67720257720575, 150.77969665130962, 149.92929818841753, 149.12162378786945, 148.35255090532007, 147.61822197007353, 146.9150448483539, 146.2396901334291, 145.58908573092592, 144.96040918802348, 144.351078189874, 143.7587396168925, 143.18125752372094, 142.61670036584377, 142.06332776403218, 141.5195770609095, 140.98404988873156, 140.4554989335852, 139.93281504913878, 139.41501484320673, 138.90122883299782, 138.39069024016757, 137.88272447478076, 137.37673933801202, 136.872215956817, 136.36870044978335, 135.86579631177008, 135.3631574955879, 134.86048216165938, 134.35750706111892, 133.85400251394884, 133.34976794128934, 132.84462790979865, 132.33842864567828, 131.83103497653715, 131.32232766047952, 130.81220106351594, 130.30056114848114, 129.78732374098482, 129.27241304041922, 128.75576034662322, 128.23730297538503, 127.71698333850311, 127.19474816657474, 126.67054785501213, 126.14433591597586, 125.61606852094991, 125.08570412055349, 124.55320312989079, 124.01852766928155, 123.4816413515984, 122.9425091086682, 122.40109705028473, 121.85737235033703, 121.31130315539413, 120.76285851181392, 120.21200830807038, 119.65872322953328, 119.10297472339442, 118.54473497182623, 117.98397687179047, 117.42067402019283, 116.85480070331467, 116.28633188964693, 115.71524322541498, 115.14151103221586, 114.5651123063016, 113.98602471913156, 113.40422661889276, 112.81969703274757, 112.23241566961549, 111.64236292332421, 111.04951987598596, 110.45386830152516, 109.85539066948752, 109.25407014940824, 108.64989061510705, 108.04283664524208, 107.43289351545907, 106.82004719526412, 106.20428441125522, 105.58559283752881, 104.96396115231322, 104.33937789513585, 103.71182820280877, 103.08129441676003, 102.44778004754278, 101.81135652663926, 101.1721108900483, 100.52976204811362, 99.88312409634851, 99.23093729804737, 98.57678360507963, 97.93905509601159, 97.36100181887419, 96.9102978537458, 96.66054281568817 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2000.9999999992756" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.66013495522628, 305.6682921644643 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the system state at this stage\n", "bio.visualize_system()" ] }, { "cell_type": "code", "execution_count": 12, "id": "27ff05dc-f0d6-4cc0-a4d6-06ca8a066c79", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Resuming repeatedly injecting 2 at bin 0 and draining it at 199\n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 209.78175416654992, 209.80335976591996, 209.87006483324146, 210.01507775906404, 210.264874282157, 210.63149107726338, 211.1156950603738, 211.71473586362788, 212.4277977718212, 213.25709070639394, 214.20649533070917, 215.28010031330308, 216.48149515838347, 217.81358495374633, 219.27854133948082, 220.87773460061632, 222.61164406668604, 224.47976786586977, 226.48053967454192, 228.6112532490272, 230.8679954125928, 233.24558897231483, 235.737547322991, 238.33604241872257, 241.03188762753527, 243.81453681018255, 246.67210076982465, 249.59138198958524, 252.55792830869757, 255.55610589000537, 258.5691915078975, 261.57948384238597, 264.5684331086297, 267.5167879891404, 270.40475847616676, 273.21219288267247, 275.91876695039747, 278.50418268108643, 280.9483742501532, 283.23171813830226, 285.3352444426372, 287.2408462102315, 288.93148357847804, 290.3913795108814, 291.6062039859088, 292.56324363010157, 293.2515539832786, 293.66209184013013, 293.78782542405224, 293.62382050950464, 293.16730101097653, 292.41768299121213, 291.3765814991718, 290.04779011915997, 288.4372335861543, 286.5528942880534, 284.4047139229904, 282.0044719991816, 279.36564324690835, 276.50323634908415, 273.43361668155626, 270.1743159813381, 266.74383202637716, 263.16142151183055, 259.4468893443645, 255.62037754854393, 251.7021568902939, 247.71242417550332, 243.67110798219625, 239.59768533852113, 235.51101157322287, 231.42916524806378, 227.36930974109742, 223.3475726942319, 219.37894417658543, 215.4771940549196, 211.65480871167696, 207.92294691694485, 204.2914143493325, 200.76865597768503, 197.3617652651633, 194.0765089428414, 190.91736592387522, 187.88757879267982, 184.98921620659036, 182.22324448938605, 179.58960667517434, 177.08730727504758, 174.7145010845808, 172.46858442407455, 170.34628730152323, 168.34376510642917, 166.4566885764965, 164.68033092465086, 163.00965116658162, 161.4393728451558, 159.96405750396397, 158.57817241465384, 157.27615220872, 156.05245420163357, 154.90160732364745, 153.81825468581192, 152.79718991062964, 151.8333874437543, 150.92202713596538, 150.0585134434707, 149.23848963983463, 148.45784746521397, 147.71273265901627, 146.999546831662, 146.31494613102126, 145.65583715057411, 145.01937051070166, 144.40293252303638, 143.8041353217286, 143.2208058159996, 142.65097378654258, 142.09285941519, 141.5448605036672, 141.00553960395953, 140.47361125046882, 139.94792945325258, 139.4274755826301, 138.91134674860845, 138.39874475413393, 137.88896567923, 137.38139013368092, 136.87547419904513, 136.37074106635177, 135.8667733637353, 135.3632061583405, 134.85972060891538, 134.35603823940696, 133.85191579939197, 133.34714067411272, 132.84152680504968, 132.33491108116485, 131.82715016101326, 131.31811768668587, 130.80770185186375, 130.29580328800304, 129.78233323471312, 129.26721196263907, 128.7503674195264, 128.23173407256218, 127.71125192249197, 127.18886566736278, 126.66452399600057, 126.13817899347295, 125.60978564279345, 125.07930140898388, 124.54668589331754, 124.01190054712015, 123.4749084359075, 122.93567404589561, 122.39416312603728, 121.85034255972731, 121.3041802611872, 120.75564509229827, 120.20470679631067, 119.6513359454244, 119.09550389972681, 118.53718277538914, 117.97634542037927, 117.41296539624882, 116.84701696480603, 116.2784750786985, 115.70731537510707, 115.13351417189992, 114.55704846571803, 113.9778959315639, 113.3960349235491, 112.81144447652413, 112.22410430836828, 111.63399482274968, 111.0410971121922, 110.44539296135879, 109.84686485066814, 109.24549596051175, 108.6412701754307, 108.03417208457684, 107.42418697378993, 106.81130082241393, 106.19550036648491, 105.57677328910346, 104.95510827704169, 104.33049387788977, 103.7029152360255, 103.07235469993314, 102.43881578670272, 101.80236993382637, 101.16310418277979, 100.52073744884589, 99.87408383193555, 99.22188359919653, 98.56771870580502, 97.92998123308591, 97.35192123127932, 96.90121278212237, 96.65145550178426 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2001.9999999992747" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.69943495054714, 304.73984597528937 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 220.12213713065594, 220.01967748802278, 219.86319475191428, 219.72555058648396, 219.67331491726992, 219.74827032581703, 219.9669812826507, 220.3308449266062, 220.83606165159932, 221.47855144021514, 222.2547838297999, 223.16123798391467, 224.19401324565058, 225.34876854304292, 226.62075840608978, 228.00484404244477, 229.49547939795062, 231.0866923618785, 232.77206793588397, 234.54473339022394, 236.39734536609225, 238.3220797241417, 240.31062525381955, 242.35418230953206, 244.4434673029097, 246.56872384061057, 248.7197411483382, 250.8858802540662, 253.05610821963378, 255.2190405177551, 257.3629914583846, 259.4760323801084, 261.54605714351635, 263.56085429822474, 265.5081851464251, 267.3758667958103, 269.151859185024, 270.82435497634407, 272.38187114359073, 273.8133410382974, 275.1082056937314, 276.256503123901, 277.24895439253123, 278.07704526426016, 278.7331023059781, 279.2103623791266, 279.5030345525629, 279.60635356878385, 279.5166241122406, 279.231255255333, 278.7487845934813, 278.0688917232994, 277.19240086510786, 276.1212725804839, 274.8585846848707, 273.4085026020589, 271.77623954924763, 269.9680070761122, 267.99095660669184, 265.8531127469946, 263.5632992222249, 261.1310583939673, 258.5665653782792, 255.8805378395294, 253.08414257137858, 250.18889999525953, 247.2065877081468, 244.14914419570238, 241.02857379474437, 237.85685394140188, 234.64584567954589, 231.40720832960062, 228.15231913231912, 224.89219858736905, 221.63744210455658, 218.39815847820827, 215.18391558465444, 212.00369359090635, 208.86584585142876, 205.77806756121655, 202.74737212889409, 199.7800751348123, 196.8817856474864, 194.05740458835058, 191.31112976065313, 188.64646709409277, 186.06624760300247, 183.57264951279342, 181.167224977036, 178.85093078583526, 176.6241624547232, 174.48679108164077, 172.43820236707583, 170.4773372082875, 168.6027333019183, 166.81256721922927, 165.10469645369773, 163.47670098077566, 161.925923913196, 160.4495108813295, 159.04444781577152, 157.70759685765304, 156.43573017028328, 155.22556147286284, 154.07377516247652, 152.97705293378888, 151.93209784632705, 150.9356558265439, 149.98453462570558, 149.07562028483122, 148.205891184299, 147.37242977828578, 146.57243213295192, 145.80321540231785, 145.06222338725647, 144.34703033114673, 143.6553431107366, 142.98500198291887, 142.33398004771792, 141.70038158512426, 141.08243941880195, 140.4785114534403, 139.88707652492243, 139.30672969382874, 138.73617710334972, 138.1742305127059, 137.61980160688535, 137.07189617312252, 136.52960822422926, 135.99211413881181, 135.4586668786905, 134.9285903345919, 134.40127384248805, 133.87616690487673, 133.3527741438724, 132.83065050623577, 132.3093967344183, 131.78865511233337, 131.2681054898729, 130.74746158613883, 130.226467567925, 129.70489489712295, 129.18253943839466, 128.65921881661143, 128.13477001215136, 127.6090471811327, 127.08191968699056, 126.55327032943316, 126.02299375669871, 125.49099504713594, 124.95718844641046, 124.42149624706245, 123.88384779767804, 123.34417862955783, 122.80242968944823, 122.25854666762335, 121.71247941134715, 121.16418141449512, 120.61360937485567, 120.06072281135638, 119.5054837341594, 118.94785636123744, 118.38780687567395, 117.82530321852242, 117.26031491261227, 116.69281291319709, 116.12276948181007, 115.55015808011808, 114.97495328095341, 114.39713069405258, 113.81666690434542, 113.23353942091984, 112.64772663503771, 112.0592077857973, 111.46796293222155, 110.87397293071201, 110.27721941700283, 109.67768479206332, 109.07535221164251, 108.47020557832471, 107.86222953200237, 107.25140943374394, 106.63773135587905, 106.02118213968126, 105.40174958124838, 104.77942248445275, 104.15418951511803, 103.52603593458228, 102.89494420507145, 102.2609179526296, 101.6240287176529, 100.9843636374583, 100.34164171529682, 99.69467713052887, 99.04221022072117, 98.38782300203522, 97.74990760703356, 97.17171412720579, 96.72091667537121, 96.47111488848739 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2021.9999999992565" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 86.29693496180425, 289.78053349546695 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 228.48218708077076, 228.3574798018175, 228.1564937785302, 227.95207341271865, 227.81075982954462, 227.77429226423502, 227.85917404607866, 228.06672046568025, 228.39302742228875, 228.83388743612798, 229.38562151799775, 230.04454389047953, 230.80658033327404, 231.66721876158374, 232.62155985678595, 233.66434606707784, 234.7899685871352, 235.9924719841596, 237.2655626434751, 238.6026202877969, 239.99671167133542, 241.44060634127163, 242.92679466302948, 244.4475082842245, 245.99474313692377, 247.56028502921228, 249.1357378434634, 250.71255432391217, 252.2820693965598, 253.83553592186888, 255.36416273691944, 256.8591547997153, 258.3117552049548, 259.7132887986441, 261.0552070793204, 262.3291340372259, 263.5269125503512, 264.64065092858533, 265.66276917492763, 266.58604451638024, 267.4036557471943, 268.10922592389846, 268.6968629551799, 269.1611976402747, 269.4974187269708, 269.7013045844328, 269.7692511164846, 269.6982955772991, 269.48613599308425, 269.1311459396849, 268.6323844763202, 267.98960108915753, 267.20323555425875, 266.2744126867511, 265.20493200099645, 263.9972523641735, 262.6544717821803, 261.18030251127453, 259.5790417406001, 257.85553813896513, 256.0151546032737, 254.06372758527218, 252.00752340726194, 249.8531920057279, 247.6077185641351, 245.2783735122387, 242.87266137902512, 240.39826898985075, 237.8630134955541, 235.27479071248075, 232.6415242377473, 229.9711157840396, 227.27139715322437, 224.5500842385419, 221.81473341169504, 219.07270061434207, 216.33110343396592, 213.59678640246932, 210.87628971278932, 208.1758215049811, 205.501233829231, 202.85800234972902, 200.25120981084558, 197.68553324615542, 195.16523487202042, 192.6941565711238, 190.27571783791774, 187.912917027718, 185.60833572441027, 183.36414601860176, 181.18212046868788, 179.06364450175758, 177.0097309995342, 175.0210368065785, 173.09788089365233, 171.24026390829582, 169.44788884709973, 167.72018258962126, 166.05631804212123, 164.4552366500003, 162.91567105067048, 161.43616765328971, 160.01510894798832, 158.6507353645945, 157.34116651910642, 156.08442170494632, 154.87843950507624, 153.72109642007848, 152.61022442605324, 151.54362739443215, 150.51909632334684, 149.53442334685025, 148.58741450391645, 147.67590126362552, 146.79775081617746, 145.95087515130962, 145.1332389562761, 144.342866374766, 143.57784667599617, 142.83633888974003, 142.11657546828474, 141.4168650403049, 140.73559432447195, 140.07122927235986, 139.42231551095412, 138.78747815490914, 138.16542105773118, 137.55492556938518, 136.95484886553444, 136.36412191081916, 135.7817471153543, 135.20679574007434, 134.63840510274892, 134.07577563252454, 133.5181678167803, 132.96489907998736, 132.4153406301892, 131.86891430472315, 131.32508944292587, 130.78337980984523, 130.24334059144243, 129.70456547844086, 129.16668385287377, 128.6293580885169, 128.09228097376794, 127.5551732631588, 127.01778136155315, 126.47987514318845, 125.94124590606083, 125.4017044607112, 124.86107935124171, 124.31921520535926, 123.77597120939227, 123.2312197035452, 122.68484489212501, 122.13674166308245, 121.58681451093992, 121.03497655701777, 120.48114866080137, 119.92525861630553, 119.36724042737418, 118.80703365599177, 118.24458283786775, 117.67983695977776, 117.11274899339492, 116.54327548061566, 115.97137616566893, 115.39701366959011, 114.82015320293662, 114.24076231291606, 113.658810661387, 113.07426983047495, 112.48711315281783, 111.89731556371294, 111.30485347267313, 110.70970465212068, 110.11184814121012, 109.51126416315748, 108.90793405477281, 108.30184020614422, 107.69296600553331, 107.0812957836863, 106.46681476968033, 105.84950911904903, 105.22936607421535, 104.60637399559045, 103.98052119703803, 103.35179266345698, 102.72017064254693, 102.08565859618648, 101.44832794119354, 100.80826572365673, 100.16519088103784, 99.51791754658169, 98.8651860266381, 98.21057831713489, 97.57248653821766, 96.99416077426811, 96.54327513438443, 96.2934292537964 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2041.9999999992383" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 86.65588359475817, 279.4067967755228 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 235.49517907328706, 235.34819322348554, 235.1026717855675, 234.83150336677764, 234.60129726975114, 234.45388709722044, 234.40589965086642, 234.4588063729672, 234.60889617998393, 234.85219621446146, 235.18530893763952, 235.60488247558385, 236.10723489806924, 236.68831093419914, 237.34373882791604, 238.0688655246679, 238.85876966276945, 239.70827189389757, 240.61194855757645, 241.56414781254412, 242.55900717479378, 243.59047220638126, 244.65231640917295, 245.73816236573745, 246.84150410731925, 247.95573065648668, 249.07415067788017, 250.1900181579631, 251.29655901985566, 252.3869985635194, 253.45458960600612, 254.49264118163475, 255.49454764798338, 256.45381803067716, 257.3641054283516, 258.21923628910963, 259.0132393614897, 259.7403741166131, 260.39515843395003, 260.972395341173, 261.46719859896615, 261.8750169244959, 262.191656652568, 262.41330264128794, 262.53653723928016, 262.55835714411796, 262.4761879964628, 262.28789657136167, 261.99180044701154, 261.58667505186764, 261.07175801299707, 260.4467507517968, 259.7118172973252, 258.86758031223, 257.9151143512879, 256.85593639758577, 255.6919937460507, 254.42564932806854, 253.05966459401327, 251.59718009235752, 250.04169390437738, 248.397038112056, 246.6673534934122, 244.85706265394074, 242.97084181498929, 241.01359148959384, 238.9904062834518, 236.90654406328454, 234.76739473680345, 232.5784488878687, 230.34526650726696, 228.0734460539207, 225.76859407339208, 223.43629559040647, 221.0820854799614, 218.71142100760494, 216.3296557138695, 213.94201480086593, 211.55357216091548, 209.16922916807164, 206.79369533371107, 204.43147090730614, 202.08683148327592, 199.7638146546924, 197.46620873482317, 195.19754354823974, 192.96108327471464, 190.7598213115547, 188.59647710353778, 186.47349487437845, 184.39304417976777, 182.35702218960836, 180.36705759617695, 178.42451603564155, 176.53050690266798, 174.68589143177934, 172.8912919146636, 171.14710191972972, 169.4534973788335, 167.8104484061657, 166.21773171573093, 164.6749435065523, 163.18151268860345, 161.73671432738743, 160.33968319092213, 158.98942728953696, 157.6848413062014, 156.42471982296914, 155.2077702574047, 154.0326254314383, 152.89785570385447, 151.8019806064437, 150.74347993263524, 149.72080423608074, 148.73238470508718, 147.77664238692685, 146.85199674380823, 145.95687352962216, 145.0897119834267, 144.24897134197056, 143.43313667934183, 142.64072408705312, 141.87028521251892, 141.12041117794797, 140.3897359051634, 139.67693887478913, 138.98074735062164, 138.29993810185994, 137.63333865722552, 136.97982812589504, 136.33833762062815, 135.7078503185347, 135.08740119462948, 134.47607646270447, 133.87301275714944, 133.27739608820718, 132.68846060179953, 132.1054871735392, 131.52780186488533, 130.95477426764143, 130.38581576116005, 129.8203777047435, 129.25794958583222, 128.69805714268153, 128.14026047836103, 127.58415218108699, 127.02935546413285, 126.47552233686868, 125.9223318168685, 125.3694881915025, 124.81671933600552, 124.26377509368922, 123.7104257227436, 123.15646041295798, 122.6016858746782, 122.04592500140741, 121.48901560664764, 120.93080923486495, 120.37117004583932, 119.80997377112531, 119.24710674089602, 118.68246497906587, 118.11595336428067, 117.54748485412071, 116.9769797696786, 116.40436513754192, 115.82957408612587, 115.25254529325821, 114.67322248191114, 114.09155396099956, 113.50749220821523, 112.9209934919407, 112.33201752937879, 111.74052717813719, 111.14648815861533, 110.54986880465462, 109.95063984009035, 109.34877417916267, 108.74424674901248, 108.13703433170267, 107.52711542029435, 106.91447008263806, 106.299079844453, 105.68092765189606, 105.05999797311777, 104.43627677664969, 103.80975031982902, 103.18040182454453, 102.54821203192601, 101.91318312099327, 101.27538542065089, 100.63490505886446, 99.99146020289649, 99.34386434484776, 98.69085726284908, 98.03602052391295, 97.39774590726248, 96.81928323517921, 96.36830642631436, 96.11841499182347 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2061.99999999922" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 86.87175153891822, 271.8050205970232 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 241.23198065406834, 241.06502637345704, 240.77961803654696, 240.44874439377134, 240.13916550069044, 239.8929169498223, 239.72687957485337, 239.6428318500218, 239.63742380216235, 239.70709892479857, 239.84893247487165, 240.0601030189063, 240.3375178583178, 240.67777078555525, 241.07719981999998, 241.53192305957958, 242.03785206617866, 242.59070225462943, 243.1860062572592, 243.81912931676766, 244.4852856108501, 245.1795552109765, 245.8969016934352, 246.63219041526241, 247.3802074126862, 248.13567885535477, 248.8932909840372, 249.64771045603737, 250.39360501717192, 251.12566441299825, 251.83862144613735, 252.52727308130764, 253.18650149507985, 253.81129496341183, 254.3967684768052, 254.93818397052246, 255.43097005578855, 255.8707411373332, 256.2533158030597, 256.574734373086, 256.83127549792454, 257.01947169915263, 257.13612375058227, 257.1783138036387, 257.1434171673834, 257.02911266131684, 256.8333914677104, 256.5545644196858, 256.19126767148794, 255.74246670829848, 255.20745866440635, 254.58587293047773, 253.8776700429269, 253.08313886086324, 252.20289204864585, 251.2378598945834, 250.18928250864633, 249.05870045407684, 247.847943879366, 246.55912022809127, 245.194600614461, 243.7570049619819, 242.24918601135792, 240.674212311454, 239.03535031384095, 237.33604569701433, 235.57990405080338, 233.7706710547157, 231.91221228598144, 230.00849279385884, 228.06355657634631, 226.0815060938378, 224.06648195148998, 222.022642878192, 219.9541461250942, 217.8651284007386, 215.75968745301358, 213.6418644005212, 211.5156269075905, 209.38485328819803, 207.2533176145692, 205.1246758963456, 203.0024533860195, 200.89003305596998, 198.79064528199567, 196.70735875783205, 194.6430726548702, 192.60051003125687, 190.58221248484494, 188.59053603516247, 186.62764821075706, 184.69552631001608, 182.79595679592532, 180.93053577825722, 179.10067053041718, 177.30758198265394, 175.55230812857926, 173.83570827795495, 172.15846808549705, 170.5211052830093, 168.92397604047972, 167.36728188083194, 165.8510770727896, 164.37527642675178, 162.9396634196512, 161.54389857642704, 160.18752803794501, 158.86999224788278, 157.59063469421727, 156.34871064444397, 155.14339581747052, 153.9737949392007, 152.8389501331038, 151.73784910149405, 150.66943305777014, 149.63260437443802, 148.62623391631035, 147.64916803279985, 146.70023518766078, 145.77825220884404, 144.88203014528446, 144.01037972140477, 143.16211638387347, 142.33606493867347, 141.53106377980725, 140.74596871397003, 139.97965638825616, 139.23102733041972, 138.49900861338722, 137.78255615761813, 137.08065668653356, 136.3923293515911, 135.71662704468167, 135.05263741637816, 134.3994836191822, 133.75632479531512, 133.1223563287929, 132.49680988153133, 131.87895323306262, 131.26808994312546, 130.66355885593597, 130.06473346436988, 129.47102115161042, 128.8818623270502, 128.29672947240104, 127.71512611307472, 127.13658572896458, 126.5606706177974, 125.98697072324684, 125.41510243901728, 124.84470739912884, 124.27545126366991, 123.70702250834094, 123.13913122519862, 122.57150794112978, 122.0039024597428, 121.43608273156649, 120.86783375669332, 120.29895652330053, 119.72926698482665, 119.15859507797711, 118.58678378317802, 118.0136882285927, 117.43917483836033, 116.86312052530802, 116.28541192802618, 115.70594469187913, 115.12462279324708, 114.54135790605905, 113.95606880947675, 113.3686808354246, 112.77912535452806, 112.18733929891883, 111.59326472028613, 110.99684838148795, 110.39804137999297, 109.79679880145477, 109.19307940190734, 108.58684531721975, 107.97806179755653, 107.36669696158462, 106.75272156421615, 106.13610878951832, 105.51683412898885, 104.89487540464066, 104.2702126746447, 103.64282695460773, 103.0126968316145, 102.37979896248297, 101.74413194106275, 101.10576296377019, 100.46477543700101, 99.82088518010723, 99.17290367799818, 98.51956901353523, 97.86446134556712, 97.22597131127577, 96.64734783974427, 96.19626419158071, 95.94631944486765 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2081.999999999202" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 86.98898642493593, 266.13564682357037 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 245.86490629378724, 245.68117823246797, 245.36227628036767, 244.9812970362419, 244.60516221533837, 244.27612273899703, 244.01132823790422, 243.81287918237814, 243.6778004457566, 243.602962777077, 243.58592054893117, 243.62438263137358, 243.71583700478274, 243.85750754603364, 244.04641061940973, 244.27938959095323, 244.5531266677053, 244.86415151601597, 245.2088526167216, 245.5834903975928, 245.98421103627436, 246.40706062845464, 246.84799973454074, 247.3029183157447, 247.76765101885965, 248.2379927482005, 248.70971446131128, 249.17857912539523, 249.6403577698751, 250.09084556814952, 250.52587787951904, 250.94134618063634, 251.3332138146467, 251.6975314854001, 252.03045242375768, 252.32824715311594, 252.58731778185492, 252.80421175150178, 252.9756349709995, 253.0984642695896, 253.16975910345943, 253.18677245446486, 253.14696086290922, 253.04799354052088, 252.88776051440763, 252.66437975784493, 252.3762032692463, 252.02182206653094, 251.6000700702995, 251.110026855712, 250.5510192596761, 249.92262183684787, 249.2246561649622, 248.45718900708818, 247.6205293454822, 246.7152243087307, 245.74205402077, 244.70202540708354, 243.5963649998474, 242.42651078996465, 241.1941031797435, 239.90097509538316, 238.54914132338558, 237.14078713946884, 235.67825630248146, 234.16403848917318, 232.6007562484405, 230.99115155581381, 229.33807205047358, 227.6444570379663, 225.91332334203742, 224.14775108861068, 222.35086950393492, 220.52584280730363, 218.6758562765579, 216.8041025618312, 214.91376831972454, 213.00802123634622, 211.08999750345563, 209.16278980736004, 207.2294358852768, 205.29290769863928, 203.35610126734778, 201.42182720329984, 199.4928019757308, 197.57163993501115, 195.66084611563383, 193.76280983323574, 191.8797990846826, 190.0139557545542, 188.1672916258427, 186.34168518736226, 184.53887922530367, 182.7604791815862, 181.0079522571943, 179.28262723456209, 177.5856949893105, 175.91820965826497, 174.2810904277019, 172.6751239031974, 171.10096702028687, 169.55915045339205, 168.0500824791258, 166.57405324914032, 165.13123942713003, 163.72170914442185, 162.3454272287658, 161.00226066145967, 159.69198421877917, 158.41428625481754, 157.16877458423974, 155.9549824250983, 154.77237436371678, 153.62035230568992, 152.49826137925172, 151.40539575959565, 150.3410043851647, 149.3042965394389, 148.29444727430624, 147.31060265368447, 146.35188479864357, 145.4173967178378, 144.50622690957283, 143.6174537242881, 142.75014947861, 141.90338431441293, 141.07622979849958, 140.26776226056697, 139.47706586905252, 138.70323544624577, 137.9453790257032, 137.20262015650792, 136.47409996027588, 135.75897894801943, 135.05643860504375, 134.365682752969, 133.68593869874906, 133.0164581811965, 132.35651812603246, 131.7054212208623, 131.06249632174212, 130.42709870315477, 129.79861016326373, 129.17643899626864, 128.56001984355524, 127.94881343512357, 127.34230623250038, 126.74000998400207, 126.14146120282412, 125.54622057799617, 124.95387232777017, 124.3640235045068, 123.77630325960149, 123.19036207645172, 122.60587097891782, 122.02252072217604, 121.44002097231082, 120.85809948044604, 120.27650125667904, 119.69498774855732, 119.11333602833172, 118.53133799273202, 117.94879957854535, 117.3655399968347, 116.78139098821715, 116.19619610122882, 115.60980999543735, 115.0220977706238, 114.43293432304274, 113.84220372948336, 113.24979865959477, 112.65561981670486, 112.05957540715336, 111.46158063797239, 110.8615572425737, 110.25943303395026, 109.65514148482366, 109.04862133425142, 108.43981622025659, 107.8286743370535, 107.21514811234573, 106.59919389913408, 105.98077169423277, 105.35984494418408, 104.73638049843709, 104.11034844789828, 103.48172078223183, 102.85046794328878, 102.2165592663174, 101.57998679394895, 100.94081189228024, 100.29911281279341, 99.65460085387235, 99.00608357602896, 98.35229570104417, 97.69681456089356, 97.05802847513958, 96.47918454370824, 96.02795466988398, 95.77793703379155 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2101.9999999991837" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 87.03300173264303, 261.9317077556134 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 249.5854207665154, 249.3880103624329, 249.0417919840801, 248.61995862177983, 248.18957626011124, 247.7930875843135, 247.44788097004738, 247.15634196780545, 246.9158260855727, 246.72357934316295, 246.57757496115667, 246.47598303228648, 246.41679378518543, 246.39777287205766, 246.41651630922394, 246.47048318723722, 246.5570055506275, 246.67329490082483, 246.81645128032315, 246.98347397978557, 247.1712727637636, 247.37667931348486, 247.5964589050659, 247.82732234058142, 248.0659380992992, 248.30894465713934, 248.55296292211315, 248.7946087354227, 249.0305053879005, 249.25729610062555, 249.47165641788797, 249.67030646038683, 249.8500229865733, 250.0076512103401, 250.14011632381533, 250.24443467485358, 250.31772454994052, 250.35721651463982, 250.36026326541514, 250.32434894865284, 250.24709790498557, 250.1262827995701, 249.9598321017908, 249.74583688093222, 249.48255688767424, 249.16842589479495, 248.80205627419636, 248.3822427912775, 247.9079656017409, 247.37839244010732, 246.79287999349935, 246.1509744586119, 245.4524112841798, 244.69711410565503, 243.88519288318088, 243.0169412582684, 242.09283314880994, 241.113518606171, 240.07981896205825, 238.99272129663493, 237.85337226291813, 236.66307130582024, 235.4232633172611, 234.1355307715592, 232.80158538778642, 231.4232593679269, 230.00249626149747, 228.5413415087594, 227.04193271576318, 225.50648971522034, 223.93730446758076, 222.33673085671785, 220.7071744342842, 219.0510821661093, 217.3709322329755, 215.6692239367435, 213.94846776111615, 212.2111756343525, 210.4598514389874, 208.69698181110283, 206.9250272689538, 205.1464137078085, 203.3635242947338, 201.57869179378548, 199.79419134866285, 198.01223374639838, 196.23495918209838, 194.46443154116182, 192.7026332118079, 190.95146043716855, 189.21271921267558, 187.48812173101743, 185.77928337358668, 184.08772024410266, 182.41484723700015, 180.76197663024143, 179.1303171894519, 177.52097376771533, 175.93494738300504, 174.3731357530821, 172.83633426577146, 171.32523736083417, 169.84044029819603, 168.3824412860686, 166.9516439415093, 165.54836005521022, 164.17281263177367, 162.82513917642586, 161.505395199023, 160.21355790631523, 158.94953005373563, 157.71314392846824, 156.50416543620258, 155.32229826479406, 154.1671880990015, 153.03842686155238, 151.93555695697813, 150.85807549594978, 149.80543847921368, 148.77706492166448, 147.7723408985781, 146.79062349755552, 145.83124466127381, 144.89351490770156, 143.97672691599035, 143.08015896779588, 142.20307823529856, 141.34474390867334, 140.50441015719474, 139.68132891954593, 138.87475252022324, 138.08393611018374, 137.30813993106915, 136.54663140344627, 135.79868704053604, 135.06359418984863, 134.3406526060083, 133.6291758588303, 132.92849258140993, 132.2379475635949, 131.55690269674463, 130.88473777612924, 130.22085116769594, 129.56466034622784, 128.91560231214913, 128.27313389439018, 127.63673194682382, 127.00589344582164, 126.38013549646314, 125.75899525486328, 125.14202977397255, 124.5288157800502, 123.91894938682225, 123.31204575411483, 122.70773869750465, 122.10568025525731, 121.50554021853317, 120.90700563053478, 120.30978025995302, 119.7135840537434, 119.11815257393484, 118.52323642284058, 117.92860066071154, 117.33402421954372, 116.73929931643116, 116.14423086954088, 115.54863591948256, 114.95234305855149, 114.35519187004206, 113.75703237956051, 113.15772452001151, 112.55713761169363, 111.95514985871559, 111.35164786273322, 110.74652615480329, 110.13968674596029, 109.53103869700497, 108.92049770802898, 108.30798572819901, 107.6934305852833, 107.07676563125193, 106.4579293991905, 105.83686528447177, 105.21352131156868, 104.5878500470143, 103.95980839720383, 103.32935622495478, 102.69645286269325, 102.06105751436237, 101.42315303144595, 100.78279249278687, 100.14004673225897, 99.49462046833436, 98.84531548990655, 98.19086152879052, 97.53483168495488, 96.89561078332665, 96.31644314921768, 95.8649986173145, 95.6148739945839 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2121.9999999991655" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 87.01790792398216, 258.9572293360169 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 252.56672607668364, 252.35828953059462, 251.99005902140007, 251.53530770943263, 251.06122149358842, 250.61040230927725, 250.20043657423622, 249.83394599409905, 249.5085595321179, 249.22183301748458, 248.9720847564539, 248.75786399568884, 248.57757284964958, 248.42942012586997, 248.3114746797782, 248.2216964189221, 248.15794436033127, 248.11798119878137, 248.0994803488247, 248.10003450770466, 248.11716464088968, 248.1483290954133, 248.19093286679276, 248.24233704506744, 248.29986841607075, 248.3608291754842, 248.42250671358903, 248.4821834311984, 248.53714654785907, 248.58469786312884, 248.62216343157698, 248.64690311230967, 248.65631995421634, 248.6478693787084, 248.61906812247432, 248.56750290371102, 248.49083877641144, 248.38682713859197, 248.2533133618271, 248.0882440111171, 247.88967362594062, 247.65577103533445, 247.38482518198316, 247.07525043258636, 246.7255913541882, 246.33452693868986, 245.90087426040776, 245.42359155427357, 244.90178070508287, 244.33468914106734, 243.72171112797884, 243.0623884628098, 242.35641056922026, 241.6036139996737, 240.80398135218866, 239.95763961246803, 239.06485793495833, 238.12604487909508, 237.14174511959547, 236.11263565214398, 235.0395215181677, 233.92333107460018, 232.7651108365702, 231.56601992281483, 230.3273241352904, 229.05038970593228, 227.73667674478517, 226.3877324247843, 225.00518393930633, 223.59073126922698, 222.14613979661567, 220.67323280236596, 219.1738838850072, 217.65000933766854, 216.1035605196779, 214.53651625858038, 212.95087531746205, 211.3486489613747, 209.73185365538478, 208.10250392532933, 206.46260541076313, 204.8141481378418, 203.15910003801585, 201.49940073643106, 199.83695563185134, 198.17363028776367, 196.51124515210154, 194.8515706207561, 193.19632245774432, 191.54715758259138, 189.90567023317473, 188.273388509985, 186.65177130550157, 185.04220562016974, 183.44600426431896, 181.86440394328744, 180.29856372103197, 178.74956385561165, 177.21840499815312, 175.70600774523658, 174.21321253310086, 172.74077986065024, 171.28939082696763, 169.85964796789767, 168.45207637526232, 167.0671250814156, 165.7051686911266, 164.3665092422079, 163.05137827587197, 161.75993909750048, 160.49228920834815, 159.24846288866596, 158.02843391281502, 156.8321183771465, 155.65937762173436, 154.51002122746428, 153.38381007049009, 152.28045941666642, 151.19964203923925, 150.14099134381928, 149.10410448546693, 148.08854546357335, 147.09384818112045, 146.11951945583584, 145.16504197171886, 144.2298771603906, 143.3134680027091, 142.4152417420813, 141.53461250188974, 140.6709838004276, 139.82375095769297, 138.9923033893312, 138.17602678391933, 137.3743051606637, 136.5865228054203, 135.81206608374524, 135.05032513044006, 134.30069541576387, 133.56257918914963, 132.83538680187257, 132.11853791068347, 131.4114625649315, 130.71360218016287, 130.02441040159346, 129.34335386121433, 128.6699128326022, 128.00358178777194, 127.34386986062687, 126.69030122173852, 126.04241536931931, 125.39976734134562, 124.76192785384345, 124.12848337036957, 123.49903610770875, 122.87320398276556, 122.25062050555985, 121.63093462314117, 121.01381051912094, 120.39892737338631, 119.78597908640708, 119.17467397238013, 118.56473442527782, 117.95589656167775, 117.34790984405552, 116.74053668802094, 116.13355205677253, 115.52674304583876, 114.91990846096725, 114.31285839181753, 113.70541378391016, 113.09740601108594, 112.48867645053609, 111.87907606227735, 111.26846497476286, 110.65671207813625, 110.04369462645958, 109.429297850135, 108.81341457977572, 108.19594488277609, 107.57679571277939, 106.95588056907698, 106.3331191618609, 105.70843709693683, 105.08176564191791, 104.45304163501493, 103.8222072757005, 103.18920873171405, 102.55399264079561, 101.91650649973231, 101.27672242656445, 100.63468372605234, 99.99045240284973, 99.34372527677972, 98.69329715489395, 98.0378916910231, 97.38107679912791, 96.7412329995123, 96.16160118513704, 95.70984862313175, 95.45957041198328 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2141.9999999991473" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 86.7313950972777, 261.2949013913892 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 254.95364499036958, 254.73635469901453, 254.35044907966366, 253.8692659327239, 253.36008781584883, 252.86564498121507, 252.4036833420263, 251.97701468150652, 251.58348791050096, 251.22090785020887, 250.8878699066935, 250.58322748940003, 250.30571278869232, 250.05388934982366, 249.8262040789586, 249.62101680546093, 249.4366068089321, 249.27117577391667, 249.12285314068984, 248.98970290519247, 248.86973077618865, 248.7608914015558, 248.66109569657567, 248.5682183072197, 248.48010519233554, 248.39458129039102, 248.30945823708973, 248.22254210300028, 248.1316411211713, 248.03457337461126, 247.92917441349687, 247.8133047722304, 247.684857356911, 247.54176467436088, 247.38200587454563, 247.20361357905338, 247.00468046924817, 246.78336560878887, 246.5379004764005, 246.26659468609424, 245.96784137345117, 245.64012222810715, 245.2820121541943, 244.8921835422001, 244.4694101374927, 244.0125704926185, 243.52065099239712, 242.99274844281263, 242.42807221671063, 241.82594595135777, 241.18580879498262, 240.50721620149048, 239.78984027461448, 239.03346966482098, 238.2380090243172, 237.40347802750108, 236.53000996613827, 235.61784993043486, 234.66735258898993, 233.67897958234553, 232.65329654649645, 231.59096978426717, 230.49276260390107, 229.35953134552923, 228.1922211173858, 226.9918612647086, 225.75956059520132, 224.49650238573227, 223.20393919560289, 221.88318751223298, 220.53562225547685, 219.16267116700644, 217.76580911127385, 216.34655231449727, 214.90645256790384, 213.44709142111518, 211.97007439107736, 210.4770252113261, 208.96958014564171, 207.44938238929657, 205.91807658013659, 204.37730344067498, 202.82869457122135, 201.27386741282953, 199.71442039753313, 198.15192830196037, 196.58793781898444, 195.02396336058968, 193.46148310361997, 191.90193528853982, 190.34671477978867, 188.79716989475324, 187.2545995068355, 185.72025042655974, 184.19531506315363, 182.68092936756247, 181.17817105642126, 179.6880581151245, 178.21154757680432, 176.74953457276104, 175.30285164869323, 173.87226833995012, 172.45849099798392, 171.0621628592167, 169.68386434665823, 168.32411359382138, 166.98336717978083, 165.6620210636111, 164.36041170592017, 163.0788173647664, 161.81745955290768, 160.57650464308009, 159.35606560783944, 158.15620388041646, 156.9769313230364, 155.81821228922936, 154.67996576680582, 153.5620675883911, 152.46435269669277, 151.38661745201776, 150.32862196995066, 149.29009247755153, 148.27072367691926, 147.27018110549682, 146.28810348305487, 145.32410503588224, 144.3777777893235, 143.44869382043683, 142.5364074631887, 141.64045745925532, 140.76036904815652, 139.89565599110415, 139.04582252359734, 138.21036523243893, 137.38877485347803, 136.58053798699686, 135.78513872825602, 135.00206021128707, 134.23078606457148, 133.47080177776965, 132.7215959791625, 131.98266162393472, 131.253497093869, 130.5336072094264, 129.822504155565, 129.1197083229918, 128.42474906685558, 127.73716538516747, 127.05650651948494, 126.38233248061196, 125.71421450225533, 125.05173542573495, 124.39449001897546, 123.74208523310874, 123.0941404000936, 122.45028737481121, 121.81017062512382, 121.17344727339196, 120.53978709293355, 119.90887246287753, 119.28039828481725, 118.65407186460745, 118.02961276257159, 117.40675261529996, 116.78523493211952, 116.16481486921043, 115.5452589842292, 114.92634497417777, 114.30786139913243, 113.68960739431783, 113.07139237287936, 112.45303572157601, 111.83436649148355, 111.2152230856634, 110.59545294561157, 109.97491223816257, 109.35346554444222, 108.73098555252554, 108.10735275546963, 107.48245515535591, 106.85618797082114, 106.22845334445232, 105.5991600641063, 104.96822336062765, 104.33556484352806, 103.70111231434386, 103.06479839256656, 102.4265570329488, 101.78632392716655, 101.14406027606427, 100.49979936294281, 99.85359407267248, 99.20513301134059, 98.55320368140231, 97.8965233433052, 97.23865443013221, 96.59797289453203, 96.01771597535424, 95.56554819923747, 95.315062837749 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2161.999999999129" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 86.44625271815896, 263.8224551099596 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 256.86323628886214, 256.6388314053198, 256.2387223746186, 255.73629844390243, 255.19891909300856, 254.66941667523295, 254.16566399014528, 253.69062400313322, 253.24232051956432, 252.81875629220835, 252.41874693102932, 252.04138747038317, 251.68567221177454, 251.3504462830606, 251.0344565535166, 250.73638003309307, 250.45482916876878, 250.18835350563586, 249.93544368613462, 249.69453684577834, 249.46402231897517, 249.242247372628, 249.0275230063738, 248.81812985865054, 248.61232420887154, 248.40834404789382, 248.2044151897537, 247.99875740057544, 247.7895905214626, 247.57514056213273, 247.3536457420549, 247.12336245608464, 246.8825711419826, 246.62958202769065, 246.362740736813, 246.08043373141606, 245.7810935720152, 245.46320397546285, 245.1253046523781, 244.7659959067683, 244.38394298157482, 243.97788013503023, 243.5466144339323, 243.08902925121822, 242.60408745655454, 242.09083429003476, 241.5483999104961, 240.97600161141614, 240.37294569882755, 239.73862902718338, 239.07254019061088, 238.37426036850076, 237.64346382588198, 236.87991807052484, 236.083483670186, 235.25411373485437, 234.39185307026492, 233.49683701031717, 232.56928993735153, 231.60952350050096, 230.61793454353653, 229.59500275475844, 228.54128805254413, 227.45742772114684, 226.3441333122368, 225.20218732848795, 224.03243970623535, 222.8358041148549, 221.61325409104884, 220.36581902665486, 219.09458002893112, 217.80066567250532, 216.48524766231262, 215.14953642688428, 213.7947766612892, 212.42224283887535, 211.0332347107085, 209.62907281126755, 208.21109398852863, 206.78064697606263, 205.33908802418134, 203.8877766065081, 202.4280712176174, 200.96132527659523, 199.48888315052218, 198.01207631097878, 196.53221963572602, 195.05060786672914, 193.56851223467498, 192.08717725908974, 190.6078177321025, 189.1316158928249, 187.65971879823732, 186.19323589539073, 184.73323679866056, 183.28074927472736, 181.83675743691578, 180.40220014950393, 178.97796964162552, 177.56491032942847, 176.16381784423683, 174.7754382635847, 173.400467541161, 172.03955113092152, 170.69328379989645, 169.36220962354454, 168.04682215688868, 166.74756477410523, 165.4648311687391, 164.1989660062748, 162.95026572041263, 161.71897944407777, 160.50531006592914, 159.3094154029318, 158.13140947941255, 156.97136390292889, 155.82930932724776, 154.70523699274824, 153.5991003346304, 152.51081664942774, 151.44026881048026, 150.38730702322812, 149.3517506114241, 148.3333898256413, 147.33198766575842, 146.3472817094436, 145.37898593901923, 144.4267925594754, 143.49037380080304, 142.56938369823771, 141.663459844435, 140.7722251080411, 139.89528931356767, 139.0322508779309, 138.1826983994647, 137.34621219566682, 136.5223657863798, 135.71072731954487, 134.9108609370954, 134.12232807897038, 133.3446887236338, 132.57750256387223, 131.82033011701685, 131.07273376908944, 130.33427875271082, 129.60453405892596, 128.88307328339855, 128.16947540770508, 127.46332551671523, 126.7642154532803, 126.07174441166703, 125.38551947136735, 124.70515607308802, 124.03027843887669, 123.36051993847416, 122.6955234040962, 122.03494139594325, 121.37843642081363, 120.72568110625568, 120.07635833273832, 119.43016132634756, 118.78679371453059, 118.14596954740995, 117.50741328717767, 116.87085976805659, 116.23605412928181, 115.60275172351211, 114.97071800302955, 114.33972838602581, 113.7095681052089, 113.08003204089131, 112.45092454064657, 111.82205922754092, 111.19325879886247, 110.56435481717345, 109.9351874954134, 109.30560547773771, 108.67546561787123, 108.04463275679979, 107.41297950061336, 106.78038599618053, 106.1467397012483, 105.51193516326188, 104.87587386962254, 104.23846423119959, 103.59962143907059, 102.95926612964388, 102.31732093722435, 101.67371092725767, 101.02838739672862, 100.38137447241317, 99.73271665199661, 99.08209494298411, 98.42829005457556, 97.77001327366231, 97.11082189166031, 96.46908756159995, 95.88804407302209, 95.43535336003912, 95.18460696324995 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2181.999999999111" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 86.20246088960482, 265.8453823625073 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 258.38877270291, 258.15863404993644, 257.74707790991647, 257.22753430992196, 256.66742370209266, 256.1096593681648, 255.57221467874942, 255.05817242327507, 254.5656950200189, 254.09294208670107, 253.63890374287624, 253.20286650156527, 252.78403237096597, 252.38146961008383, 251.99416278090854, 251.62104022892507, 251.26097840855854, 250.91280252510703, 250.5752894707062, 250.2471721169881, 249.92714388253975, 249.6138632975033, 249.30595860898322, 249.00203247137696, 248.70066671694144, 248.40042718389924, 248.09986858023672, 247.79753936431962, 247.4919866243726, 247.18176093881505, 246.8654211994134, 246.54153937939356, 246.20870522896834, 245.86553088112174, 245.51065535093767, 245.142748912277, 244.76051733618613, 244.36270597606784, 243.94810368535255, 243.51554655417348, 243.06392145237038, 242.59216936701694, 242.09928852358485, 241.58433728081783, 241.04643679038617, 240.4847734134237, 239.8986008871077, 239.28724223552402, 238.65009142015987, 237.98661472647888, 237.29635188415196, 236.57891691964, 235.83399874094133, 235.0613614554257, 234.26084442277218, 233.4323620461023, 232.57590330545167, 231.69153103874362, 230.77938097641592, 229.83966053679984, 228.87264739025548, 227.87868780092495, 226.85819475577273, 225.81164589133303, 224.73958122927993, 223.64260073256895, 222.52136169446973, 221.3765759733154, 220.2090070862324, 219.01946717548515, 217.80881386137116, 216.57794699583337, 215.32780533111804, 214.0593631178981, 212.77362664730447, 211.47163075126213, 210.15443527541572, 208.82312153875156, 207.47878879378294, 206.12255070086496, 204.75553182984547, 203.37886420184586, 201.99368388349995, 200.60112764546514, 199.2023296964624, 197.79841850350385, 196.3905137083294, 194.97972314940935, 193.56713999817103, 192.15384001739062, 190.7408789489507, 189.329290037411, 187.92008169507463, 186.51423531346117, 185.11270322532553, 183.71640682058913, 182.32623481878645, 180.94304169987436, 179.56764629451047, 178.20083053418338, 176.84333836087384, 175.49587479524757, 174.15910516172644, 172.83365446816228, 171.52010693724597, 170.2190056862261, 168.93085255099038, 167.65610805007753, 166.39519148374205, 165.1484811627878, 163.91631476152037, 162.69898978884405, 161.49676417124513, 160.30985694116137, 159.13844902403642, 157.98268411719667, 156.84266965356778, 155.7184778431659, 154.61014678525413, 153.51768164404703, 152.44105588087425, 151.38021253577324, 150.335065551575, 149.30550113366812, 148.29137913877665, 147.29253448626324, 146.30877858566836, 145.3399007744178, 144.38566975987047, 143.44583506013768, 142.52012843837562, 141.60826532554012, 140.7099462268879, 139.824858107813, 138.95267575491877, 138.09306310854063, 137.24567456325298, 136.41015623321283, 135.58614717950923, 134.77328059700332, 133.97118495845396, 133.17948511402855, 132.3978033445965, 131.62576036749203, 130.86297629371344, 130.10907153579436, 129.36366766584237, 128.6263882234856, 127.89685947370167, 127.17471111472459, 126.45957693643153, 125.75109542980442, 125.04891034824107, 124.35267122165446, 123.66203382445038, 122.97666059860948, 122.29622103322293, 121.62039200193944, 120.94885805987714, 120.28131170163618, 119.61745358211753, 118.95699270191143, 118.29964655906464, 117.64514126907048, 116.9932116549502, 116.3436013093083, 115.6960626302495, 115.05035683304163, 114.40625393939665, 113.76353274622284, 113.12198077567575, 112.48139420830333, 111.84157780104458, 111.20234479179597, 110.56351679220242, 109.92492367026773, 109.28640342437, 108.64780205039465, 108.00897340376996, 107.36977905720704, 106.73008815183698, 106.08977723837316, 105.44873012264628, 104.80683777829972, 104.16399838854458, 103.52011725704304, 102.87510552317808, 102.22887676088062, 101.5813474543644, 100.93246083736153, 100.28223352667578, 99.63070309518253, 98.97754423931408, 98.32153199631067, 97.66137264249573, 97.00061913938409, 96.35763950712789, 95.77566461292429, 95.32235418980768, 95.07129830656669 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2201.999999999093" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.99810528454762, 267.4619657249291 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 259.604222133521, 259.3694442328623, 258.94862580026773, 258.4152292061728, 257.83672326244687, 257.2560854412507, 256.6913688879296, 256.1457514448602, 255.617505496921, 255.10491512054725, 254.60710890932174, 254.1235253354907, 253.65353127040734, 253.19637211011894, 252.75122115130046, 252.31720635209078, 251.89341389738027, 251.47888804321988, 251.07263322117066, 250.6736174686714, 250.2807761070761, 249.89301539336367, 249.5092161929435, 249.12823772151702, 248.74892135521705, 248.37009449028903, 247.9905744344606, 247.60917231513335, 247.22469699045197, 246.83595894923067, 246.44177418564763, 246.04096803474602, 245.63237895501885, 245.21486224464982, 244.78729367832122, 244.34857305188967, 243.89762762266957, 243.43341543355263, 242.95492850972744, 242.46119591734035, 241.95128667405848, 241.4243125021533, 240.87943041541405, 240.31584513192462, 239.73281130548912, 239.12963556926778, 238.5056783859818, 237.86035569986248, 237.19314038634568, 236.50356349635413, 235.7912152928515, 235.05574607819986, 234.29686681169628, 233.51434951750173, 232.70802748400567, 231.8777952564846, 231.02360842571147, 230.14548321595115, 229.2434958765316, 228.31778188190714, 227.36853494582655, 226.39600585588337, 225.40050113535187, 224.3823815398022, 223.3420603965355, 222.28000179538574, 221.19671863989464, 220.09277056828037, 218.9687617539874, 217.8253385959216, 216.66318730874323, 215.4830314238078, 214.28562921151214, 213.07177103592042, 211.84227665261037, 210.59799246069855, 209.33978871997027, 208.06855674396078, 206.78520607970773, 205.49066168472368, 204.18586111152172, 202.87175170977167, 201.54928785586776, 200.21942821935528, 198.88313307529603, 197.54136167125196, 196.19506965713634, 194.84520658572484, 193.49271349113877, 192.1385205521104, 190.78354484632095, 189.42868820156627, 188.07483514895975, 186.72285098282416, 185.3735799313645, 184.0278434416468, 182.68643858184475, 181.35013656315158, 180.0196813831995, 178.69578859227818, 177.37914418310643, 176.07040360438504, 174.77019089784812, 173.47909795803727, 172.19768391354896, 170.92647462805184, 169.66596231894061, 168.4166052910865, 167.17882778276288, 165.95301992046973, 164.73953777905302, 163.53870354321543, 162.3508057662429, 161.1760997215301, 160.0148078422736, 158.8671202445176, 157.73319532858187, 156.6131604537741, 155.50711268119085, 154.41511957933994, 153.33722008727344, 152.27342542990095, 151.2237200801623, 150.18806276276698, 149.16638749426366, 148.15860465427838, 147.1646020828547, 146.18424619894628, 145.21738313524313, 144.26383988466299, 143.32342545400235, 142.3959320204183, 141.48113608660205, 140.5787996307027, 139.6886712472685, 138.8104872756872, 137.94397291282914, 137.08884330682085, 136.24480462910708, 135.41155512218856, 134.5887861206547, 133.77618304336067, 132.97342635482744, 132.1801924941691, 131.39615477007467, 130.62098422058855, 129.85435043664683, 129.09592234853162, 128.34536897460526, 127.60236013187671, 126.86656710813641, 126.13766329556996, 125.41532478592654, 124.69923092747449, 123.98906484412292, 123.28451391722552, 122.58527023070951, 121.89103098029024, 121.20149884763903, 120.5163823404697, 119.83539609959651, 119.15826117409499, 118.48470526576583, 117.81446294416126, 117.14727583348512, 116.48289277271913, 115.82106995036285, 115.1615710152003, 114.50416716452526, 113.84863721126868, 113.19476763147674, 112.54235259358664, 111.89119397094166, 111.24110133897086, 110.59189195843119, 109.94339074607481, 109.29543023412303, 108.6478505200803, 108.00049920851852, 107.35323134550275, 106.70590934324042, 106.05840289149276, 105.41058887002424, 104.76235132482333, 104.11358156995426, 103.46417815508285, 102.81404563392034, 102.163091212753, 101.51122527241286, 100.85838525029507, 100.2045823132574, 99.54984896655307, 98.89385525386182, 98.23537200372674, 97.57310175368399, 96.9105942189215, 96.26621468499854, 95.68319181227386, 95.22918366748708, 94.97777920325126 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2221.9999999990746" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.83186570712516, 268.75013562964705 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 260.56825605376457, 260.329708110823, 259.9013624832907, 259.3567072721797, 258.76324976372484, 258.1640185029996, 257.57713011408197, 257.0058380844769, 256.4485023254488, 255.903505991392, 255.37008793254262, 254.84780764195025, 254.33616332140937, 253.83454151443007, 253.34226595346897, 252.8586237581417, 252.3828684062698, 251.91421895486425, 251.45186149441537, 250.99495190522455, 250.54261884018413, 250.09396666284562, 249.64807839111162, 249.20401869748096, 248.7608369680872, 248.3175704048446, 247.87324715591998, 247.42688946274316, 246.9775168126822, 246.52414908641643, 246.06580968893581, 245.60152865317707, 245.13034570548547, 244.6513132823126, 244.16349948781456, 243.66599098230523, 243.1578957918501, 242.63834602965227, 242.1065005202854, 241.56154731826473, 241.00270611291333, 240.42923051197866, 239.8404101969756, 239.23557294378173, 238.61408650257783, 237.9753603318165, 237.3188471815064, 236.6440445217184, 235.95049581284886, 235.2377916148157, 234.5055705330028, 233.753519999417, 232.981376888165, 232.188927965001, 231.37601017133085, 230.54251074368614, 229.688367170297, 228.81356698699446, 227.91814741525712, 227.00219484578417, 226.06584417151967, 225.10927797457578, 224.1327255719963, 223.13646192577147, 222.12080642295234, 221.08612153212192, 220.0328113428555, 218.96131999514463, 217.87213000606792, 216.76576050126232, 215.6427653589864, 214.50373127476544, 213.34927575477147, 212.18004504621575, 210.99671201312083, 209.7999739658897, 208.5905504531051, 207.3691810239712, 206.13662296975446, 204.89364905248894, 203.64104522909062, 202.3796083788674, 201.11014404222817, 199.83346417817867, 198.5503849479492, 197.26172453183273, 195.9683009860185, 194.67093014589395, 193.37042358195177, 192.0675866140888, 190.76321638971353, 189.4581000306978, 188.153012853814, 186.84871666889566, 185.5459581585475, 184.24546734281512, 182.94795613180398, 181.65411696881645, 180.36462156615482, 179.08011973532055, 177.80123831292656, 176.5285801832331, 175.26272339781787, 174.00422039250347, 172.75359730128625, 171.51135336664694, 170.27796044527176, 169.05386260787773, 167.83947583151647, 166.63518778242963, 165.44135768724496, 164.25831629003872, 163.08636589254402, 161.92578047456135, 160.77680589142264, 159.6396601451775, 158.5145337260069, 157.40159002022972, 156.30096578114455, 155.21277165885212, 154.13709278512115, 153.07398940930372, 152.0234975812634, 150.98562987726098, 149.96037616473734, 148.9477044019504, 147.94756146845234, 146.95987402244313, 145.98454938109802, 145.0214764200442, 144.0705264882525, 143.13155433471235, 142.20439904337212, 141.28888497295196, 140.38482269836896, 139.49200995065618, 138.61023255240664, 137.73926534592752, 136.87887311145025, 136.02881147290663, 135.1888277889478, 134.3586620270536, 133.53804761874966, 132.72671229412174, 131.92437889398752, 131.13076615825642, 130.34558948917504, 129.5685616883226, 128.7993936663816, 128.03779512486793, 127.2834752091589, 126.53614313230592, 125.79550876926304, 125.06128322130014, 124.33317935050206, 123.61091228438002, 122.89419989074104, 122.18276322307355, 121.4763269368121, 120.77461967694273, 120.07737443750183, 119.38432889360467, 118.6952257067172, 118.00981280395408, 117.32784363224876, 116.64907738829694, 115.97327922522392, 115.30022043696862, 114.62967862141268, 113.96143782331293, 113.29528865811861, 112.63102841777373, 111.9684611596174, 111.30739777949984, 110.6476560702229, 109.98906076639948, 109.33144357686348, 108.67464320593311, 108.01850536494658, 107.36288277454642, 106.70763515511891, 106.05262920176645, 105.39773855794532, 104.7428438503724, 104.0878328469457, 103.4326004776198, 102.77704765339068, 102.12107796247896, 101.46459823699941, 100.80754247666334, 100.1499185602996, 99.49175589030293, 98.83272162503908, 98.17158395448457, 97.50704305036396, 96.84264655760106, 96.19675800659988, 95.61260463399073, 95.15784342727653, 94.90606261412974 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2241.9999999990564" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.70260742303891, 269.7717112448554 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 261.3275461648117, 261.0859210358498, 260.65143133486595, 260.0975857219698, 259.49192222699793, 258.87751020950907, 258.27251702817676, 257.6802566379007, 257.0991589270505, 256.5276862788802, 255.9651657324642, 255.41125360525967, 254.86555320331377, 254.32756406863916, 253.79673041254281, 253.27246687330737, 252.75416102186156, 252.24117209442431, 251.73283193746445, 251.2284472357666, 250.72730195013665, 250.22865969577873, 249.7317661139246, 249.2358512899357, 248.74013222244298, 248.2438153301889, 247.74609898415423, 247.2461760555507, 246.74323647116978, 246.23646976746474, 245.72506763461672, 245.2082264418775, 244.6851497356149, 244.15505070165273, 243.6171545836845, 243.0707010497576, 242.5149464990692, 241.94916630159327, 241.3726569633585, 240.78473821052754, 240.18475498578027, 239.5720793508804, 238.94611228970024, 238.30628540639643, 237.65206251386064, 236.98294110801928, 236.2984537240178, 235.5981691707981, 234.88169364106, 234.14867169408777, 233.39878710941602, 232.63176360980717, 231.84736545251067, 231.04539788826963, 230.2257074880344, 229.3881823378289, 228.53275210269632, 227.65938796111905, 226.76810241176844, 225.85894895488332, 224.9320216510078, 223.9874545602316, 223.02542106547187, 222.04613308371097, 221.049840169459, 220.03682851504226, 219.00741985262772, 217.96197026317762, 216.90086889778735, 215.8245366170938, 214.73342455464612, 213.62801261031177, 212.5088078799416, 211.37634302764243, 210.23117460710174, 209.07388133847806, 207.90506234741244, 206.72533537272946, 205.53533494938478, 204.33571057317684, 203.1271248536765, 201.9102516617387, 200.68577427784854, 199.45438354741714, 198.21677604898625, 196.97365228112187, 195.72571487357948, 194.47366682810815, 193.21820979402827, 191.96004238346896, 190.69985853089105, 189.43834590124564, 188.17618435083415, 186.91404444464106, 185.65258603360772, 184.3924568950074, 183.13429143876823, 181.8787094822733, 180.6263150958496, 179.37769552083762, 178.13342016181684, 176.89403965424566, 175.66008500846476, 174.43206683070463, 173.21047462144008, 171.99577615114035, 170.78841691318124, 169.58881965341024, 168.39738397559285, 167.21448602171512, 166.04047822587896, 164.87568914029734, 163.7204233316851, 162.5749613461396, 161.439559740421, 160.31445117737198, 159.19984458305936, 158.09592536308284, 157.00285567536858, 155.92077475665724, 154.84979929980236, 153.79002387891495, 152.74152141932714, 151.70434370929857, 150.67852195035425, 149.6640673431221, 148.66097170553164, 147.6692081202411, 146.6887316081794, 145.71947982511955, 144.7613737782426, 143.81431855970496, 142.8782040942827, 141.95290589824208, 141.0382858466636, 140.13419294653832, 139.24046411305, 138.35692494656055, 137.48339050792438, 136.61966608987086, 135.76554798231246, 134.92082422955733, 134.08527537752994, 133.25867520922955, 132.44079146678504, 131.6313865585934, 130.83021825015868, 130.03704033737728, 129.25160330114358, 128.47365494227708, 127.70294099589665, 126.93920572449045, 126.18219248904964, 125.4316442977509, 124.68730433178528, 123.94891644804055, 123.21622565844909, 122.48897858591369, 121.76692389681992, 121.04981271023426, 120.33739898397384, 119.6294398778139, 118.92569609417525, 118.22593219670416, 117.52991690722192, 116.83742338158123, 116.14822946502082, 115.46211792765834, 114.77887668080562, 114.09829897482823, 113.42018357930537, 112.74433494627431, 112.07056335736847, 111.39868505567432, 110.72852236313604, 110.05990378433455, 109.39266409751848, 108.7266444339481, 108.06169234674297, 107.39766186949424, 106.73441356184561, 106.0718145382316, 105.40973849372818, 104.7480657894549, 104.08668365912085, 103.42548627651402, 102.76437361895886, 102.103248205712, 101.44201570447491, 100.78060889247129, 100.11903440278529, 99.45732040098872, 98.79513284701459, 98.13123879749075, 97.46433737974034, 96.79797530421625, 96.1505152948434, 95.56518392486892, 95.10963767362568, 94.85746442493743 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2261.999999999038" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.60912655049998, 270.57588403924916 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 261.91937685725026, 261.67522942653574, 261.2357033915457, 260.67432392152057, 260.05865373544464, 259.43179497291845, 258.8119557452784, 258.2024985857586, 257.60190961169894, 257.00871488353846, 256.4223123367559, 255.84243614977845, 255.26877417489624, 254.70091688282045, 254.13840547087946, 253.58075727454727, 253.0274679073185, 252.478009609368, 251.93183179185974, 251.38836284928226, 250.84701216798584, 250.3071720636454, 249.76821970196326, 249.22951905760036, 248.69042291769588, 248.15027491845365, 247.60841160420384, 247.06416450135043, 246.51686220051914, 245.96583244009716, 245.41040418420815, 244.8499096881817, 244.28368654467528, 243.71107970372947, 243.13144346017697, 242.54414340198596, 241.9485583133024, 241.34408202616302, 240.73012521507815, 240.10611712893365, 239.47150725492753, 238.8257669095435, 238.16839075186556, 237.4988982148555, 236.81683485054694, 236.12177358545287, 235.41331588283913, 234.6910928088795, 233.9547660000814, 233.20402852974783, 232.43860567162483, 231.6582555592692, 230.8627697400584, 230.0519736231511, 229.2257268210922, 228.3839233851377, 227.52649193475148, 226.65339568209677, 225.76463235270685, 224.86023400387396, 223.94026674263694, 223.00483034558005, 222.0540577829724, 221.0881146500815, 220.10719850878252, 219.11153814285709, 218.10139273063066, 217.0770509388337, 216.0388299417912, 214.98707437024333, 213.92215519428024, 212.8444685450316, 211.75443447989156, 210.65249569617612, 209.5391161982074, 208.41477992289438, 207.27998932893505, 206.13526395479846, 204.98113895065873, 203.818163589446, 202.6468997621531, 201.4679204624908, 200.28180826591867, 199.08915380799766, 197.89055426690868, 196.68661185486553, 195.47793232301743, 194.26512348428966, 193.04879375844865, 191.82955074350437, 190.60799981737586, 189.38474277354936, 188.16037649425158, 186.93549166444458, 185.7106715297265, 184.48649070099273, 183.2635140084769, 182.04229540755307, 180.82337693843772, 179.607287741687, 178.39454313113973, 177.185643725712, 175.98107464120645, 174.78130474305812, 173.58678596070072, 172.39795266400412, 171.2152211020049, 170.03898890392907, 168.86963464229, 167.70751745763604, 166.55297674432072, 165.40633189647738, 164.26788211319644, 163.13790626173017, 162.0166627973872, 160.9043897386257, 159.801304695713, 158.70760495118782, 157.62346759024257, 156.54904967903434, 155.48448848883697, 154.42990176386107, 153.38538803049565, 152.35102694566197, 151.3268796819196, 150.31298934692472, 149.30938143481117, 148.31606430704593, 147.3330297003033, 146.36025325890242, 145.3976950893646, 144.4453003346668, 143.50299976579674, 142.5707103882519, 141.64833606116994, 140.73576812682998, 139.8328860483231, 138.9395580532556, 138.05564178141947, 137.18098493443995, 136.31542592549164, 135.45879452725833, 134.61091251640053, 133.77159431288564, 132.94064761262976, 132.11787401199578, 131.30306962278954, 130.49602567649418, 129.69652911658204, 128.90436317784182, 128.11930795175783, 127.34114093707576, 126.5696375747866, 125.80457176685499, 125.04571637811266, 124.29284372082812, 123.54572602155328, 122.80413586993359, 122.06784664925166, 121.33663294855454, 120.61027095629107, 119.88853883545974, 119.17121708033596, 118.4580888549143, 117.748940313262, 117.04356090203872, 116.34174364549038, 115.64328541327474, 114.94798717152176, 114.25565421757273, 113.5660963988794, 112.87912831657783, 112.19456951428133, 111.51224465265949, 110.83198367038077, 110.15362193200102, 109.47700036343917, 108.80196557587347, 108.128369979029, 107.45607188390785, 106.78493559196406, 106.11483146672045, 105.4456360016, 104.777231946238, 104.10950855270411, 103.44236168128029, 102.77569270067528, 102.10940526151096, 101.44340593613403, 100.7776282110851, 100.11207926281408, 99.44678766157229, 98.7814196583499, 98.1147425099917, 97.44545547362632, 96.77710533711301, 96.12805486492408, 95.54153064701656, 95.08518916605951, 94.83261830371386 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2281.99999999902" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.55002060629516, 271.20197455466894 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 262.3736807436102, 262.12745768366153, 261.683787065229, 261.1162073840822, 260.4923012902847, 259.8551973888685, 259.2231366977862, 258.5995209823036, 257.98288177929095, 257.3717965966939, 256.765720664974, 256.16445110424553, 255.56774413493463, 254.97526378346055, 254.38662973386658, 253.8014424660971, 253.21928510699928, 252.63972147561162, 252.0622963107815, 251.4865367547155, 250.91195402190877, 250.338044987486, 249.76429375061016, 249.19017322931643, 248.615146794522, 248.0386699330957, 247.46019193081202, 246.8791575690185, 246.29500882974898, 245.70718660388218, 245.11513239678425, 244.51829002586916, 243.91610730458456, 243.30803770742244, 242.6935420106569, 242.0720899036306, 241.44316156554785, 240.80624920288918, 240.16085854273345, 239.50651027746324, 238.8427414565322, 238.16910682119172, 237.48518007830538, 236.79055510962343, 236.08484711314458, 235.3676936734574, 234.63875575822766, 233.89771863827994, 233.1442927290107, 232.3782143511631, 231.59924640929364, 230.80717898655976, 230.0018298547632, 229.18304489888493, 228.35069845565204, 227.50469356597762, 226.6449621414121, 225.7714650450393, 224.8841920875385, 223.98316193941596, 223.0684219606843, 222.14004794953482, 221.19814381180393, 220.242841153283, 219.2742987971549, 218.29270222906607, 217.29826297255246, 216.29121789773683, 215.27182846639832, 214.24037991668462, 213.1971803908927, 212.1425600098827, 211.07686989781445, 210.00048116100345, 208.9137838247866, 207.81718573236307, 206.71111140963657, 205.59600090012972, 204.47230857406848, 203.34050191574812, 202.2010602932887, 201.05447371486994, 199.9012415755028, 198.74187139834675, 197.5768775745216, 196.4067801052871, 195.23210335037686, 194.0533747861724, 192.87112377729352, 191.68588036505705, 190.49817407612628, 189.30853275452978, 188.11748142007997, 186.9255411560628, 185.7332280289062, 184.54105204236353, 183.3495161285727, 182.1591151781707, 180.97033511145983, 179.78365199243476, 178.59953118729098, 177.41842656884592, 176.24077976811287, 175.06701947407979, 173.8975607825555, 172.7328045947601, 171.57313706615278, 170.4189291058096, 169.27053592648792, 168.1282966453421, 166.99253393508894, 165.86355372526023, 164.74164495302526, 163.62707936291804, 162.52011135466324, 161.4209778781609, 160.3298983745644, 159.24707476226814, 158.17269146651145, 157.10691549120477, 156.04989653149005, 155.00176712546454, 153.96264284342087, 152.93262251288968, 151.91178847771343, 150.90020688933, 149.8979280284046, 148.90498665491512, 147.9214023847725, 146.9471800910413, 145.98231032781715, 145.02676977481715, 144.08052170074575, 143.14351644351194, 142.21569190539415, 141.29697406127542, 140.3872774781042, 139.48650584377418, 138.59455250366008, 137.7113010030944, 136.83662563412338, 135.97039198493673, 135.11245749042678, 134.26267198239626, 133.4208782380008, 132.5869125250813, 131.76060514311308, 130.9417809585717, 130.1302599335889, 129.32585764684939, 128.52838580575352, 127.73765274894772, 126.9534639384018, 126.17562244028626, 125.40392939398023, 124.63818446861298, 123.87818630661627, 123.123732953836, 122.37462227582121, 121.63065235997703, 120.89162190333334, 120.15733058574476, 119.42757942839826, 118.7021711375635, 117.98091043357554, 117.26360436509344, 116.55006260872676, 115.8400977541692, 115.13352557502165, 114.43016528552717, 113.72983978347716, 113.03237587958262, 112.33760451363528, 111.64536095780862, 110.95548500746139, 110.26782115981642, 109.58221878094878, 108.89853226171543, 108.21662116340119, 107.53635035294108, 106.85759012453792, 106.18021630349337, 105.5041103458549, 104.82915949598079, 104.15525706329569, 103.48230255773412, 102.81020061861118, 102.13885781562279, 101.46818331490375, 100.79811289635845, 100.12865575274454, 99.45984221533962, 98.79134006096679, 98.1219178554288, 97.45027596441035, 96.77996209848504, 96.1293397715874, 95.5416361604522, 95.08450818034643, 94.83154399775674 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2301.999999999002" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.52364751187599, 271.6815772294909 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 262.71461387590296, 262.46667664615063, 262.01958310446605, 261.4468825607116, 260.8161738396183, 260.1706070258938, 259.5284498484204, 258.8931359229873, 258.26323366737023, 257.6373623744573, 257.0150238206969, 256.3960662741429, 255.78030153053265, 255.16745342956494, 254.55720550303067, 253.9492258962675, 253.34316898984366, 252.73867320390383, 252.13536097413404, 251.53283997390062, 250.9307045129965, 250.32853684804428, 249.72590846125485, 249.12238136496407, 248.5175094407794, 247.91083980431614, 247.30191418744968, 246.6902703330209, 246.0754433978319, 245.45696735963332, 244.83437642363248, 244.20720642403268, 243.57499621617063, 242.93728905488587, 242.29363395483415, 241.64358702854386, 240.98671279811705, 240.32258547659475, 239.65079021513662, 238.97092431230814, 238.2825983819251, 237.58543747607195, 236.8790821600883, 236.16318953650656, 235.43743421511996, 234.70150922656623, 233.95512687702495, 233.1980195418462, 232.42994039615314, 231.65066408069106, 230.85998730143012, 230.05772936166397, 229.24373262558694, 228.41786291257077, 227.58000982160257, 226.7300869855838, 225.86803225542795, 224.99380781412856, 224.1074002212006, 223.20882038812513, 222.29810348564766, 221.37530878399758, 220.4405194273039, 219.49384214368416, 218.53540689267692, 217.56536645187282, 216.5838959447742, 215.5911923120792, 214.5874737287403, 213.57297896929362, 212.54796672408577, 211.51271486914868, 210.46751969258196, 209.41269508039963, 208.3485716648845, 207.27549593856588, 206.1938293369976, 205.1039472935615, 204.00623826955743, 202.90110276286455, 201.78895229847032, 200.6702084041628, 199.54530157466954, 198.41467022750325, 197.2787596537384, 196.13802096689815, 194.992910053074, 193.84388652533528, 192.69141268540892, 191.53595249552606, 190.3779705632384, 189.2179311419059, 188.05629714944948, 186.89352920784646, 185.7300847057248, 184.56641688628596, 183.40297396265294, 182.24019826260457, 181.07852540451654, 179.91838350618664, 178.7601924280763, 177.60436305235262, 176.45129659896753, 175.3013839798602, 174.15500519222147, 173.01252875160915, 171.87431116555683, 170.7406964481724, 169.61201567608035, 168.48858658591993, 167.37071321347565, 166.2586855743809, 165.15277938620798, 164.05325583163108, 162.96036136222932, 161.87432754238145, 160.7953709325946, 159.7236930115046, 158.6594801356883, 157.60290353633616, 156.55411935174718, 155.5132686945303, 154.48047775232263, 153.45585792076992, 152.43950596745452, 151.43150422540464, 150.43192081477125, 149.44080989122122, 148.45821191956156, 147.48415397108346, 146.51865004309542, 145.56170139909997, 144.61329692806208, 143.67341352121372, 142.74201646484468, 141.81905984753718, 140.90448698031713, 139.99823082821385, 139.10021445174394, 138.2103514568631, 137.32854645196284, 136.4546955105241, 135.58868663808065, 134.73040024218773, 133.87970960413716, 133.03648135120898, 132.20057592830065, 131.37184806782773, 130.55014725684418, 129.7353182003876, 128.9272012801109, 128.12563300732089, 127.33044646960225, 126.54147177026555, 125.75853645991553, 124.98146595949682, 124.21008397423077, 123.44421289791694, 122.68367420712819, 121.92828884488564, 121.17787759345376, 120.43226143594926, 119.69126190650972, 118.95470142881729, 118.22240364282096, 117.49419371954755, 116.76989866393482, 116.04934760566228, 115.33237207799438, 114.61880628468809, 113.908487355051, 113.20125558726922, 112.49695468015442, 111.7954319534843, 111.09653855712429, 110.40012966912894, 109.70606468308506, 109.01420738515914, 108.32442612145655, 107.63659395538949, 106.9505888117124, 106.26629360288831, 105.5835963512375, 104.90239036882542, 104.22257455622218, 103.54405355949703, 102.86673672005875, 102.19053489592261, 101.515361147217, 100.8411547720362, 100.16792812301844, 99.49571434938476, 98.82418371912831, 98.15210697632406, 97.47818636454697, 96.80597118297129, 96.15382625445498, 95.56497979306354, 95.10708948631796, 94.85374401279752 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2321.9999999989836" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.52814013151388, 272.0402177571866 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 262.9617730811318, 262.7124157107645, 262.262486305492, 261.6855429956475, 261.0491977996894, 260.39661832509125, 259.7460940938404, 259.10108471221173, 258.46018869890213, 257.82205945755186, 257.186236771305, 256.552610684112, 255.92103839768222, 255.2912926367754, 254.66310913504572, 254.03621138351608, 253.4103120692298, 252.78511068719163, 252.16029331526738, 251.53553362733962, 250.91049407592214, 250.28482698007653, 249.65817557614417, 249.030175089548, 248.40045383734233, 247.76863435334678, 247.1343345286557, 246.49716876332684, 245.8567491259558, 245.2126865177016, 244.56459183715148, 243.91207714238368, 243.25475680662964, 242.5922486639889, 241.9241751417065, 241.25016437558858, 240.56985130520752, 239.88287874563832, 239.188898432566, 238.48757203771424, 237.77857215166532, 237.06158323126942, 236.33630250897968, 235.6024408615947, 234.85972363604333, 234.1078914300071, 233.3467008253413, 232.5759250724281, 231.795354723772, 231.00479821532747, 230.20408239423548, 229.3930529918293, 228.57157504096241, 227.73953323689872, 226.8968322411981, 226.04339692822015, 225.1791725740583, 224.30412498790608, 223.41824058604126, 222.5215264087986, 221.61401008107984, 220.69573971712552, 219.76678377044328, 218.82723082995292, 217.87718936356669, 216.91678741057675, 215.94617222436767, 214.96550986710918, 213.97498475821666, 212.9747991784879, 211.96517273194027, 210.94634176747613, 209.91855876260234, 208.88209167151544, 207.8372232399427, 206.78425028919676, 205.72348297196072, 204.6552440023687, 203.57986786298673, 202.49769999132735, 201.40909594855262, 200.3144205730286, 199.21404712139747, 198.10835639982318, 196.99773588805098, 195.882578858894, 194.76328349572643, 193.64025201051945, 192.51388976490603, 191.3846043967028, 190.25280495425147, 189.11890104087084, 187.98330197163227, 186.84641594458688, 185.70864922848384, 184.57040536892399, 183.43208441479422, 182.29408216672513, 181.15678944920722, 180.02059140789183, 178.8858668334899, 177.75298751356794, 176.62231761342386, 175.49421308710853, 174.36902111954043, 173.2470796005434, 172.12871663151873, 171.01425006534615, 169.9039870799916, 168.79822378618573, 167.69724486942297, 166.6013232664221, 165.51071987607978, 164.4256833048444, 163.3464496463356, 162.2732422949365, 161.20627179299152, 160.14573571115162, 159.09181856132406, 158.0446917416004, 157.00451351246102, 155.9714290034815, 154.94557024969856, 153.92705625673233, 152.91599309370244, 151.9124740129258, 150.91657959533487, 149.928377920515, 148.94792476022198, 147.97526379421015, 147.01042684717456, 146.0534341455896, 145.1042945932102, 144.16300606398968, 143.22955571116162, 142.30392029123058, 141.38606650161898, 140.47595133072244, 139.57352241913725, 138.6787184308372, 137.79146943309468, 136.911697283962, 136.03931602615376, 135.1742322861977, 134.31634567775234, 133.4655492080221, 132.62172968623554, 131.7847681331898, 130.9545401909032, 130.13091653145872, 129.31376326416265, 128.50294234018682, 127.69831195390645, 126.8997269401905, 126.10703916694715, 125.32009792227315, 124.53875029560076, 123.76284155228286, 122.99221550110155, 122.2267148542314, 121.46618157923247, 120.71045724269213, 119.95938334517784, 119.21280164720423, 118.47055448595869, 117.73248508256911, 116.99843783973459, 116.2682586295766, 115.54179507160262, 114.81889680070695, 114.09941572516433, 113.38320627460246, 112.67012563796702, 111.96003399151643, 111.25279471689596, 110.54827460935124, 109.84634407620476, 109.14687732592049, 108.4497525482275, 107.75485208486528, 107.0620625874767, 106.37127515818273, 105.68238548616351, 104.9952940420797, 104.30990639134734, 103.62613336551468, 102.94389002624172, 102.26309250035766, 101.58365867870943, 100.90553226481306, 100.22872960359815, 99.5532874348982, 98.87887922629962, 98.2042785402492, 97.52819006634432, 96.85416518532149, 96.20057044399702, 95.61063542857094, 95.15201885154265, 94.89831007283999 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2341.9999999989654" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.56145101682378, 272.29863213714805 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 263.1311383515709, 262.8806012283082, 262.42831593814964, 261.847847841386, 261.20681977182676, 260.5484137023092, 259.8909370232249, 259.23787065390206, 258.5878378011428, 257.93951985119844, 257.29248777312637, 256.64666589856773, 256.0019487072227, 255.35814907111947, 254.71504561033024, 254.0724073026858, 253.42999477553766, 252.78755776321233, 252.14483472038464, 251.50155366724874, 250.85743319829413, 250.21218339115165, 249.56550667366312, 248.9170987080821, 248.2666493027498, 247.61384334375632, 246.95836174005902, 246.29988237854673, 245.63808108644076, 244.97263259828227, 244.3032115245728, 243.62949331909937, 242.9511552420081, 242.2678773157302, 241.5793432709067, 240.88524147950582, 240.18526587238617, 239.47911683862384, 238.76650210400044, 238.04713758613053, 237.32074822380133, 236.5870687781961, 235.84584460377965, 235.09683238673824, 234.33980084898542, 233.57453141587098, 232.8008188458608, 232.0184718205902, 231.22731349383395, 230.4271819980774, 229.61793090752113, 228.7994296564985, 227.9715639124371, 227.13423590264654, 226.2873646943674, 225.43088642766944, 224.56475450093984, 223.68893970885364, 222.80343033286877, 221.90823218443703, 221.00336860126768, 220.0888803971237, 219.1648257657701, 218.23128013982947, 217.28833600543143, 216.3361026736692, 215.37470600999774, 214.4042881228245, 213.42500701265357, 212.4370361832481, 211.4405642163735, 210.43579431177525, 209.4229437941281, 208.40224358877146, 207.37393766811505, 206.3382824706602, 205.29554629463843, 204.24600866831483, 203.18995969904373, 202.12769940319566, 201.05953701909965, 199.98579030516032, 198.9067848253196, 197.8228532240338, 196.73433449293174, 195.64157323130715, 194.5449189025784, 193.4447250888234, 192.34134874546407, 191.23514945813585, 190.1264887037336, 189.0157291175735, 187.90323376855585, 186.7893654441516, 185.6744859469701, 184.5589554045958, 183.4431315943067, 182.32736928420985, 181.2120195922481, 180.0974293644482, 178.9839405736928, 177.8718897402114, 176.76160737489332, 175.65341744643393, 174.5476368732325, 173.44457504086526, 172.34453334586325, 171.24780476643076, 170.15467346064443, 169.0654143925816, 167.9802929867325, 166.89956481096098, 165.82347528818755, 164.75225943688238, 163.68614164036876, 162.6253354448556, 161.5700433860361, 160.52045684401256, 159.4767559262322, 158.43910937804745, 157.4076745204463, 156.38259721443328, 155.36401185148105, 154.35204136941502, 153.34679729304068, 152.34837979877318, 151.35687780248378, 150.37236906973624, 149.39492034754878, 148.42458751678402, 147.46141576423994, 146.50543977348957, 145.556683933496, 144.61516256401157, 143.68088015675684, 142.7538316313647, 141.83400260506926, 140.92136967511593, 140.01590071287055, 139.11755516860902, 138.22628438597604, 137.34203192511248, 136.46473389346306, 135.59431928329263, 134.73071031495766, 133.87382278499922, 133.0235664181483, 132.1798452223581, 131.34255784600492, 130.5115979364281, 129.6868544990091, 128.8682122560211, 128.0555520045135, 127.24875097252739, 126.44768317297492, 125.6522197545473, 124.86222934905366, 124.07757841462734, 123.29813157427188, 122.52375194925528, 121.75430148689551, 120.98964128231634, 120.22963189378643, 119.47413365128953, 118.72300695800627, 117.97611258442105, 117.23331195479942, 116.49446742581158, 115.75944255710739, 115.02810237367672, 114.3003136198562, 113.57594500486967, 112.85486743981518, 112.13695426603225, 111.42208147479381, 110.71012791827633, 110.00097551182455, 109.29450942772813, 108.5906182808739, 107.88919430572938, 107.190133521078, 106.49333587793568, 105.79870540387121, 105.10615040546418, 104.41558378981642, 103.72692324427109, 103.04009020874918, 102.35500671909128, 101.67159611403487, 100.98980709175947, 100.30966054621572, 99.63119732782167, 98.95409458307402, 98.27712912791527, 97.59900848572643, 96.92328645641308, 96.26833159579547, 95.6773750926771, 95.21807685880934, 94.96402705232914 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2361.9999999989473" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.62140975792683, 272.4737556459732 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 263.23580495492416, 262.9842855611473, 262.53003871177657, 261.9466357212014, 261.3017083305799, 260.6384503448844, 259.9751838736342, 259.31540739529123, 258.6577644597842, 258.0009595156437, 257.3445892399257, 256.68860623622237, 256.03293573032835, 255.37742371697868, 254.7218842106582, 254.06612374340386, 253.40994253804737, 252.7531318409595, 252.09547340496258, 251.43674019874888, 250.77669727508712, 250.11510253477394, 249.45170744498876, 248.7862577714755, 248.118494335422, 247.44815378808013, 246.77496939713797, 246.09867184187524, 245.41899001503654, 244.73565182921573, 244.04838502535793, 243.3569179809471, 242.66098051547098, 241.9603046907885, 241.254625604054, 240.54368217089097, 239.82721789654875, 239.104981632829, 238.376728318626, 237.64221970198975, 236.90122504169298, 236.15352178636007, 235.39889622929962, 234.63714413727092, 233.86807135150917, 233.09149435943223, 232.3072408355552, 231.51515015024637, 230.71507384506776, 229.9068760735587, 229.09043400643495, 228.26563820029742, 227.432392929062, 226.59061647744608, 225.74024139596898, 224.88121471704665, 224.0134981318851, 223.13706812799865, 222.25191608730265, 221.35804834484952, 220.45548620839747, 219.54426593911776, 218.624438693861, 217.69607042951557, 216.7592417700989, 215.81404783732876, 214.86059804552264, 213.89901586177007, 212.92943853241712, 211.95201677698893, 210.9669144507607, 209.97430817726533, 208.9743869520985, 207.9673517194501, 206.953414922852, 205.93280003168866, 204.9057410450667, 203.8724819746842, 202.8332763083781, 201.78838645606032, 200.73808317978003, 199.68264500966768, 198.62235764753243, 197.557513359891, 196.4884103622095, 195.41535219613442, 194.3386471014822, 193.2586073847391, 192.17554878580572, 191.0897898446933, 190.00165126984956, 188.91145530975643, 187.8195251294029, 186.72618419319159, 185.63175565579004, 184.53656176238604, 183.44092325975015, 182.34515881945106, 181.24958447450626, 180.15451307068736, 179.06025373363147, 177.9671113528419, 176.87538608358938, 175.78537286765365, 174.69736097377066, 173.61163355857622, 172.52846724876122, 171.44813174507777, 170.3708894487592, 169.2969951108415, 168.2266955047973, 167.16022912281952, 166.09782589601642, 165.0397069387083, 163.9860843169431, 162.93716084127905, 161.89312988381315, 160.8541752193688, 159.82047089069118, 158.79218109743653, 157.7694601086826, 156.7524521986303, 155.7412916051116, 154.73610251046827, 153.7369990443164, 152.74408530766695, 151.75745541782868, 150.77719357348164, 149.8033741392724, 148.8360617492484, 147.8753114284202, 146.92116873171202, 145.97366989953832, 145.0328420292234, 144.09870326146304, 143.17126298101377, 142.2505220307833, 141.33647293848725, 140.42910015503261, 139.5283803037843, 138.6342824398724, 137.74676831869945, 136.86579267281218, 135.99130349631022, 135.12324233597292, 134.26154458829788, 133.40613980165878, 132.55695198280497, 131.71389990694328, 130.87689743066156, 130.0458538069737, 129.22067400178747, 128.40125901112046, 127.58750617841197, 126.77930951130541, 125.9765599972997, 125.17914591769626, 124.38695315929358, 123.5998655233099, 122.81776503104088, 122.0405322257879, 121.2680464706195, 120.50018624155624, 119.736829415797, 118.97785355463115, 118.22313618070807, 117.47255504936153, 116.72598841371196, 115.98331528329419, 115.24441567598267, 114.5091708630093, 113.77746360689183, 113.04917839211346, 112.32420164841211, 111.60242196654708, 110.88373030641702, 110.16802019746626, 109.45518793151477, 108.74513274829461, 108.03775701306607, 107.33296638265298, 106.63066995524578, 105.93078041711492, 105.23321424789026, 104.53789204524546, 103.84473870806686, 103.15368241244454, 102.46465145880386, 101.77757498274059, 101.09240701542922, 100.40917332376011, 99.72791917473258, 99.04832567859937, 98.36917316555517, 97.68917222679507, 97.01187928637094, 96.35566508302195, 95.7637625493232, 95.30383290334515, 95.0494671733801 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2381.999999998929" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.70578174107209, 272.57949038723217 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "iVBORw0KGgoAAAANSUhEUgAABb8AAAFoCAYAAAB38YZnAAAAAXNSR0IArs4c6QAAIABJREFUeF7svX2MZNd14Hde93RP90x/d89Q5q4sW9okXMG7K0SQzX9WEawsFiYh2FFgxoKAWEuFIGgYjj4ggrSgCIqhJUGBkmIEVghFXHkBQwYXERwY4sJ/yHDof2gLWSiWETG7EW2tHVqa/v6Y6Z7+esF5r15PdbE+XtU9VfXueb8CBj1ddd959/zO7e6aX985N0nTNBUeEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAFHBBLkt6NqkgoEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhkBJDfLAQIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhBwRwD57a6kJAQBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAALIb9YABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIuCOA/HZXUhKCAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAAB5DdrAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABNwRQH67KykJQQACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAPKbNQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAALuCCC/3ZWUhCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAD5zRqAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABdwSQ3+5KSkIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCA/GYNQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAgDsCyG93JSUhCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQQH6zBiAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMAdAeS3u5KSEAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCCC/WQMQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCDgjgDy211JSQgCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAASQ36wBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQcEcA+e2upCQEAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACyG/WAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCLgjgPx2V1ISggAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAeQ3awACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATcEUB+uyspCUEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgADymzUAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC7gggv92VlIQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAA+c0agAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAXcEkN/uSkpCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQggPxmDUAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgIA7AshvdyUlIQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEEB+swYgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEDAHQHkt7uSkhAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQggv1kDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg4I4A8ttdSUkIAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEkN+sAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEHBHAPntrqQkBAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAshv1gAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQi4I4D8dldSEuqXwPbuvjzx1JfkZ9/1gHzi8Uf6vZzxEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQAUJIL/7LMp3vvuafORjz77pqt968lH54EPv7TNaueFffOEl+fPvviZfefbjsrw4X+4iRpUmMAz5PYyYRUKDxP7my6/I7/zu/y4vPPdJecfb7r/ERtfXy3/8Z21fKw3ReGC3+YbcSuN+5rkXL4X4+pefkve864FLzx0eHctnv/CifOvbr/YcqwOU4de+8fLF2J+4b7UrzyL+g+9+Z9/fN9rNrdP3n37GFuvqe99//SKPdmz0xdbvg//oH7694/enVuYPv/9B+dynHpXZmek3lbLs2GHlVXZ99MOgHddODPrJK+TrgGshAAEIQAACEIAABCAAAQhAAAJ1IYD87qPSheBqFUKFMPnohx4ays5h5HcfRRpg6CAyuddthhGzuOcgsZHfIsXXafPXbyFxm+VxISD/4xu3Lgnd4vp+xnaSx+1i9VpT+voPfviGPP7k8/LQz//cxfeaIofW7z/9jG3HodMcW39ZUvD6d3/5Hy4J/3Yci7WruTT/Mq+fsaPKq1lwt/5yoSyDIt+fvP/mhfDvtL76yavMWmEMBCAAAQhAAAIQgAAEIAABCEAAAiLI75KroBATv/arv9h2p6ZKjpe//ap8+IP/rGTE8sOQ3+VZDTJyEJnc6z7DiDks+d0rl3G8Poyd36+8+n+J7lBu/d8TrV9fKif/t2/9H/JfP/xfXNqd3K6mhTRuldyF4FR2zbucW3eI9/M/RjrF1Hu08upnbLe12sqmU77tYnSqYbvvpWXHDiuvbt/fQxgoF91J/94H/8mlL6PW+/WT1zi+HrknBCAAAQhAAAIQgAAEIAABCEAgVgLI75KV6yR92l3ebWy711qFWHMLgdbX9H6tLRXKtCDQOD+6tSX/7SP/XD72P/zP8nc/3symXvz3+7987fVL7Vy6tSZozbldK5hmGViIrS//j78u//qlP7poJdGuVUK7tgPtWkj0E7MQTUXOOv9m6dgs7v7pz/3jSxw6ycnWujTvum3X5qCZdbt2D/p6p+tCY7djqvcratQq94p5PPKB92Wlbm4TUvAoI3EHbeHQa74lv2RLDyv7y6Vu8rt1nXSTmTqxXr9Mazf5bpK6NV4/Y7vNpfX7Va//QdDcnqkT13Zsyo49unu3Y3/+1jz6yavdruuiBq1z64dBp0UYUq/SC5uBEIAABCAAAQhAAAIQgAAEIAABCLDzu+waKGTF2spiz97b3cRXIaGL3aDtdp1qr2F9dBrTPOd2/ZrbyZlCVjZL7WYp3O75Trvcm+/fTua33r+Qmc0SuxMjHauP5v7p7fJpF1Ova+XZToC1zrlZOjeL5na5tZt3u9YGg+z81mue+e3fk6d/48MXu5PbxRkkdj/CrplHs9RtltKtz7f2E28nE/uZd7f5tvtlRruv4zK/wGlXu3axOrWqaBb8vdZOc1xr+d3Kthvr1te6zaX1tW51aX2t2y8VWl8rO1YZdjqcNiSv4nuH9m3v9b2wHwadfr60tuDpp15lf2YxDgIQgAAEIAABCEAAAhCAAAQgAAHanvS1Bjoddtmur6+OffqZr17qgdvPbr8/+pM/l/c++K6s7UInMVTEe+bpxy4d2NdOpLRK9yLxfp9vBdZpbn/5//yVzM5czQ5X7CSL2jFqV5DmnciFFC/bJqHbuMOju/Iz/9lPX+y4/tl3PXCpZ3shNt9yc+Xi+bL37Uf09lqEes+X/vBPLn7pMkjsQeS37vxu/iVEuzro3Ns932ldlW1nUnZcL3a9Xi8kZKcd/s1f891alLTuVu92AKTOaRD53e2Xaq1rop+x/ewS7/a/Wtr90qvbIavNu8TLrs+Zq1ezg0j10XpoZj+/AOjEv/V7fLv/ddIPg27fz/S1ou95P/XqtaZ5HQIQgAAEIAABCEAAAhCAAAQgAIF7BGh7MsBq6NSeolmCtxNKrRKzeddoN7HWSTC3xmtOpd0Oc2170iqMQuV3If267bLtJr8/8rFnL9pvFPPvtLO3127jZhFbiOxCVHWTkZ3kX6f2DO049iPeei25dq1umudfdfndSZI3S9/WX9i0MhmF/C7WRpkd4jq/1t26+lzrGtHnVM5+69uvvqk9UXOOg8hvvb7dwZTNc2u3+7z1e0uRR/PYdrlp3GItFjE67YAvar6xtXvxC79Ou+rb/S+afsb2w6BsXkWurW1bdCe4Ppq/t/fDoHVdN3/Pb/2laT959foewusQgAAEIAABCEAAAhCAAAQgAAEI5ASQ3wYroRA3GqrYyVcIqWLHrn6u/12/dTdtu77IrbsNO8nvdpK0OZ1mqdev5O40vh2u1l2vOqaMqO7W/7xdT+5mdp3kaLvd2u127Lfro91p57fmo7800EenXaetErRbb+JOS65Ta53Ydn6XaUvS7n9LNHMZdtuTfsW3zq3dL0M6zbPT94Qix0Hlt17fju9/84s/L3qgZ2uron7Gdvo6UQHcWq925xT85P035T++cevS98B239+0r74+FuauXfplXD9jrfPqdXDpv/vL/3Dpf/Ho/MsyKGreTXy3rovm8wk61dbgRxchIAABCEAAAhCAAAQgAAEIQAAC7gkgv41K3E6CNe+Afev9N+X5F17q2S+8nQAdZOd3a1rDlN/N92oneMru/O4kBPtpe1JmV3Trbtaq7PwuW+cyObbWv2xbieXF+bZtTDRe2bYn3XZ+l/1yG+bO70HEdzHvfntVv/zHf/YmadossMv01S/DrGwLIY3Vz9hu/7uk3dd9c4ugTvPuZ330MzYkr27rrdPu8db82v3irR/x3YlXP3mVWSuMgQAEIAABCEAAAhCAAAQgAAEI1IkA8rtktVVA6OM973qg7RXddmf/+9f/NrvmP33737/UU1rFzve+/7q898F/cilmu965zT2fi8Hdes+2TnJY8ru5N3lxz7KH5LXOv1M+/cjv1j7ouhtWW4ao1C0eZVuU9LPTtzXnbiKs3QLq1vO3U7ucMqKxea209qAvXmtdu2UldyvPYmd+t1xKfrn1JWjLxtRx7Vp+tF6vtfx//+pv5Z+/72cvvdTPetALux3iGLLzu3W+/ay1fsaOSjx3q9+o5HtoH2/NoZOkbtcSpuya7adeZWMyDgIQgAAEIAABCEAAAhCAAAQgUCcCyO+S1e7WO7rYSdyulUMhufQ2Lzz3yewAyFZp2Nxuo51g6yZmOt1br/nTP/uLC9k+LPndTvCVPfiuNa92O5qb+6v3aqXSrm9wux2dZe6rNWpXi3b9fjv1K+4mP9stu3ZzLWRta8/yfmN3k63W8ltzK+73n//Mf/Km1hZf+Mrvy4c/+F9e+lpoJ6Aff/L5N7XxKPnl2nZYwbJbf/1uc2/3tdat5dFnnnvxUvuf5kn1kt/FOmvXbqM5Tqe11w5AP2OL+T308z936Rd2ndat5tqrlY1eqww77YZvjV12rEVenXgX3yua2yT1w6BX+5tu67mfvEK+LrgWAhCAAAQgAAEIQAACEIAABCDgmQDyu4/qdupl3O3AvF4799rFbCdamvtqt/YEb9ert13f8GEceNmuT2+rqC3b9kRL0Sy79XON9S+ffkx+85mvXuqX3q7PuI5vx661N28rm37anhTLpTVmu/u2silzsGJrXipq9dG683+Q2K3rpJCVw5DfOud2a6NTjdp9GXaabx9fshdDO82lOVazFG/3ddnt0NRea6zTuimeb43dSca2y6OTdO5nbOvXXevXSDOn1rr0OuxWxXjx6CaRW9d+p7HDykvn2O77Sju+ZRm0+97czLK57v3kNcjXANdAAAIQgAAEIAABCEAAAhCAAATqSAD5PeSq99OaZMhTcRV+mD2hXYEiGQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI1JQA8nuIhbfofTzE6UUdGvkddfmYPAQgAAEIQAACEIAABCAAAQhAAAIQgAAEhk4A+T1ExOz6Hh5c5Pfw2BIZAhCAAAQgAAEIQAACEIAABCAAAQhAAAIeCCC/PVSRHCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQOASAeQ3CwICEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATcEUB+uyspCUEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgADymzUAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC7gggv92VlIQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAA+c0agAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAXcEkN/uSkpCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQggPxmDUAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgIA7AshvdyUlIQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEEB+swYgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEDAHQHkt7uSkhAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQggv1kDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg4I4A8ttdSUkIAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEkN+sAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEHBHAPntrqQkBAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAshv1gAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQi4I4D8dldSEoIABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAHkN2sAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE3BFAfrsrKQlBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAA8ps1AAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAu4IIL/dlZSEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAPnNGoAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAF3BJDf7kpKQhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIID8Zg1AAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEICAOwLIb3clJSEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhBAfrMGIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAwB0B5Le7kpIQBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIIL9ZAxCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIOCOAPLbXUlJCAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABJDfrAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhBwRwD57a6kJAQBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAALIb9YABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIuCOA/HZXUhKCAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAAB5DdrAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABNwRQH67KykJQQACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAPKbNQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAALuCCC/3ZWUhCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAD5zRqAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABdwSQ3+5KSkIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCA/GYNQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAgDsCyG93JSUhCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQQH6zBiAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQMAdAeS3u5KSEAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCCC/WQMQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCDgjgDy211JSQgCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAASQ36wBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQcEcA+e2upCQEAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACyG+DNfDG5qFBFELETmBt4arsHZ7I8cl57KkwfwMC96/OCt8bDEA6CDF9ZUIWrk/Jxu5dB9mQQiiBudkrMpEksnfnJDQU1zsgsLpwVQ4OT+Qu7x0cVDM8hZ9YmZUfbR1KGh6KCJETmJpMZGluWtZ57xB5JW2mf33milyZTGT3Nu8dbIjGHWVlflru3D2To+OzuBNh9n0RUL/AY3ACyO/B2V1cieAygOggBPLbQRENU0B+G8KMPBTyO/ICGk8f+W0MNPJwyO/IC2g8feS3MdCIwyG/Iy7eEKaO/B4C1IhDIr8jLl7A1JHfAfBEBPkdxi+7GvltANFBCOS3gyIapoD8NoQZeSjkd+QFNJ4+8tsYaOThkN+RF9B4+shvY6ARh0N+R1y8IUwd+T0EqBGHRH5HXLyAqSO/A+Ahv8PgFVcjv204xh4F+R17BW3nj/y25RlzNOR3zNWznzvy255pzBGR3zFXz37uyG97prFGRH7HWrnhzBv5PRyusUZFfsdaubB5I7/D+LHzO4xfdjXy2wCigxDIbwdFNEwB+W0IM/JQyO/IC2g8feS3MdDIwyG/Iy+g8fSR38ZAIw6H/I64eEOYOvJ7CFAjDon8jrh4AVNHfgfAY+d3GLziauS3DcfYoyC/Y6+g7fyR37Y8Y46G/I65evZzR37bM405IvI75urZzx35bc801ojI71grN5x5I7+HwzXWqMjvWCsXNm/kdxg/dn6H8cuuRn4bQHQQAvntoIiGKSC/DWFGHgr5HXkBjaeP/DYGGnk45HfkBTSePvLbGGjE4ZDfERdvCFNHfg8BasQhkd8RFy9g6sjvAHjs/A6DV1yN/LbhGHsU5HfsFbSdP/LblmfM0ZDfMVfPfu7Ib3umMUdEfsdcPfu5I7/tmcYaEfkda+WGM2/k93C4xhoV+R1r5cLmjfwO48fO7zB+8utPnsiVK6lcnUllZiaR2aupzMwmMpN9nsq1mYmLv2evZ8+LXJ0RuTaTysRk4AS4vDIEkN+VKUUlJoL8rkQZKjEJ5HclylCZSSC/K1OKSkwE+V2JMlRmEsjvypRi7BNBfo+9BJWaAPK7UuUY+2SQ32MvwVgmgPwOw478DuMn/91/fxIU4coVyeR4LsVzaX79usjsrMjctURmr6VybVbk+vVU5uZEFuZTmZoKuiUXD4kA8ntIYCMNi/yOtHBDmDbyewhQIw6J/I64eEOYOvJ7CFAjDon8jrh4xlNHfhsDjTwc8jvyAhpPH/ltDDSScMjvsEIhv8P4ycmJyF+9cSSHR4kcHaZydDeRwyORo0PJ/3543nhNPxc5OtLn8r8fHiYD3X16OpX5OZH5eck+Liycy/x8InNzqSxcPIckHwhuwEXI7wB4Di9Ffjss6oApIb8HBOf0MuS308IOmBbye0BwTi9Dfjst7ABpIb8HgOb4EuS34+IOkBryewBoDi5BfocVEfkdxi+7OqTn991jleYNGX4kcngnl+O3bydy5/Bcbuvnd0RuHyZysC+ys1temE9PqSBPLyT5xd/n70ny+YVUdByPcALI73CGniIgvz1VMywX5HcYP29XI7+9VTQsH+R3GD9vVyO/vVV08HyQ34Oz83gl8ttjVQfPCfk9OLuYr0R+h1UP+R3GL1h+D3J73TG+vy+yt5/IwYHI/n4ie/up7B2IHOwnsq/P7SVydl4ueraTXCX5XJK1VcnaqyzIpZ3kSPLeLJHfvRnVaQTyu07V7p4r8pu10EwA+c16aCaA/GY9NBNAfrMeCgLIb9ZCMwHkN+uhmQDyu57rAfkdVnfkdxi/scjvslMuJPn+QS7LTSR5U7sVdpJfrgTyu+zKrMc45Hc96lwmS+R3GUr1GYP8rk+ty2SK/C5DqT5jkN/1qXWvTJHfvQjV63Xkd73q3Stb5HcvQj5fR36H1RX5Hcav0vK7bGoqybWlyl6LJM+E+cG9187OykUs2q3kB3Q2tV7RditzSbbLfG5e5Op0Wi5gJKOQ35EUakTTRH6PCHQEt0F+R1CkEU4R+T1C2BHcCvkdQZFGOEXk9whhV/xWyO+KF2jE00N+jxh4xW+H/K54gYY0PeR3GFjkdxg/F/K7LIJukvygIc5VoPcjyeeydiu5JNe/57JcZGFOP8/FeSySHPlddiXVYxzyux51LpMl8rsMpfqMQX7Xp9ZlMkV+l6FUnzHI7/rUulemyO9ehOr1OvK7XvXulS3yuxchn68jv8PqivwO41cr+V0WVaskVzG+u5dmrVdCJbmKcRXiC/P5DvIqSXLkd9kVUo9xyO961LlMlsjvMpTqMwb5XZ9al8kU+V2GUn3GIL/rU+temSK/exGq1+vI73rVu1e2yO9ehHy+jvwOq2st5PcXX3hJvvaNly9I/daTj8oHH3rvxeetr+sLzWO++fIr8pnnXszGP/z+B+Vzn3pUZmemL65/Y/MwrAo1vTrrSd44sLMQ4yrJLw7xbLxWdif51FSjxcpFX/JUFhZySa67y1Wcz82lMnN1OO1WkN81Xcgd0kZ+sx4KAshv1kIzAeQ366GZAPKb9dBMAPnNeigIIL9ZC80EkN+sh2YCyO96rgfkd1jd3cvvw6Nj+crv/oH8i1/5BVlenJcf/PANefzJ5+WZpx+T97zrgYyeym99fOLxR95E8zvffU2ef+El+cqzH8+ubzcW+R22CHtdfXSUyF7jwM4LMb6f7yTXnuT6mu4oPz3tFSl/PZPkc2kmw7M/cw1J3nhOe5WrMO9XkiO/y/Gvyyjkd10q3TtP5HdvRnUagfyuU7V754r87s2oTiOQ33Wqdvdckd+sBeQ3a6ATAeR3PdcG8jus7u7ldyseleGf/cKL8uC733mx+7ub/NbXfuqtb7kY2yrDNT7yO2wRWl1dSPKitUomxhvtVoIleUOIz88nsqAHdha7y5skOfLbqpI+4iC/fdTRIgvktwVFPzGQ335qaZEJ8tuCop8YyG8/tQzNBPn9FIPxAAAgAElEQVQdStDX9ez89lXP0GyQ36EE47we+R1Wt9rJ7+3dfXniqS/JJx9/5NLO73ZtUdqJct05/ulnviqff/oxecfb7s/oI7/DFuGor1ZJrjI82zle7B5XSd7yXOmd5FfyneLLS4lcv57KtWv5TvJmSb4wl8rVmeG0Wxk1P+5XjgDyuxynOoxCftehyuVzRH6XZ1WHkcjvOlS5fI7I7/KsvI9EfnuvcH/5Ib/74+V9NPLbe4Xb54f8Dqt77eR3t13eirK5LcrPPPD2bJf4L3/gfReivJ38vntyHlYFrq4kgcNDkd19kd09kd3dNGuvsrOTys6+ZDvKd3cle+74pNz0p6dEFuZFFhdFFhcSWZwXWVpSSa7PJbK4INlzs7Pl4jGq2gSuTk1Inb83nJ2nMjmRVLtII5qdYpicTOTklF+AjQh5pW+jXxdJInJ6xnqodKGGOLnm749TVxI5O0vlnOUwROLxhNb3Dscn58JyiKdmw5qpvne4MpnIcc3eO/D+sf2K4r3DsL7S4oyrvxw7S1M5R0PFWcABZ63vEXgMTqBW8lvF949ubb3pwMpWfEWrk1/4+Qff1CKlnfze3DsevAJcGT2BoyOV4ImcnVyRW5unsrPbkOW6k3wvl+b7+yq+yqU61dhJrlJ8XneQz6WZHNdDOxcWcoGuu8pnZsrFY9R4CKwuTEudvzfoP9xR3/na03+86o6d3dslf1M2niXLXUdEYPbqZCa/7xydjeiO3KZqBFJJJWl8h1y4PiWHd0/55VjVijSm+eh7h629Y+T3mPhX6bZXJkTmZqdkh/cOVSrL2OYyMz0pkxMit3nvMLYaVOnG89euZJus9JelPOpDQN8j8BicQG3kd1nxrSib+3zT83vwxVW3K3v1/L6rB3e2abdyr0d5f5L8ikryLgd3Fod5ztBuZSxLkbYnY8FeyZvS9qSSZRnbpGh7Mjb0lbwxbU8qWZaxTYq2J2NDX7kb0/akciUZ64RoezJW/JW7OW1PKleSkUyItidhmGshv7u1OtEe4C9/+1X58Af/WUaydWd36wGX7WLR8ztsEXq5upf8Lpvn0V3tR573JD84yHeV7++n+XMH9/qUn5TcRKqSfG4uzXaMF7Jce5IXfy9eQ5KXrVC5ccjvcpzqMAr5XYcql88R+V2eVR1GIr/rUOXyOSK/y7PyPhL57b3C/eWH/O6Pl/fRyG/vFW6fH/I7rO7u5XdxwOX3vv/6JVIPv//BrP2JPrSv97e+/erF61//8lMXPb71yW++/Ip85rkXs9eL62Zn7v2XA+R32CL0crWV/C7Lo5DkKsgvHdxpKcnnk+wwz7m5/FBPbb0yO0snyjI1Qn6XoVSPMcjvetS5bJbI77Kk6jEO+V2POpfNEvldlpT/cchv/zXuJ0Pkdz+0/I9FfvuvcbsMkd9hdXcvv8PwlLsa+V2Ok/dRo5bfZXmqJG9traIHdu4XLVgyeZ5I2Z3kk5O5CF9oCHEV43qAp+4gz1qtIMmz0iC/y65Q/+OQ3/5r3E+GyO9+aPkfi/z2X+N+MkR+90PL91jkt+/69psd8rtfYr7HI79917dTdsjvsLojv8P4ZVcjvw0gOghRVfldFu3d43vtVvL2KonsFe1W9NDOASS5HtapQrwQ482SXF+bm/e7kxz5XXbl+R+H/PZf434yRH73Q8v/WOS3/xr3kyHyux9avsciv33Xt9/skN/9EvM9Hvntu77I7+HUF/ltwBX5bQDRQYjY5XfZEhSS/GBfZK/RcmVP5XijT7lK8oP9RI5L9iTXneSFCL/oSd5ot6LiPFZJjvwuu6L8j0N++69xPxkiv/uh5X8s8tt/jfvJEPndDy3fY5Hfvuvbb3bI736J+R6P/PZdX+T3cOqL/Dbgivw2gOggRF3kd9lSqSRXQZ7tID/ID+xUSa5iPPvY2EnuVZIjv8uuFP/jkN/+a9xPhsjvfmj5H4v89l/jfjJEfvdDy/dY5Lfv+vabHfK7X2K+xyO/fdcX+T2c+iK/Dbgivw0gOgiB/B6siMfHxa7xe5I8O8Cz+eDOfnaST4jML+SHc841epMvNO0kL3aXD/vgTuT3YOvB41XIb49VHTwn5Pfg7Dxeifz2WNXBc0J+D87O25XIb28VDcsH+R3Gz9vVyG9vFS2XDz2/y3HqNAr5HcYvuxr5bQDRQQjk93CLqDvE9/eSrPd4vnM8kb29Fkl+IHJ8nJSayGRDkuuBncUBnoUk1+cW5lPRj9eupaXitQ5Cfg+EzeVFyG+XZR04KeT3wOhcXoj8dlnWgZNCfg+Mzt2FyG93JQ1KCPkdhM/dxchvdyUtlRDyuxSmjoOQ32H8kN8G/LyEQH5Xo5KZJG/qP561W9nL26zsZbvJ8xYsoZJcd5Xr7nIV5/qxVZIjv6uxHqowC+R3FapQnTkgv6tTiyrMBPldhSpUZw7I7+rUYtwzQX6PuwLVuj/yu1r1GPdskN/jrsB47o/8DuOO/A7jh/w24OclBPI7rkqenDRkuLZYafQf399v9CZvHOTZjySfaDm48yduXJGJqbMLOd5JksdFjdkOQgD5PQg1v9cgv/3WdpDMkN+DUPN7DfLbb237zQz53S8x3+OR377r2292yO9+ifkYj/wOqyPyO4wf8tuAn5cQyG8vlbycRybJDdutaPTFxVTm50Xm5lJZmNfd48mFJF+cT2VpOZXpKZ8865gV8ruOVe+cM/Kb9dBMAPnNemgmgPxmPRQEkN+shWYCyG/WQzMB5Hc91wPyO6zuyO8wfshvA35eQiC/vVRysDxad5InZ9Pyxq3jTJwP0m5lejqVxUWRxYVUFhZElpeS7O9LS6ksLUr2kUccBJDfcdRpVLNEfo+KdBz3QX7HUadRzRL5PSrS1b8P8rv6NRrlDJHfo6Rd/Xshv6tfo2HMEPkdRhX5HcYP+W3Az0sI5LeXStrk0ann98npvZ3k+9pyJetPnrdb0fYru7uJbG2XO7RTd5CrCNePy/pnOZGlpVyYr64ix20qGR4F+R3O0FME5LenaobngvwOZ+gpAvLbUzXDckF+h/HzdjXy21tFw/JBfofxi/Vq5HdY5ZDfYfyQ3wb8vIRAfnuppE0eoQde3r6TyO5uLsN391WYp7K9PSE72XN6gGdvQX79uu4Ul0yQLy+fy9JCLseXVJSvpDJ1xSZXonQngPxmhTQTQH6zHpoJIL9ZD80EkN+sh4IA8pu10EwA+c16aCaA/K7nekB+h9Ud+R3GD/ltwM9LCOS3l0ra5BEqv3vN4uw830G+s5NL8p1d/XuayXH9u0rzs7PuUWZnGzvHtZXKgsjKiu4az1uqqDDX13mEE0B+hzP0FAH57ama4bkgv8MZeoqA/PZUzbBckN9h/Lxdjfz2VtGwfJDfYfxivRr5HVY55HcYP+S3AT8vIZDfXippk8ew5XeZWR7cvifGVZBvb6swl0yY7+yJHB523z2e9R3XneILqSzrxyXdOX6e9xxfzA/s5NGbAPK7N6M6jUB+16navXNFfvdmVKcRyO86Vbt7rshv1kIzAeQ366GZAPK7nusB+R1Wd+R3GD/ktwE/LyGQ314qaZNHFeR3r0xOT0W2dybyneM7+nfdOZ7Inu4i38t3lqdd/PbkhMjikorx/HBOPZRTW6roc1kv8oVUkt7dWXpNM/rXkd/Rl9A0AeS3Kc7ogyG/oy+haQLIb1OcUQdDfkddPvPJI7/NkUYdEPkddfkGnjzye2B02YXI7zB+yG8Dfl5CIL+9VNImjxjkd69MVXzv7iWyuyeym7VXSRqCPO87vrs7IccnnaNMTIgszOdiPG+loj3IVZCrKM8/n5jsNYv4X0d+x19DywyQ35Y044+F/I6/hpYZIL8tacYdC/kdd/2sZ4/8tiYadzzkd9z1G3T2yO9ByeXXIb/D+CG/Dfh5CYH89lJJmzw8yO8yJLR1yr0+4/kOcv2TSXM9mPN2963f2jqlaKOyuHSe7R7PWqwspLLk5FBO5HeZlVSfMcjv+tS6TKbI7zKU6jMG+V2fWvfKFPndi1C9Xkd+16vevbJFfvci5PN15HdYXZHfYfyQ3wb8vIRAfnuppE0edZHfvWjpoZvFAZyZJG+0VtG/Z7vJ9xM573IwZ/OhnMu6Y3w5vkM5kd+9Vkm9Xkd+16vevbJFfvciVK/Xkd/1qne3bJHfrIVmAshv1kMzAeR3PdcD8jus7sjvMH7IbwN+XkIgv71U0iYP5Hc5jtpa5fbtJN8xnh3GqT3I0/zzRu/xu0edd4/HcCgn8rvcWqjLKOR3XSpdLk/kdzlOdRmF/K5LpXvnifzuzahOI5Dfdap271yR370ZeRyB/A6rKvI7jB/y24CflxDIby+VtMkD+W3DUaOcnIhsb2vvce05nh/Mubc7kbVb0dYq+wedD+acnJRGr/HxHcqJ/LZbCx4iIb89VNEuB+S3HUsPkZDfHqpokwPy24ajlyjIby+VtMkD+W3DMbYoyO+wiiG/w/ghvw34eQmB/PZSSZs8kN82HMtG2d5JZG8vl+Q7e7qTPM3EeC7IJ+T0tHOkRT2IsziUcyGV5eVElpZEFhZE1lbPy06h4zjkdzBCVwGQ367KGZwM8jsYoasAyG9X5QxKBvkdhM/dxchvdyUNSgj5HYQv2ouR32GlQ36H8UN+G/DzEgL57aWSNnkgv204WkXRgzdVhu/u5h/39lPZ1N3k2nd8V+TOYefWKtp3fGFeRCX54oL2HU9kZTmV5ZVU1vRQzqnus0R+W1XRRxzkt486WmWB/LYi6SMO8ttHHS2yQH5bUPQTA/ntp5YWmSC/LSjGFwP5HVYz5HcYP+S3AT8vIZDfXippkwfy24bjKKOsb+StVPYaB3Pe2kxkYzOR9VudxbjO7/o1FeGSCfG11USWl1JZXcmf09eQ36OsYvXvhfyufo1GOUPk9yhpV/9eyO/q12hUM0R+j4p0HPdBfsdRp1HNEvk9KtLVug/yO6weyO8wfshvA35eQiC/vVTSJg/ktw3HqkTZ3k1kYyORzU3J/2yJbG0nsrXVXYxfnVYRLnLfjUTmFs9kdTmR5eVclOtOch71I4D8rl/Nu2WM/GY9NBNAfrMeCgLIb9ZCMwHkN+uhmQDyu57rAfkdVnfkdxg/5LcBPy8hkN9eKmmTB/LbhmPVo6SpZD3Gt7dUhKsUTy+kuMpxPayz00MP41xZPpeVZW2lIrK6KpkoX15OZWkplcmJqmfP/AYhgPwehJrfa5Dffms7SGbI70Go+bwG+e2zroNmhfwelJzP65DfPuvaKyvkdy9C3V9HfofxQ34b8PMSAvntpZI2eSC/bTjGHuXgIJH9vQm5c3tS/vpvT7IDOTdVlG+LHHbpM54kIksLqays6gGcKsXzPuMrK/mfqSuxk6nv/JHf9a19u8yR36yHZgLIb9ZDQQD5zVpoJoD8Zj00E0B+13M9IL/D6o78DuOH/Dbg5yUE8ttLJW3yQH7bcPQQpVPP76O7+W5xFeFbWxOytZkfwqmf7+93b6cyN5dmO8ZVhGdifCXfQa5/9IBOHtUlgPyubm3GMTPk9zioV/eeyO/q1mbUM0N+j5p4te+H/K52fUY9O+T3qIlX437I77A6IL/D+CG/Dfh5CYH89lJJmzyQ3zYcPUQZ5MDLszORrc0kk+Hb240e41lblUR29xI5P+9MZmamIcYzOX4uK6v5rvHVZZH5ecT4uNcU8nvcFajW/ZHf1arHuGeD/B53Bapzf+R3dWpRhZkgv6tQherMAfldnVqMcibI7zDayO8wfshvA35eQiC/vVTSJg/ktw1HD1EGkd/d8lbxrQJ8czPfJa6Hb2aCXEX5ViKnp52v1nYpS7pbXFuoZHI83y2+uprK4kIqE/QZH/qSQ34PHXFUN0B+R1WuoU8W+T10xNHcAPkdTalGMlHk90gwR3MT5Hc0pTKdKPI7DCfyO4wf8tuAn5cQyG8vlbTJA/ltw9FDFGv53Y2JHsCpfcY3tZWKtlDZTPOWKtnnIkdHndupqPheWlQprn3Fi8M3JRflq6noAZ08wgkgv8MZeoqA/PZUzfBckN/hDL1EQH57qaRNHshvG45eoiC/vVSyvzyQ3/3xah2N/A7jh/w24OclBPLbSyVt8kB+23D0EGWU8rsXLz1k895u8QnZ3FI5nj+n0rzbQ1umZLvEMxne1Gd8RWTmKu1UerEvXkd+lyVVj3HI73rUuWyWyO+ypPyPQ377r3E/GSK/+6Hlfyzy23+N22WI/A6rO/I7jB/y24CflxDIby+VtMkD+W3D0UOUKsnvbjxPTvXgTT2EU2V40hDjkrVS2dlLRHeVd3roIZuZGF9JZVn7i2eHcObP6eGcPO4RQH6zGpoJIL9ZD80EkN+sh4IA8pu10EwA+c16aCaA/K7nekB+h9Ud+R3GD/ltwM9LCOS3l0ra5IH8tuHoIUos8rsb67NzkZ0dPXxTe43f6zOet1OZED2gs9Njakr7iqey3Og1notxyT5fWkgl6b7h3MMSuJQD8ttdSYMSQn4H4XN3MfLbXUkHTgj5PTA6lxciv12WdeCkkN8Do4v6QuR3WPmQ32H8kN8G/LyEQH57qaRNHshvG44eoniQ393qoDvC9/YaYjw7gDPNdotnPce3RO4ed+8zvrxU7BbXgzdFlvUgzuzPucs+48hvD1/Vdjkgv+1YeoiE/PZQRZsckN82HL1EQX57qaRNHshvG46xRUF+h1UM+R3GD/ltwM9LCOS3l0ra5IH8tuHoIYp3+d2rRrfvJLK9pVI8ka0d3TmeNg7jFLlz2H3b94L2GV9NZW1F5MZaLsfXVvVAznhbqSC/e62Yer2O/K5XvXtli/zuRag+ryO/61PrMpkiv8tQqs8Y5Hd9at2cKfI7rO7I7zB+yG8Dfl5CIL+9VNImD+S3DUcPUeouv7vV8PhEZGMjke1GS5WNTIxL1l5ld7e7GL+xdp7tEL95M5W1tUTWVlK5eZ/I1elqi3Hkt4evarsckN92LD1EQn57qKJNDshvG45eoiC/vVTSJg/ktw3H2KIgv8MqhvwO44f8NuDnJQTy20slbfJAfttw9BAF+T14Fdc3JmRnR+THtxJRMb65mfccP7jdWYxfm03lxg3dJZ5mu8XX9M+qHsJZDSmO/B58PXi8EvntsaqD54T8HpydtyuR394qGpYP8juMn7erkd/eKlouH+R3OU6dRiG/w/ghvw34eQmB/PZSSZs8kN82HD1EQX7bV/H4WOTWuorwXIrf2kiyHeTr6+V2i993Xyprq0kmxXXn+PS0/Rw7RUR+j451DHdCfsdQpdHNEfk9OtZVvxPyu+oVGu38kN+j5V31uyG/q16h4cwP+R3GFfkdxg/5bcDPSwjkt5dK2uSB/Lbh6CEK8nt0VdTDN3d2cxG+sSmyvi6ysZnI+obI7S67xeeup3k/8bVUbjZ2i+vOcT2MM+nu0/tODvndNzLXFyC/XZe37+SQ330jc3sB8tttaQdKDPk9EDa3FyG/3Za2a2LI77C610J+f/GFl+Rr33j5gtRvPfmofPCh9158vr27L0889SX53vdfz577+pefkve864GL17/58ivymedezD5/+P0Pyuc+9ajMztzbJvbG5mFYFbjaBQHkt4symiWB/DZDGX0g5Hc1Sqi7xXVnuMrwW+upbGzlknxrM5Gz8/ZznJyQ/MDNNT10M5WbN/Ld4jd0t/jUYHkhvwfj5vUq5LfXyg6WF/J7MG4er0J+e6zq4Dkhvwdn5/FK5LfHqvbOCfndm1G3Ee7l9+HRsXzld/9A/sWv/IIsL87LD374hjz+5PPyzNOPZYJbX//sF16UB9/9zkyI6+uffuar8vmnH5N3vO1++c53X5PnX3hJvvLsx7PrVaTr4xOPP3LBFfkdtgi9XI389lJJmzyQ3zYcPURBfle7irpbXA/c1BYqukNc/6gU79Vb/Pr1Rk9xleE3tK94vnN8abH7bnHkd7XXw6hnh/weNfFq3w/5Xe36jHJ2yO9R0q7+vZDf1a/RKGeI/B4l7ercC/kdVgv38rsVTzvZ/YXf+X155jcfy+R26+squ3/qrW+52CneKsM1PvI7bBF6uRr57aWSNnkgv204eoiC/I63ikVv8ayf+Gaat1PZENncnpDzs/Z5TU7mu8VvrOQ7xm+sJfnHG/luceR3vOthGDNHfg+Darwxkd/x1s565shva6Jxx0N+x10/69kjv62JxhEP+R1Wp9rJ76LFyScffyTb+d1OZhe7u5/41V+6tCtcUbfuDEd+hy1AT1cjvz1VMzwX5Hc4Qy8RkN9eKnkvj2y3+HbeQqXYLb7Z6DN++07nJuFzc6ncd1PkvhuJLC2fZ7vFV3W3+IJ9b3F/1H1mhPz2WddBs0J+D0rO33XIb381DckI+R1Cz9+1yG9/NS2TEfK7DKXOY2onv1vblqj8/jd/+CeX+ni3yu9f/sD7LnqAt5Pft49Ow6rA1S4IzExPyvHpuZyfpy7yIYkwAvomtc7fG/SrwPicwLCCjPHqiYlEVIAfHXfYKjzGuXFrewJ374r86MciP74l8qP1VG7dSuVWo5VKp97iV65IdtDmzRt5X/H7biZy84bIW26KTN87YsR+skQcCwH95UlxkKq+dzg5PZcz3juMpRZVu+m1q1fkzl3+XVG1uoxjPhOJyNWpSTms2XsH3j+2X21TkxPZzw39tyYPCFydmpDTs5T3DjVbCuoXeAxOoFbyW6X2j25tXRLdFju/d2+fDF4BrnRDYG7mihydnGU/iHhAYPH6lNT5e0Oz3Kn7argymYgKroNDhEad18L5ubZLSWRnWw/cFPn//u5cfryuh3CK3L7Tmcz8fCr33ZCsfYpK8RtrunNcZGmJ3eKxrif13Cq29KH/kLnLe4dYS2k+b33vsHf7RHgnaY42uoCTE4nMXq3fewfeP7Zfqio7dTPF4V02UkT3xTyECet7B/1FiP7ynEd9COh7BB6DE6iN/G4nvhWb7uSm5/fgC4gr7xGg7QmroZkAbU9YDwUB2p6wFpoJtOv5fXQ3kfVbIutbiayvp9nhm9pbfEt7i3f4d43uFl/N+oqL3Fg9l7Ubiaxlh2+mMsXGkGgWHW1PoinVSCZK25ORYI7iJrQ9iaJMI5skbU9GhjqKG9H2JIoymU+StidhSGshv1tbnTQja3cA5qef+ap8/unH5B1vu/9NPcHbxeLAy7BF6OVq5LeXStrkgfy24eghCvLbQxXtcujnwEsV39pbfD3rJ57Ixnqaf9wUuXPYubGQ7ha/sZZmPcXXboisrUh26OYivcXtCmkUCfltBNJJGOS3k0IapIH8NoDoKATy21ExDVJBfhtAjDAE8jusaO7ld3HA5fe+//olUg+//8GL9ietY77+5acuenzrRd98+RX5zHMvZtc3X1cERH6HLUIvVyO/vVTSJg/ktw1HD1GQ3x6qaJdDP/K7213vHiXy40Yv8Y2NtCHIVZZ33i2uO8JXVxtSfO083zW+lotxdovb1bifSMjvfmj5H4v89l/jshkiv8uSqsc45Hc96lw2S+R3WVK+xiG/w+rpXn6H4Sl3NfK7HCfvo5Df3ivcX37I7/54eR6N/PZc3f5zs5Lfne6sh2qqAF/fkKx9irZRKXaLH3bZLb4wry1UijYqKsQla6OywG7x/ovcxxXI7z5g1WAo8rsGRS6ZIvK7JKiaDEN+16TQJdNEfpcE5WwY8jusoMjvMH7Z1chvA4gOQiC/HRTRMAXktyHMyEMhvyMvoPH0hy2/u01XW6WoFN/QNiobaf5xM5HtnaRjb/GpKW2bksqq7hLXFiraXzzrM56K9h3nEUYA+R3Gz9vVyG9vFR08H+T34Ow8Xon89ljVwXNCfg/OLuYrkd9h1UN+h/FDfhvw8xIC+e2lkjZ5IL9tOHqIgvz2UEW7HMYpvztlobvFt7YmskM2dbf4LRXjjUM3j4469xZfXNQWKkUbFRXj2kYl3y3OoxwB5Hc5TnUZhfyuS6V754n87s2oTiOQ33Wqdu9ckd+9GXkcgfwOqyryO4wf8tuAn5cQyG8vlbTJA/ltw9FDFOS3hyra5VBF+d0tu4PbiWxu5rvFN7dS+fEt3TWe7xbv9ND+4SrFdbf4zRsiKyvnuRi/QW/xVmbIb7uvLQ+RkN8eqmiTA/LbhqOXKMhvL5W0yQP5bcMxtijI77CKIb/D+CG/Dfh5CYH89lJJmzyQ3zYcPURBfnuool0OscnvbpmvqwjXHeItu8Xv3u0sxue1t3hjt7i2UVlVKb6aytJSPXeLI7/tvrY8REJ+e6iiTQ7IbxuOXqIgv71U0iYP5LcNx9iiIL/DKob8DuOH/Dbg5yUE8ttLJW3yQH7bcPQQBfntoYp2OXiS352o6G5xbaGiUnxzM5Vb6/oxka3tzlJc+4dnUryxW7zoLa7Pee4tjvy2+9ryEAn57aGKNjkgv204eomC/PZSSZs8kN82HGOLgvwOq5ip/N7e3ZcnnvqSfO/7r/c1q49+6CH5xOOP9HVNlQZz4GWVqjG+uSC/x8e+indGflexKuOZE/J7PNyretc6yO9u7Nc3WnqLbySyvilyt0tvcd0VrhL8hh60uSaytpZL8rnr8e8WR35X9St1PPNCfo+HexXvivyuYlXGNyfk9/jYV/HOyO8qVmX4c0J+hzE2l9/P/PbvydO/8WFZXpwvNbPvfPc1+dM/+wvkdylaDKoyAeR3lasz+rkhv0fPvKp3RH5XtTLjmVfd5Xcn6kVv8XWV4esi63r45kYiO3uJpB0c98xMLsG1bcqNG0l22KaK8eWlVCYmxlPffu+K/O6XmO/xyG/f9e0nO+R3P7T8j0V++69xPxkiv/uh5Wcs8juslsjvMH7Z1ez8NoDoIATy20ERDVNAfhvCjDwU8jvyAhpPH/ndH9DTU5HNrSST4RsbE5kYL1qqnJy2jzUxKbK6fJ6Jcd0xfvNGcrFb/Op0tXaLI7/7Ww/eRyO/vVe4fH7I7/Ks6jAS+V2HKuqCtlwAACAASURBVJfPEfldnpWnkcjvsGoiv8P4Ib8N+HkJgfz2UkmbPJDfNhw9REF+e6iiXQ7IbxuWuht8d097i+uBm5LvFt9UMZ7IwUHn3uJzc9o+JW+hsnZDd43ngnxxcTxSHPltsx68REF+e6lkeB7I73CGniIgvz1VMzwX5Hc4wxgjIL/DqmYqv8OmEu/V7PyOt3aWM0d+W9KMPxbyO/4aWmWA/LYi6SMO8nv4dTy6m8jmhrZO0X7iafZRP9/cmpDz8/b3n5rKJXjWOkVbqKze2zk+OTm8OSO/h8c2xsjI7xirNpw5I7+HwzXWqMjvWCs3nHkjv4fDtepRkd9hFRq5/C4OxdRpf+XZj5fuDR6W5nCvRn4Pl28s0ZHfsVRqNPNEfo+Gcwx3QX7HUKXRzRH5PTrWrXc6OxfZ3p646Cd+ayPNdop3O3AzSSTbFZ73Exe5uSayuqatVESuzYbvFkd+j289VPHOyO8qVmU8c0J+j4d7Ve+K/K5qZcYzL+T3eLiP+67I77AKjEx+68GWH/nYs9lsf+K+VXnhuU/KO952f9jsK3I18rsihRjzNJDfYy5AxW6P/K5YQcY4HeT3GOFX8NbI7woWRUT0wM2sl/hGIre0r7i2UNlMZGencwuV2dk0b5uibVQafcX18M2lPg7cRH5Xcz2Ma1bI73GRr959kd/Vq8k4Z4T8Hif96t0b+V29moxiRsjvMMpDl99ffOEl+do3Xr6Y5de//JS8510PhM26YlcjvytWkDFNB/k9JvAVvS3yu6KFGcO0kN9jgF7hWyK/K1ycNlPTAzdVgqsYX9+8d+Dm5mYiXQ/cXNGd4irHddd4fuCm7h6fnr58E+R3XOth2LNFfg+bcDzxkd/x1GoUM0V+j4JyPPdAfsdTK8uZIr/DaA5FfhetTb73/dez2anw/gc//ffkiae+JJ98/BHkd1jNuLqiBJDfFS3MmKaF/B4T+AreFvldwaKMcUrI7zHCN7x1duDmrrZMSWRzU/Ld4tpCZUPk9u3Ou8Xn5++1UNFd429/25TML5zKzOyZ4ewIFSsB5HeslbOfN/LbnmnMEZHfMVfPfu7Ib3umMUREfodVyVx+d+rpXTyP/A4rGFdXlwDyu7q1GcfMkN/joF7NeyK/q1mXcc0K+T0u8qO7792jvI+4HrR5az0V3SWuUlz7jXc6cHNaD9xcS2V1VfuJN3aKr+afD/PAzdFR4U5lCCC/y1Cqxxjkdz3qXDZL5HdZUvUYh/yuR51bs0R+h9V9aPL7J++/KZ/71KMyO5P//07kd1ihuLr6BJDf1a/RKGeI/B4l7WrfC/ld7fqMenbI71ETr879zs9ENrcnLnqLr2+mmRD/8Y9Fju62n6ceuLm81Gihkh26mWTtU26siWjPcR6+CCC/fdUzJBvkdwg9f9civ/3VNCQj5HcIvXivRX6H1c5cfjeLbm17UhxuubI0T9uTsFpxdcUJIL8rXqARTw/5PWLgFb4d8rvCxRnD1JDfY4Be4VsWPb83t9O8bYruGM9aqDQO3Nzt3ELl2qzK8MaBm2uSCXHdPa6yXKU5j/gIIL/jq9mwZoz8HhbZOOMiv+Os27BmjfweFtlqx0V+h9VnKPK7eUoceBlWIK6OhwDyO55ajWKmyO9RUI7jHsjvOOo0qlkiv0dFOo779DrwUg/VvDhwM5PiE1kLlc2tRPQwznaPyQmRFd0dvpL3F7/RaKOytvrmAzfjoFSfWSK/61PrXpkiv3sRqtfryO961btXtsjvXoR8vo78Dqvr0OV3Mb3vfPc1+cjHns0+ffj9D15qiRKWwvivfmPzcPyTYAZjJ4D8HnsJKjUB5HelyjHWySC/x4q/cjdHfleuJGOdUC/53WlyeuDmzl4im41DNnW3uPYY1x3jt+903va9MF+0UNFd4vd2i+vzPMZPAPk9/hpUZQbI76pUohrzQH5Xow5VmQXyuyqVGO08kN9hvEcmv4tpdjoQMyyN8V6N/B4v/6rcHfldlUpUYx7I72rUoQqzQH5XoQrVmQPyuzq1qMJMBpXf3eZ+pAduqgzfSmRjPW1I8US2d5LOB25Op7K2mrdN0QM3b+hhm3oA5woHbo5ynSC/R0m72vdCfle7PqOeHfJ71MSrfT/kd7XrM6zZIb/DyJrKbxXbz/z278nTv/FhWV6cLzUz3RH+p3/2F/KJxx8pNb6Kg5DfVazK6OeE/B498yrfEfld5eqMdm7I79HyrvrdkN9Vr9Bo5zcM+d0pg9YDN29t5H3Gdbf43eP2u8WzAzeX00yGqxgvWqjcWOXAzWGsFOT3MKjGGRP5HWfdhjVr5PewyMYZF/kdZ91CZ438DiOI/A7jl12N/DaA6CAE8ttBEQ1TQH4bwow8FPI78gIaTx/5bQw08nCjlN/dUB0cJNkOce0nnh24uZn3Gt/tceCmHrKpO8Rv3rjXQmVpkQM3B12WyO9Byfm7Dvntr6YhGSG/Q+j5uxb57a+mZTJCfpeh1HkM8juMH/LbgJ+XEMhvL5W0yQP5bcPRQxTkt4cq2uWA/LZj6SFSVeR3J5YnJ7kEVym+oa1UNieyneL63NlZ+6smJyVrl6KHbV7sFm/sHJ+e8lC14eWA/B4e29giI79jq9hw54v8Hi7f2KIjv2OrmM18kd9hHM3l9xNPfUm+9/3X+5rVRz/0EG1P+iLG4CoSQH5XsSrjmxPye3zsq3Zn5HfVKjLe+SC/x8u/anevuvzuxCs7cHNXW6bkYvzWulwcvnnnsMuBmwsNKb5a7BTXj6nMc+Bmhhr5XbWv0PHNB/k9PvZVvDPyu4pVGd+ckN/jYz/OOyO/w+ibyu+wqcR7NW1P4q2d5cyR35Y044+F/I6/hlYZIL+tSPqIg/z2UUerLGKV393yPzxMZF3bpqgYX8/7iq9vJrK9nYhK83aPq3rg5lrjwM21JNsxrp+vLp/LxKQV7erHQX5Xv0ajmiHye1Sk47gP8juOOo1qlsjvUZGu1n2Q32H1QH6H8cuuRn4bQHQQAvntoIiGKSC/DWFGHgr5HXkBjaeP/DYGGnk4j/K7U0n0wM2NrSTfIZ61UkmzPuPaRuW4w4GbExMiy0uN9ikqxG8kcmMlF+Ozsx1MesRrAvkdcfGMp478NgYaeTjkd+QFNJ4+8tsYaCThkN9hhUJ+h/FDfhvw8xIC+e2lkjZ5IL9tOHqIgvz2UEW7HJDfdiw9RKqT/O5Wr/39/MBNFeFZf/FN/ZjI3l7nFirXrzXvFtdd4/nO8ZgP3ER+e/iqtskB+W3D0UsU5LeXStrkgfy24RhbFOR3WMWQ32H8kN8G/LyEQH57qaRNHshvG44eoiC/PVTRLgfktx1LD5GQ392reKwHbqoU153it/Kd4utbiWxtJHJ23v5aPXBzLTtgU+TG6rms3Wj0F19NZariB24ivz18VdvkgPy24eglCvLbSyVt8kB+23CMLQryO6xiyO8wfshvA35eQiC/vVTSJg/ktw1HD1GQ3x6qaJcD8tuOpYdIyO/Bqqi9w7d37h24me0Wb+wc73bg5uJiKjcKMa5SfDXfLT43V40WKsjvwdaDx6uQ3x6rOnhOyO/B2Xm8Evntsaq9c0J+92bUbQTyO4wf8tuAn5cQyG8vlbTJA/ltw9FDFOS3hyra5YD8tmPpIRLy276K2YGbWfsUleNFX/Ekk+UdD9y82tgpvqZyfHwHbiK/7ddDrBGR37FWbjjzRn4Ph2usUZHfsVYubN7I7zB+yO8wfshvA35eQiC/vVTSJg/ktw1HD1GQ3x6qaJcD8tuOpYdIyO/RVfHsTGRL26cUf9bTxm7xRLS9SrtHduDm8rncWBNZXU3lph642dg5PjNjv1sc+T269VD1OyG/q16h0c4P+T1a3lW/G/K76hUazvyQ32Fckd9h/JDfBvy8hEB+e6mkTR7IbxuOHqIgvz1U0S4H5LcdSw+RkN/VqOLe/r0WKsWhm7pzXA/i7PSYu57K6qr2E0/lRqOv+KoeuLmQStL5sq4JI7+rsR6qMAvkdxWqUJ05IL+rU4sqzAT5XYUqjH4OyO8w5sjvMH7IbwN+XkIgv71U0iYP5LcNRw9RkN8eqmiXA/LbjqWHSMjvalfx+Lhon6KtVNJs17j2Ftcd5J0O3LxyRWR1Jc12i6+tncvNG/ox3zk+daV7vsjvaq+HUc4O+T1K2tW/F/K7+jUa5QyR36OkXZ17Ib/DaoH8DuOH/Dbg5yUE8ttLJW3yQH7bcPQQBfntoYp2OSC/7Vh6iIT8jrOK5+ciOzt5CxWV4euNFirrmyLac7zTY2kplTVtm7IqDSme9xrXXeT6QH7HuR6GMWvk9zCoxhsT+R1v7YYxc+T3MKhWPybyO6xGyO8wfshvA35eQiC/vVTSJg/ktw1HD1GQ3x6qaJcD8tuOpYdIyG8PVbycw53GgZubG4ncWted45IJ8p3dLgduzuhBmyJvvX9S5hfORNun6M5x7Tc+OeGPERn1JoD87s2oTiOQ33Wqdu9ckd+9GXkcgfwOqyryO4wf8tuAn5cQyG8vlbTJA/ltw9FDFOS3hyra5YD8tmPpIRLy20MVy+WgB25uNg7bVBl+az3NPte/dztwc6U4cHMtlZtriaypGF8VuTqEAzfLZcKoURBAfo+Ccjz3QH7HU6tRzBT5PQrK1bsH8jusJsjvMH7IbwN+XkIgv71U0iYP5LcNRw9RkN8eqmiXA/LbjqWHSMhvD1UMz2F3N5GNzUSOD6fkBz88yXaL64GbBwedW6hcv170FU+zFirZ4ZurqSwuDn7gZngmRLAigPy2IukjDvLbRx2tskB+W5GMKw7yO6xeyO8wfshvA35eQiC/vVTSJg/ktw1HD1GQ3x6qaJcD8tuOpYdIyG8PVbTLobXn993jRDay1in3DtzczMR4514oeuBm1ld8TeSGHra5ep71GNcd470O3LTLhEihBJDfoQR9XY/89lXP0GyQ36EE47we+R1Wt1rJ72++/Ir89d/8SD7x+COXqH3xhZfka994+dJzv/Xko/LBh96bPafXfea5F7O/P/z+B+Vzn3pUZmemL8a/sXkYVgWudkEA+e2ijGZJIL/NUEYfCPkdfQlNE0B+m+KMPhjyO/oSmibQz4GXWQuVjXzHuB64mR++KXJ01Hm3+MK8SvH8wE3dKb6yLLKyInJj7dw0D4KFE0B+hzP0FAH57ama4bkgv8MZxhgB+R1WtVrI7+989zX5yMeezUh99EMPtZXf+lqrFNfn9NrnX3hJvvLsx2V5cV5UlLeORX6HLUIvVyO/vVTSJg/ktw1HD1GQ3x6qaJcD8tuOpYdIyG8PVbTLoR/53emuB7cT2dzMd4tvbqZya10/JrK13VmKa6yFhVRWVtJMiK+tJrKynMrySiprK6lMTdnlSKRyBJDf5TjVZRTyuy6VLpcn8rscJ2+jkN9hFa2F/C4Qddv53Ul+q+z+qbe+5WIXeKsM1+uQ32GL0MvVyG8vlbTJA/ltw9FDFOS3hyra5YD8tmPpIRLy20MV7XKwkN/dZqPtUnR3+OaW7hhPZWtLpbjI3l53MT53PZXlbJe47hpPZHk5lVWV48si166ldgCIdEEA+c1iaCaA/GY9NBNAftdzPSC/w+qO/BbJdnM3tz0pWp4cHh3LZ7/wojz47ndeyO8f/PAN+fQzX5XPP/2YvONt92f0kd9hi9DL1chvL5W0yQP5bcPRQxTkt4cq2uWA/LZj6SES8ttDFe1yGLb87jTTszORre2JTIRvbeV/NrOPiezsJnLepSvKzIzuGM9bqKwun8uK7hpfUTkuMjeHGB90dSC/ByXn8zrkt8+6DpoV8ntQcnFfh/wOqx/yu4Wfyu3Hn3xennn6MfmZB96eye9f/sD75D3veiAb2U5+7905CasCV7sgoG9Kjk7O5OyMN/ouChqYxMK1Kanz94b0XCTpfB5XIN24Lp+cSGRmelJuH53GNXFmOxQCV6cmRfdY6s8LHvUk0Pz98drMFTk+OZNT3jvUczG0ZF3F9w4qvrd3kkyGr2+msr6RZn/f0LYq2yKnXf4ZNDUtsraif9Ksx/iNtSTbOa7PLS2lknTfcF7rNTGZJDJ7dVIOavbeIU2FddFm5U9fmZSJCZGjY9471PobQyP5a1evyPHpuZyecV5DndaDvkfgMTgB5HcbdkWrk1/4+QdL7fw+OERoDL4E/Vw5Oz2Z/RA6O0d++6nq4Jno7s46f2/QrwL+TZuvH5Xf01MTcniXf7AM/hXl58qpK4kkSSLHJ/yDxU9V+8uk+fsj7x36Y+d9tG6kuHN0KrG8k1RRubuvB23mQlzFuLZTKQ7fvHvcuWKTk7pbPG+jcmNN5IZK8VUV5fnOcX29zg8VnfrLUt471HkV3Mtd3ztMJInc5b0DC0JEZqYnsl+a84vzei0H9Qs8BieA/O4ivz/40Huzlij0/B58gdXpStqe1KnavXOl7UlvRnUZQduTulS6XJ60PSnHqS6jaHtSl0qXy3NcbU/Kza7/UbfvJLKdtVBJZEt3jxd9xrdE7hx2/hW57ghfWsgP3NSWKqtFW5WV/LmpGvz7n7Yn/a83z1fQ9sRzdfvPjbYn/TPzcAVtT8KqWHv5vb27Ly9/+1X58Af/WUayta1J6wGXKsP18YnHH7kgT8/vsEXo5Wrkt5dK2uSB/Lbh6CEK8ttDFe1yQH7bsfQQCfntoYp2OXiT393IHB83pHjWW3xCNrd093h+AOf+fo8DOOfShhDXdiq6U/w86zmuonzmaiz75ruvG+S33deVh0jIbw9VtMsB+W3HMqZIyO+watVCfqvA/sjHnr1E6utffirr410cavmtb7968XrxWvHEN19+RT7z3IvZpw+//0H53KceldmZaeR32NpzdzXy211JgxJCfgfhc3Ux8ttVOYOTQX4HI3QVAPntqpzBydRJfneDlR3Auak9xXMZvrmpB3Lmsnx3NxFtt9LpMTtbHMCph2425Piy7hgXmbsejxhHfgd/ObkKgPx2Vc7gZJDfwQijDID8DitbLeR3GKLeV7PzuzejOoxAftehyuVzRH6XZ+V9JPLbe4X7yw/53R8v76OR394r3F9+yO/evPR8t90dleL5IZyFGN/ezneQdzv/bXo6zXeIL6eysprm/cWzHeOpzM9X6wBO5HfvtVCnEcjvOlW7d67I796MPI5AfodVFfkdxi+7GvltANFBCOS3gyIapoD8NoQZeSjkd+QFNJ4+8tsYaOThkN+RF9B4+sjvMKC6I3xvLxfjW1siG1tp/vfNRLa39aDhzvHzAzjvtU/RPuO6W3x1JZWlxVT0AMpRPpDfo6Rd/Xshv6tfo1HOEPk9StrVuRfyO6wWyO8wfshvA35eQiC/vVTSJg/ktw1HD1GQ3x6qaJcD8tuOpYdIyG8PVbTLAfltx7JdpIPbeRuVrKXKVpoJ8aLP+GGXAzhVfC8uaJ/xpgM4VY5rW5WVVFScWz+Q39ZE446H/I67ftazR35bE40jHvI7rE7I7zB+yG8Dfl5CIL+9VNImD+S3DUcPUZDfHqpolwPy246lh0jIbw9VtMsB+W3Hst9IR3eTrIWKtk/Z3J6Qzc1Utre077jIwUH3AzgX5ht9xle0z3iStVTRVioqxqen+p1JPh75PRg3r1chv71WdrC8kN+DcYv9KuR3WAWR32H8kN8G/LyEQH57qaRNHshvG44eoiC/PVTRLgfktx1LD5GQ3x6qaJcD8tuOpWWkk1PtJ66tVBq9xje1nYoewtn7AM7r1/LDNlWEr2Y9xnMxrr3Gr13rfAAn8tuygvHHQn7HX0PLDJDfljTjiYX8DqsV8juMH/LbgJ+XEMhvL5W0yQP5bcPRQxTkt4cq2uWA/LZj6SES8ttDFe1yQH7bsRxlpI3NiXzH+JZKcpGNbAd53lKl20MP4FxbFVlYTGVxXmRpSWSx8XcV5W+7f0rWd++OMhXuVVECyO+KFmZM00J+jwn8mG+L/A4rAPI7jB/y24CflxDIby+VtMkD+W3D0UMU5LeHKtrlgPy2Y+khEvLbQxXtckB+27GsQiQ9gHNnL8nap6gU1z7jm00HcOqO8m6PrNf4fCqLSyrG84M3l5cTWVrMP9c+5KM+iLMKXOs4B+R3HaveOWfkdz3XA/I7rO7I7zB+yG8Dfl5CIL+9VNImD+S3DUcPUZDfHqpolwPy246lh0jIbw9VtMsB+W3HMoZI+/uJbO+I7Ozk7VN291LZ2ZXs73v7It0O4Szym9d+440d48sqxJcKOS6ytnoeAwbmWIIA8rsEpBoNQX7XqNhNqSK/w+qO/A7jh/w24OclBPLbSyVt8kB+23D0EAX57aGKdjkgv+1YeoiE/PZQRbsckN92LGOPpD2/52am5d//8ER2dyWT5Ns7qezsTGSCfGen90GcyuD69TRrp7Kc7RY/l6WlRJZ1J/mC9iJP5cqV2EnVY/7I73rUuWyWyO+ypHyNQ36H1RP5HcYP+W3Az0sI5LeXStrkgfy24eghCvLbQxXtckB+27H0EAn57aGKdjkgv+1Yxh6pzIGX52ciO7u6ezzJhfh2mrVZ2dlOZGdPZG8vEW290u0xO5tmMlx7jWeSPPu7ftQ2KyIzMz0CxA46kvkjvyMp1IimifweEeiK3Qb5HVYQ5HcYP+S3AT8vIZDfXippkwfy24ajhyjIbw9VtMsB+W3H0kMk5LeHKtrlgPy2Yxl7pDLyu1eO5+ciu/uJ7DZaq2SiXAV5tnNc26wkomO6Pa5ezSV43nM8P5SzkOXLyyLXZpHjvepg8Try24KinxjIbz+17CcT5Hc/tN48Fvkdxg/5bcDPSwjkt5dK2uSB/Lbh6CEK8ttDFe1yQH7bsfQQCfntoYp2OSC/7VjGHslCfvdioLvC9w+SrIWKinEV4tpaRWX5dtZ7fEJOexzKOTUlsrR43tgtrmI8kcWl80abFZG5OeR4rzqUeR35XYZSfcYgv+tT6+ZMkd9hdUd+h/FDfhvw8xIC+e2lkjZ5IL9tOHqIgvz2UEW7HJDfdiw9REJ+e6iiXQ7IbzuWsUcahfwuw+jgdr5zXGV43m88le1tydqr7G4ncnzSPcrkhMjikrZWSRuCXA/k1IM500yQLyykkiRlZlLvMcjvete/NXvkdz3XA/I7rO7I7zB+yG8Dfl5CIL+9VNImD+S3DUcPUZDfHqpolwPy246lh0jIbw9VtMsB+W3HMvZIVZHfvTgeHupucd0lnvcdVzGeH9CZf3501N1sT6gcn1cZXrRWSWVpOWnsHE9lcSEVHVP3B/K77ivgcv7I73quB+R3WN2R32H8kN8G/LyEQH57qaRNHshvG44eoiC/PVTRLgfktx1LD5GQ3x6qaJcD8tuOZeyRYpHfvTifnIhs6QGcKsd1x3i2c1wP5Mw/v3PYXY7rrvD5ubzfuO4W113jK8vJvUM5l1KZnOw1i/hfR37HX0PLDJDfljTjiYX8DqsV8juMH/LbgJ+XEMhvL5W0yQP5bcPRQxTkt4cq2uWA/LZj6SES8ttDFe1yQH7bsYw9khf53asOZ2cqxyey3eLae3wr6zk+0WizInJw0LsnyvXraXYQpwry5aVzWVpMRA/jXFpIZWkllakrvWZR/deR39Wv0ShniPweJe3q3Av5HVYL5HcYP+S3AT8vIZDfXippkwfy24ajhyjIbw9VtMsB+W3H0kMk5LeHKtrlgPy2Yxl7pLrI7151Oj9rHMa5m7dX2dlJLw7nVGG+u5eIHtzZ7TE7m+8cX8p2jksmxhczUZ5/PjNT/UM5kd+9Vkq9Xkd+16veRbbI77C6I7/D+CG/Dfh5CYH89lJJmzyQ3zYcPURBfnuool0OyG87lh4iIb89VNEuB+S3HcvYIyG/y1Xw/FxkT1uoZDvHi/Yqqezsaf/xRHb3E1GB3u1xdbrYOd74uKRiXAV5/vn1a+OX48jvcuuhLqOQ33Wp9OU8kd9hdUd+h/FDfhvw8xIC+e2lkjZ5IL9tOHqIgvz2UEW7HJDfdiw9REJ+e6iiXQ7IbzuWsUdCfttUUHeF7x/ck+O7O7qDPM1arGTCfHdCTk+730vbpiwtnWe7xVWGrywlsqjtVRbyXeTadkV7kw/zgfweJt34YiO/46uZxYyR32EUkd9h/JDfBvy8hEB+e6mkTR7IbxuOHqIgvz1U0S4H5LcdSw+RkN8eqmiXA/LbjmXskZDfo6vgwe1Ednek0Wd8ImutkrVY2dXnEzk+6T2XlWXdJd5or7KcyPJimh3QuaiCfCl85zjyu3cN6jQC+V2nat/LFfkdVnfkdxg/5LcBPy8hkN9eKmmTB/LbhqOHKMhvD1W0ywH5bcfSQyTkt4cq2uWA/LZjGXsk5Hd1KnjnTr5zfHc3yXaM52I8b7OyvSty96j3tu/sUM5FkYXFVFaWUpmbS2RxIZWFBZF5FeSL3QU58rs666EKM0F+V6EKo58D8juMOfI7jB/y24CflxDIby+VtMkD+W3D0UMU5LeHKtrlgPy2Y+khEvLbQxXtckB+27GMPRLyO54KnpyKbG0lWe/xra2GHN8R2dvPD+m8fbu3HNds566nsrAoMj+X7xhfWEhkYT7N2q3ctzYpaysid8psQ48HHTMdkADye0BwkV+G/A4rIPI7jB/y24CflxDIby+VtMkD+W3D0UMU5LeHKtrlgPy2Y+khEvLbQxXtckB+27GMPRLyO/YKXp7/9o7K8Xy3uEry3b1U9vbzwzr1eW29UuZxdSbfLb441/i4lMhC4+8LupN8XmR2NrzNSpm5MGZ8BJDf42M/zjsjv8PoI7/D+CG/Dfh5CYH89lJJmzyQ3zYcPURBfnuool0OyG87lh4iIb89VNEuB+S3HcvYIyG/Y69gf/M/OxfZ308yIb6/l0vxnT39ey7H9w/y53Rcr4ce0KkifH6h2EGeyuJ8krVXKVqtXL82/EM6e82T1wcngPwenF3MVyK/w6qH/A7jh/w24OclBPLbSyVt8kB+23D0EAX57aGKdjkgUl1OagAAIABJREFUv+1YeoiE/PZQRbsckN92LGOPhPyOvYK289ee35MTibyxfprJ8N29JJPku/vpxe7xfBd5ItqGpddjYkKyliq6U1yluMrypaz/eL6jPHt+PpXJiV6ReH0cBJDf46A+/nsiv8NqgPwO44f8NuDnJQTy20slbfJAfttw9BAF+e2hinY5IL/tWHqIhPz2UEW7HJDfdixjj4T8jr2CtvPv58DLo6N8t7j2HN8tPu6qJG+0WdkX0TG9Hkkicu1avntcd4xnO8fnk0yUZ4I821meypUrvSLxujUB5Lc10TjiIb/D6oT8DuOH/Dbg5yUE8ttLJW3yQH7bcPQQBfntoYp2OSC/7Vh6iIT89lBFuxyQ33YsY4+E/I69grbz70d+l7nz6Wm+e7zoOZ71Ic92keeCXKX5nTuJpCXah89oH/L5XIZn/cgXGwd1ZjvI8+d0DA87AshvO5YxRUJ+h1UL+R3GD/ltwM9LCOS3l0ra5IH8tuHoIQry20MV7XJAftux9BAJ+e2hinY5IL/tWMYeCfkdewVt528tv8vMrrkPedZ3vNGHvBDm+3pg534i52X6kE8VIrxp13i2i/yeNKcPeZmq5GOQ3+VZeRqJ/A6rJvI7jB/y24CflxDIby+VtMkD+W3D0UMU5LeHKtrlgPy2Y+khEvLbQxXtckB+27GMPRLyO/YK2s5/HPK7TAa6M/z27fygznwnuQrxvA+57h7PD+zsvw/5vbYqDTle9CafT0X7ldf9gfyu5wpAfofVHfkdxg/5bcDPSwjkt5dK2uSB/Lbh6CEK8ttDFe1yQH7bsfQQCfntoYp2OSC/7VjGHgn5HXsFbedfVfldNsvDw0SKneIqyHe0B/l+Lst39/PDO8v2Ib9+PW+zov3G88M58z7k2ptcD+xcWkxlcrLszOIch/yOs26hs0Z+hxFEfofxQ34b8PMSAvntpZI2eSC/bTh6iIL89lBFuxyQ33YsPURCfnuool0OyG87lrFHQn7HXkHb+ccuv8vQODkV2dvVXeSNHeRt+pDrLvMyj9nZXJDPN3qOLy0m9/4+nx/eGXMfcuR3mVXgbwzyO6ymyO8wfshvA35eQiC/vVTSJg/ktw1HD1GQ3x6qaJcD8tuOpYdIyG8PVbTLAfltxzL2SMjv2CtoO/86yO8yxLI+5NpK5UAP5mwczrmb9x7PW66I7PfTh3zhvHFYZ96TfHEhjj7kyO8yq8XfGOR3WE2R32H8kN8G/LyEQH57qaRNHshvG44eoiC/PVTRLgfktx1LD5GQ3x6qaJcD8tuOZeyRkN+xV9B2/sjv8jyLPuTac/yitcpemknx7Lk9bbNSsg/5ZOOgznn9mPcfX1xsek5brYyhDznyu/x68DQS+R1WTeR3GD/ktwE/LyGQ314qaZMH8tuGo4coyG8PVbTLAfltx9JDJOS3hyra5YD8tmMZeyTkd+wVtJ0/8tuWp0bTPuTFTvGLPuS6q1wP72zsJL971LvNSpKIZH3Itf+4yvGsH3neh/yeMLftQ478tl8PMUREfodVCfkdxg/5bcDPSwjkt5dK2uSB/Lbh6CEK8ttDFe1yQH7bsfQQCfntoYp2OSC/7VjGHgn5HXsFbeeP/LblWTaa9iHf3Z3IDuvcbbRX2c0O6xTZP0hkd0fk9p3eglzvpz3GCxmuonxxMWm0WhFZnE9laTmVqalyM0N+l+PkbRTyO6yiyO8wfshvA35eQiC/vVTSJg/ktw1HD1GQ3x6qaJcD8tuOpYdIyG8PVbTLAfltxzL2SMjv2CtoO3/kty1P62jbelBn1lKlqQ+5/v3g3uGdZe559WoqC4u5DNf2KnpQ59xcLs314/xc/hH5XYamvzHI77CaIr/D+CG/Dfh5CYH89lJJmzyQ3zYcPURBfnuool0OyG87lh4iIb89VNEuB+S3HcvYIyG/Y6+g7fyR37Y8xxHtQHeKN+R41mZlL837jx+I7O4ksr1Tbge5zj2X4dpu5Vzm50XmVYzPJ5kc1x7k+trSYjqONLnnEAkgv8PgIr/D+CG/Dfh5CYH89lJJmzyQ3zYcPURBfnuool0OyG87lh4iIb89VNEuB+S3HcvYIyG/Y6+g7fyR37Y8qxrt4HaSt1fZy0X5buOgzoMDyVqvaKuVoxJ9yIv8ZmdTmdODOjM5novx+TmV5PnzhSyfulJVIsyrmQDyO2w9IL/D+CG/Dfh5CYH89lJJmzyQ3zYcPURBfnuool0OyG87lh4iIb89VNEuB+S3HcvYIyG/Y6+g7fyR37Y8Y452diYymU7Lrc1z2dw+z6X4fpqJcd1FfqCHdR6I3LmTSFpy87e2WymE+ELWWkVFeeNP43MV6FdnSgaMGXCF5478DitOreT3N19+Rf76b34kn3j8kUvUtnf35YmnviTf+/7r2fNf//JT8p53PXAxRq/7zHMvZp8//P4H5XOfelRmZ6YvXn9j8zCsClztggDy20UZzZJAfpuhjD4Q8jv6EpomgPw2xRl9MOR39CU0TQD5bYoz6mDI76jLZz555Lc50qgDlun5fX6eC3A9nFNbrhQ7x/f2U8l3kjdk+UEiOrbMQ3eIZ73HG61WVJIvaLuVRquVbGf5vMjsTCpJ+S4uZW7NGBFBfoctg1rI7+989zX5yMeezUh99EMPXZLfh0fH8tkvvCgPvvud8sGH3is/+OEb8ulnviqff/oxecfb7he99vkXXpKvPPtxWV6cly++8FIWp1mgI7/DFqGXq5HfXippkwfy24ajhyjIbw9VtMsB+W3H0kMk5LeHKtrlgPy2Yxl7JOR37BW0nT/y25Zn7NHKyO9+crxz2JDj+8mFGL+Q5A1xrgL95LRc1ImJewd0FmI8k+QNcV4c4nntWio6lkc5Asjvcpw6jaqF/C6Sb7fzW2X3F37n9+WZ33wsk9utMlxl90+99S2ZGNdHqwzX55DfYYvQy9XIby+VtMkD+W3D0UMU5LeHKtrlgPy2Y+khEvLbQxXtckB+27GMPRLyO/YK2s4f+W3LM/Zo1vK7LI+juyrHEznYF9k70B3kiejhnbqTXFut6PPafuXu3XLbvnV3uArwrNVK1o+86fDOpt3lKtAnJ8vO0u845HdYbWsvv9vJ7GJ39xO/+kuXdoUr6tad4cjvsAXo6Wrkt6dqhueC/A5n6CUC8ttLJW3yQH7bcPQSBfntpZI2eSC/bTh6iIL89lBFuxyQ33YsPUQal/wuy+70NJfgRasV7UWe9SXXneUNQa6v6Y7zso/s8M4LOZ7vLF9cSLKPWfuVrE95KlNTZSPGNw75HVYz5Pd3X5N/84d/cqmPd6v8/uUPvO+iB3g7+b25fxxWBa52QWDx2pTcuXsqJ2ccBOGioIFJrM5PS62/N+iXQfn3M4G0q3351EQi12auyO6dk2pPlNmNhMDs9KRMJCK3756N5H7cpIIE9ASqRjPMhWtTcnT3VI5571DBQo1+SvreYWv/WHgnOXr2VbvjFW0bMDMlO3V778D7x7ZLcWZqUiYneO9Qta/Tcc1nfvaK3D05l+PTks26xzXRHvc9O8/7kWuLlf29vAf57l6a7SbPhXn+2u3b5fuST09rH/JGX/L5JPt73pdcZGGh2Fkucm22olC6TEvfI/AYnADyu6Wnt6Lsd+f33WP+ATv4EvRz5dSVCTk9TyU9558sfqo6eCZXpyelzt8bztJUJjnpJFtAyUQiVyYTOTmJ+w3q4F8NXNlMYHJSfyuUyJm+4+dRSwLqubNlICK8d6jlEuiY9PTUpByf8O8KVoX+fiyRK1fq996B94/tV7++d9A1cRq57ORr24aAvnc4O0/lvCbeQfcMHNxWMZ7/0UM887+fX3pOpflpyR+hV66ILKoYX0gyKb40L7K4MCELi/q8CnT9XGTu+sV+BZviBURRv8BjcAK1l9/0/B588XDlZQK0PWFFNBOg7QnroSBA2xPWQjMB2p6wHpoJ0PaE9dBMgLYnrIeCAG1PWAvNBGh7wnpoJlD1tifjrNahHt6p/ceb2640Wq5ku8mz3uSJHJf8D7l6IOf16/f6kc81epHrbvKsDUtjl7mO0f+dMcwHbU/C6NZefrcecNna1qS1J3ixK/wTjz9yQZ4DL8MWoZerkd9eKmmTB/LbhqOHKMhvD1W0ywH5bcfSQyTkt4cq2uWA/LZjGXsk5HfsFbSdP/Lblmfs0ZDf4RVU+Z31IM/aqxQ9ytNLvcr1NZXpZR/XrzX6kjcO79R+5EXLleJAT23DMujhncjvspVoP64W8lsF9kc+9uwlAl//8lMXfby3d/fliae+JN/7/uvZmObX9PNvvvyKfOa5F7PXHn7/g5f6g+tzyO+wRejlauS3l0ra5IH8tuHoIQry20MV7XJAftux9BAJ+e2hinY5IL/tWMYeCfkdewVt54/8tuUZezTk92gruL2byMFeoz954/BO3T2+1+hLrpL89p3ykvzqVd1J3uhLPqeHd+oO8nwX+Vv/vsjyUvs2usjvsLrXQn6HIep9NfK7N6M6jEB+16HK5XNEfpdn5X0k8tt7hfvLD/ndHy/vo5Hf3ivcX37I7/54eR6N/PZc3f5zQ373z8zzFcjvalZ3bz/JdpHrAZ3alzw7zHNPd5Pfa8OiYwZ9/K//09Sgl3KdnriUpto+nkcIAeR3CD0/1yK//dTSIhPktwVFHzGQ3z7qaJUF8tuKpI84yG8fdbTKAvltRTL+OMjv+GtomQHy25Jm/LGQ33HXUHeJ5+1WGv3JdRd51pc830F+ciJycpLKyWkiJ8ciJ6ci5+eJ/C/PI79DKo/8DqHXuBb5bQDRQQjkt4MiGqaA/DaEGXko5HfkBTSePvLbGGjk4ZDfkRfQePrIb2OgEYdDfkdcvCFMHfk9BKgRh0R+R1y8gKnT9iQAHju/w+AVVyO/bTjGHgX5HXsFbeeP/LblGXM05HfM1bOfO/LbnmnMEZHfMVfPfu7Ib3umsUZEfsdaueHMG/k9HK6xRkV+x1q5sHkjv8P4sfM7jF92NfLbAKKDEMhvB0U0TAH5bQgz8lDI78gLaDx95Lcx0MjDIb8jL6Dx9JHfxkAjDof8jrh4Q5g68nsIUCMOifyOuHgBU0d+B8Bj53cYvOJq5LcNx9ijIL9jr6Dt/JHftjxjjob8jrl69nNHftszjTki8jvm6tnPHfltzzTWiMjvWCs3nHkjv4fDNdaoyO9YKxc2b+R3GD92fofxy65GfhtAdBAC+e2giIYpIL8NYUYeCvkdeQGNp4/8NgYaeTjkd+QFNJ4+8tsYaMThkN8RF28IU0d+DwFqxCGR3xEXL2DqyO8AeOz8DoNXXI38tuEYexTkd+wVtJ0/8tuWZ8zRkN8xV89+7shve6YxR0R+x1w9+7kjv+2ZxhoR+R1r5YYzb+T3cLjGGhX5HWvlwuaN/A7jx87vMH7Z1chvA4gOQiC/HRTRMAXktyHMyEMhvyMvoPH0kd/GQCMPh/yOvIDG00d+GwONOBzyO+LiDWHqyO8hQI04JPI74uIFTB35HQCPnd9h8Iqrkd82HGOPgvyOvYK280d+2/KMORryO+bq2c8d+W3PNOaIyO+Yq2c/d+S3PdNYIyK/Y63ccOaN/B4O11ijIr9jrVzYvJHfYfzY+R3Gj6shAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECgggSQ3xUsClOCAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBMALI7zB+XA0BCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIVJID8rmBRmBIEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQiEEUB+D8jvmy+/Ip957sXs6off/6B87lOPyuzM9IDRuCwmAt/57mvykY89ezHl1vpv7+7LE099Sb73/dezMV//8lPynnc9EFOKzHVAAl984SX58+++Jl959uOyvDifRWleL//oH7790msD3obLKk6gW8352VHx4hlPr7neP3Hfqrzw3CflHW+7P7vL4dGxfPYLL8q3vv1q9vlvPfmofPCh9xrPgHDjJvCDH74hX/id35dnfvOxi58LZerPz45xV24499fvCX/9Nz+STzz+yMUNWr8XtHvvyM+O4dRj3FH1feNPvfUtHb/36/ePx598Xn7tV3/x0hjWw7grN5z7d1oP3d4v8F5iOLUYd1T1CU//y6/Kp37tVy7eN+qcWj3DRz/00KWfJ3iIcVeO+1eZAPJ7gOroP0ief+GlC4mlP6j00fxGdoCwXBIJAX3D+db7b2ZCu3jD8ZabK1n9i88ffPc7szep+qb10898VT7/9GOXfnBFkirT7IOAfh/42jdelmbB3Vp/XTuv/p//N78s64NrbENbfz40z5+fHbFVM2y+rfXuVv/iHyuffPwRflkahr0yVzf/A7TdLz6b3zu21p+fHZUpo9lEmn+Z0U5W/Kvf/7fyxK/+UraRRsc+/cxXL35Zxs8OszJUJlCzvO70i89CfP/djzcv/XKU9VCZMppNpNt6aP23ZetNu/0sMZsggUZGoPmXGZ02TRSeoXVt4CFGViZuFCkB5PcAhWv9rWw32TFAeC6JjECz0HzjxxuXdnj1esMSWapMtwOBYifXP/25f3zpF2OtO7z4ZYjvJdRpl0aRNT87fNe/NbvWX3Y1f/2vLM2/aUcPv0j3uT7a7fxu972iuf787PC5FjSrdju/W7Nt/WUIPzv8rodOO32L7xG//uh/Jf/6pT+SQnYpCdZDvdZDt+8ZvX6W+CXlP7N2tW23UaL5vUPr+w08hP91Qob9EUB+98frTTt79XKEVp8QnQ1v/qHT7hchCA1nBW9Jp1lw/eVrr3f9XyHs7vS9Fpp3aRWZFjv82r0B5WeH7/VQfL3/5P03s//t8W//+NWLdgftas//DPG5HtrJ7171/8rv/kEGo/gfhfzs8LM2ysjv5vVx/31rWXukZvnJzw4/66Gd/G7+ev+ZB95+qf68l/BT+3aZtFsPxf8sLcY37wbu9bOElqzxrpdOG2qK/yWgbVX/wU//vUsbKfAQ8dabmY+GAPK7T87Fm45f/sD7/v/27ifErquOA/hZiS7Smin0TzYB4yJG1EAJjJtSLIKmFqGLqChYKyVYKFRDSwYREdGESLXQhQzB2oUiRnATGt20BHExVgLFQBoXqUqgrQWr0oXiSs6l53Hm9L6ZvNvpzL2/+cwuM/e+d3+f329y3/vOfefOPprsReiCiIE27/tY+6/OX1y3rIXwO1DDm1Jy/+t+930UtV7LUYARdxZyZe08lH4fu+/u9OlPLHdvYJ07Ys9AW13+///P166n379wObVvWNt1oIXfMWdjXvi9Uf9z+O3cEXMeNgu/532M3bkj5jy0YWf7PtM8xOz7vKo2m4e8X/4/5Nz5i93yq2/868233VPCa4kYMzMv/C65U67y8tW/pHoZrfZ9SN5GDhFjHlSxNQLC7wUd/cV9QbDAm7drMpbwq14P3kkn8AC89QK03Pi2rrSs75rX8Mxfrt6LPQelur4XneVNyMlHvpROP/UzV+/tjlHoqmxDrvqckX/e3g/CG9aYw+HK75h9HVrVRuF3ex+Z/BzedwyVnsZ+bdjZ3qyuriKvDV7+kO6TANPo76JHeSPhd30hzdLem7yWWBR5ItvPW/akvglme85w5fdEmuswd0xA+D2A3lprA9CC7dIXfOcSrbUVrNELltO+6LBu64KAE9+8L+SqZ8C5Y+INXvDw54Ua+aaW7UdV80O7OmdB4Ilsbs3viTRqmw5zXvjdF3yXQ3Lu2Kbm7MDTzFvzuxxK3x8/zMMONGqbnnLesiftJ4FKAOr+IdvUmB14mr7we977jLVLV7pPnbv32A40ylNOSkD4PaBd7rI9AC3QLhvd4NRdlgM1ekAp7Wy0SyK5snMA6oR2acOLdpkb544JNXMLDrX+aPLem/d0y+KsnDqbVs+cSAf271sXdlsSaQvAR/oQfW9W2z92tP137hhpM7fgsPrC781uSubcsQXwI32IIeG3eRhpM7fgsPrmoX3t0L6XqP9w7rXEFjRhJA+x0Q0v83KK9x+9a/bJoNtvXeo+ZSyHGEnzHMZoBYTfA1tTbjaQd7/3nuV1azwPfEi7TUSgvfFIPux6Ldf2I4v5hhRHDh+cSHUO850I9P1hJH/vgUdPdw9blkPJQZivmALt73/+mHJ+gVq+nDti9n1eVfX5oj5P5O3Lm5Rnn1vrdm9nZXdJxau2b/mCem3Ozfrv3BFrJup+lsrK68O+myXnbep5ce6INQ91P9v3EXWl8/4wYh521zzU/W7fS2x2LoklFb+atp9t1tSeL+rzRN5WDhF/RlQ4XED4PdzOngQIECBAgAABAgQIECBAgAABAgQIECAwUgHh90gb47AIECBAgAABAgQIECBAgAABAgQIECBAYLiA8Hu4nT0JECBAgAABAgQIECBAgAABAgQIECBAYKQCwu+RNsZhESBAgAABAgQIECBAgAABAgQIECBAgMBwAeH3cDt7EiBAgAABAgQIECBAgAABAgQIECBAgMBIBYTfI22MwyJAgAABAgQIECBAgAABAgQIECBAgACB4QLC7+F29iRAgAABAgQIECBAgAABAgQIECBAgACBkQoIv0faGIdFgAABAgQIECBAgAABAgQIECBAgAABAsMFhN/D7exJgAABAgQIECBAgAABAgQIECBAgAABAiMVEH6PtDEOiwABAgQIECBAgAABAgQIECBAgAABAgSGCwi/h9vZkwABAgQIECBAgAABAgQIECBAgAABAgRGKiD8HmljHBYBAgQIECBAgAABAgQIECBAgAABAgQIDBcQfg+3sycBAgQIECBAgAABAgQIECBAgAABAgQIjFRA+D3SxjgsAgQIECBAgAABAgQIECBAgAABAgQIEBguIPwebmdPAgQIECBAgAABAgQIECBAgAABAgQIEBipgPB7pI1xWAQIECBAgAABAgQIECBAgAABAgQIECAwXED4PdzOngQIECBAgAABAgQIECBAgAABAgQIECAwUgHh90gb47AIECBAgAABAgQIbCTw6wu/S2uXrqTvPPZget973wOLAAECBAgQIECAAIFGQPhtJAgQIECAAAECBMII/Oe//0vf/sHT6dnn1tbVdMdtt6TVMyfSgf37uu/n4Pjc+Yvpx6e/nvbevGeS9Qu/J9k2B02AAAECBAgQILCNAsLvbcT2VAQIECBAgAABAu+uQAm/b791KX3j+LHZk/1w9Vx64cWrkw67Wznh97s7Sx6dAAECBAgQIEBg+gLC7+n3UAUECBAgQIAAAQJvCcwLv9srvdvguPz7M5/8ePrayR91j9ZeLd4il+davvNQ+uv119JPfnGh2+Tee5ZnS5H8899vdo934vixdOTwwe7n9X73H70rlW2+8rlPpZ/+8rfp8ksvd9t99/EH08c+/MF0/PEn0qt//0f3vWeePDl7nHLMHz10IJ166ufdzz/yoQ+8LeDP233rzNOzw+97jLru+ucGiwABAgQIECBAgMCUBYTfU+6eYydAgAABAgQIEFgn0Bd+932vL/zOAfFXv3B0dsV4vlr8tdffmLumdr3ESgmMS5B97L67Ux1s30j4nQspy7D88cWr6YFHT68Ls/P3nlg9N9umhNo5JM/Plb/aY27rvPa3V7ow/dTKQ12IXh6jrttIESBAgAABAgQIEIgiIPyO0kl1ECBAgAABAgQIzK6qbtf8zjR1SDzvyu/65pFt2Nzytldwl5/nADp/5WVXFrnyuw7I+/Zrv9e37EkOt7956mz63spDaen9e9LK98+mxx7+/Gyt8xKQl+OzdIpfGgIECBAgQIAAgcgCwu/I3VUbAQIECBAgQGCXCcxb9qS9Ijtq+F0H5Et7b1q3ZEo9CuVKb+H3LvsFUS4BAgQIECBAYJcJCL93WcOVS4AAAQIECBCILDAv/M4110Hvb55fS2uXrsyWNOkLgad45XcbfperwA/s39fbduF35N8GtREgQIAAAQIECAi/zQABAgQIECBAgEAYgY3C73o97Kjhd7vsSXuzzbbRwu8wo68QAgQIECBAgACBHgHht7EgQIAAAQIECBAIIzAv/C43enz4y5/tbg65XcuezLvZZr65ZlmD/EbW984N2mzN777nyoH/hef/kFbPnJit+52vaL/+yuu9DmEGQSEECBAgQIAAAQIEUkrCb2NAgAABAgQIECAQRqAEwH03vHzmyZPpyOGDXa3bFX7XofXll17unnvlkS+mP125lpbvPNQF0O8k/M4hev1V1vKuv5drrbe747ZbZmG4K7/DjL5CCBAgQIAAAQIEegSE38aCAAECBAgQIECAAAECBAgQIECAAAECBMIJCL/DtVRBBAgQIECAAAECBAgQIECAAAECBAgQICD8NgMECBAgQIAAAQIECBAgQIAAAQIECBAgEE5A+B2upQoiQIAAAQIECBAgQIAAAQIECBAgQIAAAeG3GSBAgAABAgQIECBAgAABAgQIECBAgACBcALC73AtVRABAgQIECBAgAABAgQIECBAgAABAgQICL/NAAECBAgQIECAAAECBAgQIECAAAECBAiEExB+h2upgggQIECAAAECBAgQIECAAAECBAgQIEBA+G0GCBAgQIAAAQIECBAgQIAAAQIECBAgQCCcgPA7XEsVRIAAAQIECBAgQIAAAQIECBAgQIAAAQLCbzNAgAABAgQIECBAgAABAgQIECBAgAABAuEEhN/hWqogAgQIECBAgAABAgQIECBAgAABAgQIEBB+mwECBAgQIECAAAECBAgQIECAAAECBAgQCCcg/A7XUgURIECAAAECBAgQIECAAAECBAgQIECAgPDbDBAgQIAAAQIECBAgQIAAAQIECBAgQIBAOAHhd7iWKogAAQIECBAgQIAAAQIECBAgQIAAAQIEhN9mgAABAgQIECBAgAABAgQIECBAgAABAgTCCQi/w7VUQQQIECBAgAABAgQIECBAgAABAgRxkLPlAAACWUlEQVQIECAg/DYDBAgQIECAAAECBAgQIECAAAECBAgQIBBOQPgdrqUKIkCAAAECBAgQIECAAAECBAgQIECAAAHhtxkgQIAAAQIECBAgQIAAAQIECBAgQIAAgXACwu9wLVUQAQIECBAgQIAAAQIECBAgQIAAAQIECAi/zQABAgQIECBAgAABAgQIECBAgAABAgQIhBMQfodrqYIIECBAgAABAgQIECBAgAABAgQIECBAQPhtBggQIECAAAECBAgQIECAAAECBAgQIEAgnIDwO1xLFUSAAAECBAgQIECAAAECBAgQIECAAAECwm8zQIAAAQIECBAgQIAAAQIECBAgQIAAAQLhBITf4VqqIAIECBAgQIAAAQIECBAgQIAAAQIECBAQfpsBAgQIECBAgAABAgQIECBAgAABAgQIEAgnIPwO11IFESBAgAABAgQIECBAgAABAgQIECBAgIDw2wwQIECAAAECBAgQIECAAAECBAgQIECAQDgB4Xe4liqIAAECBAgQIECAAAECBAgQIECAAAECBITfZoAAAQIECBAgQIAAAQIECBAgQIAAAQIEwgkIv8O1VEEECBAgQIAAAQIECBAgQIAAAQIECBAgIPw2AwQIECBAgAABAgQIECBAgAABAgQIECAQTkD4Ha6lCiJAgAABAgQIECBAgAABAgQIECBAgAAB4bcZIECAAAECBAgQIECAAAECBAgQIECAAIFwAsLvcC1VEAECBAgQIECAAAECBAgQIECAAAECBAgIv80AAQIECBAgQIAAAQIECBAgQIAAAQIECIQT+D/Szk9M0bTEtwAAAABJRU5ErkJggg==", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 263.28655476802805, 263.0342160809677, 262.5783331114404, 261.9924820989466, 261.34430215306406, 260.6769968674716, 260.00890053011204, 259.3435261495761, 258.67953411230525, 258.01564795725415, 257.35148564637296, 256.68702319641466, 256.02221130186615, 255.35692340267124, 254.69100285001886, 254.02428731341269, 253.356609857782, 252.6877961750267, 252.01766396101075, 251.34602351470485, 250.6726784921378, 249.99742655250338, 249.32005995548104, 248.64036616960522, 247.9581285029713, 247.2731267497465, 246.58513784692602, 245.89393653879804, 245.19929604748674, 244.50098874779982, 243.79878684442036, 243.09246304943923, 242.3817912582447, 241.66654722181167, 240.94650921345612, 240.2214586881466, 239.49118093249785, 238.75546570361027, 238.01410785496395, 237.26690794762686, 236.51367284509107, 235.75421629011302, 234.9883594619985, 234.21593151284208, 233.43677008130715, 232.65072178260792, 231.85764267343896, 231.05739869068174, 230.2498660628056, 229.43493169297227, 228.61249351294526, 227.78246080700134, 226.9447545051376, 226.0993074449663, 225.2460646017881, 224.38498328643485, 223.51603331057234, 222.63919711925416, 221.75446989061635, 220.86185960270214, 219.96138706750367, 219.05308593240315, 218.1370026492918, 217.21319641173585, 216.28173906065112, 215.3427149590335, 214.3962208363787, 213.4423656035064, 212.4812701385815, 211.51306704520096, 210.53790038348578, 209.55592537518413, 208.56730808385535, 207.57222507126352, 206.57086303116304, 205.56341840170916, 204.55009695777136, 203.53111338446791, 202.50669083327637, 201.47706046210504, 200.44246096073704, 199.40313806307987, 198.35934404766957, 197.31133722789113, 196.25938143338237, 195.20374548409237, 194.14470265846148, 193.08253015718503, 192.01750856400915, 190.94992130499404, 189.8800541076582, 188.80819446139478, 187.73463108052258, 186.65965337130368, 185.5835509042245, 184.50661289279913, 183.42912768011206, 182.3513822342744, 181.27366165391962, 180.19624868481597, 179.11942324862187, 178.0434619847556, 176.96863780629624, 175.89521947077554, 174.82347116666156, 173.75365211627616, 172.68601619582765, 171.62081157317849, 170.55828036390727, 169.49865830616147, 168.4421744547366, 167.3890508947549, 166.3395024752563, 165.29373656295328, 164.25195281634143, 163.21434298029874, 162.18109070124908, 161.15237136290824, 160.1283519425764, 159.10919088788725, 158.09503801387254, 157.08603442014987, 156.08231242799542, 155.08399553701574, 154.0911984010901, 153.1040268232129, 152.12257776882674, 151.14693939719984, 150.17719111036754, 149.2134036191248, 148.25563902552844, 147.30395092134017, 146.3583845018172, 145.41897669423537, 144.4857563005112, 143.55874415327088, 142.6379532847011, 141.72338910750457, 140.8150496072725, 139.91292554558035, 139.01700067310725, 138.12725195207724, 137.24364978731938, 136.36615826524564, 135.4947354000484, 134.62933338642515, 133.76989885814422, 132.91637315177502, 132.06869257491593, 131.22678867826485, 130.39058853089102, 129.5600149980804, 128.73498702114364, 127.91541989859101, 127.10122556809776, 126.29231288870042, 125.4885879226852, 124.68995421664826, 123.89631308122911, 123.10756386903833, 122.32360425032256, 121.54433048593086, 120.76963769716811, 119.99942013214263, 119.23357142823673, 118.47198487035045, 117.71455364458954, 116.96117108709007, 116.21173092769219, 115.46612752819588, 114.72425611495078, 113.98601300555241, 113.25129582943609, 112.52000374217545, 111.79203763329905, 111.06730032744366, 110.34569677872311, 109.62713425838994, 108.91152253601254, 108.19877405348116, 107.4888040881217, 106.78153090020557, 106.07687587793842, 105.37476374152381, 104.67512286708305, 103.9778854694535, 103.28298657814784, 102.59036088473883, 101.8999434541816, 101.21169378589357, 100.52564265470139, 99.84183987613775, 99.15997065054331, 98.47881894072782, 97.7970985139825, 97.1183685148406, 96.46100194773432, 95.86823355686934, 95.40772591848874, 95.15307096606715 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2401.999999998911" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.81232186595821, 272.627303868137 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 263.2923044161089, 263.0392815150293, 262.58203216602595, 261.99413669945756, 261.34324034554265, 260.6725548296679, 260.0004245576965, 259.33037461144164, 258.661079369011, 257.99127823678594, 257.3206068715418, 256.6490607583781, 255.97661177444087, 255.3031561923045, 254.628561776505, 253.95269211667429, 253.27540762628414, 252.59656269165657, 251.91600496253187, 251.23357586118414, 250.54911124304465, 249.86244194649035, 249.1733942911761, 248.48179058507253, 247.7874496518319, 247.0901873722903, 246.38981723488968, 245.68615089283023, 244.97899872667065, 244.26817041095123, 243.55347548322712, 242.83472391385385, 242.11172667488387, 241.38429630645385, 240.6522474790603, 239.91539755014023, 239.17356711339858, 238.4265805393538, 237.67426650560796, 236.9164585153865, 236.15299540293657, 235.38372182442055, 234.60848873299227, 233.82715383679914, 233.03958203871244, 232.24564585664933, 231.44522582341614, 230.6382108650699, 229.82449865686596, 229.00399595593203, 228.17661890988455, 227.34229334067928, 226.50095500306674, 225.65254981710225, 224.79703407424114, 223.93437461662995, 223.0645489892873, 222.18754556494807, 221.30336364142758, 220.41201351144232, 219.51351650490471, 218.60790500378914, 217.69522242974378, 216.77552320470056, 215.84887268481037, 214.91534706810344, 213.97503327634684, 213.02802881163916, 212.07444158834892, 211.11438974106684, 210.1480014093031, 209.17541449971748, 208.19677642672613, 207.21224383237825, 206.2219822864453, 205.22616596770797, 204.22497732746794, 203.21860673634714, 202.20725211547156, 201.1911185531639, 200.17041790829714, 199.14536840148014, 198.11619419526536, 197.0831249645823, 196.04639545860942, 195.00624505530365, 193.96291730980923, 192.91665949796496, 191.8677221561249, 190.81635861849804, 189.76282455320066, 188.707377498199, 187.65027639830217, 186.59178114434127, 185.5321521156481, 184.47164972691712, 183.41053398050488, 182.34906402518757, 181.2874977223623, 180.22609122063983, 179.16509853973648, 178.10477116453197, 177.04535765011633, 175.98710323860388, 174.93024948844683, 173.87503391693295, 172.82168965650422, 171.7704451254834, 170.72152371374682, 169.6751434838301, 168.63151688790458, 167.59085050101027, 166.55334477088178, 165.5191937846527, 164.4885850526739, 163.46169930963282, 162.4387103331107, 161.4197847796683, 160.40508203850243, 159.3947541026706, 158.38894545783623, 157.3877929884436, 156.3914259011892, 155.39996566561652, 154.41352597162236, 153.43221270362451, 152.45612393110721, 151.48534991522467, 150.51997313111386, 149.56006830553534, 148.60570246943513, 147.6569350249931, 146.7138178267004, 145.77639527598572, 144.84470442889128, 143.9187751162798, 142.99863007603986, 142.08428509674127, 141.17574917218118, 140.2730246662509, 139.37610748754594, 138.48498727313435, 137.59964758089538, 136.72006608983605, 135.84621480779364, 134.97806028593138, 134.11556383943756, 133.2586817738417, 132.40736561636595, 131.5615623517374, 130.72121466189267, 129.88626116901762, 129.05663668137237, 128.23227244136456, 127.41309637534518, 126.59903334461339, 125.79000539713168, 124.98593201946575, 124.18673038847894, 123.39231562232634, 122.60260103030953, 121.8174983611691, 121.03691804940848, 120.26076945925975, 119.48896112591824, 118.7214009936904, 117.95799665071583, 117.19865555994156, 116.44328528604288, 115.69179371800244, 114.94408928707446, 114.20008117987885, 113.45967954638563, 112.72279570256372, 111.98934232747216, 111.25923365457523, 110.53238565712131, 109.8087162276226, 109.08814535161689, 108.37059527498282, 107.65599066104446, 106.94425873271062, 106.23532941268863, 105.52913552332575, 104.82561310681704, 104.12470160476042, 103.42634283130039, 102.73047781808586, 102.0370475235154, 101.3460168920539, 100.65742169369479, 99.97131628801819, 99.28738996726909, 98.6044303331817, 97.92115433831545, 97.2411238582764, 96.58271417395167, 95.9891618510595, 95.52813083217218, 95.27321396174013 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2421.9999999988927" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 85.93882004760853, 272.6266983302405 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 263.26045867016677, 263.0068639615362, 262.54847270551755, 261.95886864352286, 261.305702109569, 260.6321916102944, 259.9566899899594, 259.28273240066073, 258.60900489255096, 257.9342601109265, 257.25814847880616, 256.58068173079994, 255.90184942839687, 255.22156691069884, 254.53972233426603, 253.85620094571078, 253.17088601624755, 252.48365592306683, 251.79438336904528, 251.10293581801417, 250.40917607878734, 249.7129627758547, 249.01415076637676, 248.31259156390522, 247.6081337807203, 246.90062358286627, 246.1899051529456, 245.47582115876125, 244.75821322680542, 244.0369224194515, 243.31178971451723, 242.58265648582085, 241.84936498336654, 241.11175881181268, 240.36968340589, 239.62298650145138, 238.87151860085305, 238.11513343139003, 237.35368839553638, 236.5870450117701, 235.81506934479773, 235.03763242403068, 234.25461064920597, 233.46588618208858, 232.6713473232387, 231.87088887287712, 231.06441247493433, 230.2518269434229, 229.43304857033058, 228.60800141428854, 227.77661756933165, 226.9388374131286, 226.09460983412322, 225.2438924370935, 224.38665172669965, 223.5228632686594, 222.65251182825463, 221.77559148594148, 220.89210572990143, 220.00206752543926, 219.10549936119907, 218.20243327223582, 217.2929108400446, 216.3769831697135, 215.45471084442943, 214.52616385762684, 213.5914215231293, 212.6505723636918, 211.70371397840802, 210.75095288950055, 209.79240436906358, 208.82819224637788, 207.8584486964638, 206.88331401058323, 205.9029363494427, 204.91747147988877, 203.9270824959227, 202.93193952489491, 201.93221941976938, 200.92810543837462, 199.91978691058316, 198.90745889438057, 197.89132182180379, 196.87158113574233, 195.84844691860746, 194.82213351388287, 193.79285914157475, 192.76084550858172, 191.72631741500408, 190.68950235740726, 189.6506301300484, 188.6099324250643, 187.56764243260739, 186.5239944419006, 185.479223444165, 184.43356473835362, 183.38725354060227, 182.3405245982844, 181.29361180952895, 180.24674784903308, 179.20016380096965, 178.154088799758, 177.10874967943272, 176.06437063230916, 175.02117287760908, 173.97937434067097, 172.93918934333206, 171.90082830602856, 170.86449746212094, 169.83039858491065, 168.79872872777236, 167.7696799777855, 166.74343922320665, 165.72018793508215, 164.70010196326024, 163.6833513470188, 162.67010014048535, 161.6605062529848, 160.6547213044102, 159.65289049567372, 158.65515249425508, 157.6616393348286, 156.6724763349129, 155.6877820254515, 154.70766809619937, 153.7322393557559, 152.76159370605504, 151.79582213109066, 150.8350086996284, 149.87923058162608, 148.92855807806, 147.983054663829, 147.04277704338566, 146.1077752187233, 145.17809256932634, 144.25376594367472, 143.33482576187615, 142.42129612898452, 141.51319495855086, 140.6105341059396, 139.7133195109349, 138.82155134915135, 137.93522419175733, 137.05432717301363, 136.17884416512516, 135.30875395990154, 134.44403045672072, 133.58464285628918, 132.73055585969453, 131.88172987224738, 131.03812121161425, 130.1996823197463, 129.36636197811623, 128.5381055257802, 127.71485507979088, 126.89654975749522, 126.08312590025945, 125.27451729817449, 124.47065541530448, 123.67146961505289, 122.87688738523174, 122.08683456243196, 121.30123555530467, 120.52001356637662, 119.74309081203548, 118.97038874033396, 118.20182824627554, 117.43732988425728, 116.67681407735951, 115.92020132318481, 115.167412395963, 114.41836854465215, 113.67299168678032, 112.93120459778311, 112.19293109559483, 111.45809622025187, 110.7266264083244, 109.99844966218778, 109.27349571428842, 108.55169618564764, 107.83298473481122, 107.11729719246108, 106.40457169469941, 105.69474887652935, 104.98777218624153, 104.2835880596583, 103.58214488844868, 102.88338986071146, 102.18726966627278, 101.49375455245634, 100.80288516037506, 100.11472028617159, 99.42895322160912, 98.74437512871837, 98.05970607924752, 97.37851062527145, 96.71916628007313, 96.12491139658648, 95.66341125854707, 95.40825960486974 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2441.9999999988745" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 86.08313743457546, 272.58558084046103 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 263.1971906545338, 262.9431180268282, 262.48377236196615, 261.8927402557712, 261.23767631338535, 260.5618047167346, 259.8834853728563, 259.2062618633752, 258.5288300099853, 257.8499535428819, 257.16929525085743, 256.4868804789681, 255.8027136040152, 255.11672594199771, 254.4288227413413, 253.73890740569064, 253.04688237563252, 252.35264615438768, 251.65609246916154, 250.95711064556298, 250.25558612848548, 249.55140088755843, 248.8444337670105, 248.1345608405822, 247.4216557835956, 246.7055902564836, 245.98623429506165, 245.26345670585965, 244.53712546573777, 243.80710812487294, 243.07327221201126, 242.33548564083597, 241.59361711631297, 240.84753653989057, 240.09711541244133, 239.34222723384354, 238.58274789811415, 237.8185560830227, 237.04953363313706, 236.27556593527447, 235.49654228536073, 234.7123562457272, 233.92290599190974, 233.1280946480483, 232.32783061002223, 231.52202785549812, 230.71060624010693, 229.89349177901295, 229.0706169131813, 228.24192075970015, 227.4073493455608, 226.56685582435136, 225.7204006753702, 224.86795188471802, 224.00948510798202, 223.14498381417857, 222.2744394106769, 221.39785134888015, 220.51522721049602, 219.62658277428466, 218.73194206322577, 217.8313373721019, 216.92480927554885, 216.01240661667774, 215.09418647642505, 214.17021412383957, 213.24056294756383, 212.3053143688186, 211.36455773624456, 210.41839020300245, 209.46691658657713, 208.51024921177253, 207.5485077374261, 206.58181896740857, 205.61031664651264, 204.63414124186667, 203.65343971054247, 202.66836525405535, 201.67907706048155, 200.68574003494274, 199.68852451922984, 198.68760600135724, 197.6831648158563, 196.67538583563086, 195.6644581562098, 194.65057477324055, 193.63393225407523, 192.61473040430369, 191.5931719300914, 190.56946209717785, 189.54380838738908, 188.5164201535117, 187.48750827336846, 186.4572848039254, 185.42596263624807, 184.39375515211023, 183.36087588304204, 182.32753817258703, 181.29395484251597, 180.2603378637253, 179.2268980325233, 178.19384465298307, 177.1613852260142, 176.12972514577817, 175.09906740404287, 174.0696123030426, 173.0415571773777, 172.0150961254578, 170.99041975095824, 169.96771491472808, 168.94716449755285, 167.92894717414163, 166.91323719867424, 165.90020420220904, 164.8900130022172, 163.88282342447565, 162.87879013751532, 161.87806249978786, 160.88078441967969, 159.88709422846935, 158.89712456629044, 157.91100228113078, 156.92884834086635, 155.95077775829796, 154.97689952912825, 154.00731658278772, 153.04212574599015, 152.08141771887045, 151.12527706353222, 150.17378220480654, 149.2270054430009, 148.28501297839276, 147.3478649472025, 146.41561546875909, 145.48831270355333, 144.5659989218559, 143.64871058256088, 142.7364784219004, 141.82932755166223, 140.92727756653008, 140.03034266015433, 139.13853174955173, 138.25184860742405, 137.3702920019774, 136.49385584381866, 135.62252933950046, 134.75629715128122, 133.89513956266583, 133.03903264928923, 132.1879484547063, 131.34185517065023, 130.5007173213248, 129.66449595129689, 128.83314881655986, 128.00663057834208, 127.18489299924033, 126.3678851412624, 125.55555356537137, 124.7478425321291, 123.9446942030457, 123.14604884224892, 122.35184501809645, 121.56201980436339, 120.77650898064604, 119.9952472316339, 119.21816834491091, 118.44520540695841, 117.67629099704209, 116.91135737867629, 116.15033668837003, 115.39316112136987, 114.63976311412672, 113.89007552322539, 113.1440318005247, 112.40156616425641, 111.66261376583059, 110.92711085215092, 110.1949949234375, 109.46620488669657, 108.7406812040648, 108.01836603221864, 107.29920334804784, 106.58313907358495, 105.87012126169662, 105.16010040322725, 104.45302959452802, 103.74886349956594, 103.04755518479166, 102.34905681919483, 101.65334372528739, 100.96046121104727, 100.2704723272337, 99.58307420446057, 98.89706142472005, 98.21115705808987, 97.52892823096934, 96.86875460494639, 96.27387625357586, 95.81195975220785, 95.55659970137911 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2461.9999999988563" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 86.24323353731496, 272.51055681859793 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 263.1076652307294, 262.8531933759522, 262.39305045693277, 261.8008254660019, 261.14417659441165, 260.4663327894508, 259.78565988902363, 259.1057085540224, 258.42518281340386, 257.7428557089805, 257.05840041871477, 256.3718537245067, 255.68323245481542, 254.99248135637288, 254.2995200489095, 253.60426720679854, 252.9066413971168, 252.20655805929624, 251.50392861820137, 250.79866080819176, 250.09065914172186, 249.3798252607479, 248.66605823095188, 247.94925483959153, 247.22930990926096, 246.50611662204233, 245.7795668495152, 245.04955148712315, 244.31596079230883, 243.57868472568825, 242.83761329434762, 242.09263689629702, 241.34364666512775, 240.5905348139335, 239.83319497756318, 239.07152255228132, 238.30541503192154, 237.53477233963338, 236.7594971543386, 235.97949523103145, 235.1946757140799, 234.40495144270722, 233.61023924786016, 232.81046023969705, 232.0055400849604, 231.19540927352952, 230.38000337348362, 229.55926327404038, 228.7331354157735, 227.9015720075499, 227.0645312296693, 226.2219774227276, 225.37388126177012, 224.5202199153428, 223.66097718909356, 222.7961436536207, 221.9257167563109, 221.04970091695384, 220.16810760696734, 219.2809554121117, 218.38827007861832, 217.49008454270265, 216.58643894347713, 215.67738061932383, 214.76296408783125, 213.8432510094425, 212.9183101350045, 211.9882172374496, 211.05305502788093, 210.11291305637243, 209.16788759783157, 208.2180815233098, 207.26360415718025, 206.30457112063573, 205.3411041619912, 204.37333097430553, 203.40138500086417, 202.425405229092, 201.44553597348852, 200.46192664820035, 199.47473152986655, 198.4841095113894, 197.49022384730094, 196.4932418914077, 195.49333482740988, 194.49067739319943, 193.48544759955016, 192.47782644391853, 191.46799762007666, 190.45614722430147, 189.44246345884287, 188.4271363333912, 187.41035736526044, 186.39231927899633, 185.37321570611127, 184.35324088563738, 183.3325893661775, 182.31145571012055, 181.29003420067292, 180.26851855234045, 179.24710162547885, 178.22597514550944, 177.20532942737856, 176.1853531058152, 175.16623287192047, 174.14815321659708, 173.1312961813035, 172.11584111659104, 171.10196444885622, 170.08983945571342, 169.0796360503658, 168.07152057532394, 167.06565560579392, 166.0621997630268, 165.0613075378944, 164.06312912492535, 163.06781026700824, 162.0754921109382, 161.08631107395613, 160.10039872139973, 159.11788165555853, 158.13888141579665, 157.16351438997955, 156.19189173721517, 155.22411932189172, 154.26029765897104, 153.30052187046928, 152.34488165303446, 151.39346125650508, 150.44633947331337, 149.50358963857335, 148.5652796406742, 147.63147194217916, 146.70222361081153, 145.7775863602909, 144.8576066007671, 143.94232549858182, 143.0317790450752, 142.12599813413888, 141.22500864820577, 140.32883155235476, 139.43748299619782, 138.5509744232081, 137.66931268713853, 136.79250017517307, 135.92053493744734, 135.05341082256825, 134.19111761875982, 133.3336412002569, 132.4809636785679, 131.63306355822448, 130.78991589663616, 129.95149246766772, 129.11776192855828, 128.28868998980218, 127.46423958761467, 126.64437105860843, 125.82904231631011, 125.01820902915146, 124.21182479957369, 123.40984134388981, 122.61220867255527, 121.81887527050426, 121.02978827721539, 120.24489366617817, 119.46413642343936, 118.68746072491597, 117.9148101121706, 117.14612766635251, 116.38135618001715, 115.6204383265457, 114.86331682689568, 114.10993461342422, 113.3602349905321, 112.61416179187623, 111.87165953389531, 111.13267356544877, 110.39715021356103, 109.66503692540458, 108.93628240574199, 108.21083674600946, 107.48865154023197, 106.76968000075232, 106.05387713527003, 105.34120004587008, 104.63160808896416, 103.92506183032778, 103.22151987340187, 102.52093955327653, 101.82330098208676, 101.1286538758428, 100.43706530709612, 99.74823603781856, 99.06096388717758, 98.37397476493346, 97.69083823679578, 97.02993600083488, 96.43450976222304, 95.97222732143901, 95.716684096445 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2481.999999998838" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 86.4171851445403, 272.4071641826341 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Bin number=%{x}
[A]=%{y}", "legendgroup": "", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199 ], "xaxis": "x", "y": [ 262.99621803202314, 262.7414131150568, 262.28060508217874, 261.6873849438898, 261.0294139115343, 260.3499249458445, 259.6672888801333, 258.9850623384998, 258.3019562640044, 257.6167515438733, 256.92913011058414, 256.2391383848904, 255.54680369120237, 254.85208209966714, 254.1549053489585, 253.45520499378216, 252.7529132066991, 252.04795971955275, 251.34027089645193, 250.629770015992, 249.91637769639382, 249.20001220196278, 248.4805896910142, 247.75802446621506, 247.0322292397691, 246.3031154080728, 245.57059333145742, 244.83457261766623, 244.09496240863075, 243.35167166996845, 242.60460948243815, 241.85368533453976, 241.09880941545705, 240.33989290755395, 239.57684827764098, 238.80958956623437, 238.03803267403754, 237.26209564488593, 236.4816989444084, 235.69676573367366, 234.90722213710723, 234.11299750398294, 233.31402466281392, 232.51024016799087, 231.7015845380388, 230.88800248489088, 230.06944313360415, 229.24586023197133, 228.4172123495137, 227.58346306537103, 226.74458114463778, 225.90054070272785, 225.05132135738637, 224.1969083680005, 223.33729276189956, 222.47247144737054, 221.60244731315214, 220.7272293142095, 219.84683254362815, 218.9612782905054, 218.07059408375375, 217.17481372177073, 216.2739772879658, 215.36813115217365, 214.4573279580189, 213.54162659633568, 212.62109216477876, 211.69579591380085, 210.76581517920275, 209.83123330149712, 208.89213953235992, 207.94862892847266, 207.0008022330909, 206.04876574570156, 205.09263118015997, 204.13251551172317, 203.16854081342083, 202.2008340822281, 201.22952705552646, 200.2547560183583, 199.27666160199965, 198.29538857439164, 197.3110856229868, 196.32390513057948, 195.3340029447002, 194.34153814116578, 193.3466727823824, 192.34957167100754, 191.35040209957972, 190.34933359672888, 189.34653767058072, 188.34218754996863, 187.33645792406404, 186.32952468103292, 185.32156464632055, 184.31275532115987, 183.30327462189118, 182.2933006206698, 181.28301128812907, 180.2725842385521, 179.26219647809285, 178.25202415657233, 177.24224232335925, 176.23302468782754, 175.2245433848655, 174.21696874589207, 173.21046907581518, 172.20521043634832, 171.20135643607804, 170.19906802765448, 169.19850331245414, 168.199817353041, 167.20316199372866, 166.2086856895224, 165.21653334369657, 164.22684615423717, 163.23976146935695, 162.25541265226454, 161.27392895534524, 160.29543540388698, 159.32005268946074, 158.34789707304083, 157.37908029792635, 156.41370951250295, 155.4518872028598, 154.49371113525513, 153.5392743084013, 152.58866491551933, 151.6419663160913, 150.69925701721948, 149.76061066448122, 148.8260960421497, 147.89577708263243, 146.96971288496266, 146.0479577421611, 145.13056117727055, 144.21756798785125, 143.309018298709, 142.40494762261716, 141.50538692877925, 140.61036271876833, 139.71989710966892, 138.83400792413582, 137.95270878707785, 137.07600922866376, 136.20391479334236, 135.33642715456145, 134.47354423486502, 133.6152603310438, 132.76156624400917, 131.91244941305925, 131.06789405420156, 130.2278813021967, 129.39238935598576, 128.5613936271644, 127.7348668911667, 126.91277944082346, 126.09509924196111, 125.28179209070998, 124.47282177219344, 123.66815022027292, 122.86773767802818, 122.07154285865593, 121.27952310647555, 120.49163455773555, 119.70783230092017, 118.92807053626198, 118.15230273417191, 117.3804817923058, 116.61256019099277, 115.84849014675824, 115.0882237636825, 114.3317131823444, 113.57891072610482, 112.82976904448276, 112.08424125337277, 111.34228107190611, 110.60384295594943, 109.86888222837449, 109.1373552053188, 108.40921931461823, 107.68443320159894, 106.96295683520891, 106.2447516759806, 105.52978096650128, 104.81800988330906, 104.10940448439355, 103.40392853046427, 102.7015441723999, 102.002235990603, 101.30605781627736, 100.61308047902446, 99.92300813513117, 99.2346416312276, 98.54670953403598, 97.86278369254435, 97.20124771169695, 96.60534482487287, 96.14274398028384, 95.88704136179823 ], "yaxis": "y" } ], "layout": { "autosize": true, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 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, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "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" ] ], "sequential": [ [ 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, "#f0f921" ] ], "sequentialminus": [ [ 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, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "System snapshot at time t=2501.99999999882" }, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 199 ], "title": { "text": "Bin number" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 86.6031982134524, 272.280061180369 ], "title": { "text": "[A]" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(f\"Resuming repeatedly injecting {delta_injection} at bin {leftmost_bin} and draining it at {rightmost_bin}\")\n", "\n", "for i in range(501):\n", " # Inject to the leftmost bin\n", " bio.inject_conc_to_bin(bin_address=leftmost_bin, species_index=0, delta_conc=delta_injection, zero_clip = False)\n", " \n", " # Drain from the rightmost bin\n", " bio.inject_conc_to_bin(bin_address=rightmost_bin, species_index=0, delta_conc=-delta_injection, zero_clip = False)\n", " \n", " # Note: the NET GAIN of moles of A in the system is zero!\n", " \n", " # Diffuse for the time span delta_time\n", " status = bio.diffuse(total_duration=delta_time, time_step=0.1)\n", "\n", " \n", " if (i%20 == 0): # Display every so often \n", " bio.visualize_system()" ] }, { "cell_type": "code", "execution_count": 13, "id": "2f10d42f-5f6e-487c-b905-9718058852eb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(262.99621803202314, 95.88704136179823)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(bio.bin_concentration(bin_address=0, species_name=\"A\") ,\n", " bio.bin_concentration(bin_address=rightmost_bin, species_name=\"A\"))" ] }, { "cell_type": "markdown", "id": "bc793967-3421-45ce-afce-d6aec1259d10", "metadata": {}, "source": [ "### The one-time pulse injected into the system, gradually \"melted into\" the gradient.\n", "The gradient finally re-stabilizes with \n", "[A] = 263 on the left and [A] = 95.89 on the right. \n", "Their average is about 179.4, which is equal to the initial uniform concentration of 150, plus most of the bell curve, which had amplitude=30. (i.e. total area under it of 30, minus a little that was clipped to the left.)" ] }, { "cell_type": "code", "execution_count": null, "id": "14bb0219", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.10" }, "toc-autonumbering": false, "toc-showcode": true, "toc-showmarkdowntxt": false }, "nbformat": 4, "nbformat_minor": 5 }