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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Solar Orbiter Trajectory example using SpiceyPy\n", | |
"This notebook gives some example of how to use SpiceyPy to plot the trajectory of Solar Orbiter, using SPICE kernals which can be downloaded from here: `https://issues.cosmos.esa.int/solarorbiterwiki/display/SOSP/Solar+Orbiter+SPICE+Kernels`\n", | |
"\n", | |
"I also want to refer the reader to HelioPy which also has functionality to calculate the orbits from Solar Orbiter! https://heliopy.org/\n", | |
"\n", | |
"The code here can be used to make the movie that I made which is posted here: https://twitter.com/laura_hayess/status/1229455279156273152\n", | |
"\n", | |
"Just note, there probably is a way to do this with the matplotlib animation functionality, but I saved a png plot at each timestep and then make an MP4 using ffmpeg (https://www.ffmpeg.org/) \n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from astropy import units as u \n", | |
"import datetime \n", | |
"import numpy as np \n", | |
"import matplotlib.animation as animation \n", | |
"import matplotlib.pyplot as plt \n", | |
"from mpl_toolkits.mplot3d import Axes3D\n", | |
"import spiceypy\n", | |
"from sunpy.time import TimeRange\n", | |
"import subprocess\n", | |
"import pylab\n", | |
"import seaborn as sns\n", | |
"import os\n", | |
"import warnings\n", | |
"warnings.filterwarnings('ignore')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## We need to first get the SPICE kernals to be loaded for this analysis. \n", | |
"The kernals are available from the link above. Some are generic kernals, such as lsk (leap second kernal). The others listed include the planet orbit and trajectories and the predicted Solar Orbiter trajectory." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"spice_files = ['/Users/lahayes/spiceypy_test/kernels/lsk/naif0012.tls', \n", | |
" '/Users/lahayes/spiceypy_test/kernels/spk/de421.bsp',\n", | |
" '/Users/lahayes/spiceypy_test/kernels/pck/pck00010.tpc',\n", | |
" '/Users/lahayes/spiceypy_test/kernels/spk/solo_ANC_soc-orbit_20200207-20300902_V01.bsp']" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Load the kernals using `SpiceyPy`" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"spiceypy.furnsh(spice_files)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Define the timerange over which to calculate orbits\n", | |
"We also need to convert the times to the number of TDB seconds past the J2000 epoch. \n", | |
"\n", | |
"We calculate the time from launch to 8 years in the future with a timestep of every 24 hours" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"timerange = TimeRange('2020-02-10', 8*u.year)\n", | |
"times = [timerange.start.datetime]\n", | |
"t = times[0]\n", | |
"while t < timerange.end:\n", | |
" t = t+ datetime.timedelta(hours=24)\n", | |
" times.append(t)\n", | |
"\n", | |
"time_spice = [spiceypy.str2et(t.strftime('%Y-%m-%d %H:%M')) for t in times]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Find the positions and velocity of Solar Orbiter, Earth, Venus and the Sun\n", | |
"We use the `spiceypy.spkezr` function that returns the state (position and velocity) of a target body relative to an observing body\n", | |
"\n", | |
"Here we calculate everything with respect to the Sun " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"positions_solo, lightTimes = spiceypy.spkezr('Solar Orbiter', time_spice, 'ECLIPJ2000', 'NONE', 'Sun')\n", | |
"positions_earth, lightTimes_earth = spiceypy.spkezr('Earth', time_spice, 'ECLIPJ2000', 'NONE', 'Sun')\n", | |
"positions_venus, lightTimes_venus = spiceypy.spkezr('Venus', time_spice, 'ECLIPJ2000', 'NONE', 'Sun')\n", | |
"positions_sun, lightTimes_earth = spiceypy.spkezr('Sun', time_spice, 'ECLIPJ2000', 'NONE', 'Sun')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# pull out the position and velocity of Solar Orbiter\n", | |
"pos_solo = np.array(positions_solo)[:, :3] * u.km\n", | |
"vel_solo = np.array(positions_solo)[:, 3:] * u.km / u.s\n", | |
"\n", | |
"# x, y, z positions of Solar Orbiter, and r (position vector)\n", | |
"x_solo = pos_solo[:, 0].to(u.au)\n", | |
"y_solo = pos_solo[:, 1].to(u.au)\n", | |
"z_solo = pos_solo[:, 2].to(u.au)\n", | |
"r_solo = np.sqrt(x_solo**2 + y_solo**2 + z_solo**2)\n", | |
"\n", | |
"# speed and elevation of Solar Orbiter\n", | |
"speed = np.sqrt(vel_solo[:,0]**2 + vel_solo[:,1]**2 + vel_solo[:,2]**2)\n", | |
"elevation = np.rad2deg(np.arcsin(z_solo / r_solo))\n", | |
"\n", | |
"# Earth x, y, z positions\n", | |
"per_earth = np.array(positions_earth)[:, :3] * u.km\n", | |
"x_earth = per_earth[:, 0].to(u.au)\n", | |
"y_earth = per_earth[:, 1].to(u.au)\n", | |
"z_earth = per_earth[:, 2].to(u.au)\n", | |
"\n", | |
"# Sun x, y, z position\n", | |
"per_sun = np.array(positions_sun)[:, :3] * u.km\n", | |
"x_sun = per_sun[:, 0].to(u.au)\n", | |
"y_sun = per_sun[:, 1].to(u.au)\n", | |
"z_sun = per_sun[:, 2].to(u.au)\n", | |
"\n", | |
"# Venus x, y, z position\n", | |
"per_venus = np.array(positions_venus)[:, :3] * u.km\n", | |
"x_venus = per_venus[:, 0].to(u.au)\n", | |
"y_venus = per_venus[:, 1].to(u.au)\n", | |
"z_venus = per_venus[:, 2].to(u.au)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Now lets inspect the data and plot the trajectory of Solar Orbiter\n", | |
"Lets first see what Solar Orbiter trajectory looks in each plane - the positions are in AU." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1080x360 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(1, 3, sharex=True, sharey=True, figsize=(15, 5))\n", | |
"ax[0].plot(x_solo, z_solo)\n", | |
"ax[0].set_xlabel('x (AU)')\n", | |
"ax[0].set_ylabel('z (AU)')\n", | |
"\n", | |
"ax[1].plot(x_solo, y_solo)\n", | |
"ax[1].set_xlabel('x (AU)')\n", | |
"ax[1].set_ylabel('y (AU)')\n", | |
"\n", | |
"ax[2].plot(y_solo, z_solo)\n", | |
"ax[2].set_xlabel('y (AU)')\n", | |
"ax[2].set_ylabel('z (AU)')\n", | |
"\n", | |
"for a in ax:\n", | |
" a.grid()\n", | |
" a.set_ylim(-1, 1)\n", | |
" a.set_xlim(-1, 1)\n", | |
"\n", | |
"plt.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Lets now plot this on a 3D plane\n", | |
"We can plot it such that each color changes with the timestep sequentially" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 0, 'AU')" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig = plt.figure(figsize = (8, 8))\n", | |
"ax = fig.add_subplot(111, projection='3d')\n", | |
"ax.scatter(x_solo.to_value(), y_solo.to_value(), z_solo.to_value(), cmap='Blues', c=time_spice)\n", | |
"ax.set_xlabel('AU')\n", | |
"ax.set_ylabel('AU')\n", | |
"ax.set_zlabel('AU')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### We can change the viewing angle of the plot using `ax.view_init`\n", | |
"\n", | |
"We can also include the orbit of Earth, and the position of the Sun" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig = plt.figure(figsize = (8, 8))\n", | |
"ax = fig.add_subplot(111, projection='3d')\n", | |
"ax.scatter(x_solo.to_value(), y_solo.to_value(), z_solo.to_value(), cmap='Blues', c=time_spice)\n", | |
"# now include Earth and the Sun\n", | |
"ax.scatter(x_earth.to_value(), y_earth.to_value(), z_earth.to_value(), cmap='Reds', c=time_spice)\n", | |
"ax.scatter(x_sun.to_value(), y_sun.to_value(), z_sun.to_value(), color='orange')\n", | |
"ax.set_xlabel('AU')\n", | |
"ax.set_ylabel('AU')\n", | |
"ax.set_zlabel('AU')\n", | |
"\n", | |
"# change viewing angles\n", | |
"ax.view_init(azim=-60, elev=10)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## We can also plot the elevation and the speed of Solar Orbiter as a function of time\n", | |
"\n", | |
"This can be done by using the x, y and z coordinates of Solar Orbiter which is calculated above.\n", | |
"Also recall that astropy units as used here, so to recall what the units of these are we can print them:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"deg\n", | |
"km / s\n" | |
] | |
} | |
], | |
"source": [ | |
"print(elevation.unit)\n", | |
"print(speed.unit)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x432 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(2, sharex=True, figsize = (8, 6))\n", | |
"ax[0].plot(times, elevation)\n", | |
"ax[0].set_ylabel('Elevation angle (deg)')\n", | |
"ax[1].plot(times, speed)\n", | |
"ax[1].set_ylabel('Speed (km/s)')\n", | |
"for a in ax:\n", | |
" a.set_xlim(times[0], times[-1])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Now we can write a function that plots these all on one figure\n", | |
"This is achieved using pylab to define the different positions of the subplot axes.\n", | |
"Were also going to plot the position of Earth, Venus and the Sun. The function will plot each trajectory at for a certain time step `i`, i.e. `time_spice[i]`\n", | |
"\n", | |
"There is also a `save_plot`, which when `True` will save a plot to the defined directory `save_dir`. If no save_dir is given, but save_plot is `True`, then the a directory 'solo_plots' will be created and plots saved there." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def plot_full(i, save_plot=False, save_dir='solo_plots'):\n", | |
" \"\"\"\n", | |
" Function to make a plot that contains several subplots including \n", | |
" a 3D plot of the orbit of Solar Orbiter, Earth, Venus, and a plot\n", | |
" of the orbits in x-y and x-z plane, and also include the speed and\n", | |
" elevation of Solar Orbiter as a function of time.\n", | |
" \n", | |
" Parameters\n", | |
" ----------\n", | |
" i : `int`\n", | |
" index of the time_spice to plot, i.e. it will plot\n", | |
" positions at time step time_spice[i]\n", | |
" \n", | |
" save_plot : `Boolean`, optional\n", | |
" if set True, then will save the plot to the `save_dir` directory\n", | |
" \n", | |
" save_dir : `str`, optional\n", | |
" path to save the plot if save_plot==True. \n", | |
" Defaults to creating a solo_plots directory in the\n", | |
" current working directory\n", | |
" \n", | |
" \"\"\"\n", | |
" # setting up some style parameters that look good for this plot\n", | |
" sns.set_context('paper', font_scale=0.8, rc={'axes.linewidth':0.5}) \n", | |
"\n", | |
" # define colors and colormaps for Solar Orbiter, Earth and Venus\n", | |
" solo_col = 'r' \n", | |
" cmap_solo = 'Reds' \n", | |
" \n", | |
" earth_col = '#377eb8'\n", | |
" cmap_earth = sns.light_palette(earth_col, as_cmap=True) \n", | |
"\n", | |
" venus_col = 'k'\n", | |
" cmap_venus = 'Greys'\n", | |
"\n", | |
" # i is for each timestep - but we also want to plot the\n", | |
" # previous 20 timesteps, j, to illustrate the trajectory path\n", | |
" if i < 20:\n", | |
" j = 0\n", | |
" else:\n", | |
" j = i-20\n", | |
"\n", | |
" # set up plotting informatio in each dictionary\n", | |
" kwargs_solo = {'s': 10, 'c': time_spice[j:i], 'cmap':cmap_solo}\n", | |
" kwargs_Earth = {'s': 10, 'c': time_spice[j:i], 'cmap':cmap_earth}\n", | |
" kwargs_Venus = {'s': 5, 'c': time_spice[j:i], 'cmap':cmap_venus}\n", | |
"\n", | |
" \n", | |
" # get box sizes for plotting positions on figure\n", | |
" xx = 10\n", | |
" yy = 5\n", | |
" box = 0.18\n", | |
"\n", | |
" fig = plt.figure(figsize=(xx,yy))\n", | |
"\n", | |
" # 3D plot of trajectories\n", | |
" ax = pylab.axes([0.0, 0.02, 0.6, 0.90], projection='3d')\n", | |
" ax.scatter(x_solo.to_value()[j:i], y_solo.to_value()[j:i], z_solo.to_value()[j:i], **kwargs_solo)\n", | |
" ax.scatter(x_earth.to_value()[j:i], y_earth.to_value()[j:i], z_earth.to_value()[j:i], **kwargs_Earth)\n", | |
" ax.scatter(x_venus.to_value()[j:i], y_venus.to_value()[j:i], z_venus.to_value()[j:i], **kwargs_Venus)\n", | |
" ax.scatter(x_sun.to_value()[i], y_sun.to_value()[i], z_sun.to_value()[i], color='y', s=30)\n", | |
"\n", | |
" ax.scatter(x_solo.to_value()[i], y_solo.to_value()[i], z_solo.to_value()[i], color=solo_col, label='Solar Orbiter', s=10)\n", | |
" ax.scatter(x_earth.to_value()[i], y_earth.to_value()[i], z_earth.to_value()[i], color=earth_col, label='Earth', s=10)\n", | |
" ax.scatter(x_venus.to_value()[i], y_venus.to_value()[i], z_venus.to_value()[i], color=venus_col, label='Venus', s=5)\n", | |
"\n", | |
" ax.plot(x_solo.to_value()[0:i], y_solo.to_value()[0:i], z_solo.to_value()[0:i], color=solo_col, lw=0.2)\n", | |
" ax.plot(x_earth.to_value()[0:i], y_earth.to_value()[0:i], z_earth.to_value()[0:i], color=earth_col, lw=0.2)\n", | |
" ax.plot(x_venus.to_value()[0:i], y_venus.to_value()[0:i], z_venus.to_value()[0:i], color=venus_col, lw=0.1)\n", | |
"\n", | |
" ax.view_init(azim=-60, elev=20) \n", | |
"\n", | |
" ax.set_xlim(-1, 1)\n", | |
" ax.set_ylim(-1, 1)\n", | |
" ax.set_zlim(-0.5, 0.5)\n", | |
" ax.set_title('Solar Orbiter Trajectory {:s}'.format(times[i].strftime('%Y-%m-%d %H:%M')), y=1.05, fontsize=12)\n", | |
" ax.set_xlabel('x (AU)')\n", | |
" ax.set_ylabel('y (AU)')\n", | |
" ax.set_zlabel('z (AU)')\n", | |
" leg = ax.legend(loc='upper right', bbox_to_anchor=(0.53, 0.85),\n", | |
" bbox_transform=plt.gcf().transFigure, fontsize=8)\n", | |
" for handle, text in zip(leg.legendHandles, leg.get_texts()):\n", | |
" text.set_color(handle.get_facecolor()[0])\n", | |
"\n", | |
" # x-y plane projection plot\n", | |
" bx = pylab.axes([0.61, 0.08, box, box*(xx/yy)])\n", | |
" bx.scatter(x_solo.to_value()[j:i], y_solo.to_value()[j:i], **kwargs_solo)\n", | |
" bx.scatter(x_sun.to_value()[i], y_sun.to_value()[i], color='y', s=30)\n", | |
" bx.scatter(x_earth.to_value()[j:i], y_earth.to_value()[j:i], **kwargs_Earth)\n", | |
" bx.scatter(x_venus.to_value()[j:i], y_venus.to_value()[j:i], **kwargs_Venus)\n", | |
" bx.tick_params(direction='in', labelleft=False, left=False, bottom=False, labelbottom=False, width=0.5, length=3)\n", | |
"\n", | |
" bx.plot(x_solo.to_value()[0:i], y_solo.to_value()[0:i], color=solo_col, lw=0.2)\n", | |
" bx.plot(x_earth.to_value()[0:i], y_earth.to_value()[0:i], color=earth_col, lw=0.2)\n", | |
" bx.plot(x_venus.to_value()[0:i], y_venus.to_value()[0:i], color=venus_col, lw=0.1)\n", | |
" bx.set_xlabel('x-y plane (AU)')\n", | |
"\n", | |
" bx.set_xlim(-1.05, 1.05)\n", | |
" bx.set_ylim(-1.05, 1.05)\n", | |
" bx.set_xticks([-1, -0.5, 0, 0.5, 1])\n", | |
" bx.set_yticks([-1, -0.5, 0, 0.5, 1])\n", | |
"\n", | |
" # x-z plane projection plot\n", | |
" cx = pylab.axes([0.61+box+0.01, 0.08, box, box*(xx/yy)])\n", | |
" cx.scatter(x_solo.to_value()[j:i], z_solo.to_value()[j:i], **kwargs_solo)\n", | |
" cx.scatter(x_sun.to_value()[i], z_sun.to_value()[i], color='y', s=30)\n", | |
" cx.scatter(x_earth.to_value()[j:i], z_earth.to_value()[j:i], **kwargs_Earth)\n", | |
" cx.scatter(x_venus.to_value()[j:i], z_venus.to_value()[j:i], **kwargs_Venus)\n", | |
" cx.plot(x_solo.to_value()[0:i], z_solo.to_value()[0:i], color=solo_col, lw=0.2)\n", | |
" cx.plot(x_earth.to_value()[0:i], z_earth.to_value()[0:i], color=earth_col, lw=0.2)\n", | |
" cx.plot(x_venus.to_value()[0:i], z_venus.to_value()[0:i], color=venus_col, lw=0.1)\n", | |
" cx.tick_params(labelleft=False, labelbottom=False,left=False, right=False, bottom=False, labelright=False, direction='in', width=0.5, length=3)\n", | |
" cx.set_xlabel('x-z plane (AU)')\n", | |
"\n", | |
" cx.set_xlim(-1.05, 1.05)\n", | |
" cx.set_ylim(-0.14, 0.25)\n", | |
" cx.set_xticks([-1, -0.5, 0, 0.5, 1])\n", | |
" cx.set_yticks([-0.1, 0, 0.1, 0.2]) \n", | |
"\n", | |
" # plot of speed of Solar Orbiter as function of time\n", | |
" dx = pylab.axes([0.67, 0.75, 0.3, 0.2 ])\n", | |
" dx.plot(times, speed, color=solo_col, lw=0.5)\n", | |
" dx.scatter(times[j:i], speed[j:i], **kwargs_solo)\n", | |
" dx.set_xlim(times[0], times[-1])\n", | |
" dx.axvline(times[i], color='k', lw=0.5)\n", | |
" dx.tick_params(labelbottom=False, direction='in', width=0.5, length=3)\n", | |
" dx.set_ylabel('Speed (km/s)')\n", | |
" \n", | |
" # plot of the elevation of Solar Orbiter as function of time\n", | |
" ex = pylab.axes([0.67, 0.54, 0.3, 0.2 ], sharex=dx)\n", | |
" ex.plot(times, elevation, color=solo_col,lw=0.5)\n", | |
" ex.scatter(times[j:i], elevation[j:i], **kwargs_solo)\n", | |
" ex.set_xlim(times[0], times[-1])\n", | |
" ex.axvline(times[i], color='k', lw=0.5)\n", | |
" ex.tick_params(direction='in', width=0.5, length=3)\n", | |
" ex.set_xlabel('Time (UT)')\n", | |
" ex.set_ylabel('Inclination (deg)')\n", | |
"\n", | |
" # save each timestep plot \n", | |
" if save_plot:\n", | |
" # if save_dir is not provided then create a solo_plots path\n", | |
" if save_dir == 'solo_plots':\n", | |
" save_dir = os.path.join(os.getcwd(), save_dir)\n", | |
" if not os.path.exists(save_dir):\n", | |
" os.mkdir(save_dir)\n", | |
" \n", | |
" # this will save the files is ~/solo_plots/all_plots_0001.png for i = 1\n", | |
" plt.savefig(os.path.join(save_dir, 'all_plots_{:04d}.png'.format(i)), dpi=250)\n", | |
" plt.close()\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### So we can now plot this at each time step `time_spice[i]`" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 720x360 with 5 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_full(110)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### We can save it to a certain directory\n", | |
"This won't actually plot anything to screen as we use `plt.close`, but it will be saved as a png at `/Users/lahayes/spiceypy_test/plots/all_plots_0101.png`" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"plot_full(101, save_plot=True, save_dir='/Users/lahayes/spiceypy_test/plots/')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Now to make a movie what I do is look through each time step and save the plot\n", | |
"Each saved and then stitched together using `ffmpeg`" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def make_movie(save_dir, save_file='save_movie_solo_orbits.mp4'):\n", | |
" \"\"\"\n", | |
" Function to call `plot_full` iteratively over each time step of time_spice.\n", | |
" Once these are all saved, then subprocess is used to call ffmpeg for stitch together\n", | |
" the pngs in save_dir to an mp4.\n", | |
" \n", | |
" Parameters\n", | |
" ----------\n", | |
" save_dir : `str`\n", | |
" directory to where the plots are saved from plot_full() function\n", | |
" save_file : `str`, optional\n", | |
" name of mp4 to be saved\n", | |
" \n", | |
" \"\"\"\n", | |
" for i in range(start, end):\n", | |
" print(i, 'out of ', len(x_solo))\n", | |
" plot_full(i, save_plot=True, save_dir=save_dir)\n", | |
"\n", | |
" # subprocess is used here to call bash \n", | |
" subprocess.call(['ffmpeg','-r', '30' ,'-f', 'image2', '-s', '1920x1080', '-i', \n", | |
" save_dir+'/all_plots_%04d.png', '-vcodec', \n", | |
" 'libx264', '-crf', '25', '-pix_fmt', 'yuv420p', save_file])\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.4" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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