diff --git a/notebooks/Astrodynamics/Orbit Computation/Access Computation.ipynb b/notebooks/Astrodynamics/Orbit Computation/Access Computation.ipynb
index 7525591..d7f8af5 100644
--- a/notebooks/Astrodynamics/Orbit Computation/Access Computation.ipynb	
+++ b/notebooks/Astrodynamics/Orbit Computation/Access Computation.ipynb	
@@ -1,1019 +1,39338 @@
 {
-    "cells": [
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Access Computation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This tutorial demonstrates how to compute access."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Setup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "import plotly.graph_objs as go\n",
+    "\n",
+    "from ostk.mathematics.object import RealInterval\n",
+    "\n",
+    "from ostk.physics import Environment\n",
+    "from ostk.physics.unit import Length\n",
+    "from ostk.physics.unit import Angle\n",
+    "from ostk.physics.time import Scale\n",
+    "from ostk.physics.time import Instant\n",
+    "from ostk.physics.time import Duration\n",
+    "from ostk.physics.time import Interval\n",
+    "from ostk.physics.time import DateTime\n",
+    "from ostk.physics.time import Time\n",
+    "from ostk.physics.coordinate.spherical import LLA\n",
+    "from ostk.physics.coordinate import Position\n",
+    "from ostk.physics.coordinate import Frame\n",
+    "\n",
+    "from ostk.astrodynamics import Trajectory\n",
+    "from ostk.astrodynamics.trajectory import Orbit\n",
+    "from ostk.astrodynamics.trajectory.orbit.model import Kepler\n",
+    "from ostk.astrodynamics.trajectory.orbit.model.kepler import COE\n",
+    "from ostk.astrodynamics.trajectory.orbit.model import SGP4\n",
+    "from ostk.astrodynamics.trajectory.orbit.model.sgp4 import TLE\n",
+    "from ostk.astrodynamics.access import Generator as AccessGenerator\n",
+    "from ostk.astrodynamics.utilities import compute_trajectory_geometry\n",
+    "from ostk.astrodynamics.utilities import compute_time_lla_aer_state"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Access"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "An access represents an object-to-object visibility period."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In this example, let's compute accesses between a fixed position on the ground and a satellite in LEO."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Environment"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's setup an environment (which describes where planets are, etc...):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "environment = Environment.default()\n",
+    "earth = environment.access_celestial_object_with_name(\"Earth\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Origin"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's define a fixed ground position, using its geographic coordinates:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "latitude = Angle.degrees(50.0)\n",
+    "longitude = Angle.degrees(20.0)\n",
+    "altitude = Length.meters(30.0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from_lla = LLA(latitude, longitude, altitude)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from_position = Position.meters(\n",
+    "    from_lla.to_cartesian(earth.get_equatorial_radius(), earth.get_flattening()),\n",
+    "    Frame.ITRF(),\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "And derive a trajectory, fixed at that position:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from_trajectory = Trajectory.position(from_position)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Target"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's consider a satellite in **Low-Earth Orbit**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "earth = environment.access_celestial_object_with_name(\"Earth\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can define its orbit with **Classical Orbital Elements**:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = earth.get_equatorial_radius() + Length.kilometers(500.0)\n",
+    "e = 0.000\n",
+    "i = Angle.degrees(97.8893)\n",
+    "raan = Angle.degrees(100.372)\n",
+    "aop = Angle.degrees(0.0)\n",
+    "nu = Angle.degrees(0.0201851)\n",
+    "\n",
+    "coe = COE(a, e, i, raan, aop, nu)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "... and by using a **Keplerian** orbital model:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "epoch = Instant.date_time(DateTime(2018, 1, 1, 0, 0, 0), Scale.UTC)\n",
+    "\n",
+    "keplerian_model = Kepler(coe, epoch, earth, Kepler.PerturbationType.J2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Or with a **Two-Line Element** (TLE) set:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tle = TLE(\n",
+    "    \"ISS (ZARYA)\",\n",
+    "    \"1 25544U 98067A   18268.86272795  .00002184  00000-0  40781-4 0  9990\",\n",
+    "    \"2 25544  51.6405 237.0010 0003980 205.4375 242.3358 15.53733046134172\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "... along with its associated **SGP4** orbital model:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sgp4_model = SGP4(tle)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Below, we select which orbital model to use:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "orbital_model = keplerian_model\n",
+    "# orbital_model = sgp4_model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We then obtain the satellite orbit (which is a **Trajectory** object):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "satellite_orbit = Orbit(orbital_model, earth)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Alternatively, the **Orbit** class can provide some useful shortcuts (for usual orbit types):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "epoch = Instant.date_time(DateTime(2018, 1, 1, 0, 0, 0), Scale.UTC)\n",
+    "\n",
+    "satellite_orbit = Orbit.sun_synchronous(\n",
+    "    epoch, Length.kilometers(500.0), Time(12, 0, 0), earth\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Access"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now that the origin and the target trajectories are well defined, we can compute the **Access**."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's first define an **analysis interval**:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "start_instant = Instant.date_time(DateTime.parse(\"2018-01-01 00:00:00\"), Scale.UTC)\n",
+    "end_instant = Instant.date_time(DateTime.parse(\"2018-01-10 00:00:00\"), Scale.UTC)\n",
+    "\n",
+    "interval = Interval.closed(start_instant, end_instant);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Then, using an **Access Generator**, we can compute the accesses within the intervals of interest:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "azimuth_range = RealInterval.closed(0.0, 360.0)  # [deg]\n",
+    "elevation_range = RealInterval.closed(20.0, 90.0)  # [deg]\n",
+    "range_range = RealInterval.closed(0.0, 10000e3)  # [m]\n",
+    "\n",
+    "# Access generator with Azimuth-Range-Elevation constraints\n",
+    "\n",
+    "access_generator = AccessGenerator.aer_ranges(\n",
+    "    azimuth_range, elevation_range, range_range, environment\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "accesses = access_generator.compute_accesses(interval, from_trajectory, satellite_orbit)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "And format the output using a dataframe:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "accesses_df = pd.DataFrame(\n",
+    "    [\n",
+    "        [\n",
+    "            str(access.get_type()),\n",
+    "            repr(access.get_acquisition_of_signal()),\n",
+    "            repr(access.get_time_of_closest_approach()),\n",
+    "            repr(access.get_loss_of_signal()),\n",
+    "            float(access.get_duration().in_seconds()),\n",
+    "        ]\n",
+    "        for access in accesses\n",
+    "    ],\n",
+    "    columns=[\"Type\", \"AOS\", \"TCA\", \"LOS\", \"Duration\"],\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Output"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Print accesses:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Type</th>\n",
+       "      <th>AOS</th>\n",
+       "      <th>TCA</th>\n",
+       "      <th>LOS</th>\n",
+       "      <th>Duration</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-01 11:34:42.068.803.594 [UTC]</td>\n",
+       "      <td>2018-01-01 11:37:02.531.259.406 [UTC]</td>\n",
+       "      <td>2018-01-01 11:39:20.963.932.540 [UTC]</td>\n",
+       "      <td>278.895129</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-01 22:17:04.486.465.786 [UTC]</td>\n",
+       "      <td>2018-01-01 22:19:29.197.893.877 [UTC]</td>\n",
+       "      <td>2018-01-01 22:21:56.071.797.954 [UTC]</td>\n",
+       "      <td>291.585332</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-02 11:15:50.962.671.891 [UTC]</td>\n",
+       "      <td>2018-01-02 11:18:21.588.871.661 [UTC]</td>\n",
+       "      <td>2018-01-02 11:20:50.113.754.946 [UTC]</td>\n",
+       "      <td>299.151083</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-02 21:58:17.197.808.714 [UTC]</td>\n",
+       "      <td>2018-01-02 22:00:45.574.983.540 [UTC]</td>\n",
+       "      <td>2018-01-02 22:03:16.059.148.910 [UTC]</td>\n",
+       "      <td>298.861340</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-03 10:57:11.487.524.290 [UTC]</td>\n",
+       "      <td>2018-01-03 10:59:37.850.534.878 [UTC]</td>\n",
+       "      <td>2018-01-03 11:02:02.036.875.988 [UTC]</td>\n",
+       "      <td>290.549352</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-03 21:39:47.134.122.825 [UTC]</td>\n",
+       "      <td>2018-01-03 21:42:04.761.556.620 [UTC]</td>\n",
+       "      <td>2018-01-03 21:44:24.416.835.048 [UTC]</td>\n",
+       "      <td>277.282712</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-04 10:38:46.114.810.487 [UTC]</td>\n",
+       "      <td>2018-01-04 10:40:51.272.953.198 [UTC]</td>\n",
+       "      <td>2018-01-04 10:42:54.213.740.990 [UTC]</td>\n",
+       "      <td>248.098931</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-04 12:13:44.164.602.232 [UTC]</td>\n",
+       "      <td>2018-01-04 12:14:29.283.796.794 [UTC]</td>\n",
+       "      <td>2018-01-04 12:15:12.483.817.521 [UTC]</td>\n",
+       "      <td>88.319215</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-04 21:21:37.263.730.846 [UTC]</td>\n",
+       "      <td>2018-01-04 21:23:26.748.795.776 [UTC]</td>\n",
+       "      <td>2018-01-04 21:25:18.172.380.735 [UTC]</td>\n",
+       "      <td>220.908650</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-04 22:56:06.153.258.257 [UTC]</td>\n",
+       "      <td>2018-01-04 22:57:18.443.397.319 [UTC]</td>\n",
+       "      <td>2018-01-04 22:58:32.957.423.180 [UTC]</td>\n",
+       "      <td>146.804165</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-05 10:20:50.134.056.173 [UTC]</td>\n",
+       "      <td>2018-01-05 10:22:01.798.918.271 [UTC]</td>\n",
+       "      <td>2018-01-05 10:23:11.254.536.765 [UTC]</td>\n",
+       "      <td>141.120481</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-05 11:54:01.256.000.712 [UTC]</td>\n",
+       "      <td>2018-01-05 11:55:53.967.209.780 [UTC]</td>\n",
+       "      <td>2018-01-05 11:57:44.714.318.003 [UTC]</td>\n",
+       "      <td>223.458317</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-05 21:04:12.991.634.846 [UTC]</td>\n",
+       "      <td>2018-01-05 21:04:51.514.010.487 [UTC]</td>\n",
+       "      <td>2018-01-05 21:05:31.948.338.357 [UTC]</td>\n",
+       "      <td>78.956704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-05 22:36:25.111.423.565 [UTC]</td>\n",
+       "      <td>2018-01-05 22:38:29.069.937.918 [UTC]</td>\n",
+       "      <td>2018-01-05 22:40:35.242.500.338 [UTC]</td>\n",
+       "      <td>250.131077</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-06 11:34:55.609.445.723 [UTC]</td>\n",
+       "      <td>2018-01-06 11:37:15.845.024.642 [UTC]</td>\n",
+       "      <td>2018-01-06 11:39:34.066.477.623 [UTC]</td>\n",
+       "      <td>278.457032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-06 22:17:18.027.394.666 [UTC]</td>\n",
+       "      <td>2018-01-06 22:19:42.580.464.882 [UTC]</td>\n",
+       "      <td>2018-01-06 22:22:09.311.262.615 [UTC]</td>\n",
+       "      <td>291.283868</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-07 11:16:04.357.683.207 [UTC]</td>\n",
+       "      <td>2018-01-07 11:18:34.945.867.991 [UTC]</td>\n",
+       "      <td>2018-01-07 11:21:03.434.399.548 [UTC]</td>\n",
+       "      <td>299.076716</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-07 21:58:30.506.498.446 [UTC]</td>\n",
+       "      <td>2018-01-07 22:00:58.928.161.256 [UTC]</td>\n",
+       "      <td>2018-01-07 22:03:29.459.743.376 [UTC]</td>\n",
+       "      <td>298.953245</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-08 10:57:24.738.453.549 [UTC]</td>\n",
+       "      <td>2018-01-08 10:59:51.240.227.597 [UTC]</td>\n",
+       "      <td>2018-01-08 11:02:15.575.093.086 [UTC]</td>\n",
+       "      <td>290.836640</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-08 21:40:00.207.065.628 [UTC]</td>\n",
+       "      <td>2018-01-08 21:42:18.085.572.673 [UTC]</td>\n",
+       "      <td>2018-01-08 21:44:37.982.814.500 [UTC]</td>\n",
+       "      <td>277.775749</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-09 10:38:59.154.854.107 [UTC]</td>\n",
+       "      <td>2018-01-09 10:41:04.705.831.262 [UTC]</td>\n",
+       "      <td>2018-01-09 10:43:08.037.904.645 [UTC]</td>\n",
+       "      <td>248.883051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-09 12:13:59.122.446.679 [UTC]</td>\n",
+       "      <td>2018-01-09 12:14:42.523.558.357 [UTC]</td>\n",
+       "      <td>2018-01-09 12:15:24.016.373.112 [UTC]</td>\n",
+       "      <td>84.893926</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-09 21:21:50.006.702.724 [UTC]</td>\n",
+       "      <td>2018-01-09 21:23:40.026.051.137 [UTC]</td>\n",
+       "      <td>2018-01-09 21:25:31.998.078.289 [UTC]</td>\n",
+       "      <td>221.991376</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Type.Complete</td>\n",
+       "      <td>2018-01-09 22:56:20.787.996.432 [UTC]</td>\n",
+       "      <td>2018-01-09 22:57:31.912.437.239 [UTC]</td>\n",
+       "      <td>2018-01-09 22:58:45.241.689.757 [UTC]</td>\n",
+       "      <td>144.453693</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             Type                                    AOS  \\\n",
+       "0   Type.Complete  2018-01-01 11:34:42.068.803.594 [UTC]   \n",
+       "1   Type.Complete  2018-01-01 22:17:04.486.465.786 [UTC]   \n",
+       "2   Type.Complete  2018-01-02 11:15:50.962.671.891 [UTC]   \n",
+       "3   Type.Complete  2018-01-02 21:58:17.197.808.714 [UTC]   \n",
+       "4   Type.Complete  2018-01-03 10:57:11.487.524.290 [UTC]   \n",
+       "5   Type.Complete  2018-01-03 21:39:47.134.122.825 [UTC]   \n",
+       "6   Type.Complete  2018-01-04 10:38:46.114.810.487 [UTC]   \n",
+       "7   Type.Complete  2018-01-04 12:13:44.164.602.232 [UTC]   \n",
+       "8   Type.Complete  2018-01-04 21:21:37.263.730.846 [UTC]   \n",
+       "9   Type.Complete  2018-01-04 22:56:06.153.258.257 [UTC]   \n",
+       "10  Type.Complete  2018-01-05 10:20:50.134.056.173 [UTC]   \n",
+       "11  Type.Complete  2018-01-05 11:54:01.256.000.712 [UTC]   \n",
+       "12  Type.Complete  2018-01-05 21:04:12.991.634.846 [UTC]   \n",
+       "13  Type.Complete  2018-01-05 22:36:25.111.423.565 [UTC]   \n",
+       "14  Type.Complete  2018-01-06 11:34:55.609.445.723 [UTC]   \n",
+       "15  Type.Complete  2018-01-06 22:17:18.027.394.666 [UTC]   \n",
+       "16  Type.Complete  2018-01-07 11:16:04.357.683.207 [UTC]   \n",
+       "17  Type.Complete  2018-01-07 21:58:30.506.498.446 [UTC]   \n",
+       "18  Type.Complete  2018-01-08 10:57:24.738.453.549 [UTC]   \n",
+       "19  Type.Complete  2018-01-08 21:40:00.207.065.628 [UTC]   \n",
+       "20  Type.Complete  2018-01-09 10:38:59.154.854.107 [UTC]   \n",
+       "21  Type.Complete  2018-01-09 12:13:59.122.446.679 [UTC]   \n",
+       "22  Type.Complete  2018-01-09 21:21:50.006.702.724 [UTC]   \n",
+       "23  Type.Complete  2018-01-09 22:56:20.787.996.432 [UTC]   \n",
+       "\n",
+       "                                      TCA  \\\n",
+       "0   2018-01-01 11:37:02.531.259.406 [UTC]   \n",
+       "1   2018-01-01 22:19:29.197.893.877 [UTC]   \n",
+       "2   2018-01-02 11:18:21.588.871.661 [UTC]   \n",
+       "3   2018-01-02 22:00:45.574.983.540 [UTC]   \n",
+       "4   2018-01-03 10:59:37.850.534.878 [UTC]   \n",
+       "5   2018-01-03 21:42:04.761.556.620 [UTC]   \n",
+       "6   2018-01-04 10:40:51.272.953.198 [UTC]   \n",
+       "7   2018-01-04 12:14:29.283.796.794 [UTC]   \n",
+       "8   2018-01-04 21:23:26.748.795.776 [UTC]   \n",
+       "9   2018-01-04 22:57:18.443.397.319 [UTC]   \n",
+       "10  2018-01-05 10:22:01.798.918.271 [UTC]   \n",
+       "11  2018-01-05 11:55:53.967.209.780 [UTC]   \n",
+       "12  2018-01-05 21:04:51.514.010.487 [UTC]   \n",
+       "13  2018-01-05 22:38:29.069.937.918 [UTC]   \n",
+       "14  2018-01-06 11:37:15.845.024.642 [UTC]   \n",
+       "15  2018-01-06 22:19:42.580.464.882 [UTC]   \n",
+       "16  2018-01-07 11:18:34.945.867.991 [UTC]   \n",
+       "17  2018-01-07 22:00:58.928.161.256 [UTC]   \n",
+       "18  2018-01-08 10:59:51.240.227.597 [UTC]   \n",
+       "19  2018-01-08 21:42:18.085.572.673 [UTC]   \n",
+       "20  2018-01-09 10:41:04.705.831.262 [UTC]   \n",
+       "21  2018-01-09 12:14:42.523.558.357 [UTC]   \n",
+       "22  2018-01-09 21:23:40.026.051.137 [UTC]   \n",
+       "23  2018-01-09 22:57:31.912.437.239 [UTC]   \n",
+       "\n",
+       "                                      LOS    Duration  \n",
+       "0   2018-01-01 11:39:20.963.932.540 [UTC]  278.895129  \n",
+       "1   2018-01-01 22:21:56.071.797.954 [UTC]  291.585332  \n",
+       "2   2018-01-02 11:20:50.113.754.946 [UTC]  299.151083  \n",
+       "3   2018-01-02 22:03:16.059.148.910 [UTC]  298.861340  \n",
+       "4   2018-01-03 11:02:02.036.875.988 [UTC]  290.549352  \n",
+       "5   2018-01-03 21:44:24.416.835.048 [UTC]  277.282712  \n",
+       "6   2018-01-04 10:42:54.213.740.990 [UTC]  248.098931  \n",
+       "7   2018-01-04 12:15:12.483.817.521 [UTC]   88.319215  \n",
+       "8   2018-01-04 21:25:18.172.380.735 [UTC]  220.908650  \n",
+       "9   2018-01-04 22:58:32.957.423.180 [UTC]  146.804165  \n",
+       "10  2018-01-05 10:23:11.254.536.765 [UTC]  141.120481  \n",
+       "11  2018-01-05 11:57:44.714.318.003 [UTC]  223.458317  \n",
+       "12  2018-01-05 21:05:31.948.338.357 [UTC]   78.956704  \n",
+       "13  2018-01-05 22:40:35.242.500.338 [UTC]  250.131077  \n",
+       "14  2018-01-06 11:39:34.066.477.623 [UTC]  278.457032  \n",
+       "15  2018-01-06 22:22:09.311.262.615 [UTC]  291.283868  \n",
+       "16  2018-01-07 11:21:03.434.399.548 [UTC]  299.076716  \n",
+       "17  2018-01-07 22:03:29.459.743.376 [UTC]  298.953245  \n",
+       "18  2018-01-08 11:02:15.575.093.086 [UTC]  290.836640  \n",
+       "19  2018-01-08 21:44:37.982.814.500 [UTC]  277.775749  \n",
+       "20  2018-01-09 10:43:08.037.904.645 [UTC]  248.883051  \n",
+       "21  2018-01-09 12:15:24.016.373.112 [UTC]   84.893926  \n",
+       "22  2018-01-09 21:25:31.998.078.289 [UTC]  221.991376  \n",
+       "23  2018-01-09 22:58:45.241.689.757 [UTC]  144.453693  "
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "accesses_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's calculate the geographic coordinate of the satellite, during access:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def compute_access_geometry(access):\n",
+    "    return [\n",
+    "        compute_time_lla_aer_state(state, from_position, environment)\n",
+    "        for state in satellite_orbit.get_states_at(\n",
+    "            access.get_interval().generate_grid(Duration.seconds(1.0))\n",
+    "        )\n",
+    "    ]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "satellite_orbit_geometry_df = pd.DataFrame(\n",
+    "    compute_trajectory_geometry(satellite_orbit, interval),\n",
+    "    columns=[\"Latitude\", \"Longitude\", \"Altitude\"],\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "      <th>Altitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.020152</td>\n",
+       "      <td>-0.001105</td>\n",
+       "      <td>500000.002625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3.772321</td>\n",
+       "      <td>-0.734928</td>\n",
+       "      <td>500091.839402</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>7.564114</td>\n",
+       "      <td>-1.472946</td>\n",
+       "      <td>500367.684689</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>11.354544</td>\n",
+       "      <td>-2.219521</td>\n",
+       "      <td>500822.628803</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>15.142919</td>\n",
+       "      <td>-2.979323</td>\n",
+       "      <td>501448.578113</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Latitude  Longitude       Altitude\n",
+       "0  -0.020152  -0.001105  500000.002625\n",
+       "1   3.772321  -0.734928  500091.839402\n",
+       "2   7.564114  -1.472946  500367.684689\n",
+       "3  11.354544  -2.219521  500822.628803\n",
+       "4  15.142919  -2.979323  501448.578113"
+      ]
+     },
+     "execution_count": 120,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "satellite_orbit_geometry_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "access_geometry_dfs = [\n",
+    "    pd.DataFrame(\n",
+    "        compute_access_geometry(access),\n",
+    "        columns=[\n",
+    "            \"Time\",\n",
+    "            \"Latitude\",\n",
+    "            \"Longitude\",\n",
+    "            \"Altitude\",\n",
+    "            \"Azimuth\",\n",
+    "            \"Elevation\",\n",
+    "            \"Range\",\n",
+    "        ],\n",
+    "    )\n",
+    "    for access in accesses\n",
+    "];"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_max_elevation(df):\n",
+    "    return df.loc[df[\"Elevation\"].idxmax()][\"Elevation\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "And plot the geometries onto a map:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
         {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "# Access Computation"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "This tutorial demonstrates how to compute access."
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "## Setup"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 28,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "import pandas as pd\n",
-                "\n",
-                "import plotly.graph_objs as go\n",
-                "\n",
-                "from ostk.mathematics.object import RealInterval\n",
-                "\n",
-                "from ostk.physics import Environment\n",
-                "from ostk.physics.unit import Length\n",
-                "from ostk.physics.unit import Angle\n",
-                "from ostk.physics.time import Scale\n",
-                "from ostk.physics.time import Instant\n",
-                "from ostk.physics.time import Duration\n",
-                "from ostk.physics.time import Interval\n",
-                "from ostk.physics.time import DateTime\n",
-                "from ostk.physics.time import Time\n",
-                "from ostk.physics.coordinate.spherical import LLA\n",
-                "from ostk.physics.coordinate import Position\n",
-                "from ostk.physics.coordinate import Frame\n",
-                "\n",
-                "from ostk.astrodynamics import Trajectory\n",
-                "from ostk.astrodynamics.trajectory import Orbit\n",
-                "from ostk.astrodynamics.trajectory.orbit.model import Kepler\n",
-                "from ostk.astrodynamics.trajectory.orbit.model.kepler import COE\n",
-                "from ostk.astrodynamics.trajectory.orbit.model import SGP4\n",
-                "from ostk.astrodynamics.trajectory.orbit.model.sgp4 import TLE\n",
-                "from ostk.astrodynamics.access import Generator as AccessGenerator\n",
-                "from ostk.astrodynamics.utilities import compute_trajectory_geometry\n",
-                "from ostk.astrodynamics.utilities import compute_time_lla_aer_state"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "---"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "## Access"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "An access represents an object-to-object visibility period."
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "In this example, let's compute accesses between a fixed position on the ground and a satellite in LEO."
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "## Environment"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "Let's setup an environment (which describes where planets are, etc...):"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 29,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "environment = Environment.default()\n",
-                "earth = environment.access_celestial_object_with_name(\"Earth\")"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### Origin"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "Let's define a fixed ground position, using its geographic coordinates:"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 30,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "latitude = Angle.degrees(50.0)\n",
-                "longitude = Angle.degrees(20.0)\n",
-                "altitude = Length.meters(30.0)"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 31,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "from_lla = LLA(latitude, longitude, altitude)"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 32,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "from_position = Position.meters(\n",
-                "    from_lla.to_cartesian(earth.get_equatorial_radius(), earth.get_flattening()),\n",
-                "    Frame.ITRF(),\n",
-                ")"
-            ]
+         "lat": [
+          50
+         ],
+         "lon": [
+          20
+         ],
+         "marker": {
+          "color": "orange",
+          "size": 10
+         },
+         "mode": "markers",
+         "type": "scattergeo"
         },
         {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "And derive a trajectory, fixed at that position:"
-            ]
+         "lat": [
+          -0.020152019401001375,
+          3.7723210095208657,
+          7.564114499725597,
+          11.354543536184648,
+          15.142918830606073,
+          18.928542276905702,
+          22.710699537878497,
+          26.488648175674548,
+          30.261599271884737,
+          34.02868954787462,
+          37.78893943951299,
+          41.5411899395775,
+          45.284006421319894,
+          49.01552938393522,
+          52.73323661077421,
+          56.43355109001037,
+          60.11116721488444,
+          63.757833411474266,
+          67.36001756969632,
+          70.89410376000505,
+          74.31567863187487,
+          77.53355421078672,
+          80.34374826033121,
+          82.28857700575853,
+          82.64695986560086,
+          81.2225019384615,
+          78.66831189740208,
+          75.57170230830444,
+          72.21288268589757,
+          68.7146641779871,
+          65.13481339082279,
+          61.503076492141034,
+          57.83604714329952,
+          54.14361978828525,
+          50.43203458042802,
+          46.705425260810436,
+          42.966657675401876,
+          39.21780899991419,
+          35.460454147182936,
+          31.695843350621683,
+          27.925015546936244,
+          24.148872366627515,
+          20.368227098077202,
+          16.58383726345716,
+          12.796426194081876,
+          9.006697094592695,
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         {
-            "cell_type": "code",
-            "execution_count": 35,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "a = earth.get_equatorial_radius() + Length.kilometers(500.0)\n",
-                "e = 0.000\n",
-                "i = Angle.degrees(97.8893)\n",
-                "raan = Angle.degrees(100.372)\n",
-                "aop = Angle.degrees(0.0)\n",
-                "nu = Angle.degrees(0.0201851)\n",
-                "\n",
-                "coe = COE(a, e, i, raan, aop, nu)"
-            ]
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         {
-            "cell_type": "code",
-            "execution_count": 36,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "epoch = Instant.date_time(DateTime(2018, 1, 1, 0, 0, 0), Scale.UTC)\n",
-                "\n",
-                "keplerian_model = Kepler(coe, epoch, earth, Kepler.PerturbationType.J2)"
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-            "cell_type": "code",
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-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "tle = TLE(\n",
-                "    \"ISS (ZARYA)\",\n",
-                "    \"1 25544U 98067A   18268.86272795  .00002184  00000-0  40781-4 0  9990\",\n",
-                "    \"2 25544  51.6405 237.0010 0003980 205.4375 242.3358 15.53733046134172\",\n",
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-            "source": [
-                "Below, we select which orbital model to use:"
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-            "source": [
-                "orbital_model = keplerian_model\n",
-                "# orbital_model = sgp4_model"
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         {
-            "cell_type": "code",
-            "execution_count": 41,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "epoch = Instant.date_time(DateTime(2018, 1, 1, 0, 0, 0), Scale.UTC)\n",
-                "\n",
-                "satellite_orbit = Orbit.sun_synchronous(\n",
-                "    epoch, Length.kilometers(500.0), Time(12, 0, 0), earth\n",
-                ")"
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         {
-            "cell_type": "code",
-            "execution_count": 42,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "start_instant = Instant.date_time(DateTime.parse(\"2018-01-01 00:00:00\"), Scale.UTC)\n",
-                "end_instant = Instant.date_time(DateTime.parse(\"2018-01-10 00:00:00\"), Scale.UTC)\n",
-                "\n",
-                "interval = Interval.closed(start_instant, end_instant);"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "Then, using an **Access Generator**, we can compute the accesses within the intervals of interest:"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 43,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "azimuth_range = RealInterval.closed(0.0, 360.0)  # [deg]\n",
-                "elevation_range = RealInterval.closed(20.0, 90.0)  # [deg]\n",
-                "range_range = RealInterval.closed(0.0, 10000e3)  # [m]\n",
-                "\n",
-                "# Access generator with Azimuth-Range-Elevation constraints\n",
-                "\n",
-                "access_generator = AccessGenerator.aer_ranges(\n",
-                "    azimuth_range, elevation_range, range_range, environment\n",
-                ")"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 44,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "accesses = access_generator.compute_accesses(interval, from_trajectory, satellite_orbit)"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "And format the output using a dataframe:"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 45,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "accesses_df = pd.DataFrame(\n",
-                "    [\n",
-                "        [\n",
-                "            str(access.get_type()),\n",
-                "            repr(access.get_acquisition_of_signal()),\n",
-                "            repr(access.get_time_of_closest_approach()),\n",
-                "            repr(access.get_loss_of_signal()),\n",
-                "            float(access.get_duration().in_seconds()),\n",
-                "        ]\n",
-                "        for access in accesses\n",
-                "    ],\n",
-                "    columns=[\"Type\", \"AOS\", \"TCA\", \"LOS\", \"Duration\"],\n",
-                ")"
-            ]
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-            "source": [
-                "### Output"
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-                "Print accesses:"
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-            "execution_count": 46,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
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-                            "<table border=\"1\" class=\"dataframe\">\n",
-                            "  <thead>\n",
-                            "    <tr style=\"text-align: right;\">\n",
-                            "      <th></th>\n",
-                            "      <th>Type</th>\n",
-                            "      <th>AOS</th>\n",
-                            "      <th>TCA</th>\n",
-                            "      <th>LOS</th>\n",
-                            "      <th>Duration</th>\n",
-                            "    </tr>\n",
-                            "  </thead>\n",
-                            "  <tbody>\n",
-                            "    <tr>\n",
-                            "      <th>0</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-01 11:34:42.068.803.594 [UTC]</td>\n",
-                            "      <td>2018-01-01 11:37:02.531.259.406 [UTC]</td>\n",
-                            "      <td>2018-01-01 11:39:20.963.932.540 [UTC]</td>\n",
-                            "      <td>278.895129</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>1</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-01 22:17:04.486.465.786 [UTC]</td>\n",
-                            "      <td>2018-01-01 22:19:29.197.893.877 [UTC]</td>\n",
-                            "      <td>2018-01-01 22:21:56.071.797.954 [UTC]</td>\n",
-                            "      <td>291.585332</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>2</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-02 11:15:50.962.671.891 [UTC]</td>\n",
-                            "      <td>2018-01-02 11:18:21.588.871.661 [UTC]</td>\n",
-                            "      <td>2018-01-02 11:20:50.113.754.946 [UTC]</td>\n",
-                            "      <td>299.151083</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>3</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-02 21:58:17.197.808.714 [UTC]</td>\n",
-                            "      <td>2018-01-02 22:00:45.574.983.540 [UTC]</td>\n",
-                            "      <td>2018-01-02 22:03:16.059.148.910 [UTC]</td>\n",
-                            "      <td>298.861340</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>4</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-03 10:57:11.487.524.290 [UTC]</td>\n",
-                            "      <td>2018-01-03 10:59:37.850.534.878 [UTC]</td>\n",
-                            "      <td>2018-01-03 11:02:02.036.875.988 [UTC]</td>\n",
-                            "      <td>290.549352</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>5</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-03 21:39:47.134.122.825 [UTC]</td>\n",
-                            "      <td>2018-01-03 21:42:04.761.556.620 [UTC]</td>\n",
-                            "      <td>2018-01-03 21:44:24.416.835.048 [UTC]</td>\n",
-                            "      <td>277.282712</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>6</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-04 10:38:46.114.810.487 [UTC]</td>\n",
-                            "      <td>2018-01-04 10:40:51.272.953.198 [UTC]</td>\n",
-                            "      <td>2018-01-04 10:42:54.213.740.990 [UTC]</td>\n",
-                            "      <td>248.098931</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>7</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-04 12:13:44.164.602.232 [UTC]</td>\n",
-                            "      <td>2018-01-04 12:14:29.283.796.794 [UTC]</td>\n",
-                            "      <td>2018-01-04 12:15:12.483.817.521 [UTC]</td>\n",
-                            "      <td>88.319215</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>8</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-04 21:21:37.263.730.846 [UTC]</td>\n",
-                            "      <td>2018-01-04 21:23:26.748.795.776 [UTC]</td>\n",
-                            "      <td>2018-01-04 21:25:18.172.380.735 [UTC]</td>\n",
-                            "      <td>220.908650</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>9</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-04 22:56:06.153.258.257 [UTC]</td>\n",
-                            "      <td>2018-01-04 22:57:18.443.397.319 [UTC]</td>\n",
-                            "      <td>2018-01-04 22:58:32.957.423.180 [UTC]</td>\n",
-                            "      <td>146.804165</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>10</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-05 10:20:50.134.056.173 [UTC]</td>\n",
-                            "      <td>2018-01-05 10:22:01.798.918.271 [UTC]</td>\n",
-                            "      <td>2018-01-05 10:23:11.254.536.765 [UTC]</td>\n",
-                            "      <td>141.120481</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>11</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-05 11:54:01.256.000.712 [UTC]</td>\n",
-                            "      <td>2018-01-05 11:55:53.967.209.780 [UTC]</td>\n",
-                            "      <td>2018-01-05 11:57:44.714.318.003 [UTC]</td>\n",
-                            "      <td>223.458317</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>12</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-05 21:04:12.991.634.846 [UTC]</td>\n",
-                            "      <td>2018-01-05 21:04:51.514.010.487 [UTC]</td>\n",
-                            "      <td>2018-01-05 21:05:31.948.338.357 [UTC]</td>\n",
-                            "      <td>78.956704</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>13</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-05 22:36:25.111.423.565 [UTC]</td>\n",
-                            "      <td>2018-01-05 22:38:29.069.937.918 [UTC]</td>\n",
-                            "      <td>2018-01-05 22:40:35.242.500.338 [UTC]</td>\n",
-                            "      <td>250.131077</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>14</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-06 11:34:55.609.445.723 [UTC]</td>\n",
-                            "      <td>2018-01-06 11:37:15.845.024.642 [UTC]</td>\n",
-                            "      <td>2018-01-06 11:39:34.066.477.623 [UTC]</td>\n",
-                            "      <td>278.457032</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>15</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-06 22:17:18.027.394.666 [UTC]</td>\n",
-                            "      <td>2018-01-06 22:19:42.580.464.882 [UTC]</td>\n",
-                            "      <td>2018-01-06 22:22:09.311.262.615 [UTC]</td>\n",
-                            "      <td>291.283868</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>16</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-07 11:16:04.357.683.207 [UTC]</td>\n",
-                            "      <td>2018-01-07 11:18:34.945.867.991 [UTC]</td>\n",
-                            "      <td>2018-01-07 11:21:03.434.399.548 [UTC]</td>\n",
-                            "      <td>299.076716</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>17</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-07 21:58:30.506.498.446 [UTC]</td>\n",
-                            "      <td>2018-01-07 22:00:58.928.161.256 [UTC]</td>\n",
-                            "      <td>2018-01-07 22:03:29.459.743.376 [UTC]</td>\n",
-                            "      <td>298.953245</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>18</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-08 10:57:24.738.453.549 [UTC]</td>\n",
-                            "      <td>2018-01-08 10:59:51.240.227.597 [UTC]</td>\n",
-                            "      <td>2018-01-08 11:02:15.575.093.086 [UTC]</td>\n",
-                            "      <td>290.836640</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>19</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-08 21:40:00.207.065.628 [UTC]</td>\n",
-                            "      <td>2018-01-08 21:42:18.085.572.673 [UTC]</td>\n",
-                            "      <td>2018-01-08 21:44:37.982.814.500 [UTC]</td>\n",
-                            "      <td>277.775749</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>20</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-09 10:38:59.154.854.107 [UTC]</td>\n",
-                            "      <td>2018-01-09 10:41:04.705.831.262 [UTC]</td>\n",
-                            "      <td>2018-01-09 10:43:08.037.904.645 [UTC]</td>\n",
-                            "      <td>248.883051</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>21</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-09 12:13:59.122.446.679 [UTC]</td>\n",
-                            "      <td>2018-01-09 12:14:42.523.558.357 [UTC]</td>\n",
-                            "      <td>2018-01-09 12:15:24.016.373.112 [UTC]</td>\n",
-                            "      <td>84.893926</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>22</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-09 21:21:50.006.702.724 [UTC]</td>\n",
-                            "      <td>2018-01-09 21:23:40.026.051.137 [UTC]</td>\n",
-                            "      <td>2018-01-09 21:25:31.998.078.289 [UTC]</td>\n",
-                            "      <td>221.991376</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>23</th>\n",
-                            "      <td>Type.Complete</td>\n",
-                            "      <td>2018-01-09 22:56:20.787.996.432 [UTC]</td>\n",
-                            "      <td>2018-01-09 22:57:31.912.437.239 [UTC]</td>\n",
-                            "      <td>2018-01-09 22:58:45.241.689.757 [UTC]</td>\n",
-                            "      <td>144.453693</td>\n",
-                            "    </tr>\n",
-                            "  </tbody>\n",
-                            "</table>\n",
-                            "</div>"
-                        ],
-                        "text/plain": [
-                            "             Type                                    AOS  \\\n",
-                            "0   Type.Complete  2018-01-01 11:34:42.068.803.594 [UTC]   \n",
-                            "1   Type.Complete  2018-01-01 22:17:04.486.465.786 [UTC]   \n",
-                            "2   Type.Complete  2018-01-02 11:15:50.962.671.891 [UTC]   \n",
-                            "3   Type.Complete  2018-01-02 21:58:17.197.808.714 [UTC]   \n",
-                            "4   Type.Complete  2018-01-03 10:57:11.487.524.290 [UTC]   \n",
-                            "5   Type.Complete  2018-01-03 21:39:47.134.122.825 [UTC]   \n",
-                            "6   Type.Complete  2018-01-04 10:38:46.114.810.487 [UTC]   \n",
-                            "7   Type.Complete  2018-01-04 12:13:44.164.602.232 [UTC]   \n",
-                            "8   Type.Complete  2018-01-04 21:21:37.263.730.846 [UTC]   \n",
-                            "9   Type.Complete  2018-01-04 22:56:06.153.258.257 [UTC]   \n",
-                            "10  Type.Complete  2018-01-05 10:20:50.134.056.173 [UTC]   \n",
-                            "11  Type.Complete  2018-01-05 11:54:01.256.000.712 [UTC]   \n",
-                            "12  Type.Complete  2018-01-05 21:04:12.991.634.846 [UTC]   \n",
-                            "13  Type.Complete  2018-01-05 22:36:25.111.423.565 [UTC]   \n",
-                            "14  Type.Complete  2018-01-06 11:34:55.609.445.723 [UTC]   \n",
-                            "15  Type.Complete  2018-01-06 22:17:18.027.394.666 [UTC]   \n",
-                            "16  Type.Complete  2018-01-07 11:16:04.357.683.207 [UTC]   \n",
-                            "17  Type.Complete  2018-01-07 21:58:30.506.498.446 [UTC]   \n",
-                            "18  Type.Complete  2018-01-08 10:57:24.738.453.549 [UTC]   \n",
-                            "19  Type.Complete  2018-01-08 21:40:00.207.065.628 [UTC]   \n",
-                            "20  Type.Complete  2018-01-09 10:38:59.154.854.107 [UTC]   \n",
-                            "21  Type.Complete  2018-01-09 12:13:59.122.446.679 [UTC]   \n",
-                            "22  Type.Complete  2018-01-09 21:21:50.006.702.724 [UTC]   \n",
-                            "23  Type.Complete  2018-01-09 22:56:20.787.996.432 [UTC]   \n",
-                            "\n",
-                            "                                      TCA  \\\n",
-                            "0   2018-01-01 11:37:02.531.259.406 [UTC]   \n",
-                            "1   2018-01-01 22:19:29.197.893.877 [UTC]   \n",
-                            "2   2018-01-02 11:18:21.588.871.661 [UTC]   \n",
-                            "3   2018-01-02 22:00:45.574.983.540 [UTC]   \n",
-                            "4   2018-01-03 10:59:37.850.534.878 [UTC]   \n",
-                            "5   2018-01-03 21:42:04.761.556.620 [UTC]   \n",
-                            "6   2018-01-04 10:40:51.272.953.198 [UTC]   \n",
-                            "7   2018-01-04 12:14:29.283.796.794 [UTC]   \n",
-                            "8   2018-01-04 21:23:26.748.795.776 [UTC]   \n",
-                            "9   2018-01-04 22:57:18.443.397.319 [UTC]   \n",
-                            "10  2018-01-05 10:22:01.798.918.271 [UTC]   \n",
-                            "11  2018-01-05 11:55:53.967.209.780 [UTC]   \n",
-                            "12  2018-01-05 21:04:51.514.010.487 [UTC]   \n",
-                            "13  2018-01-05 22:38:29.069.937.918 [UTC]   \n",
-                            "14  2018-01-06 11:37:15.845.024.642 [UTC]   \n",
-                            "15  2018-01-06 22:19:42.580.464.882 [UTC]   \n",
-                            "16  2018-01-07 11:18:34.945.867.991 [UTC]   \n",
-                            "17  2018-01-07 22:00:58.928.161.256 [UTC]   \n",
-                            "18  2018-01-08 10:59:51.240.227.597 [UTC]   \n",
-                            "19  2018-01-08 21:42:18.085.572.673 [UTC]   \n",
-                            "20  2018-01-09 10:41:04.705.831.262 [UTC]   \n",
-                            "21  2018-01-09 12:14:42.523.558.357 [UTC]   \n",
-                            "22  2018-01-09 21:23:40.026.051.137 [UTC]   \n",
-                            "23  2018-01-09 22:57:31.912.437.239 [UTC]   \n",
-                            "\n",
-                            "                                      LOS    Duration  \n",
-                            "0   2018-01-01 11:39:20.963.932.540 [UTC]  278.895129  \n",
-                            "1   2018-01-01 22:21:56.071.797.954 [UTC]  291.585332  \n",
-                            "2   2018-01-02 11:20:50.113.754.946 [UTC]  299.151083  \n",
-                            "3   2018-01-02 22:03:16.059.148.910 [UTC]  298.861340  \n",
-                            "4   2018-01-03 11:02:02.036.875.988 [UTC]  290.549352  \n",
-                            "5   2018-01-03 21:44:24.416.835.048 [UTC]  277.282712  \n",
-                            "6   2018-01-04 10:42:54.213.740.990 [UTC]  248.098931  \n",
-                            "7   2018-01-04 12:15:12.483.817.521 [UTC]   88.319215  \n",
-                            "8   2018-01-04 21:25:18.172.380.735 [UTC]  220.908650  \n",
-                            "9   2018-01-04 22:58:32.957.423.180 [UTC]  146.804165  \n",
-                            "10  2018-01-05 10:23:11.254.536.765 [UTC]  141.120481  \n",
-                            "11  2018-01-05 11:57:44.714.318.003 [UTC]  223.458317  \n",
-                            "12  2018-01-05 21:05:31.948.338.357 [UTC]   78.956704  \n",
-                            "13  2018-01-05 22:40:35.242.500.338 [UTC]  250.131077  \n",
-                            "14  2018-01-06 11:39:34.066.477.623 [UTC]  278.457032  \n",
-                            "15  2018-01-06 22:22:09.311.262.615 [UTC]  291.283868  \n",
-                            "16  2018-01-07 11:21:03.434.399.548 [UTC]  299.076716  \n",
-                            "17  2018-01-07 22:03:29.459.743.376 [UTC]  298.953245  \n",
-                            "18  2018-01-08 11:02:15.575.093.086 [UTC]  290.836640  \n",
-                            "19  2018-01-08 21:44:37.982.814.500 [UTC]  277.775749  \n",
-                            "20  2018-01-09 10:43:08.037.904.645 [UTC]  248.883051  \n",
-                            "21  2018-01-09 12:15:24.016.373.112 [UTC]   84.893926  \n",
-                            "22  2018-01-09 21:25:31.998.078.289 [UTC]  221.991376  \n",
-                            "23  2018-01-09 22:58:45.241.689.757 [UTC]  144.453693  "
-                        ]
-                    },
-                    "execution_count": 46,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                }
-            ],
-            "source": [
-                "accesses_df"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "Let's calculate the geographic coordinate of the satellite, during access:"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 47,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "def compute_access_geometry(access):\n",
-                "    return [\n",
-                "        compute_time_lla_aer_state(state, from_lla, environment)\n",
-                "        for state in satellite_orbit.get_states_at(\n",
-                "            access.get_interval().generate_grid(Duration.seconds(1.0))\n",
-                "        )\n",
-                "    ]"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 48,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "satellite_orbit_geometry_df = pd.DataFrame(\n",
-                "    compute_trajectory_geometry(satellite_orbit, interval),\n",
-                "    columns=[\"Latitude\", \"Longitude\", \"Altitude\"],\n",
-                ")"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 49,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/html": [
-                            "<div>\n",
-                            "<style scoped>\n",
-                            "    .dataframe tbody tr th:only-of-type {\n",
-                            "        vertical-align: middle;\n",
-                            "    }\n",
-                            "\n",
-                            "    .dataframe tbody tr th {\n",
-                            "        vertical-align: top;\n",
-                            "    }\n",
-                            "\n",
-                            "    .dataframe thead th {\n",
-                            "        text-align: right;\n",
-                            "    }\n",
-                            "</style>\n",
-                            "<table border=\"1\" class=\"dataframe\">\n",
-                            "  <thead>\n",
-                            "    <tr style=\"text-align: right;\">\n",
-                            "      <th></th>\n",
-                            "      <th>Latitude</th>\n",
-                            "      <th>Longitude</th>\n",
-                            "      <th>Altitude</th>\n",
-                            "    </tr>\n",
-                            "  </thead>\n",
-                            "  <tbody>\n",
-                            "    <tr>\n",
-                            "      <th>0</th>\n",
-                            "      <td>-0.020152</td>\n",
-                            "      <td>-0.001105</td>\n",
-                            "      <td>500000.002625</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>1</th>\n",
-                            "      <td>3.772321</td>\n",
-                            "      <td>-0.734928</td>\n",
-                            "      <td>500091.839402</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>2</th>\n",
-                            "      <td>7.564114</td>\n",
-                            "      <td>-1.472946</td>\n",
-                            "      <td>500367.684689</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>3</th>\n",
-                            "      <td>11.354544</td>\n",
-                            "      <td>-2.219521</td>\n",
-                            "      <td>500822.628803</td>\n",
-                            "    </tr>\n",
-                            "    <tr>\n",
-                            "      <th>4</th>\n",
-                            "      <td>15.142919</td>\n",
-                            "      <td>-2.979323</td>\n",
-                            "      <td>501448.578113</td>\n",
-                            "    </tr>\n",
-                            "  </tbody>\n",
-                            "</table>\n",
-                            "</div>"
-                        ],
-                        "text/plain": [
-                            "    Latitude  Longitude       Altitude\n",
-                            "0  -0.020152  -0.001105  500000.002625\n",
-                            "1   3.772321  -0.734928  500091.839402\n",
-                            "2   7.564114  -1.472946  500367.684689\n",
-                            "3  11.354544  -2.219521  500822.628803\n",
-                            "4  15.142919  -2.979323  501448.578113"
-                        ]
-                    },
-                    "execution_count": 49,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                }
-            ],
-            "source": [
-                "satellite_orbit_geometry_df.head()"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 50,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "access_geometry_dfs = [\n",
-                "    pd.DataFrame(\n",
-                "        compute_access_geometry(access),\n",
-                "        columns=[\n",
-                "            \"Time\",\n",
-                "            \"Latitude\",\n",
-                "            \"Longitude\",\n",
-                "            \"Altitude\",\n",
-                "            \"Azimuth\",\n",
-                "            \"Elevation\",\n",
-                "            \"Range\",\n",
-                "        ],\n",
-                "    )\n",
-                "    for access in accesses\n",
-                "];"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 51,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "def get_max_elevation(df):\n",
-                "    return df.loc[df[\"Elevation\"].idxmax()][\"Elevation\"]"
-            ]
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+         "showland": true
         },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "And plot the geometries onto a map:"
+        "height": 600,
+        "showlegend": false,
+        "template": {
+         "data": {
+          "bar": [
+           {
+            "error_x": {
+             "color": "#2a3f5f"
+            },
+            "error_y": {
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+            "marker": {
+             "line": {
+              "color": "#E5ECF6",
+              "width": 0.5
+             },
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
+            },
+            "type": "bar"
+           }
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+          "barpolar": [
+           {
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+              "width": 0.5
+             },
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
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style=\"stroke-miterlimit: 2; fill: none; stroke: rgb(255, 0, 0); stroke-opacity: 1; stroke-width: 1px;\"/></g></g></g></g></g><g class=\"funnelarealayer\"/><g class=\"pielayer\"/><g class=\"iciclelayer\"/><g class=\"treemaplayer\"/><g class=\"sunburstlayer\"/><g class=\"glimages\"/><defs id=\"topdefs-6f522e\"><g class=\"clips\"/></defs><g class=\"layer-above\"><g class=\"imagelayer\"/><g class=\"shapelayer\"/></g><g class=\"infolayer\"><g class=\"g-gtitle\"/></g></svg>"
-                        ]
-                    },
-                    "metadata": {},
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "data = []\n",
-                "\n",
-                "# Target geometry\n",
-                "\n",
-                "data.append(\n",
-                "    dict(\n",
-                "        type=\"scattergeo\",\n",
-                "        lon=[float(longitude.in_degrees())],\n",
-                "        lat=[float(latitude.in_degrees())],\n",
-                "        mode=\"markers\",\n",
-                "        marker=dict(size=10, color=\"orange\"),\n",
-                "    )\n",
-                ")\n",
-                "\n",
-                "# Orbit geometry\n",
-                "\n",
-                "data.append(\n",
-                "    dict(\n",
-                "        type=\"scattergeo\",\n",
-                "        lon=satellite_orbit_geometry_df[\"Longitude\"],\n",
-                "        lat=satellite_orbit_geometry_df[\"Latitude\"],\n",
-                "        mode=\"lines\",\n",
-                "        line=dict(\n",
-                "            width=1,\n",
-                "            color=\"rgba(0, 0, 0, 0.1)\",\n",
-                "        ),\n",
-                "    )\n",
-                ")\n",
-                "\n",
-                "# Access geometry\n",
-                "\n",
-                "for access_geometry_df in access_geometry_dfs:\n",
-                "    data.append(\n",
-                "        dict(\n",
-                "            type=\"scattergeo\",\n",
-                "            lon=access_geometry_df[\"Longitude\"],\n",
-                "            lat=access_geometry_df[\"Latitude\"],\n",
-                "            mode=\"lines\",\n",
-                "            line=dict(\n",
-                "                width=1,\n",
-                "                color=\"red\",\n",
-                "            ),\n",
-                "        )\n",
-                "    )\n",
-                "\n",
-                "layout = dict(\n",
-                "    title=None,\n",
-                "    showlegend=False,\n",
-                "    width=1200,\n",
-                "    height=600,\n",
-                "    geo=dict(\n",
-                "        showland=True,\n",
-                "        landcolor=\"rgb(243, 243, 243)\",\n",
-                "        countrycolor=\"rgb(204, 204, 204)\",\n",
-                "    ),\n",
-                ")\n",
-                "\n",
-                "figure = go.Figure(data=data, layout=layout)\n",
-                "\n",
-                "figure.show(\"svg\")"
+           ],
+           "sequential": [
+            [
+             0,
+             "#0d0887"
+            ],
+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
+            [
+             0.3333333333333333,
+             "#9c179e"
+            ],
+            [
+             0.4444444444444444,
+             "#bd3786"
+            ],
+            [
+             0.5555555555555556,
+             "#d8576b"
+            ],
+            [
+             0.6666666666666666,
+             "#ed7953"
+            ],
+            [
+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
+            [
+             1,
+             "#f0f921"
             ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "---"
+           ],
+           "sequentialminus": [
+            [
+             0,
+             "#0d0887"
+            ],
+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
+            [
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+             "#9c179e"
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+            [
+             0.4444444444444444,
+             "#bd3786"
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+            [
+             0.5555555555555556,
+             "#d8576b"
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+            [
+             0.6666666666666666,
+             "#ed7953"
+            ],
+            [
+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
+            [
+             1,
+             "#f0f921"
             ]
-        }
-    ],
-    "metadata": {
-        "kernelspec": {
-            "display_name": "Python 3 (ipykernel)",
-            "language": "python",
-            "name": "python3"
+           ]
+          },
+          "colorway": [
+           "#636efa",
+           "#EF553B",
+           "#00cc96",
+           "#ab63fa",
+           "#FFA15A",
+           "#19d3f3",
+           "#FF6692",
+           "#B6E880",
+           "#FF97FF",
+           "#FECB52"
+          ],
+          "font": {
+           "color": "#2a3f5f"
+          },
+          "geo": {
+           "bgcolor": "white",
+           "lakecolor": "white",
+           "landcolor": "#E5ECF6",
+           "showlakes": true,
+           "showland": true,
+           "subunitcolor": "white"
+          },
+          "hoverlabel": {
+           "align": "left"
+          },
+          "hovermode": "closest",
+          "mapbox": {
+           "style": "light"
+          },
+          "paper_bgcolor": "white",
+          "plot_bgcolor": "#E5ECF6",
+          "polar": {
+           "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#2a3f5f"
+           }
+          },
+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
         },
-        "language_info": {
-            "codemirror_mode": {
-                "name": "ipython",
-                "version": 3
-            },
-            "file_extension": ".py",
-            "mimetype": "text/x-python",
-            "name": "python",
-            "nbconvert_exporter": "python",
-            "pygments_lexer": "ipython3",
-            "version": "3.11.6"
-        }
-    },
-    "nbformat": 4,
-    "nbformat_minor": 4
+        "width": 1200
+       }
+      },
+      "image/png": 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243)\",\"showland\":true},\"height\":600,\"showlegend\":false,\"width\":1200,\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}}},                        {\"responsive\": true}                    ).then(function(){\n",
+       "                            \n",
+       "var gd = document.getElementById('ad1ce966-d7b4-4b30-b64d-4ba1ca4211d0');\n",
+       "var x = new MutationObserver(function (mutations, observer) {{\n",
+       "        var display = window.getComputedStyle(gd).display;\n",
+       "        if (!display || display === 'none') {{\n",
+       "            console.log([gd, 'removed!']);\n",
+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
+       "if (notebookContainer) {{\n",
+       "    x.observe(notebookContainer, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "// Listen for the clearing of the current output cell\n",
+       "var outputEl = gd.closest('.output');\n",
+       "if (outputEl) {{\n",
+       "    x.observe(outputEl, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "                        })                };                });            </script>        </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data = []\n",
+    "\n",
+    "# Target geometry\n",
+    "\n",
+    "data.append(\n",
+    "    dict(\n",
+    "        type=\"scattergeo\",\n",
+    "        lon=[float(longitude.in_degrees())],\n",
+    "        lat=[float(latitude.in_degrees())],\n",
+    "        mode=\"markers\",\n",
+    "        marker=dict(size=10, color=\"orange\"),\n",
+    "    )\n",
+    ")\n",
+    "\n",
+    "# Orbit geometry\n",
+    "\n",
+    "data.append(\n",
+    "    dict(\n",
+    "        type=\"scattergeo\",\n",
+    "        lon=satellite_orbit_geometry_df[\"Longitude\"],\n",
+    "        lat=satellite_orbit_geometry_df[\"Latitude\"],\n",
+    "        mode=\"lines\",\n",
+    "        line=dict(\n",
+    "            width=1,\n",
+    "            color=\"rgba(0, 0, 0, 0.1)\",\n",
+    "        ),\n",
+    "    )\n",
+    ")\n",
+    "\n",
+    "# Access geometry\n",
+    "\n",
+    "for access_geometry_df in access_geometry_dfs:\n",
+    "    data.append(\n",
+    "        dict(\n",
+    "            type=\"scattergeo\",\n",
+    "            lon=access_geometry_df[\"Longitude\"],\n",
+    "            lat=access_geometry_df[\"Latitude\"],\n",
+    "            mode=\"lines\",\n",
+    "            line=dict(\n",
+    "                width=1,\n",
+    "                color=\"red\",\n",
+    "            ),\n",
+    "        )\n",
+    "    )\n",
+    "\n",
+    "layout = dict(\n",
+    "    title=None,\n",
+    "    showlegend=False,\n",
+    "    width=1200,\n",
+    "    height=600,\n",
+    "    geo=dict(\n",
+    "        showland=True,\n",
+    "        landcolor=\"rgb(243, 243, 243)\",\n",
+    "        countrycolor=\"rgb(204, 204, 204)\",\n",
+    "    ),\n",
+    ")\n",
+    "\n",
+    "figure = go.Figure(data=data, layout=layout)\n",
+    "\n",
+    "#figure.show(\"svg\")\n",
+    "figure.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "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 (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": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
 }