{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Basic Agent Sudy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is recommended to have a look at the [0_basic_functionalities](0_basic_functionalities.ipynb), [1_Observation_Agents](1_Observation_Agents.ipynb), [2_Action_GridManipulation](3_TrainingAnAgent.ipynb) and [3_TrainingAnAgent](3_TrainingAnAgent.ipynb) notebooks before getting into this one."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Objectives**\n",
"\n",
"In this notebook we will expose how to study an Agent. For this notebook to be interested, we first use a dummy agent, and then we look at how to study its behaviour from the file saved.\n",
"\n",
"This notebook will also show you how to use the Graphical User Interface built for analyzing grid2Op agents called \"Grid2Viz\".\n",
"\n",
"It is more than recommended to know how to define an Agent and use a Runner before doing this tutotial!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Evaluate the performance of a simple Agent"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import sys\n",
"import grid2op\n",
"import copy\n",
"import numpy as np\n",
"import shutil\n",
"import plotly.graph_objects as go\n",
"\n",
"from tqdm.notebook import tqdm\n",
"from grid2op.Agent import PowerLineSwitch\n",
"from grid2op.Reward import L2RPNReward\n",
"from grid2op.Runner import Runner\n",
"from grid2op.Chronics import GridStateFromFileWithForecasts, Multifolder\n",
"path_agents = \"study_agent_getting_started\"\n",
"max_iter = 30"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the next cell we evaluate the agent \"PowerLineSwitch\" and save the results of this evaluation in \"study_agent_getting_started\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/benjamin/Documents/grid2op_dev/getting_started/grid2op/MakeEnv/Make.py:224: UserWarning:\n",
"\n",
"You are using a development environment. This environment is not intended for training agents.\n",
"\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "fe4bcc2880e847f6900c93ea04a13a08",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, description='episode', max=2.0, style=ProgressStyle(description_width=…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a7b1ee10da754a14b20b6f721d378709",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, description='episode', max=30.0, style=ProgressStyle(description_width…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "bcbb9ace133446fdaf83f2f8c87a679d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, description='episode', max=30.0, style=ProgressStyle(description_width…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"The results for the evaluated agent are:\n",
"\tFor chronics with id 000\n",
"\t\t - cumulative reward: 496.772949\n",
"\t\t - number of time steps completed: 30 / 30\n",
"\tFor chronics with id 001\n",
"\t\t - cumulative reward: 515.620117\n",
"\t\t - number of time steps completed: 30 / 30\n"
]
}
],
"source": [
"scoring_function = L2RPNReward\n",
"env = grid2op.make(reward_class=L2RPNReward, test=True)\n",
"# env.chronics_handler.set_max_iter(max_iter)\n",
"shutil.rmtree(os.path.abspath(path_agents), ignore_errors=True)\n",
"if not os.path.exists(path_agents):\n",
" os.mkdir(path_agents)\n",
"\n",
"# make a runner for this agent\n",
"path_agent = os.path.join(path_agents, \"PowerLineSwitch\")\n",
"shutil.rmtree(os.path.abspath(path_agent), ignore_errors=True)\n",
"\n",
"runner = Runner(**env.get_params_for_runner(),\n",
" agentClass=PowerLineSwitch\n",
" )\n",
"res = runner.run(path_save=path_agent, nb_episode=2, \n",
" max_iter=max_iter,\n",
" pbar=tqdm)\n",
"print(\"The results for the evaluated agent are:\")\n",
"for _, chron_id, cum_reward, nb_time_step, max_ts in res:\n",
" msg_tmp = \"\\tFor chronics with id {}\\n\".format(chron_id)\n",
" msg_tmp += \"\\t\\t - cumulative reward: {:.6f}\\n\".format(cum_reward)\n",
" msg_tmp += \"\\t\\t - number of time steps completed: {:.0f} / {:.0f}\".format(nb_time_step, max_ts)\n",
" print(msg_tmp)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Looking at the results, understand the behaviour of the Agent"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The content of the folder is the following:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['000',\n",
" 'dict_env_modification_space.json',\n",
" '001',\n",
" 'dict_action_space.json',\n",
" 'dict_observation_space.json']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"os.listdir(path_agent)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"000 dict_action_space.json\t dict_observation_space.json\r\n",
"001 dict_env_modification_space.json\r\n"
]
}
],
"source": [
"!ls $path_agent"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can load the data corresponding to episode 1 for example, we can load the actions and the observations and de-serialize them properly into proper objects. This is now automatically done with the class \"EpisodeData\" that can be used as follow:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from grid2op.Episode import EpisodeData\n",
"episode_studied = \"001\"\n",
"this_episode = EpisodeData.from_disk(path_agent, episode_studied)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Inspect the actions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And now we can start to study the given agent, for example, let's inspect its actions and wonder how many powerlines it has disconnected (for example, this is probably not the best thing to do here...)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"line_disc = 0\n",
"line_reco = 0\n",
"for act in this_episode.actions:\n",
" dict_ = act.as_dict() # representation of an action as a dictionnary, see the documentation for more information\n",
" if \"change_line_status\" in dict_:\n",
" if \"set_bus_vect\" in dict_:\n",
" line_reco += 1\n",
" else:\n",
" line_disc += 1\n",
"line_disc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also wonder how many times this Agent acted on the powerline with id $14$, and inspect how many times it has change its status:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"id_line_inspected = 13\n",
"line_disconnected = 0\n",
"for act in this_episode.actions:\n",
" dict_ = act.effect_on(line_id=id_line_inspected) # which effect has this action action on the substation with given id\n",
" # other objects are: load_id, gen_id, line_id or substation_id\n",
" if dict_['change_line_status'] or dict_[\"set_line_status\"] != 0:\n",
" line_disconnected += 1\n",
"line_disconnected"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Inspect the modification of the environment"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For example, we might want to inspect the number of hazards and maintenance of a total scenario, to see how difficult it was."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nb_hazards = 0\n",
"nb_maintenance = 0\n",
"for act in this_episode.env_actions:\n",
" dict_ = act.as_dict() # representation of an action as a dictionnary, see the documentation for more information\n",
" if \"nb_hazards\" in dict_:\n",
" nb_hazards += 1\n",
" if \"nb_maintenance\" in dict_:\n",
" nb_maintenance += 1\n",
"nb_maintenance"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Inspect the observations"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For example, let's look at the value consumed by load 1. For this cell to work, it requires plotly for displaying the results."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"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
],
"y": [
87.4000015258789,
85.80000305175781,
87.0999984741211,
87.80000305175781,
86.9000015258789,
86.5999984741211,
85.19999694824219,
85.4000015258789,
83.4000015258789,
85.30000305175781,
82.69999694824219,
82.69999694824219,
83.30000305175781,
81.19999694824219,
82.19999694824219,
82.19999694824219,
81.30000305175781,
82.5999984741211,
82.4000015258789,
82.9000015258789,
81.5999984741211,
82.30000305175781,
82.5,
81.4000015258789,
83.0999984741211,
81.5999984741211,
81.5,
80.9000015258789,
80.9000015258789,
80.9000015258789,
80.80000305175781
]
}
],
"layout": {
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"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": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"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": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"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
},
"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": "Consumption of load 1"
},
"xaxis": {
"title": {
"text": "Time step"
}
},
"yaxis": {
"title": {
"text": "Load (MW)"
}
}
}
},
"text/html": [
"\n",
" \n",
" \n",
"
\n",
" \n",
"
\n",
" \n",
" \n",
"
\n",
" \n",
"
\n",
" \n",
" \n",
"
\n",
" \n",
"
-20.8 MW"
],
"textposition": "bottom left",
"type": "scatter",
"x": [
-146.63580168787894
],
"y": [
-310.9485087991132
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
-141,
-100
],
"y": [
-306,
-270
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "DarkOrange",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "cload_1_0",
"showlegend": false,
"type": "scatter",
"x": [
-141
],
"y": [
-306
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "c_bus_load_1_0",
"showlegend": false,
"type": "scatter",
"x": [
-111.27160337575788
],
"y": [
-279.89701759822645
]
},
{
"mode": "text",
"name": "load_2_1",
"showlegend": false,
"text": [
"load_2_1
-80.8 MW"
],
"textposition": "bottom right",
"type": "scatter",
"x": [
366
],
"y": [
-330.5
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
366,
366
],
"y": [
-323,
-270
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "DarkOrange",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "cload_2_1",
"showlegend": false,
"type": "scatter",
"x": [
366
],
"y": [
-323
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "c_bus_load_2_1",
"showlegend": false,
"type": "scatter",
"x": [
366
],
"y": [
-285
]
},
{
"mode": "text",
"name": "load_3_2",
"showlegend": false,
"text": [
"load_3_2
-43.0 MW"
],
"textposition": "bottom right",
"type": "scatter",
"x": [
404.0679347138801
],
"y": [
-95.52865605150556
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
399,
366
],
"y": [
-90,
-54
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "DarkOrange",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "cload_3_2",
"showlegend": false,
"type": "scatter",
"x": [
399
],
"y": [
-90
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "c_bus_load_3_2",
"showlegend": false,
"type": "scatter",
"x": [
376.1358694277602
],
"y": [
-65.05731210301113
]
},
{
"mode": "text",
"name": "load_4_3",
"showlegend": false,
"text": [
"load_4_3
-6.3 MW"
],
"textposition": "bottom left",
"type": "scatter",
"x": [
-92.97499205002384
],
"y": [
-100.35998728003815
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
-89,
-64
],
"y": [
-94,
-54
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "DarkOrange",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "cload_4_3",
"showlegend": false,
"type": "scatter",
"x": [
-89
],
"y": [
-94
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "c_bus_load_4_3",
"showlegend": false,
"type": "scatter",
"x": [
-71.9499841000477
],
"y": [
-66.71997456007632
]
},
{
"mode": "text",
"name": "load_5_4",
"showlegend": false,
"text": [
"load_5_4
-10.6 MW"
],
"textposition": "top left",
"type": "scatter",
"x": [
-103.3033008588991
],
"y": [
93.3033008588991
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
-98,
-64
],
"y": [
88,
54
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "DarkOrange",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "cload_5_4",
"showlegend": false,
"type": "scatter",
"x": [
-98
],
"y": [
88
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "c_bus_load_5_4",
"showlegend": false,
"type": "scatter",
"x": [
-74.60660171779821
],
"y": [
64.60660171779821
]
},
{
"mode": "text",
"name": "load_8_5",
"showlegend": false,
"text": [
"load_8_5
-28.1 MW"
],
"textposition": "top right",
"type": "scatter",
"x": [
375.5489827651118
],
"y": [
81.65524619448102
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
369,
326
],
"y": [
78,
54
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "DarkOrange",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "cload_8_5",
"showlegend": false,
"type": "scatter",
"x": [
369
],
"y": [
78
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "c_bus_load_8_5",
"showlegend": false,
"type": "scatter",
"x": [
339.0979655302237
],
"y": [
61.31049238896206
]
},
{
"mode": "text",
"name": "load_9_6",
"showlegend": false,
"text": [
"load_9_6
-7.9 MW"
],
"textposition": "top right",
"type": "scatter",
"x": [
259.6443252103016
],
"y": [
140.9387845590139
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
254,
222
],
"y": [
136,
108
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "DarkOrange",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "cload_9_6",
"showlegend": false,
"type": "scatter",
"x": [
254
],
"y": [
136
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "c_bus_load_9_6",
"showlegend": false,
"type": "scatter",
"x": [
233.28865042060318
],
"y": [
117.87756911802776
]
},
{
"mode": "text",
"name": "load_10_7",
"showlegend": false,
"text": [
"load_10_7
-3.1 MW"
],
"textposition": "top left",
"type": "scatter",
"x": [
73.18955614423686
],
"y": [
215.45608347302093
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
74,
79
],
"y": [
208,
162
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "DarkOrange",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "cload_10_7",
"showlegend": false,
"type": "scatter",
"x": [
74
],
"y": [
208
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "c_bus_load_10_7",
"showlegend": false,
"type": "scatter",
"x": [
77.3791122884737
],
"y": [
176.91216694604185
]
},
{
"mode": "text",
"name": "load_11_8",
"showlegend": false,
"text": [
"load_11_8
-4.8 MW"
],
"textposition": "top left",
"type": "scatter",
"x": [
-219.86950790631735
],
"y": [
309.66892674366153
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
-214,
-170
],
"y": [
305,
270
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "DarkOrange",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "cload_11_8",
"showlegend": false,
"type": "scatter",
"x": [
-214
],
"y": [
305
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "c_bus_load_11_8",
"showlegend": false,
"type": "scatter",
"x": [
-181.73901581263473
],
"y": [
279.33785348732306
]
},
{
"mode": "text",
"name": "load_12_9",
"showlegend": false,
"text": [
"load_12_9
-11.1 MW"
],
"textposition": "top left",
"type": "scatter",
"x": [
-77.65619239448347
],
"y": [
330.314849742302
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
-76,
-64
],
"y": [
323,
270
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "DarkOrange",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "cload_12_9",
"showlegend": false,
"type": "scatter",
"x": [
-76
],
"y": [
323
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "c_bus_load_12_9",
"showlegend": false,
"type": "scatter",
"x": [
-67.31238478896692
],
"y": [
284.6296994846039
]
},
{
"mode": "text",
"name": "load_13_10",
"showlegend": false,
"text": [
"load_13_10
-13.3 MW"
],
"textposition": "top right",
"type": "scatter",
"x": [
246.92229993127523
],
"y": [
274.9072543830142
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
244,
222
],
"y": [
268,
216
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "DarkOrange",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "cload_13_10",
"showlegend": false,
"type": "scatter",
"x": [
244
],
"y": [
268
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "c_bus_load_13_10",
"showlegend": false,
"type": "scatter",
"x": [
227.84459986255047
],
"y": [
229.81450876602838
]
},
{
"mode": "text",
"name": "gen_1_0",
"showlegend": false,
"text": [
"gen_1_0
70.5 MW"
],
"textposition": "bottom right",
"type": "scatter",
"x": [
-96.57615015983008
],
"y": [
-330.4880138430019
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
-97,
-100
],
"y": [
-323,
-270
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "LightGreen",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "bgen_1_0",
"showlegend": false,
"type": "scatter",
"x": [
-97
],
"y": [
-323
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "lime",
"showscale": false,
"size": 12
},
"name": "b_bus_gen_1_0",
"showlegend": false,
"type": "scatter",
"x": [
-99.15230031966016
],
"y": [
-284.97602768600376
]
},
{
"mode": "text",
"name": "gen_2_1",
"showlegend": false,
"text": [
"gen_2_1
68.4 MW"
],
"textposition": "bottom right",
"type": "scatter",
"x": [
414.94981994567706
],
"y": [
-307.56614088854286
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
409,
366
],
"y": [
-303,
-270
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "LightGreen",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "bgen_2_1",
"showlegend": false,
"type": "scatter",
"x": [
409
],
"y": [
-303
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "b_bus_gen_2_1",
"showlegend": false,
"type": "scatter",
"x": [
377.8996398913542
],
"y": [
-279.1322817770858
]
},
{
"mode": "text",
"name": "gen_5_2",
"showlegend": false,
"text": [
"gen_5_2
26.8 MW"
],
"textposition": "bottom left",
"type": "scatter",
"x": [
-118.18789262689701
],
"y": [
37.858925600498765
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
-111,
-64
],
"y": [
40,
54
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "LightGreen",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "bgen_5_2",
"showlegend": false,
"type": "scatter",
"x": [
-111
],
"y": [
40
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "b_bus_gen_5_2",
"showlegend": false,
"type": "scatter",
"x": [
-78.37578525379402
],
"y": [
49.71785120099753
]
},
{
"mode": "text",
"name": "gen_7_3",
"showlegend": false,
"text": [
"gen_7_3
0.0 MW"
],
"textposition": "top right",
"type": "scatter",
"x": [
612.4950462345982
],
"y": [
2.2725471358035723
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
605,
550
],
"y": [
2,
0
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "LightGreen",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "bgen_7_3",
"showlegend": false,
"type": "scatter",
"x": [
605
],
"y": [
2
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "b_bus_gen_7_3",
"showlegend": false,
"type": "scatter",
"x": [
564.9900924691965
],
"y": [
0.5450942716071447
]
},
{
"mode": "text",
"name": "gen_0_4",
"showlegend": false,
"text": [
"gen_0_4
67.74 MW"
],
"textposition": "bottom left",
"type": "scatter",
"x": [
-339.27606875109
],
"y": [
-95.8190171877725
]
},
{
"hoverinfo": "skip",
"line": {
"color": "black",
"width": 1
},
"showlegend": false,
"type": "scatter",
"x": [
-332,
-280
],
"y": [
-94,
-81
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "LightGreen",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 15
},
"mode": "markers",
"name": "bgen_0_4",
"showlegend": false,
"type": "scatter",
"x": [
-332
],
"y": [
-94
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "red",
"showscale": false,
"size": 12
},
"name": "b_bus_gen_0_4",
"showlegend": false,
"type": "scatter",
"x": [
-294.55213750217996
],
"y": [
-84.63803437554499
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_0",
"showlegend": false,
"type": "scatter",
"x": [
-280
],
"y": [
-81
]
},
{
"mode": "text",
"name": "sub_0",
"showlegend": false,
"text": [
"0"
],
"textposition": "middle center",
"type": "scatter",
"x": [
-280
],
"y": [
-81
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_1",
"showlegend": false,
"type": "scatter",
"x": [
-100
],
"y": [
-270
]
},
{
"mode": "text",
"name": "sub_1",
"showlegend": false,
"text": [
"1"
],
"textposition": "middle center",
"type": "scatter",
"x": [
-100
],
"y": [
-270
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_2",
"showlegend": false,
"type": "scatter",
"x": [
366
],
"y": [
-270
]
},
{
"mode": "text",
"name": "sub_2",
"showlegend": false,
"text": [
"2"
],
"textposition": "middle center",
"type": "scatter",
"x": [
366
],
"y": [
-270
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_3",
"showlegend": false,
"type": "scatter",
"x": [
366
],
"y": [
-54
]
},
{
"mode": "text",
"name": "sub_3",
"showlegend": false,
"text": [
"3"
],
"textposition": "middle center",
"type": "scatter",
"x": [
366
],
"y": [
-54
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_4",
"showlegend": false,
"type": "scatter",
"x": [
-64
],
"y": [
-54
]
},
{
"mode": "text",
"name": "sub_4",
"showlegend": false,
"text": [
"4"
],
"textposition": "middle center",
"type": "scatter",
"x": [
-64
],
"y": [
-54
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_5",
"showlegend": false,
"type": "scatter",
"x": [
-64
],
"y": [
54
]
},
{
"mode": "text",
"name": "sub_5",
"showlegend": false,
"text": [
"5"
],
"textposition": "middle center",
"type": "scatter",
"x": [
-64
],
"y": [
54
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_6",
"showlegend": false,
"type": "scatter",
"x": [
450
],
"y": [
0
]
},
{
"mode": "text",
"name": "sub_6",
"showlegend": false,
"text": [
"6"
],
"textposition": "middle center",
"type": "scatter",
"x": [
450
],
"y": [
0
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_7",
"showlegend": false,
"type": "scatter",
"x": [
550
],
"y": [
0
]
},
{
"mode": "text",
"name": "sub_7",
"showlegend": false,
"text": [
"7"
],
"textposition": "middle center",
"type": "scatter",
"x": [
550
],
"y": [
0
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_8",
"showlegend": false,
"type": "scatter",
"x": [
326
],
"y": [
54
]
},
{
"mode": "text",
"name": "sub_8",
"showlegend": false,
"text": [
"8"
],
"textposition": "middle center",
"type": "scatter",
"x": [
326
],
"y": [
54
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_9",
"showlegend": false,
"type": "scatter",
"x": [
222
],
"y": [
108
]
},
{
"mode": "text",
"name": "sub_9",
"showlegend": false,
"text": [
"9"
],
"textposition": "middle center",
"type": "scatter",
"x": [
222
],
"y": [
108
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_10",
"showlegend": false,
"type": "scatter",
"x": [
79
],
"y": [
162
]
},
{
"mode": "text",
"name": "sub_10",
"showlegend": false,
"text": [
"10"
],
"textposition": "middle center",
"type": "scatter",
"x": [
79
],
"y": [
162
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_11",
"showlegend": false,
"type": "scatter",
"x": [
-170
],
"y": [
270
]
},
{
"mode": "text",
"name": "sub_11",
"showlegend": false,
"text": [
"11"
],
"textposition": "middle center",
"type": "scatter",
"x": [
-170
],
"y": [
270
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_12",
"showlegend": false,
"type": "scatter",
"x": [
-64
],
"y": [
270
]
},
{
"mode": "text",
"name": "sub_12",
"showlegend": false,
"text": [
"12"
],
"textposition": "middle center",
"type": "scatter",
"x": [
-64
],
"y": [
270
]
},
{
"hoverinfo": "skip",
"marker": {
"color": "PaleTurquoise",
"line": {
"color": "black",
"width": 1
},
"showscale": false,
"size": 30
},
"mode": "markers",
"name": "zsub_13",
"showlegend": false,
"type": "scatter",
"x": [
222
],
"y": [
216
]
},
{
"mode": "text",
"name": "sub_13",
"showlegend": false,
"text": [
"13"
],
"textposition": "middle center",
"type": "scatter",
"x": [
222
],
"y": [
216
]
}
],
"layout": {
"height": 600,
"margin": {
"b": 0,
"l": 0,
"pad": 0,
"r": 0,
"t": 0
},
"plot_bgcolor": "rgba(0,0,0,0)",
"showlegend": false,
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"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": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"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": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"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
},
"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
}
}
},
"width": 900,
"xaxis": {
"visible": false
},
"yaxis": {
"visible": false
}
}
},
"text/html": [
"\n",
" \n",
" \n",
"
\n",
" \n",
"