diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..adbbad58152b50165f2ea70ad2d62d9dbb7281a2
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,133 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+# Usually these files are written by a python script from a template
+# before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+# However, in case of collaboration, if having platform-specific dependencies or dependencies
+# having no cross-platform support, pipenv may install dependencies that don't work, or not
+# install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+.idea/
+
+*.ipynb_checkpoints/
\ No newline at end of file
diff --git a/app/Disc Golf Simulator.py b/app/Disc Golf Simulator.py
new file mode 100644
index 0000000000000000000000000000000000000000..0bb06a0efa79c64421854f2a00ef7016336f58a2
--- /dev/null
+++ b/app/Disc Golf Simulator.py
@@ -0,0 +1,117 @@
+from logging import getLogger
+from pathlib import Path
+proj_dir = Path(__file__).parents[1]
+import sys
+sys.path.append(str(proj_dir))
+
+import numpy as np
+import streamlit as st
+
+from shotshaper.projectile import DiscGolfDisc
+from visualize import get_plot, get_stl, get_subplots, visualize_disc
+
+
+# Define the default values
+default_U = 24.2
+default_omega = 116.8
+default_z0 = 1.3
+default_pitch = 15.5
+default_nose = 0.0
+default_roll = 14.7
+
+
+def main():
+ tab1, tab2 = st.tabs(['Simulator', 'FAQ'])
+ with tab1:
+ disc_names = {
+ 'Innova Wraith': 'dd2',
+ 'Innova Firebird': 'cd1',
+ 'Innova Roadrunner': 'cd5',
+ 'Innova Fairway Driver': 'fd2',
+ }
+ disc_selected = st.sidebar.selectbox("Disc Selection", disc_names.keys())
+ disc_name = disc_names[disc_selected]
+
+ # Create the sliders with the default values
+ U = st.sidebar.slider("Throwing Velocity (m/s)", min_value=0.0, max_value=40.0, value=default_U, step=0.1,
+ help='Fastest Throw on record is ~40m/s by Simon Lizotte')
+ omega = st.sidebar.slider("Omega", min_value=0.0, max_value=200.0, value=default_omega, step=0.1)
+ z0 = st.sidebar.slider("Release Height (m)", min_value=0.0, max_value=2.0, value=default_z0, step=0.1)
+ pitch = st.sidebar.slider("Pitch Angle (deg) | Release angle", min_value=0.0, max_value=90.0, value=default_pitch,
+ step=0.1)
+ nose = st.sidebar.slider("Nose Angle (deg) | Up/Down", min_value=0.0, max_value=90.0, value=default_nose,
+ step=0.1)
+ roll = st.sidebar.slider("Roll Angle (deg) | Tilt Left/Right", min_value=-90.0, max_value=90.0, value=default_roll,
+ step=0.1)
+
+ pos = np.array((0, 0, default_z0))
+ disc_dict = DiscGolfDisc(disc_name)
+
+ stl_mesh = get_stl(proj_dir / 'shotshaper' / 'discs' / (disc_name + '.stl'))
+ fig = visualize_disc(stl_mesh, nose=nose, roll=roll)
+
+ st.markdown("""## Disc orientation""")
+ st.plotly_chart(fig)
+ st.markdown("""## Flight Path""")
+ shot = disc_dict.shoot(speed=U, omega=omega, pitch=pitch,
+ position=pos, nose_angle=nose, roll_angle=roll)
+
+ # Plot trajectory
+ x, y, z = shot.position
+ x_new, y_new = -1 * y, x
+
+ # Reversed x and y to mimic a throw
+ fig = get_plot(x_new, y_new, z)
+ st.plotly_chart(fig, True)
+
+ st.markdown(
+ f"""
+ **Arrows in Blue** show you where your *s-turn* is.
+
+ **Arrows in Red** show you your *max height* and *lateral deviance*.
+
+ Hit Play to watch your animated throw.
+
+ | Metric | Value |
+ |--------------|--------|
+ | Drift Left | {round(min(x_new), 2)} |
+ | Drift Right | {round(max(x_new), 2)} |
+ | Max Height | {round(max(z), 2)} |
+ | Distance | {round(max(y_new), 2)} |
+
+ """
+ )
+
+ arc, alphas, betas, lifts, drags, moms, rolls = disc_dict.post_process(shot, omega)
+ fig = get_subplots(arc, alphas, lifts, drags, moms, rolls, shot.velocity)
+ st.plotly_chart(fig, True)
+
+ with tab2:
+ st.markdown("""
+ # Motivation
+ I saw some great work by [kegiljarhus](https://github.com/kegiljarhus) [repo](https://github.com/kegiljarhus/shotshaper)
+ and wanted to make this available as an app so people could learn more about disc golf. I really want to commend
+ the amazing idea of writing a [scientific article](https://link.springer.com/article/10.1007/s12283-022-00390-5)
+ AND releasing code, and actually executing it well. This is what gets people excited about STEM.
+
+ I originally saw this
+ [reddit post](https://www.reddit.com/r/discgolf/comments/yyhbcj/wrote_a_scientific_article_on_disc_golf_flight/)
+ which really piqued my interest.
+
+ # Questions
+ - I imagine some of you will want to add your disc here, if you can convert your disc into an `.stl` then I will
+ add it to the database. If this gets common enough I will add an option to upload your own.
+ - I imagine there will be a barrier to entry to do this.
+ - If you have any ideas, just let me know in a discussion or in a pull request
+ """)
+
+
+if __name__ == "__main__":
+ # Setting up Logger and proj_dir
+ logger = getLogger(__name__)
+ proj_dir = Path(__file__).parents[1]
+
+ st.title("Disc Golf Simulator")
+
+ # initialize_state()
+ main()
diff --git a/app/extrema.py b/app/extrema.py
new file mode 100644
index 0000000000000000000000000000000000000000..54cc7f67a8c2a8bcd8ac43c5b75eb7c5150c81a3
--- /dev/null
+++ b/app/extrema.py
@@ -0,0 +1,32 @@
+import numpy as np
+from scipy.signal import argrelextrema
+
+def find_extrema(x, y):
+ # Find the indices of the local maxima and minima
+ maxima_idx = argrelextrema(x, np.greater)[0]
+ minima_idx = argrelextrema(x, np.less)[0]
+
+ # Get the x and y values at the extrema
+ maxima_x = x[maxima_idx]
+ maxima_y = y[maxima_idx]
+ minima_x = x[minima_idx]
+ minima_y = y[minima_idx]
+
+ # Combine the maxima and minima into a single array
+ extrema_x = np.concatenate((maxima_x, minima_x))
+ extrema_y = np.concatenate((maxima_y, minima_y))
+
+ # Determine whether each extrema is a maximum or minimum
+ is_maxima = np.zeros(len(extrema_x), dtype=bool)
+ is_maxima[:len(maxima_x)] = True
+
+ # Sort the extrema by x-value
+ idx = np.argsort(extrema_x)
+ extrema_x = extrema_x[idx]
+ extrema_y = extrema_y[idx]
+ is_maxima = is_maxima[idx]
+
+ # Convert the boolean array to a list of strings
+ extrema_type = ["arrow-left" if is_max else "arrow-right" for is_max in is_maxima]
+
+ return extrema_x, extrema_y, extrema_type
diff --git a/app/get_disc.py b/app/get_disc.py
new file mode 100644
index 0000000000000000000000000000000000000000..4eea761a6a90e4da8f8dfed2ae1e621e5cec5b1d
--- /dev/null
+++ b/app/get_disc.py
@@ -0,0 +1,101 @@
+import requests
+
+headers = {
+ 'authority': 'alldiscs.com',
+ 'accept': 'application/json, text/javascript, */*; q=0.01',
+ 'accept-language': 'en-US,en;q=0.6',
+ 'content-type': 'application/x-www-form-urlencoded; charset=UTF-8',
+ 'origin': 'https://alldiscs.com',
+ 'referer': 'https://alldiscs.com/',
+ 'sec-fetch-dest': 'empty',
+ 'sec-fetch-mode': 'cors',
+ 'sec-fetch-site': 'same-origin',
+ 'sec-gpc': '1',
+ 'user-agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/107.0.0.0 Safari/537.36',
+ 'x-requested-with': 'XMLHttpRequest',
+}
+
+params = {
+ 'action': 'get_wdtable',
+ 'table_id': '5',
+}
+
+data = {
+ 'draw': '4',
+ 'columns[0][data]': '0',
+ 'columns[0][name]': 'wdt_ID',
+ 'columns[0][searchable]': 'true',
+ 'columns[0][orderable]': 'true',
+ 'columns[0][search][value]': '',
+ 'columns[0][search][regex]': 'false',
+ 'columns[1][data]': '1',
+ 'columns[1][name]': 'brand',
+ 'columns[1][searchable]': 'true',
+ 'columns[1][orderable]': 'true',
+ 'columns[1][search][value]': '',
+ 'columns[1][search][regex]': 'false',
+ 'columns[2][data]': '2',
+ 'columns[2][name]': 'mold',
+ 'columns[2][searchable]': 'true',
+ 'columns[2][orderable]': 'true',
+ 'columns[2][search][value]': '',
+ 'columns[2][search][regex]': 'false',
+ 'columns[3][data]': '3',
+ 'columns[3][name]': 'type',
+ 'columns[3][searchable]': 'true',
+ 'columns[3][orderable]': 'true',
+ 'columns[3][search][value]': 'Distance|Fairway|Midrange|Putter',
+ 'columns[3][search][regex]': 'false',
+ 'columns[4][data]': '4',
+ 'columns[4][name]': 'speed',
+ 'columns[4][searchable]': 'true',
+ 'columns[4][orderable]': 'true',
+ 'columns[4][search][value]': '1|15',
+ 'columns[4][search][regex]': 'false',
+ 'columns[5][data]': '5',
+ 'columns[5][name]': 'glide',
+ 'columns[5][searchable]': 'true',
+ 'columns[5][orderable]': 'true',
+ 'columns[5][search][value]': '1|7',
+ 'columns[5][search][regex]': 'false',
+ 'columns[6][data]': '6',
+ 'columns[6][name]': 'turn',
+ 'columns[6][searchable]': 'true',
+ 'columns[6][orderable]': 'true',
+ 'columns[6][search][value]': '-5|1',
+ 'columns[6][search][regex]': 'false',
+ 'columns[7][data]': '7',
+ 'columns[7][name]': 'fade',
+ 'columns[7][searchable]': 'true',
+ 'columns[7][orderable]': 'true',
+ 'columns[7][search][value]': '0|5',
+ 'columns[7][search][regex]': 'false',
+ 'columns[8][data]': '8',
+ 'columns[8][name]': 'inproduction',
+ 'columns[8][searchable]': 'true',
+ 'columns[8][orderable]': 'true',
+ 'columns[8][search][value]': 'Coming Soon|Yes',
+ 'columns[8][search][regex]': 'false',
+ 'columns[9][data]': '9',
+ 'columns[9][name]': 'dateapproved',
+ 'columns[9][searchable]': 'true',
+ 'columns[9][orderable]': 'true',
+ 'columns[9][search][value]': '|',
+ 'columns[9][search][regex]': 'false',
+ 'columns[10][data]': '10',
+ 'columns[10][name]': 'link',
+ 'columns[10][searchable]': 'true',
+ 'columns[10][orderable]': 'true',
+ 'columns[10][search][value]': '',
+ 'columns[10][search][regex]': 'false',
+ 'order[0][column]': '0',
+ 'order[0][dir]': 'asc',
+ 'start': '0',
+ 'length': '10',
+ 'search[value]': 'wraith',
+ 'search[regex]': 'false',
+ 'wdtNonce': '511bd3400c',
+ 'sRangeSeparator': '|',
+}
+
+response = requests.post('https://alldiscs.com/wp-admin/admin-ajax.php', params=params, headers=headers, data=data)
\ No newline at end of file
diff --git a/app/visualize.py b/app/visualize.py
new file mode 100644
index 0000000000000000000000000000000000000000..0770eb24320b953d10f206b2cf46a0a00d3b6f29
--- /dev/null
+++ b/app/visualize.py
@@ -0,0 +1,272 @@
+import math
+
+import numpy as np
+import plotly.graph_objects as go
+from plotly.colors import sequential
+from stl.mesh import Mesh
+
+from extrema import find_extrema
+
+
+def get_stl(stl_file):
+ """
+ Taken from https://community.plotly.com/t/view-3d-cad-data/16920/9
+ """
+ stl_mesh = Mesh.from_file(stl_file)
+ return stl_mesh
+
+
+def visualize_disc(stl_mesh, nose, roll):
+ """
+ Taken from https://community.plotly.com/t/view-3d-cad-data/16920/9
+ """
+ stl_mesh.rotate([1, 0, 0], math.radians(-1*nose))
+ stl_mesh.rotate([0, 1, 0], math.radians(roll))
+ # stl_mesh.rotate([0, 0, 1], math.radians(z_angle))
+
+ p, q, r = stl_mesh.vectors.shape # (p, 3, 3)
+ # the array stl_mesh.vectors.reshape(p*q, r) can contain multiple copies of the same vertex;
+ # extract unique vertices from all mesh triangles
+ vertices, ixr = np.unique(stl_mesh.vectors.reshape(p * q, r), return_inverse=True, axis=0)
+ I = np.take(ixr, [3 * k for k in range(p)])
+ J = np.take(ixr, [3 * k + 1 for k in range(p)])
+ K = np.take(ixr, [3 * k + 2 for k in range(p)])
+
+ x, y, z = vertices.T
+ trace = go.Mesh3d(x=x, y=y, z=z, i=I, j=J, k=K)
+ # optional parameters to make it look nicer
+ trace.update(flatshading=True, lighting_facenormalsepsilon=0, lighting_ambient=0.7)
+
+ fig = go.Figure(trace)
+
+ # Add camera controls to the plot
+ camera = dict(
+ eye=dict(x=0, y=-3, z=0)
+ )
+ fig.update_layout(scene_camera=camera)
+
+ fig.update_layout(
+ scene=dict(
+ xaxis=dict(nticks=4, range=[-0.11, 0.11], ),
+ yaxis=dict(nticks=4, range=[-0.11, 0.11], ),
+ zaxis=dict(nticks=4, range=[-0.11, 0.11], ), )
+ )
+ return fig
+
+
+import plotly.subplots as sp
+
+
+def get_plot(x, y, z):
+ xm = np.min(x) - 1.5
+ xM = np.max(x) + 1.5
+ ym = -5
+ yM = np.max(y) + 1.5
+ zm = np.min(z)
+ zM = np.max(z)
+ N = len(x)
+ category = 'Height'
+ x_extrema, y_extrema, extrema_type = find_extrema(x, y)
+
+ xM_abs = max(abs(xm), abs(xM))
+ xm_abs = -1 * xM_abs
+
+ carats_v = go.Scatter(
+ x=[category, category],
+ y=[min(z), max(z)],
+ mode='markers',
+ showlegend=False,
+ marker=dict(symbol=['arrow-up', 'arrow-down'], size=20, color=['red', 'red']),
+ name='Carets',
+ )
+ carats_h = go.Scatter(
+ x=[min(x), max(x)],
+ y=['', ''],
+ mode='markers',
+ showlegend=False,
+ marker=dict(symbol=['arrow-right', 'arrow-left'], size=20, color=['red', 'red']),
+ name='Carets',
+ )
+
+ extrema = go.Scatter(
+ x=x_extrema,
+ y=y_extrema,
+ mode='markers',
+ showlegend=False,
+ marker=dict(symbol=extrema_type, size=20, color='blue'),
+ name='Extrema',
+ )
+
+ # Create figure with subplots
+ fig = sp.make_subplots(rows=2, cols=2, subplot_titles=("Flight Path", "Height", "Lateral Deviance"),
+ specs=[[{"rowspan": 2}, {}], [None, {}]], row_heights=[0.5, 0.5])
+
+ # Add traces to the main plot
+ fig.add_trace(
+ go.Scatter(x=x, y=y,
+ mode="lines",
+ showlegend=False,
+ line=dict(width=1, color='black')),
+ row=1, col=1
+ )
+
+ fig.add_trace(
+ go.Scatter(x=x, y=y,
+ showlegend=False,
+ mode="markers", marker_colorscale=sequential.Peach,
+ marker=dict(color=z, size=3, showscale=True)),
+ row=1, col=1
+ )
+
+ fig.add_trace(
+ extrema,
+ row=1, col=1
+ )
+
+ # Add trace for the subplot
+ fig.add_trace(carats_v,
+ row=1, col=2
+ )
+ fig.add_trace(
+ go.Bar(
+ x=[],
+ y=[],
+ showlegend=False,
+ ),
+ row=1, col=2
+ )
+ # Add trace for the subplot
+ fig.add_trace(carats_h,
+ row=2, col=2
+ )
+ fig.add_trace(
+ go.Bar(
+ x=[],
+ y=[],
+ showlegend=False,
+ orientation='h',
+ ),
+ row=2, col=2
+ )
+
+ # Update layout
+ fig.update_layout(
+ xaxis=dict(range=[xm, xM], autorange=False, zeroline=False),
+ yaxis=dict(range=[ym, yM], autorange=False, zeroline=False),
+ title_text="Flight Path",
+ hovermode="closest",
+ updatemenus=[
+ dict(
+ type="buttons",
+ buttons=[
+ dict(
+ label="Play",
+ method="animate",
+ args=[None, {"frame": {"duration": 30, "redraw": True}, "fromcurrent": True}]
+ ),
+ dict(
+ label="Pause",
+ method="animate",
+ args=[[None], {"frame": {"duration": 0, "redraw": False}, "mode": "immediate",
+ "transition": {"duration": 0}}]
+ )
+ ],
+ showactive=False,
+ x=0.05,
+ y=0.05
+ )
+ ],
+ )
+
+ # Create frames for the main plot and subplot
+ all_frames = [
+ go.Frame(data=[
+ go.Scatter(
+ x=[x[k]],
+ y=[y[k]],
+ mode="markers",
+ showlegend=False,
+ marker=dict(color="red", size=10)),
+ go.Scatter(x=x, y=y,
+ mode="markers", marker_colorscale=sequential.Peach,
+ marker=dict(color=z, size=3, showscale=True)),
+ extrema,
+ carats_v,
+ go.Bar(
+ x=['Height'],
+ y=[z[k]],
+ showlegend=False,
+ name='Value',
+ marker=dict(color='orange', line=dict(width=1))
+ # Set color of value bar to orange and line width to 1
+ ),
+ carats_h,
+ go.Bar(
+ x=[x[k]],
+ y=[''],
+ showlegend=False,
+ name='Value',
+ orientation='h',
+ marker=dict(color='orange', line=dict(width=1))
+ # Set color of value bar to orange and line width to 1
+ )
+ ])
+ for k in range(N)
+ ]
+
+ # Combine frames for the main plot and subplot
+ fig.frames = all_frames
+ fig.update_yaxes(scaleanchor="x", scaleratio=1, row=1, col=1)
+ fig.update_yaxes(range=[zm - 2, zM + 2], fixedrange=True, row=1, col=2)
+ fig.update_xaxes(range=[xm_abs, xM_abs], fixedrange=True, row=2, col=2)
+
+ # # Add green rectangle at the bottom of the plot
+ fig.update_layout(
+ shapes=[dict(type="rect", xref="x", yref="y",
+ x0=-1, y0=0, x1=1, y1=-4, fillcolor="gray",
+ opacity=1, layer="below")],
+ plot_bgcolor="green",
+ )
+
+ return fig
+
+
+import plotly.graph_objs as go
+from plotly.subplots import make_subplots
+
+
+def get_subplots(arc, alphas, lifts, drags, moms, rolls, velocity):
+ fig = make_subplots(rows=2, cols=3, specs=[[{}, {}, {}], [{}, {}, {}]],
+ subplot_titles=("Lift force (N)", "Drag force (N)", "Moment (Nm)",
+ "Angle of attack (deg)", "Velocities (m/s)", "Roll rate (rad/s)"),
+ shared_xaxes=True)
+
+ fig.add_trace(go.Scatter(x=arc, y=lifts, name="Lift force (N)"), row=1, col=1)
+ fig.update_xaxes(title_text="Distance (m)", row=1, col=1)
+ fig.update_yaxes(title_text="Lift force (N)", row=1, col=1)
+
+ fig.add_trace(go.Scatter(x=arc, y=drags, name="Drag force (N)"), row=1, col=2)
+ fig.update_xaxes(title_text="Distance (m)", row=1, col=2)
+ fig.update_yaxes(title_text="Drag force (N)", row=1, col=2)
+
+ fig.add_trace(go.Scatter(x=arc, y=moms, name="Moment (Nm)"), row=1, col=3)
+ fig.update_xaxes(title_text="Distance (m)", row=1, col=3)
+ fig.update_yaxes(title_text="Moment (Nm)", row=1, col=3)
+
+ fig.add_trace(go.Scatter(x=arc, y=alphas, name="Angle of attack (deg)"), row=2, col=1)
+ fig.update_xaxes(title_text="Distance (m)", row=2, col=1)
+ fig.update_yaxes(title_text="Angle of attack (deg)", row=2, col=1)
+
+ fig.add_trace(go.Scatter(x=arc, y=velocity[0, :], name="u"), row=2, col=2)
+ fig.add_trace(go.Scatter(x=arc, y=velocity[1, :], name="v"), row=2, col=2)
+ fig.add_trace(go.Scatter(x=arc, y=velocity[2, :], name="w"), row=2, col=2)
+ fig.update_xaxes(title_text="Distance (m)", row=2, col=2)
+ fig.update_yaxes(title_text="Velocities (m/s)", row=2, col=2)
+ fig.update_traces(mode='lines', row=2, col=2)
+
+ fig.add_trace(go.Scatter(x=arc, y=rolls, name="Roll rate (rad/s)"), row=2, col=3)
+ fig.update_xaxes(title_text="Distance (m)", row=2, col=3)
+ fig.update_yaxes(title_text="Roll rate (rad/s)", row=2, col=3)
+
+ fig.update_layout(height=600, width=1000, title_text="Plotly Subplots", hovermode='x')
+ return fig
diff --git a/bootstrap.py b/bootstrap.py
new file mode 100644
index 0000000000000000000000000000000000000000..d9ccf5d9d819d74ce37568c512fd4a47b4dfa27d
--- /dev/null
+++ b/bootstrap.py
@@ -0,0 +1,12 @@
+from pathlib import Path
+import streamlit.web.bootstrap
+from streamlit import config as _config
+
+proj_dir = Path(__file__).parent
+filename = proj_dir / "app" / "app.py"
+
+_config.set_option("server.headless", True)
+args = []
+
+# streamlit.cli.main_run(filename, args)
+streamlit.web.bootstrap.run(str(filename), "", args, "")
diff --git a/examples/disc_experimental_trajectory_comparison.py b/examples/disc_experimental_trajectory_comparison.py
new file mode 100644
index 0000000000000000000000000000000000000000..463ec858561421e781308ebf06a954822cba3618
--- /dev/null
+++ b/examples/disc_experimental_trajectory_comparison.py
@@ -0,0 +1,106 @@
+# -*- coding: utf-8 -*-
+
+import sys
+from shotshaper.projectile import DiscGolfDisc
+import matplotlib.pyplot as pl
+import numpy as np
+import shotshaper.environment as env
+from shotshaper.transforms import T_12
+from random import uniform
+
+
+def rotz(pos,betad):
+ beta = np.radians(betad)
+ TZ = np.array([[np.cos(beta), -np.sin(beta), 0],
+ [np.sin(beta), np.cos(beta), 0],
+ [0, 0, 1]])
+
+ return np.matmul(TZ,pos)
+
+throws=[1,6,15]
+
+nthrow = len(throws)
+ # pitch, roll, nose,speed,spin, yaw, wind, length
+params = [[15.5, 21.8, 0.0, 24.7, 138, -31.6, 4.8, 89.7],
+ [12.3, 14.7, 0.8, 24.2, 128.5, -9.60, 4.8, 87.0],
+ [5.20,-0.70, 0.0, 24.5, 147.7, 8.00, 4.8, 106.6]]
+
+
+d = DiscGolfDisc('dd2')
+fig1, ax1 = pl.subplots( )
+
+fig1.set_figheight(4)
+fig1.set_figwidth(6)
+
+for i in range(nthrow):
+ p = params[i]
+ t = throws[i]
+ U = p[3]
+ omega = p[4]
+ z0 = 1.5
+ pos = np.array((0,0,z0))
+ pitch = p[0]
+ yaw = p[5]
+ nose = p[2]
+ roll = p[1]
+
+ env.Uref = p[6]
+ env.winddir = np.array((1,0,0))
+
+ # Currently handle yaw by rotating the position after the throw, hence
+ # also need to rotate the wind vector accordingly
+ env.winddir = rotz(env.winddir, -yaw)
+
+ s = d.shoot(speed=U, omega=omega, pitch=pitch, position=pos, nose_angle=nose, roll_angle=roll)
+
+ pos = s.position
+ for j in range(len(pos[0,:])):
+ pos[:,j] = rotz(pos[:,j], yaw)
+ x,y,z = pos
+ arc,alphas,betas,lifts,drags,moms,rolls = d.post_process(s, omega)
+
+ # Plot trajectory
+ ax1.plot(x,y,f'C{i}-')
+
+ # Experiment
+ te,xe,ye,ve = np.loadtxt(f'data/throw{t}',skiprows=2,unpack=True)
+ ax1.plot(xe,ye,f'C{i}--')
+
+ ax1.set_xlabel('Distance (m)')
+ ax1.set_ylabel('Drift (m)')
+ ax1.axis('equal')
+
+ # Plot other parameters
+
+ # axes[0,0].plot(arc, lifts)
+ # axes[0,0].set_xlabel('Distance (m)')
+ # axes[0,0].set_ylabel('Lift force (N)')
+
+ # axes[0,1].plot(arc, drags)
+ # axes[0,1].set_xlabel('Distance (m)')
+ # axes[0,1].set_ylabel('Drag force (N)')
+
+ # axes[0,2].plot(arc, moms)
+ # axes[0,2].set_xlabel('Distance (m)')
+ # axes[0,2].set_ylabel('Moment (Nm)')
+
+ # axes[1,0].plot(arc, alphas)
+ # axes[1,0].set_xlabel('Distance (m)')
+ # axes[1,0].set_ylabel('Angle of attack (deg)')
+
+ # axes[1,1].plot(arc, s.velocity[0,:])
+ # axes[1,1].plot(arc, s.velocity[1,:])
+ # axes[1,1].plot(arc, s.velocity[2,:])
+ # axes[1,1].set_xlabel('Distance (m)')
+ # axes[1,1].set_ylabel('Velocities (m/s)')
+
+ # axes[1,2].plot(arc, rolls)
+ # axes[1,2].set_xlabel('Distance (m)')
+ # axes[1,2].set_ylabel('Roll rate (rad/s)')
+
+pl.tight_layout()
+pl.show()
+
+
+
+
diff --git a/examples/disc_golf_throw.py b/examples/disc_golf_throw.py
new file mode 100644
index 0000000000000000000000000000000000000000..ebb9fbc42b21e3a2f46c3b46fdf6d82f89f990b4
--- /dev/null
+++ b/examples/disc_golf_throw.py
@@ -0,0 +1,66 @@
+# -*- coding: utf-8 -*-
+"""
+Example showing a single disc throw.
+"""
+
+from shotshaper.projectile import DiscGolfDisc
+import matplotlib.pyplot as pl
+import numpy as np
+import plotly.express as px
+
+d = DiscGolfDisc('dd2')
+U = 24.2
+omega = 116.8
+z0 = 1.3
+pos = np.array((0,0,z0))
+pitch = 15.5
+nose = 0.0
+roll = 14.7
+
+shot = d.shoot(speed=U, omega=omega, pitch=pitch,
+ position=pos, nose_angle=nose, roll_angle=roll)
+
+# Plot trajectory
+pl.figure(1)
+x,y,z = shot.position
+pl.plot(x,y)
+fig = px.scatter(x,y)
+fig.show()
+
+pl.xlabel('Distance (m)')
+pl.ylabel('Drift (m)')
+pl.axis('equal')
+
+# Plot other parameters
+arc,alphas,betas,lifts,drags,moms,rolls = d.post_process(shot, omega)
+fig, axes = pl.subplots(nrows=2, ncols=3, dpi=80,figsize=(13,5))
+
+axes[0,0].plot(arc, lifts)
+axes[0,0].set_xlabel('Distance (m)')
+axes[0,0].set_ylabel('Lift force (N)')
+
+axes[0,1].plot(arc, drags)
+axes[0,1].set_xlabel('Distance (m)')
+axes[0,1].set_ylabel('Drag force (N)')
+
+axes[0,2].plot(arc, moms)
+axes[0,2].set_xlabel('Distance (m)')
+axes[0,2].set_ylabel('Moment (Nm)')
+
+axes[1,0].plot(arc, alphas)
+axes[1,0].set_xlabel('Distance (m)')
+axes[1,0].set_ylabel('Angle of attack (deg)')
+
+axes[1,1].plot(arc, shot.velocity[0,:])
+axes[1,1].plot(arc, shot.velocity[1,:])
+axes[1,1].plot(arc, shot.velocity[2,:])
+axes[1,1].set_xlabel('Distance (m)')
+axes[1,1].set_ylabel('Velocities (m/s)')
+axes[1,1].legend(('u','v','w'))
+
+axes[1,2].plot(arc, rolls)
+axes[1,2].set_xlabel('Distance (m)')
+axes[1,2].set_ylabel('Roll rate (rad/s)')
+pl.tight_layout()
+
+pl.show()
diff --git a/examples/disc_gui2d.py b/examples/disc_gui2d.py
new file mode 100644
index 0000000000000000000000000000000000000000..549bb52edaeb47edbfc34828bf65f33543b1d58c
--- /dev/null
+++ b/examples/disc_gui2d.py
@@ -0,0 +1,105 @@
+# -*- coding: utf-8 -*-
+"""
+Graphical user interface to explore the influence
+of disc throw parameters on the trajectory
+"""
+
+import numpy as np
+import matplotlib.pyplot as pl
+from matplotlib.widgets import Slider, TextBox
+from shotshaper.projectile import DiscGolfDisc
+
+name = 'dd2'
+mass = 0.175
+
+d = DiscGolfDisc(name, mass=mass)
+speed = 24
+omega = d.empirical_spin(speed)
+z0 = 1.3
+pos = np.array((0,0,z0))
+pitch = 10
+nose = 0.0
+roll = 15.0
+yaw = 0
+adjust_axes = False
+
+s = d.shoot(speed=speed, omega=omega, pitch=pitch, position=pos, nose_angle=nose, roll_angle=roll,yaw=yaw)
+
+x,y,z = s.position
+
+# Creating figure
+fig = pl.figure(1,figsize=(13, 6), dpi=80)
+ax1 = pl.subplot(2,3,2)
+ax2 = pl.subplot(2,3,5)
+ax3 = pl.subplot(1,3,3)
+fac = 1.6
+ylim = fac*max(abs(min(y)),abs(max(y)))
+ax1.axis((min(x),fac*max(x),-ylim,ylim))
+ax2.axis((min(x),fac*max(x),min(z),fac*max(z)))
+ax3.axis((-ylim,ylim,min(z),fac*max(z)))
+
+ax3.invert_xaxis()
+
+l1, = ax1.plot(x,y,lw=2)
+ax1.set_xlabel('Distance (m)')
+ax1.set_ylabel('Drift (m)')
+l2, = ax2.plot(x,z,lw=2)
+ax2.set_xlabel('Distance (m)')
+ax2.set_ylabel('Height (m)')
+
+l3, = ax3.plot(y,z,lw=2)
+ax3.set_xlabel('Drift (m)')
+ax3.set_ylabel('Height (m)')
+
+xax = 0.07
+ax4 = pl.axes([xax, 0.80, 0.25, 0.03], facecolor='lightgrey')
+ax5 = pl.axes([xax, 0.75, 0.25, 0.03], facecolor='lightgrey')
+ax6 = pl.axes([xax, 0.70, 0.25, 0.03], facecolor='lightgrey')
+#ax7 = pl.axes([xax, 0.65, 0.25, 0.03], facecolor='lightgrey')
+ax8 = pl.axes([xax, 0.65, 0.25, 0.03], facecolor='lightgrey')
+ax9 = pl.axes([xax, 0.60, 0.25, 0.03], facecolor='lightgrey')
+ax11 = pl.axes([xax, 0.55, 0.25, 0.03], facecolor='lightgrey')
+
+s1 = Slider(ax=ax4, label='Speed (m/s)', valmin=15, valmax=35, valinit=speed)
+s2 = Slider(ax=ax5, label='Roll (deg)', valmin=-110, valmax=110, valinit=roll)
+s3 = Slider(ax=ax6, label='Pitch (deg)', valmin=-10, valmax=50, valinit=pitch)
+s5 = Slider(ax=ax8, label='Nose (deg)', valmin=-5, valmax=5, valinit=nose)
+s7 = Slider(ax=ax9, label='Mass (kg)', valmin=0.140, valmax=0.200, valinit=mass)
+s6 = Slider(ax=ax11, label='Spin (-)', valmin=0, valmax=2, valinit=1.0)
+
+def update(x):
+ speed = s1.val
+ roll = s2.val
+ pitch = s3.val
+ nose = s5.val
+ spin = s6.val
+ mass = s7.val
+ d = DiscGolfDisc(name,mass=mass)
+
+ omega = spin*d.empirical_spin(speed)
+ s = d.shoot(speed=speed, omega=omega, pitch=pitch, position=pos, nose_angle=nose, roll_angle=roll)
+ x,y,z = s.position
+
+ l1.set_xdata(x)
+ l1.set_ydata(y)
+ l2.set_xdata(x)
+ l2.set_ydata(z)
+ l3.set_xdata(y)
+ l3.set_ydata(z)
+
+ if adjust_axes:
+ ax1.axis((min(x),max(x),min(y),max(y)))
+ ax2.axis((min(x),max(x),min(z),max(z)))
+ ax3.axis((min(y),max(y),min(z),max(z)))
+
+ fig.canvas.draw_idle()
+
+s1.on_changed(update)
+s2.on_changed(update)
+s3.on_changed(update)
+s5.on_changed(update)
+s6.on_changed(update)
+s7.on_changed(update)
+
+pl.show()
+
diff --git a/examples/driver.py b/examples/driver.py
new file mode 100644
index 0000000000000000000000000000000000000000..13b1a3748c0ea2fc8ae6da0b01770324ebf801f5
--- /dev/null
+++ b/examples/driver.py
@@ -0,0 +1,35 @@
+# -*- coding: utf-8 -*-
+"""
+Simple example comparing different projectiles.
+"""
+
+from shotshaper.projectile import _Particle, ShotPutBall, SoccerBall
+import matplotlib.pyplot as pl
+import numpy as np
+
+U = 10.0
+angle = 20.0
+
+p = _Particle()
+shot = p.shoot(speed=U, pitch=angle)
+pl.plot(shot.position[0,:],shot.position[2,:])
+
+p = ShotPutBall('M')
+shot = p.shoot(speed=U, pitch=angle)
+pl.plot(shot.position[0,:],shot.position[2,:])
+
+p = SoccerBall()
+
+spin = np.array((0,0,0))
+shot = p.shoot(speed=U, pitch=angle, spin=spin)
+pl.plot(shot.position[0,:],shot.position[2,:])
+
+spin = np.array((0,-10,0))
+shot = p.shoot(speed=U, pitch=angle, spin=spin)
+pl.plot(shot.position[0,:],shot.position[2,:])
+
+pl.legend(('vacuum','air', 'no spin','spin'))
+
+pl.show()
+
+
diff --git a/examples/validation_balls.py b/examples/validation_balls.py
new file mode 100644
index 0000000000000000000000000000000000000000..bc04826cc417a89c686992b5419b5ef64b11149e
--- /dev/null
+++ b/examples/validation_balls.py
@@ -0,0 +1,50 @@
+# -*- coding: utf-8 -*-
+"""
+This program calculates trajectories that were experimentally conducted in
+
+Mencke, J. E., Salewski, M., Trinhammer, O. L., & Adler, A. T. (2020).
+Flight and bounce of spinning sports balls. American Journal of Physics,
+88(11), 934-947.
+
+Specifically, this includes data for:
+ - a shot put throw, representing a heavy projectile where the
+ gravitational forces dominate over the aerodynamic forces
+ - a soccer ball, with slightly more influence of air drag
+ - a table tennis ball, significantly impacted by air drag due
+ to low weight
+"""
+
+from shotshaper.projectile import SoccerBall, ShotPutBall, TableTennisBall
+import matplotlib.pyplot as pl
+import numpy as np
+
+cases = ('Shot','Soccer ball','Table tennis ball')
+projectiles = (ShotPutBall('M'), SoccerBall(), TableTennisBall())
+ux = (9.0, 11.0, 11.8)
+uy = (7.1, 10.2, 12.0)
+z0 = (2.4, 0.0, 1.0)
+spin = (0,0,0)
+
+f, ax = pl.subplots(1, 1, figsize=(6,4))
+for i,c in enumerate(cases):
+ speed = np.sqrt(ux[i]**2 + uy[i]**2)
+ pitch = np.degrees(np.arctan2(uy[i],ux[i]))
+ position = (0, 0, z0[i])
+
+ s = projectiles[i].shoot(speed=speed,pitch=pitch,position=position,spin=spin)
+
+ x,y,z = s.position
+
+ ax.plot(x,z,'C0-')
+ ax.text(x[0]-0.5, z[0], c, fontsize=9, ha='right')
+
+ x,z = np.loadtxt(f'data/{c}_trajectory.dat', unpack=True, delimiter=';')
+ ax.plot(x,z,'C1--')
+
+ax.legend(('Simulation','Experiment'))
+ax.axis((-10,25,-1,6))
+
+pl.xlabel('Length (m)')
+pl.ylabel('Height (m)')
+
+pl.show()
diff --git a/examples/validation_spinning_ball.py b/examples/validation_spinning_ball.py
new file mode 100644
index 0000000000000000000000000000000000000000..52e06af01e78a374fcc0fd282666617048ddb69d
--- /dev/null
+++ b/examples/validation_spinning_ball.py
@@ -0,0 +1,48 @@
+# -*- coding: utf-8 -*-
+"""
+This program calculates the trajectory of a spinning soccer ball
+that was experimentally investigated in
+
+Mencke, J. E., Salewski, M., Trinhammer, O. L., & Adler, A. T. (2020).
+Flight and bounce of spinning sports balls. American Journal of Physics,
+88(11), 934-947.
+
+"""
+
+from shotshaper.projectile import SoccerBall
+import matplotlib.pyplot as pl
+import numpy as np
+from scipy.linalg import norm
+
+ball = SoccerBall()
+u = np.array([20.0, 2.5, 4.9])
+# Note that spin is here negative along the z-axis, as opposed
+# to positive around the y-axis, since we define z as upwards,
+# while Mencke et al. define y as upwards
+spin = (0,0,-46)
+speed = norm(u)
+pitch = np.degrees(np.arctan2(u[2],u[0]))
+yaw = -np.degrees(np.arctan2(u[1],u[0]))
+
+s = ball.shoot(speed=speed,pitch=pitch,yaw=yaw,spin=spin)
+
+x,y,z = s.position
+
+f, (ax1, ax2) = pl.subplots(2, 1, figsize=(5,7))
+
+ax1.plot(x,z,'C0-')
+ax2.plot(x,y,'C0-')
+x,z = np.loadtxt('data/Spin_z_trajectory.dat', unpack=True, delimiter=';')
+ax1.plot(x,z,'C1--')
+x,y = np.loadtxt('data/Spin_y_trajectory.dat', unpack=True, delimiter=';')
+ax2.plot(x,y,'C1--')
+
+ax1.legend(('Simulation','Experiment'))
+ax2.legend(('Simulation','Experiment'))
+
+ax1.set_xlabel('Length (m)')
+ax1.set_ylabel('Height (m)')
+ax2.set_xlabel('Length (m)')
+ax2.set_ylabel('Drift (m)')
+
+pl.show()
diff --git a/notebooks/animation.ipynb b/notebooks/animation.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..574ca73e7e3e5960953f405de98ee9fc96371930
--- /dev/null
+++ b/notebooks/animation.ipynb
@@ -0,0 +1,11341 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "602d79a8",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "077b6d03",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "PosixPath('/Users/derekthomas/projects/shotshaper_app')"
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from pathlib import Path\n",
+ "\n",
+ "import matplotlib.pyplot as plt\n",
+ "from matplotlib.animation import FuncAnimation\n",
+ "\n",
+ "import numpy as np\n",
+ "\n",
+ "proj_dir = Path.cwd().parent\n",
+ "proj_dir"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "fbec8bf2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import sys\n",
+ "sys.path.append(str(proj_dir))\n",
+ "\n",
+ "from shotshaper.projectile import DiscGolfDisc\n",
+ "from app.visualize_disc import get_stl, get_plot"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "id": "3fae5e12",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "disc_names = {\n",
+ " 'Innova Wraith': 'dd2',\n",
+ " 'Innova Firebird': 'cd1',\n",
+ " 'Innova Roadrunner': 'cd5',\n",
+ " 'Innova Fairway Driver': 'fd2',\n",
+ " }\n",
+ "disc_name = 'dd2'\n",
+ "\n",
+ "U = 24.2\n",
+ "omega = 116.8\n",
+ "z0 = 1.3\n",
+ "pos = np.array((0, 0, z0))\n",
+ "pitch = 15.5\n",
+ "nose = 0.0\n",
+ "roll = 14.7\n",
+ "\n",
+ "disc_dict = DiscGolfDisc(disc_name)\n",
+ "\n",
+ "shot = disc_dict.shoot(speed=U, omega=omega, pitch=pitch,\n",
+ " position=pos, nose_angle=nose, roll_angle=roll)\n",
+ "\n",
+ "# Plot trajectory\n",
+ "x, y, z = shot.position"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "id": "3197d909",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "reverse=True"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "id": "cb495cca",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "if reverse:\n",
+ " x,y = y,x"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "id": "ddd260f0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import plotly.io as pio\n",
+ "\n",
+ "pio.templates.default = \"seaborn\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "5d8db99e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "line": {
+ "color": "black",
+ "width": 1
+ },
+ "mode": "lines",
+ "type": "scatter",
+ "x": [
+ 0,
+ 0.0010983589941245442,
+ 0.00427619745063529,
+ 0.009365653406349208,
+ 0.016205620162965298,
+ 0.02463844175531675,
+ 0.034508742586064935,
+ 0.04566244978621435,
+ 0.057946701262729224,
+ 0.0712098456985336,
+ 0.08530144255251122,
+ 0.1000706867945729,
+ 0.11536754138326388,
+ 0.13105196805892474,
+ 0.14698472581081257,
+ 0.16302667989274092,
+ 0.17903880182307982,
+ 0.19488216938475592,
+ 0.21042010093238206,
+ 0.2255303918040158,
+ 0.2400941529618775,
+ 0.2539941125955256,
+ 0.26711510792876336,
+ 0.27934408521963855,
+ 0.29057009976044373,
+ 0.300685743957656,
+ 0.309593655450644,
+ 0.31719802747772946,
+ 0.3234076468096852,
+ 0.32813661323363996,
+ 0.3313043395530784,
+ 0.33283555158784134,
+ 0.3326602881741255,
+ 0.33071390116448374,
+ 0.3269370554278247,
+ 0.3212757288494131,
+ 0.3136930280801147,
+ 0.3041588254540771,
+ 0.29262071076803087,
+ 0.27903290120181323,
+ 0.26335685051262864,
+ 0.2455612490350489,
+ 0.22562202368101322,
+ 0.20352233793982843,
+ 0.1792525918781689,
+ 0.1528104221400761,
+ 0.12420070194695887,
+ 0.09343554109759394,
+ 0.060534285968125434,
+ 0.025520046231359828,
+ -0.011616497219535962,
+ -0.050888014639398266,
+ -0.092298715172146,
+ -0.1358469561082469,
+ -0.18152524288471686,
+ -0.22932022908511934,
+ -0.27921271643956597,
+ -0.3311776548247172,
+ -0.38518414226378156,
+ -0.44119542492651537,
+ -0.49916889712922247,
+ -0.5590561013347564,
+ -0.6208029971066803,
+ -0.6844038687076884,
+ -0.7498500581699944,
+ -0.8170979263286259,
+ -0.8861037874492588,
+ -0.9568239092282187,
+ -1.0292145127924766,
+ -1.1032317726996548,
+ -1.1788318169380245,
+ -1.2559707269265017,
+ -1.3346045375146547,
+ -1.4146892369826987,
+ -1.4961807670414977,
+ -1.5790349940802104,
+ -1.663201610016293,
+ -1.7486203851470916,
+ -1.8352310774273644,
+ -1.9229738365440703,
+ -2.0117892039163756,
+ -2.1016181126956495,
+ -2.1924018877654654,
+ -2.284082245741601,
+ -2.3766012949720365,
+ -2.469901535536957,
+ -2.5639258592487546,
+ -2.6586175496520195,
+ -2.7539172698514673,
+ -2.849738649150951,
+ -2.9460074195778514,
+ -3.0426525381277245,
+ -3.139600594522026,
+ -3.2367758112081173,
+ -3.334100043359261,
+ -3.4314927788746195,
+ -3.5288711383792597,
+ -3.6261498752241508,
+ -3.7232413754861624,
+ -3.82005565796807,
+ -3.9165003741985442,
+ -4.012479933302324,
+ -4.107895462246632,
+ -4.202649239569367,
+ -4.296642196632203,
+ -4.38977375741116,
+ -4.481941838496603,
+ -4.573042849093244,
+ -4.662971691020136,
+ -4.751621758710683,
+ -4.838884939212635,
+ -4.924651612188081,
+ -5.008812097338238,
+ -5.091257117468792,
+ -5.171874219913148,
+ -5.250550441340474,
+ -5.3271723824195005,
+ -5.401626207818531,
+ -5.473797646205435,
+ -5.543571990247649,
+ -5.610834096612183,
+ -5.675468385965606,
+ -5.737369241314975,
+ -5.796446642679979,
+ -5.85256219189122,
+ -5.9055778527653295,
+ -5.955360459130243,
+ -6.001781714825189,
+ -6.044718193700705,
+ -6.0840513396186235,
+ -6.1196674664520785,
+ -6.151457758085507,
+ -6.179318268414645,
+ -6.2031499213465295,
+ -6.222858510799498,
+ -6.238354700703189,
+ -6.24955437206703,
+ -6.256366374568064,
+ -6.258646894373072,
+ -6.256251275277718,
+ -6.249047374496844,
+ -6.236915562664473,
+ -6.219748723833799,
+ -6.197452255477199,
+ -6.169944068486224,
+ -6.137154587171603,
+ -6.099026749263243,
+ -6.055516005910229,
+ -6.006590321680821,
+ -5.952229825670214,
+ -5.892380072941787,
+ -5.826923824892067,
+ -5.755756224847247,
+ -5.678789891904708,
+ -5.595954920933018,
+ -5.50719888257192,
+ -5.412486823232352,
+ -5.311801265096435,
+ -5.205142206117466,
+ -5.092527120019939,
+ -4.973990956299522,
+ -4.849586140223074,
+ -4.719354475843899,
+ -4.583208148390372,
+ -4.441112388067696,
+ -4.29305394005681,
+ -4.13903018566233,
+ -3.979049142312538,
+ -3.813129463559366,
+ -3.6413004390784236,
+ -3.463601994668987,
+ -3.2800846922539804,
+ -3.090809729880008,
+ -2.8958489417173405,
+ -2.695284798059895,
+ -2.4891579829150476,
+ -2.277343750099553,
+ -2.0598344687027206,
+ -1.8366472712998312,
+ -1.6078115870720198,
+ -1.3733691418063179,
+ -1.133373957895606,
+ -0.8878923543386541,
+ -0.6370029467401079,
+ -0.3807966473104645,
+ -0.11937639690606999,
+ 0.14717296430808147,
+ 0.41881412230523896,
+ 0.6955117076484528,
+ 0.9772268376846887,
+ 1.2639171165448508,
+ 1.5555366351437314,
+ 1.8520359711800665,
+ 2.1533621891364882,
+ 2.4594592205203734,
+ 2.770297047266685,
+ 3.0858540420102143,
+ 3.4060987168050487,
+ 3.731000097941278,
+ 4.060527725945029
+ ],
+ "y": [
+ 0,
+ 0.8009254237823245,
+ 1.5960792856623531,
+ 2.385475597072574,
+ 3.169107926495013,
+ 3.9469627091118635,
+ 4.719064738594156,
+ 5.485428489174774,
+ 6.246054659859775,
+ 7.000930174428392,
+ 7.750028181433031,
+ 8.493321800844054,
+ 9.230848303648116,
+ 9.962640419188402,
+ 10.688721135726254,
+ 11.409106100281491,
+ 12.12380361863239,
+ 12.832814655315694,
+ 13.536141526069686,
+ 14.233827708840856,
+ 14.92590791962178,
+ 15.612412172842994,
+ 16.29336837171016,
+ 16.968802308204065,
+ 17.638737663080626,
+ 18.303197772284673,
+ 18.96221687393142,
+ 19.615831094811565,
+ 20.264078251103,
+ 20.906998493476177,
+ 21.54463430709409,
+ 22.177030511612276,
+ 22.804234261178824,
+ 23.42629504443437,
+ 24.043264684512103,
+ 24.65519733903775,
+ 25.262152267131423,
+ 25.864181722662728,
+ 26.461325266599058,
+ 27.05362363907989,
+ 27.641118986264335,
+ 28.223854860331127,
+ 28.801876219478636,
+ 29.375229427924843,
+ 29.943962255907365,
+ 30.508123879683442,
+ 31.067764881529943,
+ 31.622937249743355,
+ 32.173694378639794,
+ 32.72009218738413,
+ 33.26218010702771,
+ 33.799977667389044,
+ 34.3335034093641,
+ 34.8627786915446,
+ 35.387827690218025,
+ 35.90867739936762,
+ 36.42535763067235,
+ 36.93790101350698,
+ 37.446342994942015,
+ 37.95072183974371,
+ 38.45107863037406,
+ 38.94745726699086,
+ 39.43990427792595,
+ 39.928431407790036,
+ 40.41305297902097,
+ 40.893806661689624,
+ 41.37072840442675,
+ 41.84385243442295,
+ 42.31321125742866,
+ 42.7788356577542,
+ 43.24075469826971,
+ 43.6989957204052,
+ 44.15358434415054,
+ 44.60454446805543,
+ 45.05189826922945,
+ 45.49566630651224,
+ 45.93588056745503,
+ 46.3725796919581,
+ 46.80579821530137,
+ 47.235570987770096,
+ 47.661933174654884,
+ 48.08492025625169,
+ 48.50456802786183,
+ 48.92091259979195,
+ 49.33399039735404,
+ 49.74383816086546,
+ 50.15049294564891,
+ 50.553992122032405,
+ 50.954374617417564,
+ 51.35169287353763,
+ 51.74599726604182,
+ 52.13733557974711,
+ 52.525754923163895,
+ 52.91130172849604,
+ 53.294021751640855,
+ 53.67396007218908,
+ 54.051161093424916,
+ 54.425668542325994,
+ 54.79752546956339,
+ 55.16677424950164,
+ 55.53345658019872,
+ 55.89760865798415,
+ 56.25925895103407,
+ 56.6184500510062,
+ 56.97522530669493,
+ 57.32962796938487,
+ 57.681701192850845,
+ 58.03148803335787,
+ 58.37903144966116,
+ 58.724374303006165,
+ 59.06755935712853,
+ 59.40862927825411,
+ 59.74762542292647,
+ 60.084589296713986,
+ 60.41956528121868,
+ 60.75259695310655,
+ 61.083727002184034,
+ 61.412997231398116,
+ 61.74044855683622,
+ 62.06612100772625,
+ 62.390053726436626,
+ 62.712284968476226,
+ 63.03284998497459,
+ 63.351776987950316,
+ 63.66909935696007,
+ 63.984848949806604,
+ 64.29905533513912,
+ 64.61174579245314,
+ 64.92294531209069,
+ 65.23267659524016,
+ 65.54096005393635,
+ 65.84781381106046,
+ 66.15325370034014,
+ 66.45729326634941,
+ 66.7599437645087,
+ 67.06121416108488,
+ 67.36111123046317,
+ 67.6596393484896,
+ 67.95679201680211,
+ 68.25255805236169,
+ 68.54692390182664,
+ 68.83987364155264,
+ 69.1313889775927,
+ 69.4214492456972,
+ 69.71003141131382,
+ 69.99711006958765,
+ 70.28265744536107,
+ 70.56664339317383,
+ 70.84903539726304,
+ 71.12979877804013,
+ 71.4089013037207,
+ 71.68628709809721,
+ 71.9618920961067,
+ 72.23565387870656,
+ 72.50751167287468,
+ 72.77740635160949,
+ 73.0452804339298,
+ 73.31107808487492,
+ 73.57474511550464,
+ 73.8362289828992,
+ 74.09547879015935,
+ 74.35244528640624,
+ 74.60707597251024,
+ 74.85929376642193,
+ 75.10903033701548,
+ 75.35622269709795,
+ 75.60081139525005,
+ 75.84274051582622,
+ 76.08195767895464,
+ 76.31841404053715,
+ 76.55206429224933,
+ 76.78286666154047,
+ 77.01078291163358,
+ 77.23577834152536,
+ 77.45782178598624,
+ 77.67686626514661,
+ 77.89279917306106,
+ 78.10554900769742,
+ 78.31505799671363,
+ 78.52127773038842,
+ 78.72416916162125,
+ 78.9237026059323,
+ 79.11985774146251,
+ 79.31262360897355,
+ 79.50199861184787,
+ 79.68799051389001,
+ 79.87060499112509,
+ 80.04982419888624,
+ 80.22562876649116,
+ 80.39800223908368,
+ 80.56693107763384,
+ 80.73240465893781,
+ 80.89441527561794,
+ 81.05295813612273,
+ 81.2080312693581,
+ 81.35962836017158,
+ 81.50774318088123,
+ 81.65237333039319,
+ 81.79351749445702,
+ 81.9311754456657
+ ]
+ },
+ {
+ "marker": {
+ "color": [
+ 1.3,
+ 1.5209323692530852,
+ 1.7379504943362472,
+ 1.9511645303797363,
+ 2.1607246729084886,
+ 2.36679884101108,
+ 2.569448068987617,
+ 2.768759133677192,
+ 2.9648542438730994,
+ 3.1578910403228377,
+ 3.3480625957281083,
+ 3.535562447776559,
+ 3.720413701461157,
+ 3.902642533735428,
+ 4.08230024360506,
+ 4.259457522419323,
+ 4.434204453871075,
+ 4.606650513996753,
+ 4.7769005425345075,
+ 4.944942634483472,
+ 5.110785388374909,
+ 5.274449055858441,
+ 5.435958505567465,
+ 5.595343223119146,
+ 5.752637311114429,
+ 5.907872785410262,
+ 6.061041957137692,
+ 6.212138359914943,
+ 6.361154727136652,
+ 6.50808028388185,
+ 6.652900746913956,
+ 6.795598324680785,
+ 6.936151717314541,
+ 7.07453611663182,
+ 7.210723206133611,
+ 7.344681161005296,
+ 7.476350724079777,
+ 7.6056840196598845,
+ 7.732699751596999,
+ 7.857410805635951,
+ 7.9798228549524435,
+ 8.099934360153055,
+ 8.217736569275237,
+ 8.333213517787309,
+ 8.446342028588468,
+ 8.55709171200878,
+ 8.665424965809189,
+ 8.771296975181507,
+ 8.874655712748417,
+ 8.975443593158214,
+ 9.073661898850656,
+ 9.169387060799691,
+ 9.262688525057053,
+ 9.353623128922314,
+ 9.442235100942883,
+ 9.52855606091401,
+ 9.612605019878778,
+ 9.694388380128117,
+ 9.773899935200793,
+ 9.851120869883406,
+ 9.9260197602104,
+ 9.998552573464055,
+ 10.068663641574643,
+ 10.136479415998386,
+ 10.202119293215837,
+ 10.265582739596592,
+ 10.32687664299534,
+ 10.386015312751848,
+ 10.443020479690974,
+ 10.49792129612266,
+ 10.550754335841937,
+ 10.601563594128917,
+ 10.650400487748803,
+ 10.697323854951879,
+ 10.74239995547352,
+ 10.785702071972553,
+ 10.827258548203995,
+ 10.867068837028187,
+ 10.905150659630374,
+ 10.941524110862662,
+ 10.976211659244019,
+ 11.009238146960268,
+ 11.040630789864103,
+ 11.070419177475072,
+ 11.098635272979589,
+ 11.125313413230925,
+ 11.150490308749216,
+ 11.174205043721459,
+ 11.19648876304176,
+ 11.217279914415831,
+ 11.23656242412488,
+ 11.254342447726987,
+ 11.270629736804947,
+ 11.28543763896628,
+ 11.298783097843222,
+ 11.310686653092723,
+ 11.32117244039646,
+ 11.330268191460817,
+ 11.338005234016904,
+ 11.34441849182055,
+ 11.349546484652297,
+ 11.353441754996625,
+ 11.35616148865276,
+ 11.357719068368699,
+ 11.358126536736089,
+ 11.357396843168235,
+ 11.355543843900099,
+ 11.352582301988297,
+ 11.348527887311107,
+ 11.343397176568462,
+ 11.337207653281952,
+ 11.329977707794827,
+ 11.321704660920405,
+ 11.312354314344036,
+ 11.301922965750713,
+ 11.290403311836899,
+ 11.277783382434315,
+ 11.26404654050992,
+ 11.249171482165936,
+ 11.233132236639825,
+ 11.215898166304305,
+ 11.19743396666734,
+ 11.177678861559363,
+ 11.156540067957518,
+ 11.134023021813956,
+ 11.11012918189388,
+ 11.084846780990143,
+ 11.05815082592324,
+ 11.03000309754131,
+ 11.00035215072014,
+ 10.969133314363155,
+ 10.936268691401429,
+ 10.901667158793678,
+ 10.865224367526263,
+ 10.826822742613192,
+ 10.786331483096115,
+ 10.74360895875499,
+ 10.698601492235799,
+ 10.651303047964893,
+ 10.601678243046502,
+ 10.549677020828101,
+ 10.495234650900425,
+ 10.438271729097455,
+ 10.378694177496422,
+ 10.31639324441781,
+ 10.251245504425356,
+ 10.183112858326046,
+ 10.111842533170115,
+ 10.037267082251057,
+ 9.959205894705523,
+ 9.877581137899316,
+ 9.79237896544146,
+ 9.703547674922588,
+ 9.611023665983495,
+ 9.514731440315144,
+ 9.414583601658641,
+ 9.310480855805265,
+ 9.202312010596453,
+ 9.08995397592379,
+ 8.973271763729034,
+ 8.852118488004091,
+ 8.726335364791039,
+ 8.595787291013197,
+ 8.460502957393023,
+ 8.320439389581793,
+ 8.175534605633603,
+ 8.025722108093406,
+ 7.870930883996998,
+ 7.711085404871009,
+ 7.546105626732926,
+ 7.375906990091082,
+ 7.200400419944639,
+ 7.019492325783618,
+ 6.8330846015888875,
+ 6.641074625832142,
+ 6.443410629542258,
+ 6.240225395969214,
+ 6.03153690892241,
+ 5.8173414981922855,
+ 5.597626847082848,
+ 5.3723719924117175,
+ 5.141547324510075,
+ 4.905114587222707,
+ 4.663026877907989,
+ 4.415228647437864,
+ 4.161655696607112,
+ 3.9022546228863275,
+ 3.6370188467518987,
+ 3.365949402304829,
+ 3.08904707405606,
+ 2.806312396926447,
+ 2.5177456562468095,
+ 2.2233468877578764,
+ 1.923115877610332,
+ 1.6170524149095176,
+ 1.3051749454539563,
+ 0.9875079465076095,
+ 0.6640724603393158,
+ 0.3348934901354721,
+ -2.220446049250313E-16
+ ],
+ "showscale": true,
+ "size": 3
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0,
+ 0.0010983589941245442,
+ 0.00427619745063529,
+ 0.009365653406349208,
+ 0.016205620162965298,
+ 0.02463844175531675,
+ 0.034508742586064935,
+ 0.04566244978621435,
+ 0.057946701262729224,
+ 0.0712098456985336,
+ 0.08530144255251122,
+ 0.1000706867945729,
+ 0.11536754138326388,
+ 0.13105196805892474,
+ 0.14698472581081257,
+ 0.16302667989274092,
+ 0.17903880182307982,
+ 0.19488216938475592,
+ 0.21042010093238206,
+ 0.2255303918040158,
+ 0.2400941529618775,
+ 0.2539941125955256,
+ 0.26711510792876336,
+ 0.27934408521963855,
+ 0.29057009976044373,
+ 0.300685743957656,
+ 0.309593655450644,
+ 0.31719802747772946,
+ 0.3234076468096852,
+ 0.32813661323363996,
+ 0.3313043395530784,
+ 0.33283555158784134,
+ 0.3326602881741255,
+ 0.33071390116448374,
+ 0.3269370554278247,
+ 0.3212757288494131,
+ 0.3136930280801147,
+ 0.3041588254540771,
+ 0.29262071076803087,
+ 0.27903290120181323,
+ 0.26335685051262864,
+ 0.2455612490350489,
+ 0.22562202368101322,
+ 0.20352233793982843,
+ 0.1792525918781689,
+ 0.1528104221400761,
+ 0.12420070194695887,
+ 0.09343554109759394,
+ 0.060534285968125434,
+ 0.025520046231359828,
+ -0.011616497219535962,
+ -0.050888014639398266,
+ -0.092298715172146,
+ -0.1358469561082469,
+ -0.18152524288471686,
+ -0.22932022908511934,
+ -0.27921271643956597,
+ -0.3311776548247172,
+ -0.38518414226378156,
+ -0.44119542492651537,
+ -0.49916889712922247,
+ -0.5590561013347564,
+ -0.6208029971066803,
+ -0.6844038687076884,
+ -0.7498500581699944,
+ -0.8170979263286259,
+ -0.8861037874492588,
+ -0.9568239092282187,
+ -1.0292145127924766,
+ -1.1032317726996548,
+ -1.1788318169380245,
+ -1.2559707269265017,
+ -1.3346045375146547,
+ -1.4146892369826987,
+ -1.4961807670414977,
+ -1.5790349940802104,
+ -1.663201610016293,
+ -1.7486203851470916,
+ -1.8352310774273644,
+ -1.9229738365440703,
+ -2.0117892039163756,
+ -2.1016181126956495,
+ -2.1924018877654654,
+ -2.284082245741601,
+ -2.3766012949720365,
+ -2.469901535536957,
+ -2.5639258592487546,
+ -2.6586175496520195,
+ -2.7539172698514673,
+ -2.849738649150951,
+ -2.9460074195778514,
+ -3.0426525381277245,
+ -3.139600594522026,
+ -3.2367758112081173,
+ -3.334100043359261,
+ -3.4314927788746195,
+ -3.5288711383792597,
+ -3.6261498752241508,
+ -3.7232413754861624,
+ -3.82005565796807,
+ -3.9165003741985442,
+ -4.012479933302324,
+ -4.107895462246632,
+ -4.202649239569367,
+ -4.296642196632203,
+ -4.38977375741116,
+ -4.481941838496603,
+ -4.573042849093244,
+ -4.662971691020136,
+ -4.751621758710683,
+ -4.838884939212635,
+ -4.924651612188081,
+ -5.008812097338238,
+ -5.091257117468792,
+ -5.171874219913148,
+ -5.250550441340474,
+ -5.3271723824195005,
+ -5.401626207818531,
+ -5.473797646205435,
+ -5.543571990247649,
+ -5.610834096612183,
+ -5.675468385965606,
+ -5.737369241314975,
+ -5.796446642679979,
+ -5.85256219189122,
+ -5.9055778527653295,
+ -5.955360459130243,
+ -6.001781714825189,
+ -6.044718193700705,
+ -6.0840513396186235,
+ -6.1196674664520785,
+ -6.151457758085507,
+ -6.179318268414645,
+ -6.2031499213465295,
+ -6.222858510799498,
+ -6.238354700703189,
+ -6.24955437206703,
+ -6.256366374568064,
+ -6.258646894373072,
+ -6.256251275277718,
+ -6.249047374496844,
+ -6.236915562664473,
+ -6.219748723833799,
+ -6.197452255477199,
+ -6.169944068486224,
+ -6.137154587171603,
+ -6.099026749263243,
+ -6.055516005910229,
+ -6.006590321680821,
+ -5.952229825670214,
+ -5.892380072941787,
+ -5.826923824892067,
+ -5.755756224847247,
+ -5.678789891904708,
+ -5.595954920933018,
+ -5.50719888257192,
+ -5.412486823232352,
+ -5.311801265096435,
+ -5.205142206117466,
+ -5.092527120019939,
+ -4.973990956299522,
+ -4.849586140223074,
+ -4.719354475843899,
+ -4.583208148390372,
+ -4.441112388067696,
+ -4.29305394005681,
+ -4.13903018566233,
+ -3.979049142312538,
+ -3.813129463559366,
+ -3.6413004390784236,
+ -3.463601994668987,
+ -3.2800846922539804,
+ -3.090809729880008,
+ -2.8958489417173405,
+ -2.695284798059895,
+ -2.4891579829150476,
+ -2.277343750099553,
+ -2.0598344687027206,
+ -1.8366472712998312,
+ -1.6078115870720198,
+ -1.3733691418063179,
+ -1.133373957895606,
+ -0.8878923543386541,
+ -0.6370029467401079,
+ -0.3807966473104645,
+ -0.11937639690606999,
+ 0.14717296430808147,
+ 0.41881412230523896,
+ 0.6955117076484528,
+ 0.9772268376846887,
+ 1.2639171165448508,
+ 1.5555366351437314,
+ 1.8520359711800665,
+ 2.1533621891364882,
+ 2.4594592205203734,
+ 2.770297047266685,
+ 3.0858540420102143,
+ 3.4060987168050487,
+ 3.731000097941278,
+ 4.060527725945029
+ ],
+ "y": [
+ 0,
+ 0.8009254237823245,
+ 1.5960792856623531,
+ 2.385475597072574,
+ 3.169107926495013,
+ 3.9469627091118635,
+ 4.719064738594156,
+ 5.485428489174774,
+ 6.246054659859775,
+ 7.000930174428392,
+ 7.750028181433031,
+ 8.493321800844054,
+ 9.230848303648116,
+ 9.962640419188402,
+ 10.688721135726254,
+ 11.409106100281491,
+ 12.12380361863239,
+ 12.832814655315694,
+ 13.536141526069686,
+ 14.233827708840856,
+ 14.92590791962178,
+ 15.612412172842994,
+ 16.29336837171016,
+ 16.968802308204065,
+ 17.638737663080626,
+ 18.303197772284673,
+ 18.96221687393142,
+ 19.615831094811565,
+ 20.264078251103,
+ 20.906998493476177,
+ 21.54463430709409,
+ 22.177030511612276,
+ 22.804234261178824,
+ 23.42629504443437,
+ 24.043264684512103,
+ 24.65519733903775,
+ 25.262152267131423,
+ 25.864181722662728,
+ 26.461325266599058,
+ 27.05362363907989,
+ 27.641118986264335,
+ 28.223854860331127,
+ 28.801876219478636,
+ 29.375229427924843,
+ 29.943962255907365,
+ 30.508123879683442,
+ 31.067764881529943,
+ 31.622937249743355,
+ 32.173694378639794,
+ 32.72009218738413,
+ 33.26218010702771,
+ 33.799977667389044,
+ 34.3335034093641,
+ 34.8627786915446,
+ 35.387827690218025,
+ 35.90867739936762,
+ 36.42535763067235,
+ 36.93790101350698,
+ 37.446342994942015,
+ 37.95072183974371,
+ 38.45107863037406,
+ 38.94745726699086,
+ 39.43990427792595,
+ 39.928431407790036,
+ 40.41305297902097,
+ 40.893806661689624,
+ 41.37072840442675,
+ 41.84385243442295,
+ 42.31321125742866,
+ 42.7788356577542,
+ 43.24075469826971,
+ 43.6989957204052,
+ 44.15358434415054,
+ 44.60454446805543,
+ 45.05189826922945,
+ 45.49566630651224,
+ 45.93588056745503,
+ 46.3725796919581,
+ 46.80579821530137,
+ 47.235570987770096,
+ 47.661933174654884,
+ 48.08492025625169,
+ 48.50456802786183,
+ 48.92091259979195,
+ 49.33399039735404,
+ 49.74383816086546,
+ 50.15049294564891,
+ 50.553992122032405,
+ 50.954374617417564,
+ 51.35169287353763,
+ 51.74599726604182,
+ 52.13733557974711,
+ 52.525754923163895,
+ 52.91130172849604,
+ 53.294021751640855,
+ 53.67396007218908,
+ 54.051161093424916,
+ 54.425668542325994,
+ 54.79752546956339,
+ 55.16677424950164,
+ 55.53345658019872,
+ 55.89760865798415,
+ 56.25925895103407,
+ 56.6184500510062,
+ 56.97522530669493,
+ 57.32962796938487,
+ 57.681701192850845,
+ 58.03148803335787,
+ 58.37903144966116,
+ 58.724374303006165,
+ 59.06755935712853,
+ 59.40862927825411,
+ 59.74762542292647,
+ 60.084589296713986,
+ 60.41956528121868,
+ 60.75259695310655,
+ 61.083727002184034,
+ 61.412997231398116,
+ 61.74044855683622,
+ 62.06612100772625,
+ 62.390053726436626,
+ 62.712284968476226,
+ 63.03284998497459,
+ 63.351776987950316,
+ 63.66909935696007,
+ 63.984848949806604,
+ 64.29905533513912,
+ 64.61174579245314,
+ 64.92294531209069,
+ 65.23267659524016,
+ 65.54096005393635,
+ 65.84781381106046,
+ 66.15325370034014,
+ 66.45729326634941,
+ 66.7599437645087,
+ 67.06121416108488,
+ 67.36111123046317,
+ 67.6596393484896,
+ 67.95679201680211,
+ 68.25255805236169,
+ 68.54692390182664,
+ 68.83987364155264,
+ 69.1313889775927,
+ 69.4214492456972,
+ 69.71003141131382,
+ 69.99711006958765,
+ 70.28265744536107,
+ 70.56664339317383,
+ 70.84903539726304,
+ 71.12979877804013,
+ 71.4089013037207,
+ 71.68628709809721,
+ 71.9618920961067,
+ 72.23565387870656,
+ 72.50751167287468,
+ 72.77740635160949,
+ 73.0452804339298,
+ 73.31107808487492,
+ 73.57474511550464,
+ 73.8362289828992,
+ 74.09547879015935,
+ 74.35244528640624,
+ 74.60707597251024,
+ 74.85929376642193,
+ 75.10903033701548,
+ 75.35622269709795,
+ 75.60081139525005,
+ 75.84274051582622,
+ 76.08195767895464,
+ 76.31841404053715,
+ 76.55206429224933,
+ 76.78286666154047,
+ 77.01078291163358,
+ 77.23577834152536,
+ 77.45782178598624,
+ 77.67686626514661,
+ 77.89279917306106,
+ 78.10554900769742,
+ 78.31505799671363,
+ 78.52127773038842,
+ 78.72416916162125,
+ 78.9237026059323,
+ 79.11985774146251,
+ 79.31262360897355,
+ 79.50199861184787,
+ 79.68799051389001,
+ 79.87060499112509,
+ 80.04982419888624,
+ 80.22562876649116,
+ 80.39800223908368,
+ 80.56693107763384,
+ 80.73240465893781,
+ 80.89441527561794,
+ 81.05295813612273,
+ 81.2080312693581,
+ 81.35962836017158,
+ 81.50774318088123,
+ 81.65237333039319,
+ 81.79351749445702,
+ 81.9311754456657
+ ]
+ }
+ ],
+ "frames": [
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0
+ ],
+ "y": [
+ 0
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.0010983589941245442
+ ],
+ "y": [
+ 0.8009254237823245
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.00427619745063529
+ ],
+ "y": [
+ 1.5960792856623531
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.009365653406349208
+ ],
+ "y": [
+ 2.385475597072574
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.016205620162965298
+ ],
+ "y": [
+ 3.169107926495013
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.02463844175531675
+ ],
+ "y": [
+ 3.9469627091118635
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.034508742586064935
+ ],
+ "y": [
+ 4.719064738594156
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.04566244978621435
+ ],
+ "y": [
+ 5.485428489174774
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.057946701262729224
+ ],
+ "y": [
+ 6.246054659859775
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.0712098456985336
+ ],
+ "y": [
+ 7.000930174428392
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.08530144255251122
+ ],
+ "y": [
+ 7.750028181433031
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.1000706867945729
+ ],
+ "y": [
+ 8.493321800844054
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.11536754138326388
+ ],
+ "y": [
+ 9.230848303648116
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.13105196805892474
+ ],
+ "y": [
+ 9.962640419188402
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.14698472581081257
+ ],
+ "y": [
+ 10.688721135726254
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.16302667989274092
+ ],
+ "y": [
+ 11.409106100281491
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.17903880182307982
+ ],
+ "y": [
+ 12.12380361863239
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.19488216938475592
+ ],
+ "y": [
+ 12.832814655315694
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.21042010093238206
+ ],
+ "y": [
+ 13.536141526069686
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.2255303918040158
+ ],
+ "y": [
+ 14.233827708840856
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.2400941529618775
+ ],
+ "y": [
+ 14.92590791962178
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.2539941125955256
+ ],
+ "y": [
+ 15.612412172842994
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.26711510792876336
+ ],
+ "y": [
+ 16.29336837171016
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.27934408521963855
+ ],
+ "y": [
+ 16.968802308204065
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.29057009976044373
+ ],
+ "y": [
+ 17.638737663080626
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.300685743957656
+ ],
+ "y": [
+ 18.303197772284673
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.309593655450644
+ ],
+ "y": [
+ 18.96221687393142
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.31719802747772946
+ ],
+ "y": [
+ 19.615831094811565
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.3234076468096852
+ ],
+ "y": [
+ 20.264078251103
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.32813661323363996
+ ],
+ "y": [
+ 20.906998493476177
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.3313043395530784
+ ],
+ "y": [
+ 21.54463430709409
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.33283555158784134
+ ],
+ "y": [
+ 22.177030511612276
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.3326602881741255
+ ],
+ "y": [
+ 22.804234261178824
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.33071390116448374
+ ],
+ "y": [
+ 23.42629504443437
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.3269370554278247
+ ],
+ "y": [
+ 24.043264684512103
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.3212757288494131
+ ],
+ "y": [
+ 24.65519733903775
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.3136930280801147
+ ],
+ "y": [
+ 25.262152267131423
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.3041588254540771
+ ],
+ "y": [
+ 25.864181722662728
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.29262071076803087
+ ],
+ "y": [
+ 26.461325266599058
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.27903290120181323
+ ],
+ "y": [
+ 27.05362363907989
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.26335685051262864
+ ],
+ "y": [
+ 27.641118986264335
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.2455612490350489
+ ],
+ "y": [
+ 28.223854860331127
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.22562202368101322
+ ],
+ "y": [
+ 28.801876219478636
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.20352233793982843
+ ],
+ "y": [
+ 29.375229427924843
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.1792525918781689
+ ],
+ "y": [
+ 29.943962255907365
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.1528104221400761
+ ],
+ "y": [
+ 30.508123879683442
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.12420070194695887
+ ],
+ "y": [
+ 31.067764881529943
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.09343554109759394
+ ],
+ "y": [
+ 31.622937249743355
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.060534285968125434
+ ],
+ "y": [
+ 32.173694378639794
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.025520046231359828
+ ],
+ "y": [
+ 32.72009218738413
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.011616497219535962
+ ],
+ "y": [
+ 33.26218010702771
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.050888014639398266
+ ],
+ "y": [
+ 33.799977667389044
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.092298715172146
+ ],
+ "y": [
+ 34.3335034093641
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.1358469561082469
+ ],
+ "y": [
+ 34.8627786915446
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.18152524288471686
+ ],
+ "y": [
+ 35.387827690218025
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.22932022908511934
+ ],
+ "y": [
+ 35.90867739936762
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.27921271643956597
+ ],
+ "y": [
+ 36.42535763067235
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.3311776548247172
+ ],
+ "y": [
+ 36.93790101350698
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.38518414226378156
+ ],
+ "y": [
+ 37.446342994942015
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.44119542492651537
+ ],
+ "y": [
+ 37.95072183974371
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.49916889712922247
+ ],
+ "y": [
+ 38.45107863037406
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.5590561013347564
+ ],
+ "y": [
+ 38.94745726699086
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.6208029971066803
+ ],
+ "y": [
+ 39.43990427792595
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.6844038687076884
+ ],
+ "y": [
+ 39.928431407790036
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.7498500581699944
+ ],
+ "y": [
+ 40.41305297902097
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.8170979263286259
+ ],
+ "y": [
+ 40.893806661689624
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.8861037874492588
+ ],
+ "y": [
+ 41.37072840442675
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.9568239092282187
+ ],
+ "y": [
+ 41.84385243442295
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.0292145127924766
+ ],
+ "y": [
+ 42.31321125742866
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.1032317726996548
+ ],
+ "y": [
+ 42.7788356577542
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.1788318169380245
+ ],
+ "y": [
+ 43.24075469826971
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.2559707269265017
+ ],
+ "y": [
+ 43.6989957204052
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.3346045375146547
+ ],
+ "y": [
+ 44.15358434415054
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.4146892369826987
+ ],
+ "y": [
+ 44.60454446805543
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.4961807670414977
+ ],
+ "y": [
+ 45.05189826922945
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.5790349940802104
+ ],
+ "y": [
+ 45.49566630651224
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.663201610016293
+ ],
+ "y": [
+ 45.93588056745503
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.7486203851470916
+ ],
+ "y": [
+ 46.3725796919581
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.8352310774273644
+ ],
+ "y": [
+ 46.80579821530137
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.9229738365440703
+ ],
+ "y": [
+ 47.235570987770096
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.0117892039163756
+ ],
+ "y": [
+ 47.661933174654884
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.1016181126956495
+ ],
+ "y": [
+ 48.08492025625169
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.1924018877654654
+ ],
+ "y": [
+ 48.50456802786183
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.284082245741601
+ ],
+ "y": [
+ 48.92091259979195
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.3766012949720365
+ ],
+ "y": [
+ 49.33399039735404
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.469901535536957
+ ],
+ "y": [
+ 49.74383816086546
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.5639258592487546
+ ],
+ "y": [
+ 50.15049294564891
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.6586175496520195
+ ],
+ "y": [
+ 50.553992122032405
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.7539172698514673
+ ],
+ "y": [
+ 50.954374617417564
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.849738649150951
+ ],
+ "y": [
+ 51.35169287353763
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.9460074195778514
+ ],
+ "y": [
+ 51.74599726604182
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.0426525381277245
+ ],
+ "y": [
+ 52.13733557974711
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.139600594522026
+ ],
+ "y": [
+ 52.525754923163895
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.2367758112081173
+ ],
+ "y": [
+ 52.91130172849604
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.334100043359261
+ ],
+ "y": [
+ 53.294021751640855
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.4314927788746195
+ ],
+ "y": [
+ 53.67396007218908
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.5288711383792597
+ ],
+ "y": [
+ 54.051161093424916
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.6261498752241508
+ ],
+ "y": [
+ 54.425668542325994
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.7232413754861624
+ ],
+ "y": [
+ 54.79752546956339
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.82005565796807
+ ],
+ "y": [
+ 55.16677424950164
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.9165003741985442
+ ],
+ "y": [
+ 55.53345658019872
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.012479933302324
+ ],
+ "y": [
+ 55.89760865798415
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.107895462246632
+ ],
+ "y": [
+ 56.25925895103407
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.202649239569367
+ ],
+ "y": [
+ 56.6184500510062
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.296642196632203
+ ],
+ "y": [
+ 56.97522530669493
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.38977375741116
+ ],
+ "y": [
+ 57.32962796938487
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.481941838496603
+ ],
+ "y": [
+ 57.681701192850845
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.573042849093244
+ ],
+ "y": [
+ 58.03148803335787
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.662971691020136
+ ],
+ "y": [
+ 58.37903144966116
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.751621758710683
+ ],
+ "y": [
+ 58.724374303006165
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.838884939212635
+ ],
+ "y": [
+ 59.06755935712853
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.924651612188081
+ ],
+ "y": [
+ 59.40862927825411
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.008812097338238
+ ],
+ "y": [
+ 59.74762542292647
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.091257117468792
+ ],
+ "y": [
+ 60.084589296713986
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.171874219913148
+ ],
+ "y": [
+ 60.41956528121868
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.250550441340474
+ ],
+ "y": [
+ 60.75259695310655
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.3271723824195005
+ ],
+ "y": [
+ 61.083727002184034
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.401626207818531
+ ],
+ "y": [
+ 61.412997231398116
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.473797646205435
+ ],
+ "y": [
+ 61.74044855683622
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.543571990247649
+ ],
+ "y": [
+ 62.06612100772625
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.610834096612183
+ ],
+ "y": [
+ 62.390053726436626
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.675468385965606
+ ],
+ "y": [
+ 62.712284968476226
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.737369241314975
+ ],
+ "y": [
+ 63.03284998497459
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.796446642679979
+ ],
+ "y": [
+ 63.351776987950316
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.85256219189122
+ ],
+ "y": [
+ 63.66909935696007
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.9055778527653295
+ ],
+ "y": [
+ 63.984848949806604
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.955360459130243
+ ],
+ "y": [
+ 64.29905533513912
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.001781714825189
+ ],
+ "y": [
+ 64.61174579245314
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.044718193700705
+ ],
+ "y": [
+ 64.92294531209069
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.0840513396186235
+ ],
+ "y": [
+ 65.23267659524016
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.1196674664520785
+ ],
+ "y": [
+ 65.54096005393635
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.151457758085507
+ ],
+ "y": [
+ 65.84781381106046
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.179318268414645
+ ],
+ "y": [
+ 66.15325370034014
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.2031499213465295
+ ],
+ "y": [
+ 66.45729326634941
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.222858510799498
+ ],
+ "y": [
+ 66.7599437645087
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.238354700703189
+ ],
+ "y": [
+ 67.06121416108488
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.24955437206703
+ ],
+ "y": [
+ 67.36111123046317
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.256366374568064
+ ],
+ "y": [
+ 67.6596393484896
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.258646894373072
+ ],
+ "y": [
+ 67.95679201680211
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.256251275277718
+ ],
+ "y": [
+ 68.25255805236169
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.249047374496844
+ ],
+ "y": [
+ 68.54692390182664
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.236915562664473
+ ],
+ "y": [
+ 68.83987364155264
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.219748723833799
+ ],
+ "y": [
+ 69.1313889775927
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.197452255477199
+ ],
+ "y": [
+ 69.4214492456972
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.169944068486224
+ ],
+ "y": [
+ 69.71003141131382
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.137154587171603
+ ],
+ "y": [
+ 69.99711006958765
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.099026749263243
+ ],
+ "y": [
+ 70.28265744536107
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.055516005910229
+ ],
+ "y": [
+ 70.56664339317383
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -6.006590321680821
+ ],
+ "y": [
+ 70.84903539726304
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.952229825670214
+ ],
+ "y": [
+ 71.12979877804013
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.892380072941787
+ ],
+ "y": [
+ 71.4089013037207
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.826923824892067
+ ],
+ "y": [
+ 71.68628709809721
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.755756224847247
+ ],
+ "y": [
+ 71.9618920961067
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.678789891904708
+ ],
+ "y": [
+ 72.23565387870656
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.595954920933018
+ ],
+ "y": [
+ 72.50751167287468
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.50719888257192
+ ],
+ "y": [
+ 72.77740635160949
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.412486823232352
+ ],
+ "y": [
+ 73.0452804339298
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.311801265096435
+ ],
+ "y": [
+ 73.31107808487492
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.205142206117466
+ ],
+ "y": [
+ 73.57474511550464
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -5.092527120019939
+ ],
+ "y": [
+ 73.8362289828992
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.973990956299522
+ ],
+ "y": [
+ 74.09547879015935
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.849586140223074
+ ],
+ "y": [
+ 74.35244528640624
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.719354475843899
+ ],
+ "y": [
+ 74.60707597251024
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.583208148390372
+ ],
+ "y": [
+ 74.85929376642193
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.441112388067696
+ ],
+ "y": [
+ 75.10903033701548
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.29305394005681
+ ],
+ "y": [
+ 75.35622269709795
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -4.13903018566233
+ ],
+ "y": [
+ 75.60081139525005
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.979049142312538
+ ],
+ "y": [
+ 75.84274051582622
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.813129463559366
+ ],
+ "y": [
+ 76.08195767895464
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.6413004390784236
+ ],
+ "y": [
+ 76.31841404053715
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.463601994668987
+ ],
+ "y": [
+ 76.55206429224933
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.2800846922539804
+ ],
+ "y": [
+ 76.78286666154047
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -3.090809729880008
+ ],
+ "y": [
+ 77.01078291163358
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.8958489417173405
+ ],
+ "y": [
+ 77.23577834152536
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.695284798059895
+ ],
+ "y": [
+ 77.45782178598624
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.4891579829150476
+ ],
+ "y": [
+ 77.67686626514661
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.277343750099553
+ ],
+ "y": [
+ 77.89279917306106
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -2.0598344687027206
+ ],
+ "y": [
+ 78.10554900769742
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.8366472712998312
+ ],
+ "y": [
+ 78.31505799671363
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.6078115870720198
+ ],
+ "y": [
+ 78.52127773038842
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.3733691418063179
+ ],
+ "y": [
+ 78.72416916162125
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -1.133373957895606
+ ],
+ "y": [
+ 78.9237026059323
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.8878923543386541
+ ],
+ "y": [
+ 79.11985774146251
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.6370029467401079
+ ],
+ "y": [
+ 79.31262360897355
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.3807966473104645
+ ],
+ "y": [
+ 79.50199861184787
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ -0.11937639690606999
+ ],
+ "y": [
+ 79.68799051389001
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.14717296430808147
+ ],
+ "y": [
+ 79.87060499112509
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.41881412230523896
+ ],
+ "y": [
+ 80.04982419888624
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.6955117076484528
+ ],
+ "y": [
+ 80.22562876649116
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 0.9772268376846887
+ ],
+ "y": [
+ 80.39800223908368
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 1.2639171165448508
+ ],
+ "y": [
+ 80.56693107763384
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 1.5555366351437314
+ ],
+ "y": [
+ 80.73240465893781
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 1.8520359711800665
+ ],
+ "y": [
+ 80.89441527561794
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 2.1533621891364882
+ ],
+ "y": [
+ 81.05295813612273
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 2.4594592205203734
+ ],
+ "y": [
+ 81.2080312693581
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 2.770297047266685
+ ],
+ "y": [
+ 81.35962836017158
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 3.0858540420102143
+ ],
+ "y": [
+ 81.50774318088123
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 3.4060987168050487
+ ],
+ "y": [
+ 81.65237333039319
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 3.731000097941278
+ ],
+ "y": [
+ 81.79351749445702
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "marker": {
+ "color": "red",
+ "size": 10
+ },
+ "mode": "markers",
+ "type": "scatter",
+ "x": [
+ 4.060527725945029
+ ],
+ "y": [
+ 81.9311754456657
+ ]
+ }
+ ]
+ }
+ ],
+ "layout": {
+ "hovermode": "closest",
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "rgb(36,36,36)"
+ },
+ "error_y": {
+ "color": "rgb(36,36,36)"
+ },
+ "marker": {
+ "line": {
+ "color": "rgb(234,234,242)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "rgb(234,234,242)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "rgb(36,36,36)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(36,36,36)"
+ },
+ "baxis": {
+ "endlinecolor": "rgb(36,36,36)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(36,36,36)"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "fillpattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "rgb(231,231,240)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "rgb(183,183,191)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowcolor": "rgb(67,103,167)"
+ },
+ "autotypenumbers": "strict",
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "colorscale": {
+ "sequential": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ]
+ },
+ "colorway": [
+ "rgb(76,114,176)",
+ "rgb(221,132,82)",
+ "rgb(85,168,104)",
+ "rgb(196,78,82)",
+ "rgb(129,114,179)",
+ "rgb(147,120,96)",
+ "rgb(218,139,195)",
+ "rgb(140,140,140)",
+ "rgb(204,185,116)",
+ "rgb(100,181,205)"
+ ],
+ "font": {
+ "color": "rgb(36,36,36)"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "rgb(234,234,242)",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "rgb(234,234,242)",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "bgcolor": "rgb(234,234,242)",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "fillcolor": "rgb(67,103,167)",
+ "line": {
+ "width": 0
+ },
+ "opacity": 0.5
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "bgcolor": "rgb(234,234,242)",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ }
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ }
+ }
+ },
+ "title": {
+ "text": "Flight Path"
+ },
+ "updatemenus": [
+ {
+ "buttons": [
+ {
+ "args": [
+ null,
+ {
+ "frame": {
+ "duration": 30,
+ "redraw": true
+ },
+ "fromcurrent": true
+ }
+ ],
+ "label": "Play",
+ "method": "animate"
+ },
+ {
+ "args": [
+ [
+ null
+ ],
+ {
+ "frame": {
+ "duration": 0,
+ "redraw": false
+ },
+ "mode": "immediate",
+ "transition": {
+ "duration": 0
+ }
+ }
+ ],
+ "label": "Pause",
+ "method": "animate"
+ }
+ ],
+ "showactive": false,
+ "type": "buttons",
+ "x": 0.05,
+ "y": 0.05
+ }
+ ],
+ "xaxis": {
+ "autorange": "reversed",
+ "range": [
+ -7.758646894373072,
+ 5.560527725945029
+ ],
+ "zeroline": false
+ },
+ "yaxis": {
+ "autorange": false,
+ "range": [
+ -1.5,
+ 83.4311754456657
+ ],
+ "scaleanchor": "x",
+ "scaleratio": 1,
+ "zeroline": false
+ }
+ }
+ },
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import plotly.graph_objects as go\n",
+ "\n",
+ "import numpy as np\n",
+ "\n",
+ "xm = np.min(x) - 1.5\n",
+ "xM = np.max(x) + 1.5\n",
+ "ym = np.min(y) - 1.5\n",
+ "yM = np.max(y) + 1.5\n",
+ "N = len(x)\n",
+ "s = np.arange(1,N)\n",
+ "\n",
+ "\n",
+ "# Create figure\n",
+ "fig = go.Figure(\n",
+ " data=[go.Scatter(x=x, y=y,\n",
+ " mode=\"lines\",\n",
+ " line=dict(width=1, color='black')),\n",
+ " \n",
+ " go.Scatter(x=x, y=y,\n",
+ " mode=\"markers\",\n",
+ " marker=dict(color=z, size=3, showscale=True),),\n",
+ " ],\n",
+ " layout=go.Layout(\n",
+ " xaxis=dict(range=[xm, xM], autorange=False, zeroline=False),\n",
+ " yaxis=dict(range=[ym, yM], autorange=False, zeroline=False),\n",
+ " title_text=\"Flight Path\", hovermode=\"closest\",\n",
+ " updatemenus=[dict(\n",
+ " type=\"buttons\",\n",
+ " buttons=[\n",
+ " dict(\n",
+ " label=\"Play\",\n",
+ " method=\"animate\",\n",
+ " args=[None, {\"frame\": {\"duration\": 30, \"redraw\": True}, \"fromcurrent\": True}]\n",
+ " ),\n",
+ " dict(\n",
+ " label=\"Pause\",\n",
+ " method=\"animate\",\n",
+ " args=[[None], {\"frame\": {\"duration\": 0, \"redraw\": False}, \"mode\": \"immediate\", \"transition\": {\"duration\": 0}}]\n",
+ " )\n",
+ " ],\n",
+ " showactive=False,\n",
+ " x=0.05,\n",
+ " y=0.05\n",
+ " )]),\n",
+ " frames=[go.Frame(\n",
+ " data=[go.Scatter(\n",
+ " x=[x[k]],\n",
+ " y=[y[k]],\n",
+ " mode=\"markers\",\n",
+ " marker=dict(color=\"red\", size=10))])\n",
+ "\n",
+ " for k in range(N)]\n",
+ ")\n",
+ "if reverse:\n",
+ " fig.update_xaxes(autorange=\"reversed\") \n",
+ "fig.update_yaxes(\n",
+ " scaleanchor=\"x\",\n",
+ " scaleratio=1,\n",
+ " )\n",
+ "\n",
+ "fig.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6fabcd97",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e072cd1b",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "81eef49e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import plotly.io as pio\n",
+ "pio.renderers.default = 'plotly'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8c91b75f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "True"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "dfb292c7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pio.renderers.default = 'browser'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "b36b9877",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "marker": {
+ "color": "orange",
+ "line": {
+ "width": 1
+ }
+ },
+ "name": "Value",
+ "type": "bar",
+ "x": [
+ "Category A"
+ ],
+ "y": [
+ 18
+ ]
+ },
+ {
+ "marker": {
+ "color": "blue",
+ "size": 8,
+ "symbol": "triangle-up"
+ },
+ "mode": "markers",
+ "name": "Minimum",
+ "type": "scatter",
+ "x": [
+ "Category A"
+ ],
+ "y": [
+ 10
+ ]
+ },
+ {
+ "marker": {
+ "color": "red",
+ "size": 8,
+ "symbol": "triangle-down"
+ },
+ "mode": "markers",
+ "name": "Maximum",
+ "type": "scatter",
+ "x": [
+ "Category A"
+ ],
+ "y": [
+ 25
+ ]
+ }
+ ],
+ "layout": {
+ "barmode": "group",
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "rgb(36,36,36)"
+ },
+ "error_y": {
+ "color": "rgb(36,36,36)"
+ },
+ "marker": {
+ "line": {
+ "color": "rgb(234,234,242)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "rgb(234,234,242)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "rgb(36,36,36)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(36,36,36)"
+ },
+ "baxis": {
+ "endlinecolor": "rgb(36,36,36)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(36,36,36)"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "fillpattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "rgb(231,231,240)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "rgb(183,183,191)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowcolor": "rgb(67,103,167)"
+ },
+ "autotypenumbers": "strict",
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "colorscale": {
+ "sequential": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ]
+ },
+ "colorway": [
+ "rgb(76,114,176)",
+ "rgb(221,132,82)",
+ "rgb(85,168,104)",
+ "rgb(196,78,82)",
+ "rgb(129,114,179)",
+ "rgb(147,120,96)",
+ "rgb(218,139,195)",
+ "rgb(140,140,140)",
+ "rgb(204,185,116)",
+ "rgb(100,181,205)"
+ ],
+ "font": {
+ "color": "rgb(36,36,36)"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "rgb(234,234,242)",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "rgb(234,234,242)",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "bgcolor": "rgb(234,234,242)",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "fillcolor": "rgb(67,103,167)",
+ "line": {
+ "width": 0
+ },
+ "opacity": 0.5
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "bgcolor": "rgb(234,234,242)",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ }
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ }
+ }
+ },
+ "title": {
+ "text": "Value Between Minimum and Maximum"
+ },
+ "width": 400,
+ "yaxis": {
+ "title": {
+ "text": "Lateral Deviance"
+ }
+ }
+ }
+ },
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import plotly.graph_objs as go\n",
+ "\n",
+ "# Sample data for Category A\n",
+ "y_min = 10 # Minimum value\n",
+ "y_max = 25 # Maximum value\n",
+ "y_value = 18 # Actual value\n",
+ "\n",
+ "# Create a bar chart trace for actual value\n",
+ "trace_value = go.Bar(\n",
+ " x=['Category A'],\n",
+ " y=[y_value],\n",
+ " name='Value',\n",
+ " marker=dict(color='orange', line=dict(width=1)) # Set color of value bar to orange and line width to 1\n",
+ ")\n",
+ "\n",
+ "# Create a scatter trace for the minimum caret (triangle-up)\n",
+ "trace_min_caret = go.Scatter(\n",
+ " x=['Category A'],\n",
+ " y=[y_min],\n",
+ " mode='markers',\n",
+ " marker=dict(symbol='triangle-up', size=8, color='blue'),\n",
+ " name='Minimum'\n",
+ ")\n",
+ "\n",
+ "# Create a scatter trace for the maximum caret (triangle-down)\n",
+ "trace_max_caret = go.Scatter(\n",
+ " x=['Category A'],\n",
+ " y=[y_max],\n",
+ " mode='markers',\n",
+ " marker=dict(symbol='triangle-down', size=8, color='red'),\n",
+ " name='Maximum'\n",
+ ")\n",
+ "\n",
+ "# Create a layout\n",
+ "layout = go.Layout(\n",
+ " title='Value Between Minimum and Maximum',\n",
+ " yaxis=dict(title='Lateral Deviance'),\n",
+ " barmode='group', # Set the bars to group mode\n",
+ " width=400 # Set the width of the plot to 400 pixels\n",
+ ")\n",
+ "\n",
+ "# Create a figure object\n",
+ "fig = go.Figure(data=[trace_value, trace_min_caret, trace_max_caret], layout=layout)\n",
+ "\n",
+ "# Show the figure\n",
+ "fig.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "id": "1dfc862e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "marker": {
+ "color": "green",
+ "line": {
+ "width": 1
+ }
+ },
+ "name": "Value",
+ "type": "bar",
+ "x": [
+ "Lateral Deviance"
+ ],
+ "y": [
+ 18
+ ]
+ },
+ {
+ "marker": {
+ "color": [
+ "red",
+ "red"
+ ],
+ "size": 20,
+ "symbol": [
+ "triangle-up",
+ "triangle-down"
+ ]
+ },
+ "mode": "markers",
+ "name": "Carets",
+ "type": "scatter",
+ "x": [
+ "Lateral Deviance",
+ "Lateral Deviance"
+ ],
+ "y": [
+ 10,
+ 25
+ ]
+ }
+ ],
+ "layout": {
+ "barmode": "group",
+ "showlegend": false,
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "rgb(36,36,36)"
+ },
+ "error_y": {
+ "color": "rgb(36,36,36)"
+ },
+ "marker": {
+ "line": {
+ "color": "rgb(234,234,242)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "rgb(234,234,242)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "rgb(36,36,36)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(36,36,36)"
+ },
+ "baxis": {
+ "endlinecolor": "rgb(36,36,36)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(36,36,36)"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "fillpattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "rgb(231,231,240)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "rgb(183,183,191)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowcolor": "rgb(67,103,167)"
+ },
+ "autotypenumbers": "strict",
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "colorscale": {
+ "sequential": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ]
+ },
+ "colorway": [
+ "rgb(76,114,176)",
+ "rgb(221,132,82)",
+ "rgb(85,168,104)",
+ "rgb(196,78,82)",
+ "rgb(129,114,179)",
+ "rgb(147,120,96)",
+ "rgb(218,139,195)",
+ "rgb(140,140,140)",
+ "rgb(204,185,116)",
+ "rgb(100,181,205)"
+ ],
+ "font": {
+ "color": "rgb(36,36,36)"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "rgb(234,234,242)",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "rgb(234,234,242)",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "bgcolor": "rgb(234,234,242)",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "fillcolor": "rgb(67,103,167)",
+ "line": {
+ "width": 0
+ },
+ "opacity": 0.5
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "bgcolor": "rgb(234,234,242)",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ }
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ }
+ }
+ },
+ "title": {
+ "text": "Value Between Minimum and Maximum"
+ },
+ "width": 200,
+ "yaxis": {
+ "title": {
+ "text": "Value"
+ }
+ }
+ }
+ },
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import plotly.graph_objs as go\n",
+ "\n",
+ "# Sample data for Category A\n",
+ "y_min = 10 # Minimum value\n",
+ "y_max = 25 # Maximum value\n",
+ "y_value = 18 # Actual value\n",
+ "category = 'Lateral Deviance'\n",
+ "\n",
+ "# Create a bar chart trace for actual value\n",
+ "trace_value = go.Bar(\n",
+ " x=[category],\n",
+ " y=[y_value],\n",
+ " name='Value',\n",
+ " marker=dict(color='green', line=dict(width=1)) # Set color of value bar to orange and line width to 1\n",
+ ")\n",
+ "\n",
+ "# Create a scatter trace for the minimum and maximum carets\n",
+ "trace_carets = go.Scatter(\n",
+ " x=[category, category],\n",
+ " y=[y_min, y_max],\n",
+ " mode='markers',\n",
+ " marker=dict(symbol=['triangle-up', 'triangle-down'], size=20, color=['red', 'red']),\n",
+ " name='Carets'\n",
+ ")\n",
+ "\n",
+ "# Create a layout\n",
+ "layout = go.Layout(\n",
+ " title='Value Between Minimum and Maximum',\n",
+ " yaxis=dict(title='Value'),\n",
+ " barmode='group', # Set the bars to group mode\n",
+ " width=200, # Set the width of the plot to 400 pixels\n",
+ " showlegend=False\n",
+ ")\n",
+ "\n",
+ "# Create a figure object\n",
+ "fig = go.Figure(data=[trace_value, trace_carets], layout=layout)\n",
+ "\n",
+ "# Show the figure\n",
+ "fig.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "e8de4810",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import plotly.graph_objs as go\n",
+ "\n",
+ "def plot_value_between_min_max_trace(category_name, y_min, y_max, y_value, horizontal=False):\n",
+ " # Create a bar chart trace for actual value\n",
+ " trace_value = go.Bar(\n",
+ " x=[category_name] if not horizontal else [y_value],\n",
+ " y=[y_value] if not horizontal else [category_name],\n",
+ " orientation='h' if horizontal else 'v',\n",
+ " name='Value',\n",
+ " marker=dict(color='orange', line=dict(width=1)) # Set color of value bar to orange and line width to 1\n",
+ " )\n",
+ "\n",
+ " # Create a scatter trace for the minimum and maximum carets\n",
+ " trace_carets = go.Scatter(\n",
+ " x=[category_name, category_name] if not horizontal else [y_min, y_max],\n",
+ " y=[y_min, y_max] if not horizontal else [category_name, category_name],\n",
+ " mode='markers',\n",
+ " marker=dict(symbol=['triangle-up', 'triangle-down'], size=20, color=['blue', 'red']),\n",
+ " name='Carets'\n",
+ " )\n",
+ "\n",
+ " # Combine the traces into a single list\n",
+ " trace = [trace_value, trace_carets]\n",
+ "\n",
+ " return trace\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "id": "16032b57",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig = sp.make_subplots(rows=1, cols=2, subplot_titles=(\"Main plot\", \"Most Recent Value\"))\n",
+ "# Create the trace for the value between minimum and maximum\n",
+ "category_name = 'Category A'\n",
+ "y_min = 10\n",
+ "y_max = 25\n",
+ "y_value = 18\n",
+ "horizontal = False\n",
+ "trace = plot_value_between_min_max_trace(category_name, y_min, y_max, y_value, horizontal)\n",
+ "\n",
+ "# Add the trace to the second column (most recent value)\n",
+ "for t in trace:\n",
+ " fig.add_trace(t, row=1, col=1)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "id": "eb0ee2f0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "marker": {
+ "color": "orange",
+ "line": {
+ "width": 1
+ }
+ },
+ "name": "Value",
+ "orientation": "v",
+ "type": "bar",
+ "x": [
+ "Category A"
+ ],
+ "xaxis": "x",
+ "y": [
+ 18
+ ],
+ "yaxis": "y"
+ },
+ {
+ "marker": {
+ "color": [
+ "blue",
+ "red"
+ ],
+ "size": 20,
+ "symbol": [
+ "triangle-up",
+ "triangle-down"
+ ]
+ },
+ "mode": "markers",
+ "name": "Carets",
+ "type": "scatter",
+ "x": [
+ "Category A",
+ "Category A"
+ ],
+ "xaxis": "x",
+ "y": [
+ 10,
+ 25
+ ],
+ "yaxis": "y"
+ }
+ ],
+ "layout": {
+ "annotations": [
+ {
+ "font": {
+ "size": 16
+ },
+ "showarrow": false,
+ "text": "Main plot",
+ "x": 0.225,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 1,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 16
+ },
+ "showarrow": false,
+ "text": "Most Recent Value",
+ "x": 0.775,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 1,
+ "yanchor": "bottom",
+ "yref": "paper"
+ }
+ ],
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "rgb(36,36,36)"
+ },
+ "error_y": {
+ "color": "rgb(36,36,36)"
+ },
+ "marker": {
+ "line": {
+ "color": "rgb(234,234,242)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "rgb(234,234,242)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "rgb(36,36,36)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(36,36,36)"
+ },
+ "baxis": {
+ "endlinecolor": "rgb(36,36,36)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(36,36,36)"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "fillpattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "rgb(231,231,240)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "rgb(183,183,191)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowcolor": "rgb(67,103,167)"
+ },
+ "autotypenumbers": "strict",
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "colorscale": {
+ "sequential": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ]
+ },
+ "colorway": [
+ "rgb(76,114,176)",
+ "rgb(221,132,82)",
+ "rgb(85,168,104)",
+ "rgb(196,78,82)",
+ "rgb(129,114,179)",
+ "rgb(147,120,96)",
+ "rgb(218,139,195)",
+ "rgb(140,140,140)",
+ "rgb(204,185,116)",
+ "rgb(100,181,205)"
+ ],
+ "font": {
+ "color": "rgb(36,36,36)"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "rgb(234,234,242)",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "rgb(234,234,242)",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "bgcolor": "rgb(234,234,242)",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "fillcolor": "rgb(67,103,167)",
+ "line": {
+ "width": 0
+ },
+ "opacity": 0.5
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "bgcolor": "rgb(234,234,242)",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ }
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ }
+ }
+ },
+ "xaxis": {
+ "anchor": "y",
+ "domain": [
+ 0,
+ 0.45
+ ]
+ },
+ "xaxis2": {
+ "anchor": "y2",
+ "domain": [
+ 0.55,
+ 1
+ ]
+ },
+ "yaxis": {
+ "anchor": "x",
+ "domain": [
+ 0,
+ 1
+ ]
+ },
+ "yaxis2": {
+ "anchor": "x2",
+ "domain": [
+ 0,
+ 1
+ ]
+ }
+ }
+ },
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "id": "52ffb04d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "mode": "markers+lines",
+ "name": "Sample Data 1",
+ "type": "scatter",
+ "x": [],
+ "xaxis": "x",
+ "y": [],
+ "yaxis": "y"
+ },
+ {
+ "mode": "markers+lines",
+ "name": "Sample Data 2",
+ "type": "scatter",
+ "x": [],
+ "xaxis": "x",
+ "y": [],
+ "yaxis": "y"
+ },
+ {
+ "marker": {
+ "size": 10
+ },
+ "mode": "markers",
+ "showlegend": false,
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "xaxis": "x2",
+ "y": [
+ 0
+ ],
+ "yaxis": "y2"
+ },
+ {
+ "marker": {
+ "size": 10
+ },
+ "mode": "markers",
+ "showlegend": false,
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "xaxis": "x2",
+ "y": [
+ 0
+ ],
+ "yaxis": "y2"
+ }
+ ],
+ "frames": [
+ {
+ "data": [
+ {
+ "mode": "markers+lines",
+ "name": "Sample Data 1",
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "y": [
+ 10
+ ]
+ },
+ {
+ "mode": "markers+lines",
+ "name": "Sample Data 2",
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "y": [
+ 5
+ ]
+ },
+ {
+ "marker": {
+ "size": 10
+ },
+ "mode": "markers",
+ "showlegend": false,
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "y": [
+ 10
+ ]
+ },
+ {
+ "marker": {
+ "size": 10
+ },
+ "mode": "markers",
+ "showlegend": false,
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "y": [
+ 5
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "mode": "markers+lines",
+ "name": "Sample Data 1",
+ "type": "scatter",
+ "x": [
+ 1,
+ 2
+ ],
+ "y": [
+ 10,
+ 15
+ ]
+ },
+ {
+ "mode": "markers+lines",
+ "name": "Sample Data 2",
+ "type": "scatter",
+ "x": [
+ 1,
+ 2
+ ],
+ "y": [
+ 5,
+ 9
+ ]
+ },
+ {
+ "marker": {
+ "size": 10
+ },
+ "mode": "markers",
+ "showlegend": false,
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "y": [
+ 15
+ ]
+ },
+ {
+ "marker": {
+ "size": 10
+ },
+ "mode": "markers",
+ "showlegend": false,
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "y": [
+ 9
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "mode": "markers+lines",
+ "name": "Sample Data 1",
+ "type": "scatter",
+ "x": [
+ 1,
+ 2,
+ 3
+ ],
+ "y": [
+ 10,
+ 15,
+ 13
+ ]
+ },
+ {
+ "mode": "markers+lines",
+ "name": "Sample Data 2",
+ "type": "scatter",
+ "x": [
+ 1,
+ 2,
+ 3
+ ],
+ "y": [
+ 5,
+ 9,
+ 11
+ ]
+ },
+ {
+ "marker": {
+ "size": 10
+ },
+ "mode": "markers",
+ "showlegend": false,
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "y": [
+ 13
+ ]
+ },
+ {
+ "marker": {
+ "size": 10
+ },
+ "mode": "markers",
+ "showlegend": false,
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "y": [
+ 11
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "mode": "markers+lines",
+ "name": "Sample Data 1",
+ "type": "scatter",
+ "x": [
+ 1,
+ 2,
+ 3,
+ 4
+ ],
+ "y": [
+ 10,
+ 15,
+ 13,
+ 17
+ ]
+ },
+ {
+ "mode": "markers+lines",
+ "name": "Sample Data 2",
+ "type": "scatter",
+ "x": [
+ 1,
+ 2,
+ 3,
+ 4
+ ],
+ "y": [
+ 5,
+ 9,
+ 11,
+ 13
+ ]
+ },
+ {
+ "marker": {
+ "size": 10
+ },
+ "mode": "markers",
+ "showlegend": false,
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "y": [
+ 17
+ ]
+ },
+ {
+ "marker": {
+ "size": 10
+ },
+ "mode": "markers",
+ "showlegend": false,
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "y": [
+ 13
+ ]
+ }
+ ]
+ },
+ {
+ "data": [
+ {
+ "mode": "markers+lines",
+ "name": "Sample Data 1",
+ "type": "scatter",
+ "x": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "y": [
+ 10,
+ 15,
+ 13,
+ 17,
+ 12
+ ]
+ },
+ {
+ "mode": "markers+lines",
+ "name": "Sample Data 2",
+ "type": "scatter",
+ "x": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "y": [
+ 5,
+ 9,
+ 11,
+ 13,
+ 8
+ ]
+ },
+ {
+ "marker": {
+ "size": 10
+ },
+ "mode": "markers",
+ "showlegend": false,
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "y": [
+ 12
+ ]
+ },
+ {
+ "marker": {
+ "size": 10
+ },
+ "mode": "markers",
+ "showlegend": false,
+ "type": "scatter",
+ "x": [
+ 1
+ ],
+ "y": [
+ 8
+ ]
+ }
+ ]
+ }
+ ],
+ "layout": {
+ "annotations": [
+ {
+ "font": {
+ "size": 16
+ },
+ "showarrow": false,
+ "text": "Main plot",
+ "x": 0.225,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 1,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 16
+ },
+ "showarrow": false,
+ "text": "Most Recent Values",
+ "x": 0.775,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 1,
+ "yanchor": "bottom",
+ "yref": "paper"
+ }
+ ],
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "rgb(36,36,36)"
+ },
+ "error_y": {
+ "color": "rgb(36,36,36)"
+ },
+ "marker": {
+ "line": {
+ "color": "rgb(234,234,242)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "rgb(234,234,242)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "rgb(36,36,36)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(36,36,36)"
+ },
+ "baxis": {
+ "endlinecolor": "rgb(36,36,36)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(36,36,36)"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "fillpattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "rgb(231,231,240)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "rgb(183,183,191)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowcolor": "rgb(67,103,167)"
+ },
+ "autotypenumbers": "strict",
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(36,36,36)",
+ "ticklen": 8,
+ "ticks": "outside",
+ "tickwidth": 2
+ }
+ },
+ "colorscale": {
+ "sequential": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "rgb(2,4,25)"
+ ],
+ [
+ 0.06274509803921569,
+ "rgb(24,15,41)"
+ ],
+ [
+ 0.12549019607843137,
+ "rgb(47,23,57)"
+ ],
+ [
+ 0.18823529411764706,
+ "rgb(71,28,72)"
+ ],
+ [
+ 0.25098039215686274,
+ "rgb(97,30,82)"
+ ],
+ [
+ 0.3137254901960784,
+ "rgb(123,30,89)"
+ ],
+ [
+ 0.3764705882352941,
+ "rgb(150,27,91)"
+ ],
+ [
+ 0.4392156862745098,
+ "rgb(177,22,88)"
+ ],
+ [
+ 0.5019607843137255,
+ "rgb(203,26,79)"
+ ],
+ [
+ 0.5647058823529412,
+ "rgb(223,47,67)"
+ ],
+ [
+ 0.6274509803921569,
+ "rgb(236,76,61)"
+ ],
+ [
+ 0.6901960784313725,
+ "rgb(242,107,73)"
+ ],
+ [
+ 0.7529411764705882,
+ "rgb(244,135,95)"
+ ],
+ [
+ 0.8156862745098039,
+ "rgb(245,162,122)"
+ ],
+ [
+ 0.8784313725490196,
+ "rgb(246,188,153)"
+ ],
+ [
+ 0.9411764705882353,
+ "rgb(247,212,187)"
+ ],
+ [
+ 1,
+ "rgb(250,234,220)"
+ ]
+ ]
+ },
+ "colorway": [
+ "rgb(76,114,176)",
+ "rgb(221,132,82)",
+ "rgb(85,168,104)",
+ "rgb(196,78,82)",
+ "rgb(129,114,179)",
+ "rgb(147,120,96)",
+ "rgb(218,139,195)",
+ "rgb(140,140,140)",
+ "rgb(204,185,116)",
+ "rgb(100,181,205)"
+ ],
+ "font": {
+ "color": "rgb(36,36,36)"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "rgb(234,234,242)",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "rgb(234,234,242)",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "bgcolor": "rgb(234,234,242)",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "rgb(234,234,242)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "fillcolor": "rgb(67,103,167)",
+ "line": {
+ "width": 0
+ },
+ "opacity": 0.5
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ },
+ "bgcolor": "rgb(234,234,242)",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": ""
+ }
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ }
+ }
+ },
+ "title": {
+ "text": "Plotly Animation with Multiple Traces",
+ "x": 0.5
+ },
+ "updatemenus": [
+ {
+ "buttons": [
+ {
+ "args": [
+ null,
+ {
+ "frame": {
+ "duration": 1000,
+ "redraw": true
+ },
+ "fromcurrent": true
+ }
+ ],
+ "label": "Play",
+ "method": "animate"
+ }
+ ],
+ "showactive": false,
+ "type": "buttons"
+ }
+ ],
+ "xaxis": {
+ "anchor": "y",
+ "domain": [
+ 0,
+ 0.45
+ ]
+ },
+ "xaxis2": {
+ "anchor": "y2",
+ "domain": [
+ 0.55,
+ 1
+ ]
+ },
+ "yaxis": {
+ "anchor": "x",
+ "domain": [
+ 0,
+ 1
+ ]
+ },
+ "yaxis2": {
+ "anchor": "x2",
+ "domain": [
+ 0,
+ 1
+ ]
+ }
+ }
+ },
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import plotly.subplots as sp\n",
+ "import plotly.graph_objects as go\n",
+ "\n",
+ "# Sample data\n",
+ "x = [1, 2, 3, 4, 5]\n",
+ "y1 = [10, 15, 13, 17, 12]\n",
+ "y2 = [5, 9, 11, 13, 8]\n",
+ "\n",
+ "# Create a subplot with 1 row and 2 columns\n",
+ "fig = sp.make_subplots(rows=1, cols=2, subplot_titles=(\"Main plot\", \"Most Recent Values\"))\n",
+ "\n",
+ "# Add initial traces to the main plot\n",
+ "fig.add_trace(go.Scatter(x=[], y=[], mode=\"markers+lines\", name=\"Sample Data 1\"), row=1, col=1)\n",
+ "fig.add_trace(go.Scatter(x=[], y=[], mode=\"markers+lines\", name=\"Sample Data 2\"), row=1, col=1)\n",
+ "\n",
+ "# Add initial scatter traces to the second subplot\n",
+ "fig.add_trace(go.Scatter(x=[1], y=[0], mode=\"markers\", marker=dict(size=10), showlegend=False), row=1, col=2)\n",
+ "fig.add_trace(go.Scatter(x=[1], y=[0], mode=\"markers\", marker=dict(size=10), showlegend=False), row=1, col=2)\n",
+ "\n",
+ "# Update layout\n",
+ "fig.update_layout(\n",
+ " title_text=\"Plotly Animation with Multiple Traces\",\n",
+ " title_x=0.5,\n",
+ " updatemenus=[dict(\n",
+ " type=\"buttons\",\n",
+ " showactive=False,\n",
+ " buttons=[dict(\n",
+ " label=\"Play\",\n",
+ " method=\"animate\",\n",
+ " args=[None, {\"frame\": {\"duration\": 1000, \"redraw\": True}, \"fromcurrent\": True}]\n",
+ " )]\n",
+ " )]\n",
+ ")\n",
+ "\n",
+ "# Create animation frames\n",
+ "frames = []\n",
+ "for i in range(len(x)):\n",
+ " frame = go.Frame(\n",
+ " data=[\n",
+ " go.Scatter(x=x[:i+1], y=y1[:i+1], mode=\"markers+lines\", name=\"Sample Data 1\"),\n",
+ " go.Scatter(x=x[:i+1], y=y2[:i+1], mode=\"markers+lines\", name=\"Sample Data 2\"),\n",
+ " go.Scatter(x=[1], y=[y1[i]], mode=\"markers\", marker=dict(size=10), showlegend=False),\n",
+ " go.Scatter(x=[1], y=[y2[i]], mode=\"markers\", marker=dict(size=10), showlegend=False)\n",
+ " ]\n",
+ " )\n",
+ " frames.append(frame)\n",
+ "\n",
+ "# Add frames to the figure\n",
+ "fig.frames = frames\n",
+ "\n",
+ "# Show the plot\n",
+ "fig.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "bcd4980d",
+ "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": "3.9.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebooks/disc_plot.ipynb b/notebooks/disc_plot.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..8950dd3c4dc30a643234373210db12487901fac2
--- /dev/null
+++ b/notebooks/disc_plot.ipynb
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1006c45576f250234568583529a2f594a1d6fd5400aeb877b2dbee7dd770cde9
+size 11383386
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8963019f5f56bbff59040a36ab8cf491d52a6d46
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,5 @@
+numpy>=1.18.1
+scipy>=1.4.1
+PyYAML==6.0
+numpy_stl==3.0.1
+plotly==5.13.1
\ No newline at end of file
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000000000000000000000000000000000000..9abb7dcfdf5965b442b3429561dce3b90f52940b
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,7 @@
+from setuptools import setup, find_packages
+setup(
+ name="shotshaper",
+ version="0.1.0",
+ packages=find_packages(),
+ include_package_data=True
+)
diff --git a/shotshaper/__init__.py b/shotshaper/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..faaaf799c7de53e7e92a4fc474a6e6204f31fe3a
--- /dev/null
+++ b/shotshaper/__init__.py
@@ -0,0 +1,3 @@
+# -*- coding: utf-8 -*-
+
+
diff --git a/shotshaper/discs/.gitattributes b/shotshaper/discs/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..26a791c6b599e89310b7daf02216d1b208b5f7e0
--- /dev/null
+++ b/shotshaper/discs/.gitattributes
@@ -0,0 +1,4 @@
+cd1.stl filter=lfs diff=lfs merge=lfs -text
+cd5.stl filter=lfs diff=lfs merge=lfs -text
+dd2.stl filter=lfs diff=lfs merge=lfs -text
+fd2.stl filter=lfs diff=lfs merge=lfs -text
diff --git a/shotshaper/discs/cd1.stl b/shotshaper/discs/cd1.stl
new file mode 100644
index 0000000000000000000000000000000000000000..004f94e0c29d34726522ab03a5e31a0945f6aa7c
--- /dev/null
+++ b/shotshaper/discs/cd1.stl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:750a9ec26e520f1d662453952e44a20c2b02eeb4d7f52a1d702c7a5dff335ad0
+size 3869884
diff --git a/shotshaper/discs/cd1.yaml b/shotshaper/discs/cd1.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..dfa90b7c0069971e18089ba4182d4136bd3ae91f
--- /dev/null
+++ b/shotshaper/discs/cd1.yaml
@@ -0,0 +1,24 @@
+# Overstable control driver, modelled after an Innova Firebird
+# Data taken from CFD simulations
+
+diameter: 0.211
+J_xy: 3.759e-03
+J_z: 7.485e-03
+alpha: [-90,-80,-70,-60,-50,-40,-30,-20,-15,
+ -10,-8,-6,-4,-2,0,2,4,6,8,10,12,14,16,18,20,
+ 25,30,40,50,60,70,80,90]
+Cd: [ 0.9641927, 1.040903, 1.014881, 0.8892227, 0.79079, 0.674083, 0.5343097, 0.272792, 0.1632757,
+
+ 0.0813, 0.0663, 0.0554, 0.0474, 0.0474, 0.0458, 0.057, 0.0668, 0.0846, 0.109, 0.137, 0.1729, 0.2182, 0.2672, 0.3268, 0.3924,
+
+.5411498, 0.7411681, 1.111394, 1.115411, 1.080624, 1.186235, 1.023045, 1.029478 ]
+
+Cl: [ 0.0001273178, -0.1869159, -0.3665411, -0.5029187, -0.6435312, -0.7736677, -0.8636631, -0.6659618, -0.4805856,
+
+-0.29, -0.219, -0.1522, -0.0802, -0.0026, 0.0674, 0.1646, 0.2486, 0.3467, 0.4523, 0.5633, 0.6728, 0.7904, 0.8948, 1.0084, 1.0936,
+1.199855, 1.309407, 1.322162, 0.9143433, 0.6057466, 0.4181427, 0.1679042, -0.001581172 ]
+
+Cm: [ 0.0003381886, -0.03136248, -0.04697123, -0.06378013, -0.07869955, -0.08915614, -0.100739, -0.07532892, -0.08049738,
+ -0.075, -0.0617, -0.0484, -0.0346, -0.0238, -0.0099, 0.002, 0.0112, 0.0211, 0.0323, 0.0461, 0.0601, 0.0749, 0.0929, 0.1087, 0.1159,
+
+0.1514894, 0.1528616, 0.135503, 0.09038871, 0.06759896, 0.07489785, 0.04788332, -0.002841088 ]
diff --git a/shotshaper/discs/cd5.stl b/shotshaper/discs/cd5.stl
new file mode 100644
index 0000000000000000000000000000000000000000..eb8a23d70cd4ba5310180d88638ef20cdcb5d029
--- /dev/null
+++ b/shotshaper/discs/cd5.stl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ffdbc36b511ef0a98ab99ab247c32353f0e15475d2ca2ef8fbf87f5d6e3c188d
+size 6317884
diff --git a/shotshaper/discs/cd5.yaml b/shotshaper/discs/cd5.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6c75c24012d64954b136afba55a095204bf62b19
--- /dev/null
+++ b/shotshaper/discs/cd5.yaml
@@ -0,0 +1,23 @@
+# Understable control driver, modelled after an Innova Roadrunner
+# Data taken from CFD simulations
+
+diameter: 0.211
+J_xy: 3.829e-03
+J_z: 7.616e-03
+alpha: [-90,-80,-70,-60,-50,-40,-30,-20,-15,
+ -10,-8,-6,-4,-2,0,2,4,6,8,10,12,14,16,18,20,
+ 25,30,40,50,60,70,80,90]
+Cd: [ 0.9179461, 0.9709634, 0.9750627, 0.8941224, 0.7740944, 0.611287, 0.4877146, 0.2566395, 0.1423688,
+
+ 0.0773, 0.0606, 0.0514, 0.0468, 0.0439, 0.0528, 0.0631, 0.0763, 0.0968, 0.1171, 0.1417, 0.1776, 0.2136, 0.2587, 0.2986, 0.3612,
+0.5332736, 0.7454067, 1.100109, 1.231819, 1.080511, 1.06314, 1.025655, 1.000069 ]
+
+Cl: [ -0.003535795, -0.1650353, -0.3380664, -0.4879364, -0.6047266, -0.6677451, -0.7633718, -0.6095486, -0.4310734,
+ #
+ -0.2642, -0.1891, -0.1239, -0.0469, 0.0208, 0.1081, 0.1917, 0.2859, 0.4015, 0.4846, 0.5882, 0.6957, 0.7988, 0.9093, 1.0012, 1.1181,
+1.246332, 1.367988, 1.333375, 1.038364, 0.6176756, 0.4386948, 0.1819935, 0.0001378738 ]
+
+Cm: [ -0.004521051, -0.03329007, -0.05428122, -0.072994, -0.09090575, -0.09778813, -0.1002716, -0.08264331, -0.09134467,
+ -0.0783, -0.0634, -0.0539, -0.0436, -0.0304, -0.0229, -0.012, -0.0013, 0.005, 0.019, 0.0302, 0.042, 0.0559, 0.0692, 0.0901, 0.1032,
+
+0.1538899, 0.1695394, 0.1369221, 0.1079746, 0.06659547, 0.07765108, 0.04283614, -2.493789e-05 ]
\ No newline at end of file
diff --git a/shotshaper/discs/dd2.stl b/shotshaper/discs/dd2.stl
new file mode 100644
index 0000000000000000000000000000000000000000..b1a7efcfc1284c56ffc0a992afd6a0be68cd88dd
--- /dev/null
+++ b/shotshaper/discs/dd2.stl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0d9226b43dba147376cb204532fa9547c6729d61d086a51803a5769e56016d67
+size 3673484
diff --git a/shotshaper/discs/dd2.yaml b/shotshaper/discs/dd2.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9e3a3f5424b60b2a31e306f1fab8fa668e1d3b46
--- /dev/null
+++ b/shotshaper/discs/dd2.yaml
@@ -0,0 +1,21 @@
+diameter: 0.211
+J_xy: 3.755e-03
+J_z: 7.465e-03
+
+alpha: [-90,-80,-70,-60,-50,-40,-30,-20,-15,-10,-8,-6,-4,-2,0,2,4,6,8,10,12,14,
+ 16,18,20,25,30,40,50,60,70,80,90]
+
+Cd: [1.0156, 1.0413, 0.995, 0.8904, 0.7415, 0.6219, 0.4648, 0.2499, 0.1556,
+ 0.0769, 0.0617, 0.0509, 0.0432, 0.0429, 0.0417, 0.0578, 0.0664, 0.0825,
+ 0.1058, 0.1281, 0.1624, 0.2015, 0.2462, 0.2962, 0.3591, 0.561, 0.8141,
+ 1.2255, 1.2382, 1.0793, 1.1797, 1.199, 1.1867]
+
+Cl: [0.0001, -0.2141, -0.4086, -0.5726, -0.6814, -0.7987, -0.8534, -0.694,
+ -0.4917, -0.2137, -0.1607, -0.0952, -0.0401, 0.0347, 0.1091, 0.2013,
+ 0.2761, 0.3666, 0.477, 0.5604, 0.6684, 0.7773, 0.888, 1.0013, 1.1157,
+ 1.67, 1.8447, 1.8161, 1.2563, 0.7495, 0.5236, 0.2646, 0.0033]
+
+Cm: [-0.0007, -0.0326, -0.0544, -0.0712, -0.085, -0.0985, -0.0953, -0.0728,
+ -0.0742, -0.0966, -0.076, -0.0621, -0.0455, -0.0342, -0.0175, -0.0122,
+ 0.0013, 0.0128, 0.0217, 0.0364, 0.0486, 0.0618, 0.0758, 0.0925, 0.1081,
+ 0.1568, 0.1712, 0.1419, 0.0995, 0.0731, 0.0692, 0.0421, 0.0016]
\ No newline at end of file
diff --git a/shotshaper/discs/fd2.stl b/shotshaper/discs/fd2.stl
new file mode 100644
index 0000000000000000000000000000000000000000..b898d2d2a1b5de27aabf6c0b09e7a3c5012e8d12
--- /dev/null
+++ b/shotshaper/discs/fd2.stl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3f4a12f3fc29c8ddf1661c92ddd750e49ce2fb5f056fe3508b919fb39f9172cc
+size 4492684
diff --git a/shotshaper/discs/fd2.yaml b/shotshaper/discs/fd2.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2d3ce95d49acacbb53406a402b650a0eeafc3dcc
--- /dev/null
+++ b/shotshaper/discs/fd2.yaml
@@ -0,0 +1,27 @@
+# Stable fairway driver, modelled after an Innova Teebird
+# Data taken from CFD simulations (-90 to -15, and 25 to 90 copied from cd1)
+
+diameter: 0.211
+J_xy: 3.809e-03
+J_z: 7.577e-03
+alpha: [-90,-80,-70,-60,-50,-40,-30,-20,-15,
+ -10,-8,-6,-4,-2,0,2,4,6,8,10,12,14,16,18,20,
+ 25,30,40,50,60,70,80,90]
+Cd: [ 0.9641927, 1.040903, 1.014881, 0.8892227, 0.79079, 0.674083, 0.5343097, 0.272792, 0.1632757,
+
+#0.0913, 0.0644, 0.0543, 0.0502, 0.0458, 0.0436, 0.0594, 0.0671, 0.0875, 0.1111, 0.1415, 0.1749, 0.2152, 0.2613, 0.3132, 0.3829,
+ 0.08, 0.0674, 0.0555, 0.0496, 0.046, 0.0454, 0.0488, 0.0701, 0.0872, 0.1096, 0.1336, 0.1688, 0.212, 0.2604, 0.3172, 0.387,
+.5411498, 0.7411681, 1.111394, 1.115411, 1.080624, 1.186235, 1.023045, 1.029478 ]
+
+Cl: [ 0.0001273178, -0.1869159, -0.3665411, -0.5029187, -0.6435312, -0.7736677, -0.8636631, -0.6659618, -0.4805856,
+
+#-0.2833, -0.1839, -0.1311, -0.0441, 0.0169, 0.0734, 0.1942, 0.2687, 0.3722, 0.478, 0.5899, 0.6983, 0.8132, 0.9264, 1.0354, 1.1698,
+-0.2624, -0.1941, -0.1464, -0.0673, -0.0005, 0.0672, 0.1408, 0.2622, 0.3575, 0.4587, 0.5593, 0.673, 0.7957, 0.9149, 1.0373, 1.148,
+
+1.199855, 1.309407, 1.322162, 0.9143433, 0.6057466, 0.4181427, 0.1679042, -0.001581172 ]
+
+Cm: [ 0.0003381886, -0.03136248, -0.04697123, -0.06378013, -0.07869955, -0.08915614, -0.100739, -0.07532892, -0.08049738,
+
+# -0.0763, -0.0653, -0.0475, -0.0432, -0.027, -0.0128, -0.0112, 0.0016, 0.0095, 0.019, 0.0292, 0.042, 0.055, 0.0701, 0.0888, 0.1095,
+ -0.0694, -0.0567, -0.0429, -0.0361, -0.0233, -0.0112, 0.0006, 0.0026, 0.0125, 0.0224, 0.0344, 0.0452, 0.0566, 0.0703, 0.0886, 0.1093,
+0.1514894, 0.1528616, 0.135503, 0.09038871, 0.06759896, 0.07489785, 0.04788332, -0.002841088 ]
diff --git a/shotshaper/environment.py b/shotshaper/environment.py
new file mode 100644
index 0000000000000000000000000000000000000000..4b6087bd026af49bdc0b6e8281be3ab9645453a8
--- /dev/null
+++ b/shotshaper/environment.py
@@ -0,0 +1,27 @@
+# -*- coding: utf-8 -*-
+"""
+"""
+import numpy as np
+
+g = -9.81
+# Air
+rho = 1.225
+mu = 1.81e-5
+
+winddir = np.array((1,0,0))
+z0 = 0.1
+Uref = 0.0
+zref = 1.5
+kappa = 0.41
+
+def wind_abl(z):
+ # For a constant wind:
+ # return Uref*winddir
+
+ if z < 0.0:
+ z = 0.0
+
+ ustar = Uref*kappa/(np.log((zref+z0)/z0))
+ u = ustar/kappa*np.log((z+z0)/z0)
+
+ return u*winddir
diff --git a/shotshaper/projectile.py b/shotshaper/projectile.py
new file mode 100644
index 0000000000000000000000000000000000000000..9ddb4b2dc0ee1d517c472e3ac00f523f8c9ed584
--- /dev/null
+++ b/shotshaper/projectile.py
@@ -0,0 +1,607 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Tue Oct 19 18:29:10 2021
+
+@author: 2913452
+
+TODO:
+ - height of athlete, optimal angle shot put
+ - note that biomech can influence
+ how much force an athlete can emit for each angle
+ -
+"""
+
+from abc import ABC, abstractmethod
+from scipy.integrate import solve_ivp
+from scipy.interpolate import interp1d
+from .transforms import T_12, T_23, T_34, T_14, T_41, T_31
+import matplotlib.pyplot as pl
+from numpy import exp,matmul,pi,sqrt,arctan2,radians,degrees,sin,cos,array,concatenate,linspace,zeros_like,cross,zeros,argmin
+from numpy.linalg import norm
+from . import environment
+import os
+import yaml
+
+T_END = 60
+N_STEP = 200
+
+def hit_ground(t, y, *args):
+ return y[2]
+
+def stopped(t, y, *args):
+ U = norm(y[3:6])
+ return U - 1e-4
+
+class Shot:
+ def __init__(self,t,x,v,att=None):
+ self.time = t
+ self.position = x
+ self.velocity = v
+ if att is not None:
+ self.attitude = att
+
+
+class _Projectile(ABC):
+ def __init__(self):
+ pass
+
+ def _shoot(self, advance_function, y0, *args):
+ hit_ground.terminal = True
+ hit_ground.direction = -1
+ stopped.terminal = True
+ stopped.direction = -1
+
+ sol = solve_ivp(advance_function,[0,T_END],y0,
+ dense_output=True,args=args,
+ method='RK45',
+ events=(hit_ground,stopped))
+
+ t = linspace(0,sol.t[-1],N_STEP)
+
+ f = sol.sol(t)
+ pos = array([f[0],f[1],f[2]])
+ vel = array([f[3],f[4],f[5]])
+
+ if len(f) <= 6:
+ shot = Shot(t, pos, vel)
+ else:
+ att = array([f[6],f[7],f[8]])
+ shot = Shot(t, pos, vel, att)
+
+ return shot
+
+ @abstractmethod
+ def advance(self,t,vec,*args):
+ """
+ :param float T: Thrust
+ :param float Q: Torque
+ :param float P: Power
+ :return: Right hand side of kinematic equations for a projectile
+ :rtype: array
+ """
+
+class _Particle(_Projectile):
+ def __init__(self):
+ super().__init__()
+
+ self.g = environment.g
+
+ def initialize_shot(self, **kwargs):
+ kwargs.setdefault('yaw', 0.0)
+
+ pitch = radians(kwargs["pitch"])
+ yaw = radians(kwargs["yaw"])
+ U = kwargs["speed"]
+ xy = cos(pitch)
+ u = U*xy*cos(yaw)
+ w = U*sin(pitch)
+ v = U*xy*sin(-yaw)
+ if "position" in kwargs:
+ x,y,z = kwargs["position"]
+ else:
+ x = 0.
+ y = 0.
+ z = 0.
+
+ y0 = array((x,y,z,u,v,w))
+ return y0
+
+ def shoot(self, **kwargs):
+
+ y0 = self.initialize_shot(**kwargs)
+ shot = self._shoot(self.advance, y0)
+
+ return shot
+
+ def gravity_force(self, x=None):
+ if x is None:
+ return array((0,0,environment.g))
+ else:
+ # Messy way to return g array...
+ f = zeros_like(x)
+ f[0,:] = 0
+ f[1,:] = 0
+ f[2,:] = environment.g
+ return f
+
+ def advance(self, t, vec, *args):
+ # x, y, z, u, v, w = vec
+ x = vec[0:3]
+ u = vec[3:6]
+
+ f = self.gravity_force()
+
+ return concatenate((u,f))
+
+
+class _SphericalParticleAirResistance(_Particle):
+ def __init__(self, mass, diameter):
+ super().__init__()
+
+ self.mass = mass
+ self.diameter = diameter
+ self.radius = 0.5*diameter
+ self.area = 0.25*pi*diameter**2
+ self.volume = 4./3.*pi*self.radius**3
+
+
+ def air_resistance_force(self, U, Cd):
+
+ f = -0.5*environment.rho*self.area*Cd*norm(U)*U/self.mass
+ #f = -0.5*environment.rho*self.area*Cd*Umag*U/self.mass
+
+ return f
+
+ def advance(self, t, vec, *args):
+ x = vec[0:3]
+ u = vec[3:6]
+
+ Cd = self.drag_coefficient(norm(u))
+
+ f = self.air_resistance_force(u, Cd) \
+ + self.gravity_force()
+
+ return concatenate((u,f))
+
+
+ def reynolds_number(self, velocity):
+ """
+ Reynolds number, non-dimensional number giving the
+ ratio of inertial forces to viscous forces. Used
+ for calculating the drag coefficient.
+
+ :param float velocity: Velocity seen by particle
+ :return: Reynolds number
+ :rtype: float
+
+ """
+ return environment.rho*velocity*self.diameter/environment.mu
+
+ def drag_coefficient(self, velocity):
+ """
+ Drag coefficient for sphere, empirical curve fit
+ taken from:
+
+ F. A. Morrison, An Introduction to Fluid Mechanics, (Cambridge
+ University Press, New York, 2013). This correlation appears in
+ Figure 8.13 on page 625.
+
+ The full formula is:
+
+ .. math::
+ F = \\frac{2}{\\pi}\\cos^{-1}e^{-f} \\\\
+ f = \\frac{B}{2}\\frac{R-r}{r\\sin\\phi}
+
+
+ :param float velocity: Velocity seen by particle
+ :return: Drag coefficient
+ :rtype: float
+ """
+
+ Re = self.reynolds_number(velocity)
+
+ if Re <= 0:
+ return 1e30
+
+ tmp1 = Re/5.0
+ tmp2 = Re/2.63e5
+ tmp3 = Re/1e6
+
+ Cd = 24.0/Re \
+ + 2.6*tmp1/(1 + tmp1**1.52) \
+ + 0.411*tmp2**-7.94/(1 + tmp2**-8) \
+ + 0.25*tmp3/(1 + tmp3)
+
+ return Cd
+
+
+class _SphericalParticleAirResistanceSpin(_SphericalParticleAirResistance):
+ def __init__(self, mass, diameter):
+ super().__init__(mass, diameter)
+
+
+ def lift_coefficient(self, Umag, omega):
+ # TODO - complex dependency on Re. For now,
+ # assume constant
+ return 0.9
+
+ def shoot(self, **kwargs):
+ y0 = self.initialize_shot(**kwargs)
+ spin = array((kwargs["spin"]))
+
+ shot = self._shoot(self.advance, y0, spin)
+
+ return shot
+
+ def spin_force(self,U,spin):
+
+ Umag = norm(U)
+ omega = norm(spin)
+
+ Cl = self.lift_coefficient(Umag, omega)
+
+ if U.ndim == 1:
+ f = Cl*pi*self.radius**3*environment.rho*cross(spin, U)/self.mass
+ else:
+ # Messy way to return spin array for post-processing
+ f = zeros_like(U)
+ for i in range(U.shape[1]):
+ f[:,i] = Cl*pi*self.radius**3*environment.rho*cross(spin, U[:,i])/self.mass
+
+ return f
+
+ def advance(self, t, vec, spin):
+ x = vec[0:3]
+ u = vec[3:6]
+
+ Cd = self.drag_coefficient(norm(u), norm(spin))
+
+ f = self.air_resistance_force(u, Cd) \
+ + self.gravity_force() \
+ + self.spin_force(u,spin)
+
+ return concatenate((u,f))
+
+
+class ShotPutBall(_SphericalParticleAirResistance):
+ """
+ Note that diameter can vary 110 mm to 130mm
+ and 95 mm to 110 mm
+ """
+ def __init__(self, weight_class):
+
+ if weight_class == 'M':
+ mass = 7.26
+ diameter = 0.11
+ elif weight_class == 'F':
+ mass = 4.0
+ diameter = 0.095
+
+ super().__init__(mass, diameter)
+
+
+class SoccerBall(_SphericalParticleAirResistanceSpin):
+ """
+ Note that diameter can vary 110 mm to 130mm
+ and 95 mm to 110 mm
+ """
+ def __init__(self, mass=0.430, diameter=0.22):
+
+ super(SoccerBall, self).__init__(mass, diameter)
+
+ def drag_coefficient(self, velocity, omega):
+ # Texture, sewing pattern and spin will alter
+ # the drag coefficient.
+ # Here, use correlation from
+
+ # Goff, J. E., & Carré, M. J. (2010). Soccer ball lift
+ # coefficients via trajectory analysis.
+ # European Journal of Physics, 31(4), 775.
+
+
+ vc = 12.19
+ vs = 1.309
+
+ S = omega*self.radius/velocity;
+ if S > 0.05 and velocity > vc:
+ Cd = 0.4127*S**0.3056;
+ else:
+ Cd = 0.155 + 0.346 / (1 + exp((velocity - vc)/vs))
+
+ return Cd
+
+ def lift_coefficient(self, Umag, omega):
+ # TODO - complex dependency on Re and spin, skin texture etc
+ return 0.9
+
+class TableTennisBall(SoccerBall):
+ """
+
+ """
+ def __init__(self):
+
+ mass = 2.7e-3
+ diameter = 40e-3
+
+ super(TableTennisBall, self).__init__(mass, diameter)
+
+
+class DiscGolfDisc(_Projectile):
+ def __init__(self, name, mass=0.175):
+ this_dir = os.path.dirname(os.path.abspath(__file__))
+ path = os.path.join(this_dir, 'discs', name + '.yaml')
+
+ self.name = name
+
+ with open(path, 'r') as f:
+ data = yaml.load(f, Loader=yaml.FullLoader)
+
+ self.diameter = data['diameter']
+ self.mass = mass
+ self.weight = environment.g*mass
+ self.area = pi*self.diameter**2/4.0
+ self.I_xy = mass*data['J_xy']
+ self.I_z = mass*data['J_z']
+
+ a = array(data['alpha'])
+ cl = array(data['Cl'])
+ cd = array(data['Cd'])
+ cm = array(data['Cm'])
+
+
+ self._alpha,self._Cl,self._Cd,self._Cm = self._flip(a,cl,cd,cm)
+ kind = 'linear'
+ self.Cl_func = interp1d(self._alpha, self._Cl, kind=kind)
+ self.Cd_func = interp1d(self._alpha, self._Cd, kind=kind)
+ self.Cm_func = interp1d(self._alpha, self._Cm, kind=kind)
+
+ def _flip(self,a,cl,cd,cm):
+ """
+ Data given from -90 deg to 90 deg.
+ Expand to -180 to 180 using symmetry considerations.
+ """
+ n = len(a)
+
+ idx = argmin(abs(a))
+ a2 = zeros(2*n)
+ cl2 = zeros(2*n)
+ cd2 = zeros(2*n)
+ cm2 = zeros(2*n)
+
+ a2[idx:idx+n] = a[:]
+ cl2[idx:idx+n] = cl[:]
+ cd2[idx:idx+n] = cd[:]
+ cm2[idx:idx+n] = cm[:]
+ for i in range(idx):
+ a2[i] = -(180 + a[idx-i])
+ cl2[i] = -cl[idx-i]
+ cd2[i] = cd[idx-i]
+ cm2[i] = -cm[idx-i]
+
+ for i in range(idx+n,2*n):
+ a2[i] = 180 - a[idx+n-i-2]
+ cl2[i] = -cl[idx+n-i-2]
+ cd2[i] = cd[idx+n-i-2]
+ cm2[i] = -cm[idx+n-i-2]
+
+ return a2,cl2,cd2,cm2
+
+ def _normalize_angle(self, alpha):
+ """
+ Ensure that the angle fulfils :math:`-\\pi < \\alpha < \\pi`
+
+ :param float alpha: Angle in radians
+ :return: Normalized angle
+ :rtype: float
+ """
+
+ return arctan2(sin(alpha), cos(alpha))
+
+ def Cd(self, alpha):
+ """
+ Provide drag coefficent for a given angle of attack.
+
+ :param float alpha: Angle in radians
+ :return: Drag coefficient
+ :rtype: float
+ """
+
+ # NB! The stored data uses degrees for the angle
+ return self.Cd_func(degrees(self._normalize_angle(alpha)))
+
+ def Cl(self, alpha):
+ """
+ Provide drag coefficent for a given angle of attack.
+
+ :param float alpha: Angle in radians
+ :return: Drag coefficient
+ :rtype: float
+ """
+
+ # NB! The stored data uses degrees for the angle
+ return self.Cl_func(degrees(self._normalize_angle(alpha)))
+
+ def Cm(self, alpha):
+ """
+ Provide coefficent of moment for a given angle of attack.
+
+ :param float alpha: Angle in radians
+ :return: Coefficient of moment
+ :rtype: float
+ """
+
+ # NB! The stored data uses degrees for the angle
+ return self.Cm_func(degrees(self._normalize_angle(alpha)))
+
+
+ def plot_coeffs(self, color='k'):
+ """
+ Utility function to quickly explore disc coefficients.
+
+ :param string color: Matplotlib color key. Default value is k, i.e. black.
+ """
+ pl.plot(self._alpha, self._Cl, 'C0-o',label='$C_L$')
+ pl.plot(self._alpha, self._Cd, 'C1-o',label='$C_D$')
+ pl.plot(self._alpha, 3*self._Cm, 'C2-o',label='$C_M$')
+
+ a = linspace(-pi,pi,200)
+ #pl.plot(degrees(a), self.Cl(a), 'C0-',label='$C_L$')
+ #pl.plot(degrees(a), self.Cd(a), 'C1-',label='$C_D$')
+ #pl.plot(degrees(a), 3*self.Cm(a), 'C2-',label='$C_M$')
+
+ pl.xlabel('Angle of attack ($^\circ$)')
+ pl.ylabel('Aerodynamic coefficients (-)')
+ pl.legend(loc='upper left')
+ ax = pl.gca()
+ ax2 = pl.gca().twinx()
+ ax2.set_ylabel("Aerodynamic efficiency, $C_L/C_D$")
+ pl.plot(self._alpha, self._Cl/self._Cd, 'C3-.',label='$C_L/C_D$')
+ ax2.legend(loc='upper right')
+
+ return ax,ax2
+
+
+ def empirical_spin(self, speed):
+ # Simple empirical formula for spin rate, based on curve-fitting
+ # data from:
+ # https://www.dgcoursereview.com/dgr/forums/viewtopic.php?f=2&t=7097
+ #omega = -0.257*speed**2 + 15.338*speed
+
+ # Alternatively, experiments indicate a linear relationship,
+ omega = 5.2*speed
+
+ return omega
+
+
+
+ def initialize_shot(self, **kwargs):
+ U = kwargs["speed"]
+
+ kwargs.setdefault('yaw', 0.0)
+ #kwargs.setdefault('omega', self.empirical_spin(U))
+
+ pitch = radians(kwargs["pitch"])
+ yaw = radians(kwargs["yaw"])
+ omega = kwargs["omega"]
+
+ # phi, theta
+ roll_angle = radians(kwargs["roll_angle"]) # phi
+ nose_angle = radians(kwargs["nose_angle"]) # theta
+ # psi, rotation around z irrelevant for starting position
+ # since the disc is symmetric
+
+ # Initialize position
+ if "position" in kwargs:
+ x,y,z = kwargs["position"]
+ else:
+ x = 0.
+ y = 0.
+ z = 0.
+
+ # Initialize velocity
+ xy = cos(pitch)
+ u = U*xy*cos(yaw)
+ v = U*xy*sin(-yaw)
+ w = U*sin(pitch)
+
+ # Initialize angles
+ attitude = array([roll_angle, nose_angle, 0])
+ # The initial orientation of the disc must also account for the
+ # angle of the throw itself, i.e. the launch angle.
+ attitude += matmul(T_12(attitude), array((0, pitch, 0)))
+
+ #attitude = matmul(T_23(yaw),attitude)
+ #attitude += matmul(T_12(attitude), array((0, pitch, 0)))
+ phi, theta, psi = attitude
+ y0 = array((x,y,z,u,v,w,phi,theta,psi))
+ return y0, omega
+
+ def shoot(self, **kwargs):
+
+ y0, omega = self.initialize_shot(**kwargs)
+
+ shot = self._shoot(self.advance, y0, omega)
+
+ return shot
+
+ def post_process(self, s, omega):
+ n = len(s.time)
+ alphas = zeros(n)
+ betas = zeros(n)
+ lifts = zeros(n)
+ drags = zeros(n)
+ moms = zeros(n)
+ rolls = zeros(n)
+ for i in range(n):
+ x = s.position[:,i]
+ u = s.velocity[:,i]
+ a = s.attitude[:,i]
+
+ alpha, beta, Fd, Fl, M, g4 = self.forces(x, u, a, omega)
+
+ alphas[i] = alpha
+ betas[i] = beta
+ lifts[i] = Fl
+ drags[i] = Fd
+ moms[i] = M
+ rolls[i] = -M/(omega*(self.I_xy - self.I_z))
+
+ arc_length = norm(s.position, axis=0)
+ return arc_length,degrees(alphas),degrees(betas),lifts,drags,moms,degrees(rolls)
+
+ def forces(self, x, u, a, omega):
+ # Velocity in body axes
+ urel = u - environment.wind_abl(x[2])
+ u2 = matmul(T_12(a), urel)
+ # Side slip angle is the angle between the x and y velocity
+ beta = -arctan2(u2[1], u2[0])
+ # Velocity in zero side slip axes
+ u3 = matmul(T_23(beta), u2)
+ # Angle of attack is the angle between
+ # vertical and horizontal velocity
+ alpha = -arctan2(u3[2], u3[0])
+ # Velocity in wind system, where forces are to be calculated
+ u4 = matmul(T_34(alpha), u3)
+
+ # Convert gravitational force from Earth to Wind axes
+ g = array((0, 0, self.mass*environment.g))
+ g4 = T_14(g, a, beta, alpha)
+
+ # Aerodynamic forces
+ q = 0.5*environment.rho*u4[0]**2
+ S = self.area
+ D = self.diameter
+
+ Fd = q*S*self.Cd(alpha)
+ Fl = q*S*self.Cl(alpha)
+ M = q*S*D*self.Cm(alpha)
+
+ return alpha, beta, Fd, Fl, M, g4
+
+ def advance(self, t, vec, omega):
+ x = vec[0:3]
+ u = vec[3:6]
+ a = vec[6:9]
+
+ alpha, beta, Fd, Fl, M, g4 = self.forces(x, u, a, omega)
+
+ m = self.mass
+ # Calculate accelerations
+ dudt = (-Fd + g4[0])/m
+ dvdt = g4[1]/m
+ dwdt = ( Fl + g4[2])/m
+ acc4 = array((dudt,dvdt,dwdt))
+ # Roll rate acts around x-axis (in axes 3: zero side slip axes)
+ dphidt = -M/(omega*(self.I_xy - self.I_z))
+ # Other angular rotations are ignored, assume zero wobble
+ angvel3 = array((dphidt, 0, 0))
+
+ acc1 = T_41(acc4, a, beta, alpha)
+ angvel1 = T_31(angvel3, a, beta)
+
+ return concatenate((u,acc1,angvel1))
+
+
+
+
+
diff --git a/shotshaper/transforms.py b/shotshaper/transforms.py
new file mode 100644
index 0000000000000000000000000000000000000000..8597a83f646b0bf18e7e1f98402d7ee1869fa318
--- /dev/null
+++ b/shotshaper/transforms.py
@@ -0,0 +1,68 @@
+# -*- coding: utf-8 -*-
+"""
+
+The axes are denoted:
+1: Earth
+2: Body
+3: Zero side slip - rotation around z, to apply roll
+4: Wind axes - to replicate the CFD condition with wind coming straight onto the body
+
+In Crowther & Potts, z-axis is defined pointing downwards. Here, it points upwards
+leading to some different signs.
+"""
+import numpy as np
+from numpy import cos,sin,matmul
+
+def T_12(attitude):
+ """
+ Transform from Earth axes to Body axes
+ """
+ phi, theta, psi = attitude
+
+ return np.array([[cos(theta)*cos(psi), sin(phi)*sin(theta)*cos(psi) - cos(phi)*sin(psi), cos(phi)*sin(theta)*cos(psi) + sin(phi)*sin(psi)],
+ [cos(theta)*sin(psi), sin(phi)*sin(theta)*sin(psi) + cos(phi)*cos(psi), cos(phi)*sin(theta)*sin(psi) - sin(phi)*cos(psi)],
+ [-sin(theta), sin(phi)*cos(theta), cos(phi)*cos(theta) ]])
+
+def T_23(beta):
+ """
+ Transform from Body axes to Zero side slip axes,
+ Rotation around z-axis by the side-slip angle
+ """
+ return np.array([[cos(beta), -sin(beta), 0],
+ [sin(beta), cos(beta), 0],
+ [0, 0, 1]])
+
+
+def T_34(alpha):
+ """
+ Transform from Zero side slip axes to Wind axes
+ Rotation around y-axis by the angle of attack.
+ """
+ return np.array([[cos(alpha), 0, -sin(alpha)],
+ [0, 1, 0 ],
+ [sin(alpha), 0, cos(alpha)]])
+
+def T_14(vec, attitude, beta, alpha):
+ return matmul(T_34(alpha), matmul(T_23(beta), matmul(T_12(attitude), vec)))
+
+def T_21(attitude):
+ """
+ Transform from Body axes to Earth axes.
+ Done by transposing the opposite
+ """
+ return np.transpose(T_12(attitude))
+
+def T_32(beta):
+ return np.transpose(T_23(beta))
+
+def T_43(alpha):
+ return np.transpose(T_34(alpha))
+
+def T_41(vec, attitude, beta, alpha):
+ return matmul(T_21(attitude), matmul(T_32(beta), matmul(T_43(alpha), vec)))
+
+def T_31(vec, attitude, beta):
+ return matmul(T_21(attitude), matmul(T_32(beta), vec))
+
+
+
diff --git a/utils/disc_geometric_properties.py b/utils/disc_geometric_properties.py
new file mode 100644
index 0000000000000000000000000000000000000000..8494c43c87b273b702b2320eca89074969e22d6f
--- /dev/null
+++ b/utils/disc_geometric_properties.py
@@ -0,0 +1,28 @@
+# -*- coding: utf-8 -*-
+"""
+Calculate moments of inertia for a disc from STL file.
+"""
+
+import numpy as np
+import trimesh
+import sys
+import os
+
+path = os.path.dirname(os.path.realpath(__file__))
+# attach to logger so trimesh messages will be printed to console
+#trimesh.util.attach_to_log()
+
+name = sys.argv[-1]
+
+m = trimesh.load(os.path.join(path, 'discs', name + '.stl'))
+trimesh.repair.fix_inversion(m)
+trimesh.repair.fix_normals(m)
+trimesh.repair.fix_winding(m)
+
+if m.is_watertight and m.is_winding_consistent and m.is_volume:
+ V = m.volume
+ J = m.principal_inertia_components/V
+ print('Volume: ', V)
+ print('J_xy: %4.3e' % J[0])
+ print('J_z: %4.3e' % J[2])
+