diff --git a/data/rockets/hedy/cats_tust/baro.csv b/data/rockets/hedy/cats_tust/baro.csv
new file mode 100644
index 000000000..721a3cf66
--- /dev/null
+++ b/data/rockets/hedy/cats_tust/baro.csv
@@ -0,0 +1,24565 @@
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diff --git a/data/rockets/hedy/cats_tust/filteredDataInfo.csv b/data/rockets/hedy/cats_tust/filteredDataInfo.csv
new file mode 100644
index 000000000..992be3d14
--- /dev/null
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diff --git a/data/rockets/hedy/cats_tust/flightInfo.csv b/data/rockets/hedy/cats_tust/flightInfo.csv
new file mode 100644
index 000000000..edcb4f48b
--- /dev/null
+++ b/data/rockets/hedy/cats_tust/flightInfo.csv
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diff --git a/data/rockets/hedy/cats_tust/gnssInfo.csv b/data/rockets/hedy/cats_tust/gnssInfo.csv
new file mode 100644
index 000000000..447ab61af
--- /dev/null
+++ b/data/rockets/hedy/cats_tust/gnssInfo.csv
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\ No newline at end of file
diff --git a/data/rockets/hedy/cats_tust/imu.csv b/data/rockets/hedy/cats_tust/imu.csv
new file mode 100644
index 000000000..ef74347ea
--- /dev/null
+++ b/data/rockets/hedy/cats_tust/imu.csv
@@ -0,0 +1,24565 @@
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diff --git a/data/rockets/hedy/hedy_power_off_drag.csv b/data/rockets/hedy/hedy_power_off_drag.csv
new file mode 100644
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diff --git a/data/rockets/hedy/hedy_power_on_drag.csv b/data/rockets/hedy/hedy_power_on_drag.csv
new file mode 100644
index 000000000..40236478a
--- /dev/null
+++ b/data/rockets/hedy/hedy_power_on_drag.csv
@@ -0,0 +1,209 @@
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diff --git a/data/rockets/hedy/hedy_thrust_euroc_launch.csv b/data/rockets/hedy/hedy_thrust_euroc_launch.csv
new file mode 100644
index 000000000..fbd8a89df
--- /dev/null
+++ b/data/rockets/hedy/hedy_thrust_euroc_launch.csv
@@ -0,0 +1,12 @@
+date,thrust
+0,1060.00
+1,1559.20
+2,1561.34
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diff --git a/data/weather/hedy_euroc_2025_weather_data.nc b/data/weather/hedy_euroc_2025_weather_data.nc
new file mode 100644
index 000000000..ac15ccffc
Binary files /dev/null and b/data/weather/hedy_euroc_2025_weather_data.nc differ
diff --git a/docs/examples/hedy_flight_sim.ipynb b/docs/examples/hedy_flight_sim.ipynb
new file mode 100644
index 000000000..e804f5bec
--- /dev/null
+++ b/docs/examples/hedy_flight_sim.ipynb
@@ -0,0 +1,1590 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "2c4MhlfosJZ7"
+   },
+   "source": [
+    "# **Hedy - TU Wien Space Team - 2025**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "dwiOjcq-8R6D"
+   },
+   "source": [
+    "Team: TUST\\\n",
+    "Project: Lamarr \\\n",
+    "Rocket: Hedy \\\n",
+    "Launched on 12.10.2025 at EuRoC\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "sOgJJtoysRTd"
+   },
+   "source": [
+    "## Installs"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "fd6BF59NBZeZ"
+   },
+   "source": [
+    "In this section all needed libraries are installed and the needed classes imported"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 8953,
+     "status": "ok",
+     "timestamp": 1739725658984,
+     "user": {
+      "displayName": "Diego Grünberger",
+      "userId": "05610014897733337197"
+     },
+     "user_tz": -60
+    },
+    "id": "8dhC6GZ1h9pH",
+    "outputId": "b44abcfe-e054-499d-a5b4-d07e6a116e43"
+   },
+   "outputs": [],
+   "source": [
+    "%pip install rocketpy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 7498,
+     "status": "ok",
+     "timestamp": 1739725666476,
+     "user": {
+      "displayName": "Diego Grünberger",
+      "userId": "05610014897733337197"
+     },
+     "user_tz": -60
+    },
+    "id": "_Nw5sKvnTNqA",
+    "outputId": "f2fd1e27-c101-4b40-c30b-0424eaf4e7f2"
+   },
+   "outputs": [],
+   "source": [
+    "%pip install CoolProp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2026-01-25T16:40:29.110438Z",
+     "start_time": "2026-01-25T16:40:12.286328Z"
+    },
+    "executionInfo": {
+     "elapsed": 1397,
+     "status": "ok",
+     "timestamp": 1739725667870,
+     "user": {
+      "displayName": "Diego Grünberger",
+      "userId": "05610014897733337197"
+     },
+     "user_tz": -60
+    },
+    "id": "Nj13IGiKlIkx"
+   },
+   "outputs": [],
+   "source": [
+    "import CoolProp.CoolProp as CP\n",
+    "\n",
+    "from rocketpy import (\n",
+    "    CompareFlights,\n",
+    "    CylindricalTank,\n",
+    "    Environment,\n",
+    "    Flight,\n",
+    "    Fluid,\n",
+    "    FreeFormFins,\n",
+    "    LiquidMotor,\n",
+    "    MassFlowRateBasedTank,\n",
+    "    NoseCone,\n",
+    "    Parachute,\n",
+    "    Rocket,\n",
+    "    Tail,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "h34qDv8nvAgf"
+   },
+   "source": [
+    "## Configuration"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "WLnq3yOwE6b5"
+   },
+   "source": [
+    "The length unit chosen here is millimeters to keep the values more readable. If necessary, values should be converted accordingly."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 277,
+     "status": "ok",
+     "timestamp": 1739726216561,
+     "user": {
+      "displayName": "Diego Grünberger",
+      "userId": "05610014897733337197"
+     },
+     "user_tz": -60
+    },
+    "id": "6XJfbiMlAFIW"
+   },
+   "outputs": [],
+   "source": [
+    "# Rocket configuration data\n",
+    "env_config = {\n",
+    "    \"date\": (2025, 10, 12, 17, 00, 00),  # yyyy, mm, dd, hh, mm, ss    # preset\n",
+    "    \"latitude\": 39.39046096801758,  # Launch latitude             # preset\n",
+    "    \"longitude\": -8.288534164428711,  # Launch longitude            # preset\n",
+    "    \"max_height\": 9000,  # m                           # preset\n",
+    "    \"timezone\": \"Europe/Lisbon\",  # GMT+1                       # preset\n",
+    "}\n",
+    "motor_config = {\n",
+    "    \"holddown_time\": 1.4,  # s       # preset\n",
+    "    \"nitrogen_tank\": {\n",
+    "        \"length\": 235,  # mm      # measured\n",
+    "        \"CG_lox\": 2653,  # mm      # measured # CG lox nitrogen tank\n",
+    "        \"CG_ethanol\": 1450,  # mm      # measured # CG ethanol nitrogen tank\n",
+    "        \"outer_diameter\": 93,  # mm      # measured\n",
+    "        \"volume\": 1.2,  # l       # measured\n",
+    "        \"massflow\": 0.03,  # kg/s    # estimated\n",
+    "    },\n",
+    "    \"ethanol_tank\": {\n",
+    "        \"length\": 573,  # mm      # measured\n",
+    "        \"CG\": 852,  # mm      # measured\n",
+    "        \"outer_diameter\": 115,  # mm      # measured\n",
+    "        \"volume\": 5.27,  # l       # measured\n",
+    "        \"massflow\": 0.45,  # kg/s    # tested\n",
+    "    },\n",
+    "    \"lox_tank\": {\n",
+    "        \"length\": 573,  # mm      # measured\n",
+    "        \"CG\": 1960,  # mm      # measured\n",
+    "        \"outer_diameter\": 115,  # mm      # measured\n",
+    "        \"volume\": 5.27,  # l       # measured\n",
+    "        \"massflow\": 0.56,  # kg/s    # tested\n",
+    "    },\n",
+    "    \"nozzle\": {\n",
+    "        \"diameter\": 75,  # mm      # measured\n",
+    "        \"position\": -40,  # mm      # measured\n",
+    "    },\n",
+    "    \"thrust\": \"../../data/rockets/tust/hedy_thrust_euroc_launch.csv\",  # N       # measured\n",
+    "    \"temperature\": {\n",
+    "        \"ethanol\": 298.15,  # K       # preset (= 25°C)\n",
+    "        \"lox\": 93.15,  # K       # preset (= -180°C)\n",
+    "        \"nitrogen\": 298.15,  # K       # preset (= 25°C)\n",
+    "    },\n",
+    "    \"pressure\": {\n",
+    "        \"ethanol\": 3000000,  # Pa      # preset\n",
+    "        \"lox\": 3000000,  # Pa      # preset\n",
+    "        \"nitrogen\": 30000000,  # Pa      # preset\n",
+    "    },\n",
+    "}\n",
+    "\n",
+    "rocket_config = {\n",
+    "    \"total_weight\": 17200,  # g       # weighed dry mass\n",
+    "    \"total_length\": 3707,  # mm      # measured\n",
+    "    \"total_CG\": 1813,  # mm      # measured\n",
+    "    \"moment_of_intertia_Z\": 0.0255,  # kg*m^2  # calculated\n",
+    "    \"moment_of_intertia_XY\": 16.8,  # kg*m^2  # calculated\n",
+    "    \"nosecone\": {\n",
+    "        \"length\": 561,  # mm      # measured    # 575 + 66 - 80 = 561\n",
+    "        \"kind\": \"lv haack\",\n",
+    "    },\n",
+    "    \"railbuttons\": {\n",
+    "        \"upper\": 1646,  # mm      # measured\n",
+    "        \"lower\": 305,  # mm      # measured\n",
+    "    },\n",
+    "    \"tailcone\": {\n",
+    "        \"diameter\": 108,  # mm      # measured\n",
+    "        \"length\": 245,  # mm      # measured\n",
+    "        \"cylindrical_height\": 35,  # mm      # measured\n",
+    "    },\n",
+    "    \"rocket\": {\n",
+    "        \"thickness\": 1.4,  # mm      # measured\n",
+    "        \"diameter\": 132.8,  # mm      # measured\n",
+    "    },\n",
+    "    \"fins\": {\n",
+    "        \"name\": \"Biconvex-Freeform\",\n",
+    "        \"amount\": 4,\n",
+    "        \"position\": 250,  # mm      # measured\n",
+    "        \"shape_points\": (\n",
+    "            (0, 0),\n",
+    "            (0.250, -0.012),\n",
+    "            (0.250, 0.108),\n",
+    "            (0.195, 0.108),\n",
+    "            (0, 0),\n",
+    "        ),  # m       # measured\n",
+    "    },\n",
+    "    \"parachutes\": {\n",
+    "        \"main\": {\n",
+    "            \"cd_s\": 6.911503837897546,  # calculated\n",
+    "            \"trigger\": 450,  # m               # preset\n",
+    "            \"sampling_rate\": 105,  # hz              # preset\n",
+    "            \"lag\": 4,  # s               # measured\n",
+    "            \"noise\": (0, 8.3, 0.5),  # (pa, pa, pa)    # preset\n",
+    "        },\n",
+    "        \"drogue\": {\n",
+    "            \"cd_s\": 0.5336875,\n",
+    "            \"trigger\": \"apogee\",  # m               # preset\n",
+    "            \"sampling_rate\": 105,  # hz              # preset\n",
+    "            \"lag\": 1,  # s               # measured\n",
+    "            \"noise\": (0, 8.3, 0.5),  # (pa, pa, pa)    # preset\n",
+    "        },\n",
+    "    },\n",
+    "}\n",
+    "flight_config = {\n",
+    "    \"rail_length\": 11,  # m       #Preset\n",
+    "    \"inclination\": 84,  # °       #Preset\n",
+    "    \"heading\": 184,  # °       #Preset\n",
+    "    \"terminate_on_apogee\": False,\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "ML-Ipifqsg02"
+   },
+   "source": [
+    "## Environments Initialization\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "wMImlBCWNY-8"
+   },
+   "source": [
+    "In this section the environments are initialized.\n",
+    "*   **envReanalysis**: environment with the weather data from the location and date of EuRoc'25\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "executionInfo": {
+     "elapsed": 10228,
+     "status": "ok",
+     "timestamp": 1739725697096,
+     "user": {
+      "displayName": "Diego Grünberger",
+      "userId": "05610014897733337197"
+     },
+     "user_tz": -60
+    },
+    "id": "RXOdjsZEpNq1",
+    "outputId": "4c5d8984-4e6f-4006-84bf-aaf315f35985"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fetching elevation from open-elevation.com for lat=39.39046096801758, lon=-8.288534164428711...\n",
+      "Elevation received: 160.0 m\n",
+      "\n",
+      "Gravity Details\n",
+      "\n",
+      "Acceleration of gravity at surface level:    9.7798 m/s²\n",
+      "Acceleration of gravity at   6.555 km (ASL): 9.7601 m/s²\n",
+      "\n",
+      "\n",
+      "Launch Site Details\n",
+      "\n",
+      "Launch Date: 2025-10-12 16:00:00 UTC | 2025-10-12 17:00:00 Europe/Lisbon\n",
+      "Launch Site Latitude: 39.39046°\n",
+      "Launch Site Longitude: -8.28853°\n",
+      "Reference Datum: SIRGAS2000\n",
+      "Launch Site UTM coordinates: 166021.44 W|E    0.00 N\n",
+      "Launch Site UTM zone: 31N\n",
+      "Launch Site Surface Elevation: 160.0 m\n",
+      "\n",
+      "\n",
+      "Atmospheric Model Details\n",
+      "\n",
+      "Atmospheric Model Type: Reanalysis\n",
+      "Reanalysis Maximum Height: 6.555 km\n",
+      "Reanalysis Time Period: from 2025-10-12 15:00:00 to 2025-10-12 20:00:00 utc\n",
+      "Reanalysis Hour Interval: 1 hrs\n",
+      "Reanalysis Latitude Range: From 42.0° to 36.0°\n",
+      "Reanalysis Longitude Range: From -10.0° to -6.0°\n",
+      "\n",
+      "Surface Atmospheric Conditions\n",
+      "\n",
+      "Surface Wind Speed: 2.23 m/s\n",
+      "Surface Wind Direction: 67.67°\n",
+      "Surface Wind Heading: 247.67°\n",
+      "Surface Pressure: 996.64 hPa\n",
+      "Surface Temperature: 298.82 K\n",
+      "Surface Air Density: 1.162 kg/m³\n",
+      "Surface Speed of Sound: 346.54 m/s\n",
+      "\n",
+      "\n",
+      "Earth Model Details\n",
+      "\n",
+      "Earth Radius at Launch site: 6378.14 km\n",
+      "Semi-major Axis: 6378.14 km\n",
+      "Semi-minor Axis: 6356.75 km\n",
+      "Flattening: 0.0034\n",
+      "\n",
+      "\n",
+      "Atmospheric Model Plots\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 900x450 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Ponte de Sor: 39.12368, -8.03333\n",
+    "# Launch date: 12.10.2025, 17:00\n",
+    "\n",
+    "\n",
+    "latitude = env_config[\"latitude\"]\n",
+    "longitude = env_config[\"longitude\"]\n",
+    "timezone = env_config[\"timezone\"]\n",
+    "date = env_config[\"date\"]\n",
+    "max_height = env_config[\"max_height\"]\n",
+    "\n",
+    "# Environment based on weather data of the EuRoC 2025\n",
+    "envReanalysis = Environment(max_expected_height=max_height)\n",
+    "\n",
+    "envReanalysis.set_location(latitude=latitude, longitude=longitude)\n",
+    "envReanalysis.set_elevation(\"Open-Elevation\")\n",
+    "envReanalysis.set_date(date, timezone=timezone)\n",
+    "\n",
+    "envReanalysis.set_atmospheric_model(\n",
+    "    type=\"Reanalysis\",\n",
+    "    file=\"../../data/weather/hedy_euroc_2025_weather_data.nc\",\n",
+    "    dictionary=\"ECMWF\",\n",
+    ")\n",
+    "envReanalysis.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "yqW-sOwiVSZd"
+   },
+   "source": [
+    "## Simulation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "CweyILg2W_5j"
+   },
+   "source": [
+    "### Tanks / Engine\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "executionInfo": {
+     "elapsed": 2815,
+     "status": "ok",
+     "timestamp": 1739726223432,
+     "user": {
+      "displayName": "Diego Grünberger",
+      "userId": "05610014897733337197"
+     },
+     "user_tz": -60
+    },
+    "id": "PdNn1WpJXWNL",
+    "outputId": "773bc204-ab3c-4332-987d-4ec6abb5a994"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Warning: Adding spherical caps to the tank will not modify the total height of the tank 0.235 m. Its cylindrical portion height will be reduced to 0.142 m.\n",
+      "Warning: Adding spherical caps to the tank will not modify the total height of the tank 0.573 m. Its cylindrical portion height will be reduced to 0.45799999999999996 m.\n",
+      "Warning: Adding spherical caps to the tank will not modify the total height of the tank 0.573 m. Its cylindrical portion height will be reduced to 0.45799999999999996 m.\n",
+      "using ethanol burn time (9.225280880958138). LOX burntime is 10.662815399911576\n",
+      "Nozzle Details\n",
+      "Nozzle Radius: 0.0375 m\n",
+      "\n",
+      "Motor Details\n",
+      "Total Burning Time: 7.825280880958138 s\n",
+      "Total Propellant Mass: 8.373 kg\n",
+      "Structural Mass Ratio: 0.000\n",
+      "Average Propellant Exhaust Velocity: 1363.917 m/s\n",
+      "Average Thrust: 1369.450 N\n",
+      "Maximum Thrust: 1561.34 N at 2.0 s after ignition.\n",
+      "Total Impulse: 10716.328 Ns\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# holddown time\n",
+    "t_holddown = motor_config[\"holddown_time\"]\n",
+    "\n",
+    "# tank height\n",
+    "h_nitrogen_tank = motor_config[\"nitrogen_tank\"][\"length\"] / 1000\n",
+    "h_ethanol_tank = motor_config[\"ethanol_tank\"][\"length\"] / 1000\n",
+    "h_lox_tank = motor_config[\"lox_tank\"][\"length\"] / 1000\n",
+    "# OuterDiameter\n",
+    "OD_nitrogen_tank = motor_config[\"nitrogen_tank\"][\"outer_diameter\"] / 1000\n",
+    "OD_ethanol_tank = motor_config[\"ethanol_tank\"][\"outer_diameter\"] / 1000\n",
+    "OD_lox_tank = motor_config[\"lox_tank\"][\"outer_diameter\"] / 1000\n",
+    "# volume\n",
+    "v_nitrogen_tank = motor_config[\"nitrogen_tank\"][\"volume\"] / 1000\n",
+    "v_ethanol_tank = motor_config[\"ethanol_tank\"][\"volume\"] / 1000\n",
+    "v_lox_tank = motor_config[\"lox_tank\"][\"volume\"] / 1000\n",
+    "# massflows\n",
+    "mdot_nitrogen = motor_config[\"nitrogen_tank\"][\"massflow\"]\n",
+    "mdot_ethanol = motor_config[\"ethanol_tank\"][\"massflow\"]\n",
+    "mdot_lox = motor_config[\"lox_tank\"][\"massflow\"]\n",
+    "# nozzle\n",
+    "nozzle_diameter = motor_config[\"nozzle\"][\"diameter\"] / 1000\n",
+    "\n",
+    "# thrust\n",
+    "thrust = motor_config[\"thrust\"]\n",
+    "\n",
+    "# Temperature Lox & Ethanol\n",
+    "T_nitrogen = motor_config[\"temperature\"][\"nitrogen\"]\n",
+    "T_ethanol = motor_config[\"temperature\"][\"ethanol\"]\n",
+    "T_lox = motor_config[\"temperature\"][\"lox\"]\n",
+    "# pressure LOX & Ethanol\n",
+    "p_nitrogen = motor_config[\"pressure\"][\"nitrogen\"]\n",
+    "p_ethanol = motor_config[\"pressure\"][\"ethanol\"]\n",
+    "p_lox = motor_config[\"pressure\"][\"lox\"]\n",
+    "\n",
+    "\n",
+    "# Propellants\n",
+    "\n",
+    "# define density\n",
+    "rho_nitrogen = CP.PropsSI(\"D\", \"T\", T_nitrogen, \"P|gas\", p_nitrogen, \"N2\")  # kg/m^3\n",
+    "rho_ethanol = CP.PropsSI(\n",
+    "    \"D\", \"T|liquid\", T_ethanol, \"P\", p_ethanol, \"ethanol\"\n",
+    ")  # kg/m^3\n",
+    "rho_lox = CP.PropsSI(\"D\", \"T|liquid\", T_lox, \"P\", p_lox, \"oxygen\")  # kg/m^3\n",
+    "\n",
+    "# define fluids\n",
+    "nitrogen = Fluid(name=\"N2\", density=rho_nitrogen)\n",
+    "ethanol = Fluid(name=\"ethanol\", density=rho_ethanol)\n",
+    "lox = Fluid(name=\"LOX\", density=rho_lox)\n",
+    "\n",
+    "# define tanks geometry\n",
+    "nitrogen_tank_shape = CylindricalTank(\n",
+    "    radius=OD_nitrogen_tank / 2, height=h_nitrogen_tank, spherical_caps=True\n",
+    ")\n",
+    "ethanol_tank_shape = CylindricalTank(\n",
+    "    radius=OD_ethanol_tank / 2, height=h_ethanol_tank, spherical_caps=True\n",
+    ")\n",
+    "lox_tank_shape = CylindricalTank(\n",
+    "    radius=OD_lox_tank / 2, height=h_lox_tank, spherical_caps=True\n",
+    ")\n",
+    "\n",
+    "\n",
+    "m_nitrogen = v_nitrogen_tank * rho_nitrogen  # m\n",
+    "m_ethanol = v_ethanol_tank * rho_ethanol  # m\n",
+    "m_lox = v_lox_tank * rho_lox  # m\n",
+    "\n",
+    "t_burn_nitrogen = (m_nitrogen / mdot_nitrogen) - 0.001  # s\n",
+    "\n",
+    "\n",
+    "t_burn_ethanol = m_ethanol / mdot_ethanol\n",
+    "t_burn_lox = m_lox / mdot_lox\n",
+    "\n",
+    "if t_burn_ethanol < t_burn_lox:\n",
+    "    t_burn = t_burn_ethanol\n",
+    "    print(f\"using ethanol burn time ({t_burn_ethanol}). LOX burntime is {t_burn_lox}\")\n",
+    "else:\n",
+    "    t_burn = t_burn_lox\n",
+    "    print(f\"using lox burn time ({t_burn_lox}). Ethanol burntime is {t_burn_ethanol}\")\n",
+    "\n",
+    "\n",
+    "# account for holddown\n",
+    "t_burn -= t_holddown\n",
+    "\n",
+    "m_lox = (\n",
+    "    mdot_lox * t_burn + 0.0001\n",
+    ")  # adding a little more so python does not throw an error\n",
+    "m_ethanol = mdot_ethanol * t_burn + 0.0001\n",
+    "m_nitrogen = mdot_nitrogen * t_burn + 0.0001\n",
+    "\n",
+    "\n",
+    "# define tanks\n",
+    "nitrogen_tank = MassFlowRateBasedTank(\n",
+    "    name=\"nitrogen tank\",\n",
+    "    geometry=nitrogen_tank_shape,\n",
+    "    flux_time=t_burn,\n",
+    "    initial_liquid_mass=0,  # kg\n",
+    "    initial_gas_mass=m_nitrogen,\n",
+    "    liquid_mass_flow_rate_in=0,  # kg/s\n",
+    "    liquid_mass_flow_rate_out=0,  # kg/s\n",
+    "    gas_mass_flow_rate_in=0,  # kg/s\n",
+    "    gas_mass_flow_rate_out=lambda t: mdot_nitrogen,\n",
+    "    liquid=Fluid(name=\"liquid\", density=0.0001),  # ignore\n",
+    "    gas=nitrogen,\n",
+    ")\n",
+    "ethanol_tank = MassFlowRateBasedTank(\n",
+    "    name=\"fuel tank\",\n",
+    "    geometry=ethanol_tank_shape,\n",
+    "    flux_time=t_burn,\n",
+    "    initial_liquid_mass=m_ethanol,\n",
+    "    initial_gas_mass=0,  # kg\n",
+    "    liquid_mass_flow_rate_in=0,  # kg/s\n",
+    "    liquid_mass_flow_rate_out=lambda t: mdot_ethanol,\n",
+    "    gas_mass_flow_rate_in=lambda t: mdot_nitrogen,\n",
+    "    gas_mass_flow_rate_out=0,  # kg/s\n",
+    "    liquid=ethanol,\n",
+    "    gas=nitrogen,\n",
+    ")\n",
+    "\n",
+    "lox_tank = MassFlowRateBasedTank(\n",
+    "    name=\"oxidizer tank\",\n",
+    "    geometry=lox_tank_shape,\n",
+    "    flux_time=t_burn,\n",
+    "    initial_liquid_mass=m_lox,\n",
+    "    initial_gas_mass=0,  # kg\n",
+    "    liquid_mass_flow_rate_in=0,  # kg/s\n",
+    "    liquid_mass_flow_rate_out=lambda t: mdot_lox,\n",
+    "    gas_mass_flow_rate_in=lambda t: mdot_nitrogen,\n",
+    "    gas_mass_flow_rate_out=0,  # kg/s\n",
+    "    liquid=lox,\n",
+    "    gas=nitrogen,\n",
+    ")\n",
+    "\n",
+    "skuld = LiquidMotor(\n",
+    "    dry_mass=0,  # kg\n",
+    "    dry_inertia=(0, 0, 0),  # kg*m^2\n",
+    "    center_of_dry_mass_position=0,  # m\n",
+    "    nozzle_radius=nozzle_diameter / 2,\n",
+    "    nozzle_position=0,  # m\n",
+    "    thrust_source=thrust,\n",
+    "    burn_time=t_burn,\n",
+    "    coordinate_system_orientation=\"nozzle_to_combustion_chamber\",\n",
+    ")\n",
+    "\n",
+    "skuld.add_tank(tank=ethanol_tank, position=motor_config[\"ethanol_tank\"][\"CG\"] / 1000)\n",
+    "skuld.add_tank(tank=lox_tank, position=motor_config[\"lox_tank\"][\"CG\"] / 1000)\n",
+    "skuld.add_tank(\n",
+    "    tank=nitrogen_tank, position=motor_config[\"nitrogen_tank\"][\"CG_ethanol\"] / 1000\n",
+    ")\n",
+    "skuld.add_tank(\n",
+    "    tank=nitrogen_tank, position=motor_config[\"nitrogen_tank\"][\"CG_lox\"] / 1000\n",
+    ")\n",
+    "\n",
+    "skuld.all_info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "NbyhEM7rfQiv"
+   },
+   "source": [
+    "### Rocket components"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 797
+    },
+    "executionInfo": {
+     "elapsed": 871,
+     "status": "ok",
+     "timestamp": 1739726224302,
+     "user": {
+      "displayName": "Diego Grünberger",
+      "userId": "05610014897733337197"
+     },
+     "user_tz": -60
+    },
+    "id": "UOYct-lVciRZ",
+    "outputId": "26c268b5-2e1a-4edb-812b-4b3a4afcb626"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\wattikan\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.13_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python313\\site-packages\\rocketpy\\rocket\\aero_surface\\fins\\free_form_fins.py:143: UserWarning: Jagged fin shape detected. This may cause small inaccuracies center of pressure and pitch moment calculations.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# rocket\n",
+    "rocket_length = rocket_config[\"total_length\"] / 1000\n",
+    "rocket_diameter = rocket_config[\"rocket\"][\"diameter\"] / 1000\n",
+    "rocket_thickness = rocket_config[\"rocket\"][\"thickness\"] / 1000\n",
+    "\n",
+    "\n",
+    "nosecone_length = (\n",
+    "    rocket_config[\"nosecone\"][\"length\"] - 100\n",
+    ") / 1000  # -100 mm to adjust for cylindrical section\n",
+    "nosecone_kind = rocket_config[\"nosecone\"][\"kind\"]\n",
+    "\n",
+    "nose_cone = NoseCone(\n",
+    "    length=nosecone_length, base_radius=rocket_diameter / 2, kind=nosecone_kind\n",
+    ")\n",
+    "\n",
+    "tailcone_cylindrical = rocket_config[\"tailcone\"][\"cylindrical_height\"] / 1000\n",
+    "tailcone_length = rocket_config[\"tailcone\"][\"length\"] / 1000\n",
+    "tailcone_bottom_radius = rocket_config[\"tailcone\"][\"diameter\"] / 2 / 1000\n",
+    "\n",
+    "tail = Tail(\n",
+    "    top_radius=rocket_diameter / 2,\n",
+    "    bottom_radius=tailcone_bottom_radius,\n",
+    "    length=tailcone_length,\n",
+    "    rocket_radius=rocket_diameter / 2,\n",
+    ")\n",
+    "\n",
+    "fin_amount = rocket_config[\"fins\"][\"amount\"]\n",
+    "fin_shape_points = rocket_config[\"fins\"][\"shape_points\"]\n",
+    "fin_name = rocket_config[\"fins\"][\"name\"]\n",
+    "\n",
+    "fin_set = FreeFormFins(\n",
+    "    n=fin_amount,\n",
+    "    shape_points=fin_shape_points,\n",
+    "    rocket_radius=tailcone_bottom_radius,\n",
+    "    name=fin_name,\n",
+    ")\n",
+    "fin_set.draw()\n",
+    "\n",
+    "main_cd_s = rocket_config[\"parachutes\"][\"drogue\"][\n",
+    "    \"cd_s\"\n",
+    "]  # main didn't deploy fully, so adding another drogue as approximation\n",
+    "main_trigger = rocket_config[\"parachutes\"][\"main\"][\"trigger\"]\n",
+    "main_sampling_rate = rocket_config[\"parachutes\"][\"main\"][\"sampling_rate\"]\n",
+    "main_lag = rocket_config[\"parachutes\"][\"main\"][\"lag\"]\n",
+    "main_noise = rocket_config[\"parachutes\"][\"main\"][\"noise\"]\n",
+    "\n",
+    "drogue_cd_s = rocket_config[\"parachutes\"][\"drogue\"][\"cd_s\"]\n",
+    "drogue_trigger = rocket_config[\"parachutes\"][\"drogue\"][\"trigger\"]\n",
+    "drogue_sampling_rate = rocket_config[\"parachutes\"][\"drogue\"][\"sampling_rate\"]\n",
+    "drogue_lag = rocket_config[\"parachutes\"][\"drogue\"][\"lag\"]\n",
+    "drogue_noise = rocket_config[\"parachutes\"][\"drogue\"][\"noise\"]\n",
+    "\n",
+    "parachutes = {}\n",
+    "\n",
+    "parachutes[0] = Parachute(\n",
+    "    name=\"main\",\n",
+    "    cd_s=main_cd_s,\n",
+    "    trigger=main_trigger,\n",
+    "    sampling_rate=main_sampling_rate,\n",
+    "    lag=main_lag,\n",
+    "    noise=main_noise,\n",
+    ")\n",
+    "\n",
+    "parachutes[1] = Parachute(\n",
+    "    name=\"drogue\",\n",
+    "    cd_s=drogue_cd_s,\n",
+    "    trigger=drogue_trigger,\n",
+    "    sampling_rate=drogue_sampling_rate,\n",
+    "    lag=drogue_lag,\n",
+    "    noise=drogue_noise,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "GEt-SBDfeKga"
+   },
+   "source": [
+    "### Hedy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "executionInfo": {
+     "elapsed": 2175,
+     "status": "ok",
+     "timestamp": 1739726226474,
+     "user": {
+      "displayName": "Diego Grünberger",
+      "userId": "05610014897733337197"
+     },
+     "user_tz": -60
+    },
+    "id": "uHFiqRXmiPba",
+    "outputId": "5caf0e4a-a9e7-44a0-f2d9-28fb51488de9"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Inertia Details\n",
+      "\n",
+      "Rocket Mass: 17.200 kg (without motor)\n",
+      "Rocket Dry Mass: 17.200 kg (with unloaded motor)\n",
+      "Rocket Loaded Mass: 25.573 kg\n",
+      "Rocket Structural Mass Ratio: 0.673\n",
+      "Rocket Inertia (with unloaded motor) 11: 16.800 kg*m2\n",
+      "Rocket Inertia (with unloaded motor) 22: 16.800 kg*m2\n",
+      "Rocket Inertia (with unloaded motor) 33: 0.025 kg*m2\n",
+      "Rocket Inertia (with unloaded motor) 12: 0.000 kg*m2\n",
+      "Rocket Inertia (with unloaded motor) 13: 0.000 kg*m2\n",
+      "Rocket Inertia (with unloaded motor) 23: 0.000 kg*m2\n",
+      "\n",
+      "Geometrical Parameters\n",
+      "\n",
+      "Rocket Maximum Radius: 0.0664 m\n",
+      "Rocket Frontal Area: 0.013851 m2\n",
+      "\n",
+      "Rocket Distances\n",
+      "Rocket Center of Dry Mass - Center of Mass without Motor: 0.000 m\n",
+      "Rocket Center of Dry Mass - Nozzle Exit: 1.853 m\n",
+      "Rocket Center of Dry Mass - Center of Propellant Mass: 0.421 m\n",
+      "Rocket Center of Mass - Rocket Loaded Center of Mass: 0.138 m\n",
+      "\n",
+      "\n",
+      "Aerodynamics Lift Coefficient Derivatives\n",
+      "\n",
+      "Nose Cone Lift Coefficient Derivative: 2.000/rad\n",
+      "Biconvex-Freeform Lift Coefficient Derivative: 6.930/rad\n",
+      "Tail Lift Coefficient Derivative: -0.677/rad\n",
+      "\n",
+      "Center of Pressure\n",
+      "\n",
+      "Nose Cone Center of Pressure position: 3.447 m\n",
+      "Biconvex-Freeform Center of Pressure position: 0.131 m\n",
+      "Tail Center of Pressure position: 0.127 m\n",
+      "\n",
+      "Stability\n",
+      "\n",
+      "Center of Mass position (time=0): 1.675 m\n",
+      "Center of Pressure position (time=0): 0.935 m\n",
+      "Initial Static Margin (mach=0, time=0): 5.573 c\n",
+      "Final Static Margin (mach=0, time=burn_out): 6.476 c\n",
+      "Rocket Center of Mass (time=0) - Center of Pressure (mach=0): 0.740 m\n",
+      "\n",
+      "\n",
+      "Parachute Details\n",
+      "\n",
+      "Parachute Main with a cd_s of 0.5337 m2\n",
+      "Ejection signal trigger: 450 m (AGL)\n",
+      "Ejection system refresh rate: 105.000 Hz\n",
+      "Time between ejection signal is triggered and the parachute is fully opened: 4.0 s\n",
+      "\n",
+      "\n",
+      "Parachute Details\n",
+      "\n",
+      "Parachute Drogue with a cd_s of 0.5337 m2\n",
+      "Ejection signal trigger: At Apogee\n",
+      "Ejection system refresh rate: 105.000 Hz\n",
+      "Time between ejection signal is triggered and the parachute is fully opened: 1.0 s\n",
+      "\n",
+      "\n",
+      "Rocket Draw\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Mass Plots\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Aerodynamics Plots\n",
+      "----------------------------------------\n",
+      "Drag Plots\n",
+      "--------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Stability Plots\n",
+      "--------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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BWLx4sbwVmDZtmtwLZ+XKlTA0NETDhg2LvIerq6us3Xn0OhERERUvP19s1ndBnh3VsqYjRretWmdH/RNFd+dp0aIFtmzZgjVr1shwMmvWLMyfPx/Dhg0rfE10dDQiIiKUbCYREZGqLD96E0fD4mBhYoQvX2gEwyp2dpROj9wIffr0kbcnWb58eYmfLwqKxY2IiIj+WWhMCub8flXef7+3P2o6W0Ftqua+ykRERFRmOXn5mLLuPLJy8/GMnwtebuUFNWK4ISIi0hPf/hGKi1FJsLMwwVcvNIKBgbqmowow3BAREemBc5GJ+P5AqLz/af+GqGb7YCNdNWK4ISIiUrmM7Dy8ve4c8vI1eK6xO/o2doeaMdwQERGp3Oe7riA8Ng3VbM0wq5/6t05huCEiIlKxP0PuY+WxW/L+Vy80hp2lund2FhhuiIiIVCopPQf/3nhB3h/RxluukNIHDDdEREQq9dG2YNxNzoSPsxWm9fSHvmC4ISIiUqEd5+9g+/k78pTveS82gYWpEfQFww0REZHK3EvOxIdbg+X9ic/WRhNPe+gThhsiIiKVHYo5dcN5JGXkIMDDDm92qQN9w3BDRESkIkuP3MBf12NhbmKIr19sDBMj/ftVr389JiIiUqnLd5Lx5e/X5P0Pe9eHr6sN9BHDDRERkQpk5uRh8tqzyM7LR1f/ahim0kMxS4PhhoiISAVm77yC6zGpcLExw5yBAao9FLM0GG6IiIiquP1X7hXuQjx3UGM4WZtBnzHcEBERVWH3U7IKdyEe276W3uxCXBKGGyIioipKo9HgXxvPIy4tG/Wq2+BfPeoq3SSdwHBDRERURa04ehMHr92HmbEhFgxpCnMT/dmFuCQMN0RERFXQtbspmL3rqrz/fi9/+FXTz2XfxWG4ISIiqqrLvnPz0amuizzxm/6H4YaIiKiKmfP7VVy9mwJna1N8+UJjvV72XRyGGyIioirk4LUYLDtyU97/6oXGcl8bKorhhoiIqIqISc7EO+vPy/sj23ijUz1XpZukkxhuiIiIqshp31PWnytc9j2tl7/STdJZDDdERERVwMJDYTgSGgcLEyN8N7QZl32XgOGGiIhIx526GY95e0Pk/U/6NYCvq7XSTdJpDDdEREQ6LDE9G5PXnkNevgb9m7jjheY1lG6SzmO4ISIi0uHjFd7ddAFRiRmo6WSJT5/X79O+S4vhhoiISEetOn4Luy/dg4mRgayzsTYzVrpJVQLDDRERkQ66Ep2CWb9dkfen9fRHQw87pZtUZTDcEBER6ZisPOCt9efl8Qpd6rlidLuaSjepSmG4ISIi0jEbbxgiPDYd1W3N8dUgHq9QVgw3REREOmTbuTsIum8IQwPgm5eawNHKVOkmVTkMN0RERDriRmwapu94UGfzRqfaaOXjpHSTqiSGGyIiIh2QmZOHib+cQVp2HnxtNXi9o4/STaqyGG6IiIh0wMwdl3E5OhmOViYY7psHIzEvReXCcENERKSwLWdvY01QBETd8NwXGsHeTOkWVW0MN0RERAq6fi8F728Olvcnda6D9r6ss3laDDdEREQKSc/Oxeu/nEFGTh7a+TphUpc6SjdJFRhuiIiIFDo36sMtwbgekwpXGzPMf7Ep62y0hOGGiIhIAetPRWLz2Si5n823Q5rCxYaFNtrCcENERFTJLt9JxsfbLsn7U3vU5X42WsZwQ0REVIlSMnMwcfUZZOXmo1NdF0x4prbSTVIdhhsiIqJKrLN5b9NFuROxh70F5g1uAkPW2Wgdww0REVElWXnsFn67GA0TIwN8N7QpHHhuVIVguCEiIqoE5yMT8elvl+X9aT390dTLQekmqRbDDRERUQWLT8uW+9nk5Gnwfw2qY3S7mko3SdUYboiIiCpQXr4Gk9acRVRiBmo5W+HLQY1gIM5ZoArDcENERFSB5u29hsOhsbAwMcKil5vD1txE6SapHsMNERFRBdlz6S6+PxAm738xMAB1q9so3SS9wHBDRERUAcLvp+Kd9eflfVFj06+Jh9JN0hsMN0RERFqWlpWLCatOIyUrFy1qOuD9Xv5KN0mvMNwQERFpeaO+dzddQMi9VHle1PdDm8HEiL9uKxO/20RERFq09MhN/HohGsaGBvhhWDO42por3SS9w3BDRESkJUE34jF75xV5/4Pe/mhR01HpJuklhhsiIiItuJecKTfqE/va9GvijlFtuVGfUhhuiIiInlJ2br4MNrGpWahbzQafDwjgRn0KYrghIiJ6Sp/9dhmnbyXAxswYi4Y3h6WpsdJN0msMN0RERE9h/clIrDh2S96f92ITecQCKYvhhoiIqJzORCTgw63B8v5bXeugW/1qSjeJGG6IiIjKX0A84efTyM7LR/f61TCpcx2lm0R/Y7ghIiIqo6zcPLkDcUxKFvyqWcvpKENDFhDrCsXDTVRUFF5++WU4OTnBwsICAQEBOHXq1BNfv3nzZnTr1g0uLi6wtbVFmzZtsHv37kptMxER6fcOxB9tDcbZiETYmhtj8fBAWJuxgFiXKBpuEhIS0K5dO5iYmGDXrl24fPky5s6dCwcHhyd+zp9//inDzc6dO3H69Gl06tQJffv2xdmzZyu17UREpJ9WHruF9aduQwzUfDe0GWqygFjnKBo158yZA09PTyxbtqzwWq1atUr8nPnz5xd5PHv2bGzbtg07duxA06ZNK6ytREREx8Li8Mmvl+X993rWwzN+Lko3iXRt5Gb79u0IDAzEoEGD4OrqKsPJjz/+WKb3yM/PR0pKChwducU1ERFVnNsJ6Zi4+sEOxP2buGN8Bx+lm0S6OHITHh6OhQsX4u2338b777+PkydPYtKkSTA1NcXIkSNL9R7/+c9/kJqaisGDBxf7fFZWlrwVSE5Olh9zcnLkTZsK3k/b76tL9KGPAvupHvrQR4H9rFgZ2XkYv+IU4tOy0cDdBrOe80dubm6FfC3+LItXlu+HgUZURilEhBgxcnP06NHCayLciJBz7Nixf/z81atXY/z48XJaqmvXrsW+ZsaMGZg5c2axn2tpafmUPSAiIrUTvyVXXjfEmThDWBtr8E6jPDiaKd0q/ZOeno6hQ4ciKSlJLijS2ZEbNzc31K9fv8g1f39/bNq06R8/d+3atRg3bhw2bNjwxGAjTJs2TY4MPTxyI+p8unfv/o/fnLISqXLv3r2y4FkUSauRPvRRYD/VQx/6KLCfFee/f97AmbjrMDY0wH9HBqJlBZ/0zZ9l8QpmXkpD0XAjVkpdu3atyLWQkBB4e3uX+Hlr1qzBmDFjZMDp3bt3ia81MzOTt0eJb2RF/aGpyPfWFfrQR4H9VA996KPAfmrX3sv3MHffdXl/et/6aFen8nYg5s+yqLJ8LxQtKJ4yZQqOHz8uVzyFhobKqaLFixdj4sSJRUZeRowYUfhYvEY8FkvGW7Vqhbt378qbGKYiIiLSlivRyZi89qyclnq5tReGt6mpdJOoKoSbFi1aYMuWLXIkpmHDhpg1a5Zc6j1s2LDC10RHRyMiIqLwsQg/oohLBCAxrVVwmzx5skK9ICIitbmfkoVxK04hPTsP7XydML1vA6WbRGWg+JaKffr0kbcnWb58eZHHBw8erIRWERGRvsrMycOrP59CVGIGfJyt8MPQ5jAxUnxDfyoD/rSIiIj+JhYQv7/5Is78fbTCTyMDYWep/roXtWG4ISIi+tvCQ2HYfDYKRoYG+GFYc/i4WCvdJCoHhhsiIiIAuy/dxVe7H6zgnfFcA7Sv46x0k6gyam7EUQeHDh3CX3/9hVu3bskNdcTp3OLYBLHXjNg/hoiIqKq5dCcJU9adkyujRrTxxvDWJW9JQioYucnIyMCnn34qw0uvXr3kCd6JiYkwMjKSS7inT58uD7wUz4ml3URERFVFTEqmPFpBrIxq7+uMj/sU3VyWVDpy4+fnhzZt2shDLZ+0k6AYyRF70Lz00kv44IMP5LEIREREur8y6jTuJGXCx8UK3w9tBmOujNKPcLNnzx55LEJJxK7CYsO9qVOnFtmXhoiISFdXRr276QLORiTCzsIES0a24MoolShVPP2nYPMwMapTu3btp2kTERFRhft6bwi2nbsjz4xaOKwZajlbKd0k0pJSj71dv34dQ4YMKfbgKnH0gTipMzw8XFvtIiIiqjAbTkViwR+h8v7s5wPQ1pcro/Qy3Hz11VeyoLi4k7Tt7Ozkc+I1REREuuxoaCymbb4o70/sVBuDW3Clr96GG7EEfNCgQU98fvDgwfjjjz+01S4iIiKtC41JwaurTiM3X4O+jd3xTre6SjeJlAw3okjY1dX1ic87OzsjMjJSW+0iIiLS+mGYo5adREpmLgK9HfDVC41gaGigdLNIyXAjpp7CwsKe+LzY76a4KSsiIiKlZWTnYdzKU7idkAFvJ0ssHhEIcxMjpZtFSoebZ555Bt9+++0Tn1+wYAE6dOigrXYRERFpRX6+Ru4+fD4yEfaWJlg2qgUcrUyVbhbpQrgRe9iInYlfeOEFBAUFyRVS4nbixAkMHDgQu3fvlq8hIiLSJV/8fhW/X7oLUyNDLB4eyMMw9UCpz5YS50dt3LgRY8aMwZYtW4o85+TkhPXr16NZs2YV0UYiIqJyWXX8Fhb/+WCbki9faISWtRyVbhLp2sGZffr0kccs/P7777LGRuzuKI5m6N69OywtLSuulURERGV04FoMPt4WLO+/3c0P/Zt6KN0k0sVwI1hYWOD555+vmNYQERFpwYXbiZj4yxnka4CBzWrgzc6+SjeJdK3mZu3ataV+Q7Ec/MiRI0/TJiIionKLiEvHmOUn5Snf7Xyd8PmAABgYcMm3PilVuFm4cKE8X+rLL7/ElStXHnteFBbv3LlTHsEg6m7i4uIqoq1EREQlikvNwshlQYhNzYa/my0WvdwcpsY85VvfGJd2d+Lt27fLpeBiRZSVlRWqVasGc3NzJCQk4O7du3ITv1GjRiE4OFg+R0REVJnSs3MxZsUp3IhNg4e9BZaPbgEbc57yrY9KXXPz3HPPyVtsbCwOHz4sC4szMjJkqBErqcTN0JDpmIiIKl9uXj7eXH22cC+bFWNaopqtudLNoqpSUCzCTP/+/SumNURERGUkVu5+tC0Y+6/GwMzYED+NCISvK/ey0WccaiEioiptwf5QrAmKhDgmasGQpgisyb1s9B3DDRERVVnrTkbg630h8v7Mfg3Ro0F1pZtEOoDhhoiIqqQ/rt7D+1sebNI3sVNtDG/trXSTSEcw3BARUZVz/nYSJv5yFnn5Ggxo5oGp3esq3STSIQw3RERUpdzLAMb/fAYZOXl4xs8FcwY24iZ99HSrpfLy8rB8+XLs378fMTExyM/PL/L8H3/8Uda3JCIiKpXopEz8cNkIidk5aFTDDj8MawYTI/47nZ4y3EyePFmGm969e6Nhw4ZMy0REVCni07IxavlpJGYbwMfZEstHt4S1WZl/jZEeKPOfCnHO1Pr169GrV6+KaREREdEjUrNyMXpZEMJj02BvqsGykc3haGWqdLNIR5V5LM/U1BS+vjxdlYiIKkdWbh4m/HxaFhE7WJrgNf88uNtbKN0sUlO4eeedd/DNN9/IHSGJiIgqklgNNWXdORwOjYWlqRF+HN4M1S2VbhWpblpKnCt14MAB7Nq1Cw0aNICJSdFDyTZv3qzN9hERkZ4S/4j+cGswdl68CxMjAyweHojGNewQdUHplpHqwo29vT2ef/75imkNERHR3+buCcGaoAiIdSvzX2yK9nWckZOTo3SzSI3hZtmyZRXTEiIior8tOXwD3x0Ilfc/7d8QvRu5Kd0kqkK4OQAREemUzWduY9avl+X9qd39MKwVj1WgChi5adasmdy0z8HBAU2bNi1xb5szZ86UsQlEREQP/B4cjX9tfFBUM6ZdLUzsxNW5VEHhpl+/fjAzM5P3+/fvX44vQ0REVLKD12Lw5poH50UNbFYDH/b250axVHHhZvr06cXeJyIi0obj4XF49efTyMnToHeAG+YMDIChIYMNlQ9rboiISFHnIhMxdvlJZOXmo3M9V3z9YhMY87woqszVUqLuprhhQnHN3Nxc7l48atQojB49+mnaRUREeuBKdDJGLg1CWnYe2vg4yYMwTY0ZbKiSw83HH3+Mzz77DD179kTLli3ltaCgIPz++++YOHEibty4gddeew25ubkYP378UzaPiIjUKux+KoYvOYGkjBw087LHTyMDYW5ipHSzSF93KP70008xYcKEItf/+9//Ys+ePdi0aRMaNWqEBQsWMNwQEVGxIuPT8fJPJxCbmo36brZYNrolrHjCN2lJmcf+du/eja5duz52vUuXLvI5QZwYHh4erp0WEhGRqtxLzsSwn04gOikTvq7W+HlsS9hZFD3Kh6hSw42joyN27Njx2HVxTTwnpKWlwcbG5qkaRkRE6hOfli1HbCLi0+HpaIFVY1vByfrBViNE2lLmMcCPPvpI1tSIwzMLam5OnjyJnTt3YtGiRfLx3r170bFjR601koiIqr7E9GxZY3M9JhXVbc2xelxrVLczV7pZpEJlDjeijqZ+/fr47rvvCk8Ar1u3Lg4dOoS2bdvKx++88472W0pERFWWKBoeviQIl+4kw9naFKvGtYKno6XSzSKVKlO4Eaexvvrqq3L0Zs2aNRXXKiIiUo3kzByMWBqEi1FJcLQyxerxrWWtDZFO1NyYmJjI1VBERESlkZqVi1FLg3A+MhH2lib4ZVwr+FVjTSbpWEGxOFtq69atFdMaIiJSjbSsXIxeFoQzEYlyNZQoHvZ3s1W6WaQHylxzU6dOHXzyySc4cuQImjdvDisrqyLPT5o0SZvtIyKiKig9Oxejl5/EyZsJsDE3lsGmoYed0s0iPVHmcLNkyRLY29vj9OnT8vboEQwMN0RE+i0jOw/jVpxC0I142JgZ4+exrRBQg8GGdDjciOMViIiIipOZk4dXfj6Fo2FxsDI1wvIxLdHE017pZpGe4elkRESkFVm5eXj159P463osLP8ONs29HZRuFumhch3kcfv2bWzfvh0RERHIzs4u8ty8efO01TYiIqpCwea1VWdwKOQ+LEyMsGxUC7So+WDXeiKdDzf79+/Hc889Bx8fH1y9ehUNGzbEzZs3odFo0KxZs4ppJRER6fRUlBixEcHGzNgQS0YGopWPk9LNIj1W5mmpadOmYerUqbh48SLMzc3lvjeRkZHyuIVBgwZVTCuJiEhni4fHrzz1vxGb0S3Q1tdZ6WaRnitzuLly5QpGjBgh7xsbGyMjIwPW1tZyeficOXMqoo1ERKSjy73HLD/5vxobEWxqM9hQFQw3Yl+bgjobNzc3hIWFFT4XGxur3dYREZHObtA3atlJHAuPg7WZMVaOacmpKKq6NTetW7fG4cOH4e/vj169eslDMsUUlThEUzxHRET6caTCqVsJch+bFWNbopkXV0VRFQ43YjVUamqqvD9z5kx5f926dXLnYq6UIiJS/yGYI5cG4WxEImzNH2zQ15j72FBVDzdildTDU1SLFi3SdpuIiEgHJWXkYMSSEzh/O0meFSUOweSRCqSafW6IiEi/JKZn4+UlJxAclQwHebp3a9R35yGYVMULisWITWluZRUVFYWXX34ZTk5OsLCwQEBAAE6dOlXi5xw8eFDuqWNmZgZfX18sX768zF+XiIhKJzY1C0N+fBBsnKxMseYVBhtSyciN2KjP29sbQ4cOhaurq1a+eEJCAtq1a4dOnTph165dcHFxwfXr1+Hg4FDi2Va9e/fGhAkT8Msvv8hNBceNGydXbvXo0UMr7SIiogeikzLw8k8nEHY/Dc7WZlgzvhXqVLNRullE2gk3omh46dKlsmi4Z8+eGDNmjFwtZWhY/uOpxL44np6eWLZsWeG1WrVqlfg5osZHvGbu3LnysVi1JVZvff311ww3RERaFBGXjqE/HcfthAy425njl/GtUcvZSulmEWkv3Ijdh8VNTCOJaaApU6bg1VdfxfDhwzF27Fi5WqqsxPlUIpCI9z106BA8PDzw+uuvY/z48U/8nGPHjqFr165Fron3eOutt4p9fVZWlrwVSE5Olh9zcnLkTZsK3k/b76tL9KGPAvupHvrQx4roZ2hMKkYtP417KVnwdrTEytHN4W5nqvj3UR9+nvrQx/L0syzfDwONOBSqnEQgmTFjBv7880+5gV9J00nFEcc3CG+//bYMOCdPnsTkyZPl6MzIkSOL/Rw/Pz+MHj1aHgNRYOfOnXKqKj09XdbtPEy0TyxZf9Tq1athaWlZpvYSEemD22nAD5eNkJZrADcLDV6vnwdbU6VbRfouPT1dlsYkJSXB1tZW+6ulMjMzsXHjRjlNdeLECRlMyhMU8vPzERgYiNmzZ8vHTZs2RXBwcInhpqxECBLh6eGRGzEV1r1793/85pSVSJV79+5Ft27dYGJiAjXShz4K7Kd66EMftdlPsX/Nhz+fQVpuLgI8bLFkRDM4WOpOstGHn6c+9LE8/SyYeSmNMoUbEWSWLFmC9evXy5VRou5GHJxZ1hGbAqIIuH79+kWuiRoa8Z5PUr16ddy7d6/INfFYBJVHR20EsaJK3B4lvpEV9YemIt9bV+hDHwX2Uz30oY9P28+jobEYt/I00rPz0LKmI5aMCoSNuW5+z/Th56kPfSxLP8vyvSh1uGnQoAFiYmLkkJCYjmrcuDGellgpde3atSLXQkJC5KqsJ2nTpo2chnqYSH7iOhERlc/+K/fw2i9nkJ2bjw51nLF4eCAsTI2UbhZRuRiW5TRwMR21cuVKuXTb0dGx2FtZiKLk48ePy2mp0NBQWQezePFiTJw4sci0UsEp5IJYAh4eHo5///vfuHr1Kn744Qc5kiTei4iIyu7XC3fw6s+nZbDp0aAafhrJYENVW6lHbh5erq0tLVq0wJYtW2SA+eSTT+QS7/nz52PYsGGFr4mOjkZEREThY/Ga3377TYaZb775BjVq1MBPP/3EZeBEROWw6vgtfLQtGGJpSf8m7vjPoMYwNir/Fh9EVSrcaKvA91F9+vSRtycpbvfhZ599FmfPnq2Q9hAR6QOxUPbbP0Ixb2+IfDyslRdm9WsIQ0MDpZtG9NR4thQRkZ7Jz9fgk18vY/nRm/LxpC51MKVrHRgYMNiQOjDcEBHpEVFX86+N57Ht3B35eEbf+hjVruSd4YmqGoYbIiI9kZ6di9dWncGhkPswNjTA3MGN0a+Jh9LNItI6hhsiIj2QmJ6NMctP4kxEIsxNDLHw5eboVFc7hyAT6RqGGyIilbublIkRS08g5F4q7CxMsHRUCzT3Lt/mq0RVQZnX+w0cOFCe5v2oL7/8Uh7DQEREuiP8fioGLjwqg001WzNsmNCGwYZUr8zhRhyS2atXr8eu9+zZUz5HRES64WxEAl5YdAxRiRmo5WyFjRPawq+ajdLNItK9aanU1FSYmpoWe+ZDWQ61IiKiirPv8j28seYMMnPyEeBhh2WjW8DZ+vFz9ojUqMwjNwEBAVi3bt1j19euXfvYIZhERFT5fjlxC6/8fEoGm2frumDtK60ZbEivlHnk5qOPPsKAAQMQFhaGzp07y2v79+/HmjVrsGHDhopoIxERlYI4QmHevutYeOiGfDw4sAY+ez4AJjxOgfRMmcNN3759sXXrVnnY5caNG2FhYYFGjRph37596NixY8W0koiISpSTl4/VYYYIuv8g2LzVtQ4md+Guw6SfyrUUvHfv3vJGRETKS83Kxas/n0XQfUMYGRpg9vMN8WILL6WbRaQY7nNDRFSFxSRnYtSyk7gcnQxTQw2+H9YU3Rq4K90sIt0PN46OjggJCYGzszMcHBxKHOaMj4/XZvuIiOgJQmNSMHLpSbnU28nKFKN80vGsn4vSzSKqGuHm66+/ho2NTeF9zuESESnrRHgcXvn5NJIycuQeNj8Nb4rg4weVbhZR1Qk3I0eOLLw/atSoimwPERH9g02nb+O9zReQk6dBUy97LBnZAjamBghWumFEOqLM6wONjIwQExPz2PW4uDj5HBERVQyNRoN5e67hnQ3nZbDpFVAda8a3hqPV4xurEukz4/L8z1WcrKysYncuJiKip5eZk4d/b7yA7efvyMevPVsb/+peF4aGLBMgKne4WbBggfwo6m1++uknWFtbFz6Xl5cnz5WqV69ead+OiIhKKS41S9bXnL6VAGO51DsAg1t4Kt0soqofbkQhccHIzaJFi4pMQYkRm5o1a8rrRESk3RVRo5efRGR8BmzNjbFoeHO0re2sdLOI1BFubtx4sOtlp06dsHnzZrkknIiIKs6R0FhMWHUaKZm58HK0xNJRLeDr+r9RcyLSUs3NgQMHyvopRERURutORuCDLcHIzdcg0NsBi0cEsnCYqCJ3KL59+za2b9+OiIgIZGdnF3lu3rx55XlLIiISNYz5Gny5+yr+eyhcPu7XxB1zBjaCuQlXoxJVWLgRJ4A/99xz8PHxwdWrV9GwYUPcvHlT1uI0a9asrG9HRER/S8nMweS15/DH1QfbbYiDL8UBmNw4laiC97mZNm0apk6diosXL8Lc3BybNm1CZGSkPBF80KBBZX07IiICcDM2Dc//cFQGGzNjQ3zzUhNM6ebHYENUGeHmypUrGDFihLxvbGyMjIwMuSz8k08+wZw5c8rTBiIi6HvhcL/vjyA0JhXVbc2xYUIb9GvioXSziPQn3FhZWRXW2bi5uSEsLKzwudjYWO22johIxcR0/oqjNzFiaZA8I6qJpz22v9EOjWrYK900Iv2quWndujUOHz4Mf39/9OrVC++8846cohLLw8VzRET0z7Jz8zF9ezDWBEXKxwOaemD2gAAWDhMpEW7EaqjU1FR5f+bMmfL+unXrUKdOHa6UIiIq5Y7Dr606g6Cb8RAlNdN61sP4Dj6sryFSKtyIVVIPT1FxV2IiotK7Ep2McStOISoxAzZmxlgwpCk61XNVullE+l1zI8KNOAH8UYmJiUWCDxERFfXbhWgMXHhUBpuaTpbYMrEtgw2RLozciD1txEGZxZ0KHhUVpa12ERGpRm5ePr7ac61wY772vs74bmhT2Ftyx2EiRcON2JG4wO7du2FnZ1f4WIQdsbmfODyTiIj+Jz4tG5PWnMXh0AerSV99xgf/6lEXxkZlHjgnIm2Hm/79+8uPouBt5MiRRZ4zMTGRwWbu3LmlfTsiItULjkrCqz+fltNQlqZG+PKFRujTyF3pZhGpXqnDTX5+vvxYq1YtnDx5Es7OzhXZLiKiKm3j6dv4YMtFZOXmy/qa/w4PRN3qNko3i0gvlLnm5saNGxXTEiIilexf8+lvl7Hy2C35uEs9V8x7sQnsLEyUbhqR3ij1pO+xY8fw66+/Frm2cuVKOZLj6uqKV155RRYVExHpq5jkTAz98XhhsBGHXv44IpDBhkhXw404O+rSpUuFj8WuxGPHjkXXrl3x3nvvYceOHfj8888rqp1ERDrt9K149Pn2ME7dSoCNuTGWjAzEW139YGjIjfmIdHZa6ty5c5g1a1bh47Vr16JVq1b48ccf5WNPT09Mnz4dM2bMqJiWEhHp6PlQSw7fwBe7riI3XwO/atayvqaWs5XSTSPSW6UONwkJCahWrVrh40OHDqFnz56Fj1u0aIHIyAdnpBAR6QNx2OW/N57H7kv35OO+jd3xxYAAWJmVuZyRiJSYlhLBpqCYWJwKfubMmSIHZaakpMgl4URE+rLMu++3h2WwMTUyxKx+DbDgpSYMNkQ6oNT/F4oTwEVtzZw5c7B161ZYWlqiQ4cOhc9fuHABtWvXrqh2EhHpzDTU6qAIzNxxWa6MquFggR+GNUOjGvZKN42IyhpuRL3NgAED0LFjR1hbW2PFihUwNf3f1uFLly5F9+7dS/t2RERVTlpWrty7Zuu5O/JxV39XzB3UBHaWHLUmqpLhRmza9+effyIpKUmGGyMjoyLPb9iwQV4nIlKj6/dS8NovZxAakwojQwP8u0ddjO/gw9VQRDqozJPDD58p9TBHR0dttIeISOdsPRuFaZsvIiMnD642ZvhuaDO0rMW/84h0FSvfiIieID07FzO2X8L6U7fl43a+TvjmpaZwtjZTumlEVAKGGyKiYlyJTsYbq88g7H4aDAyANzv5YnJXPzklRUS6jeGGiOiR1VCrjt/CrN+uyNVQ1WzN8PWLTdC2Ng8LJqoqGG6IiP6WmJ6NdzddKNyUr3M9V3z1QiM4cRqKqEphuCEiAnDyZjwmrzmLO0mZMDEywHs9/TGmXU0YiDkpIqpSGG6ISK/l5Wvww4FQfL0vBPkaoKaTJb4d0gwBNYpfGUpEuo/hhoj01r3kTExeexbHw+Pl4wFNPfBJ/4aw5hEKRFUa/w8mIr30e3A03tt8EYnpObA0NcKsfg0xsHkNpZtFRFrAcENEeiU1Kxczt1/ChtMP9q5p6GGLBS81hY8Ld1gnUguGGyLSG6dvxWPKuvOIiE+Xe9e81rE23urqB1NjQ6WbRkRaxHBDRKqXlw/M3x+KhYfCZdGwh72F3LuGRygQqRPDDRGp2o3YNMwPNkJEWnhh0fCMfg1ga86TvInUiuGGiFS70/CaoEjM+vUSMnIMYGtujM+eD0Dfxu5KN42IKhjDDRGpzv2ULHmK974rD3YarmObjyWvtIWXs43STSOiSsBwQ0Sq8tuFaHy49SIS0nNgamSId7r5wjXxMtzszJVuGhFVEoYbIlKF+LRsfLwtGL9eiJaP/d1sMW9wY/g6W2DnzstKN4+IKhHDDRFVeXsu3cX7W4IRm5oFI0MDTHy2Nt7oXEcu8c7JyVG6eURUyRhuiKjKSkrPwcwdl7D5bJR8XMfVGnMHN0ajGvZKN42IFKTozlUzZsyQJ+4+fKtXr16JnzN//nzUrVsXFhYW8PT0xJQpU5CZmVlpbSYi3XDwWgy6zz8kg42hATChY23seLM9gw0RKT9y06BBA+zbt6/wsbHxk5u0evVqvPfee1i6dCnatm2LkJAQjBo1SoaiefPmVVKLiUjp4xM+++2yXOYt+Dhb4atBjdHc20HpphGRjlA83IgwU7169VK99ujRo2jXrh2GDh0qH9esWRNDhgzBiRMnKriVRKQLDlyLwQebL+JOUqY8PmF021r4V4+6sDA1UrppRKRDFA83169fh7u7O8zNzdGmTRt8/vnn8PLyKva1YrRm1apVCAoKQsuWLREeHo6dO3di+PDhT3z/rKwseSuQnJwsP4oiQ20XGha8n5oLGPWhjwL7qXsroWbvuoZt5x+shPJ0sMAXAxqgZU1xfEI+cnLyq3wfnxb7qR760Mfy9LMs3w8DjdjGUyG7du1CamqqrKGJjo7GzJkzERUVheDgYNjYFL/Z1oIFCzB16lS5+2hubi4mTJiAhQsXlljXI963uCkuS0tLrfaHiLRL/O10Ns4Am24YIjXXAAbQ4Fk3DXp55oODNUT6JT09Xc7cJCUlwdbWVnfDzaMSExPh7e0t62fGjh372PMHDx7ESy+9hE8//RStWrVCaGgoJk+ejPHjx+Ojjz4q9ciNKESOjY39x29OWYlUuXfvXnTr1g0mJuo8t0Yf+iiwn8q7m5yJGTuuYP/V+/Kxn6s1Zj/fAI1r2Kmmj9rEfqqHPvSxPP0Uv7+dnZ1LFW4Un5Z6mL29Pfz8/GRoKY4IMGIKaty4cfJxQEAA0tLS8Morr+CDDz6AoeHji7/MzMzk7VHiG1lRf2gq8r11hT70UWA/K5/499bak5GY/dsVpGTlwsTIABM7+eL1Z33lvjVq6GNFYj/VQx/6WJZ+luV7oVPhRkxRhYWFPbGGRgxJPRpgjIwejE3r0AAUEZXTzdg0eSbUsfA4+biJpz2+fKER/KrxTCgiQtUIN6J2pm/fvnIq6s6dO5g+fboMK2IFlDBixAh4eHjIImNBvFZMWTVt2rRwWkqM5ojrBSGHiKqe7Nx8/HQ4HAv2X0dmTj4sTIwwtUddjGpbU+44TERUZcLN7du3ZZCJi4uDi4sL2rdvj+PHj8v7QkRERJGRmg8//FDuaSM+isJj8ToRbD777DMFe0FET+PkzXh8sOUiQu6lysdtazvhiwGN4OXEgn8iqoLhZu3atSU+LwqIH90TR4zuiBsRVW2J6dn4YtdVWV8jOFqZ4sPe/ni+qYf8RwwRUXnpVM0NEamfqI/bcjYKn/12BXFp2fLaSy088V7PerC3NFW6eUSkAgw3RFRpwu+n4sOtwTga9qBg2K+aNT57PgAt5GZ8RETawXBDRBUuMycPCw+GyVt2Xj7MjA0xqUsdjO/g81TLu4mIisNwQ0QV6sDVGMzccQk349Ll445+LpjVryELhomowjDcEFGFiIhLxye/XsK+KzHysauNGT7uWx+9A9xYMExEFYrhhoi0KiM7DwsPhWHRoTC5f42xoQHGtq+FN7vUgbUZ/8ohoorHv2mISGuroPZcvodPdlxGVGKGvNbO1wkzn2sAX1fuMExElYfhhoieWtj9VMzccRl/hjw45NLdzhwf9amP/2tYnVNQRFTpGG6IqNzSsnLx7R+hWHI4HDl5GpgaGeKVZ3zweqfasDTlXy9EpAz+7UNEZZafr8HGM7fxn93XEJOSJa91quuC6X0boKazldLNIyI9x3BDRGVyIjwOs367jOCoZPnYy9ESH/epjy7+rpyCIiKdwHBDRKVe2v35rivYFXxXPrYxM8abXXwxsm1NmBkbKd08IqJCDDdEVKKUzBx8dyAUyw7flLsLGxoAQ1t5YUpXPzhZmyndPCKixzDcEFGx8vI1WHcyEnP3XCs84LJDHWd82Ls+6lbn0m4i0l0MN0T0GLGke/bOK7h6N0U+9nGxwoe9/dGpLutqiEj3MdwQUaGLt5Mw5/erOBwaKx/bWZjgra518HJrb5gY8YBLIqoaGG6ICBHx6fjmj3BsP39HPhb71Qxv4403O/vC3tJU6eYREZUJww2RHhO1NJtuGGJq0BG5CZ+YcerfxANvd/ODpyNP7SaiqonhhkgPpWfnYunhG/KAy7QsMd2kkcXC7/Wshwbudko3j4joqTDcEOmR3Lx8rD91G/P3hRTuLFzDSoNPBwXi2XrVlW4eEZFWMNwQ6cmy7l8v3MHXe0NwMy5dXvN0tMCULr4wiDyLdrWdlG4iEZHWMNwQqZhGo8HuS3cxb28IQu6lymuOVqZ4o5MvhrX2gqEmHztvn1W6mUREWsVwQ6TSUHMw5L7cgK/gDChbc2O82rE2RrWtCSuzB//r5+TkK9xSIiLtY7ghUpmjYbGYuycEp28lyMdWpkYY074WxnXwkfvWEBGpHcMNkUqciUiQIzVHQuPkYzNjQ3mo5avP+PAMKCLSKww3RFXc6Vvx+GZ/qDwyQTAxMsCQll6yrsbV1lzp5hERVTqGG6Iq6nh4HL7943rhSI2RoQEGNvPApC51UMOBG/ARkf5iuCGqYoXCR8Pi8M3+6wi6ES+vGRsaYFBgDbzW0RdeTgw1REQMN0RVJNT8eT0WC/ZfLywUFuc/DW5RAxM61uZIDRHRQxhuiHQ81PxxNQYL/gjF+chEec3U2BBDW3rh1Y4+cLOzULqJREQ6h+GGSEePSfj1QjQWHQrD1bsp8pq5iSGGtfKWq59YKExE9GQMN0Q6JCM7DxtOR2Lxn+G4nZBRuE/Ny629Mf4ZHzhzSTcR0T9iuCHSAUnpOVh57CaWHb2J+LRsec3JyhSj29XE8NY1YWfJzfeIiEqL4YZIQdFJGVjy1w2sCYpAWnaevFbDwUJOPQ0K9IS5iZHSTSQiqnIYbogUcO1uCn76Kxxbz0UhJ08jr9WrboPXnq2N3gFuMDYyVLqJRERVFsMNUSWufDoUch9LDt/AX9djC6+3quWICc/WxrN+LjAwMFC0jUREasBwQ1TBMnPysOVsFJYevoHrManymqEB8H8Nq2Nsex8093ZQuolERKrCcENUQWJSMrHq2C2sOhFRWCRsbWaMwYGeslDY05Eb7xERVQSGGyItuxKdLEdptp27g+y8fHnNw95CBprBLTxha86VT0REFYnhhkgLcvLysfvSXaw8dqvwzCehmZe9nHrq0aAai4SJiCoJww3RU4hJzsSaoEisDrqFe8lZhadz/1+D6hjTvhbraYiIFMBwQ1SOVU+nbiXIUZpdF6ORm/9gKbfYPXhoS08MaeXFM5+IiBTEcENUSunZubKOZsXRm4XnPQlidGZEG2/0bOgmD7UkIiJlMdwQlWLDPbGD8OYzt5GcmVt4iGW/xh4Y3sYbDT3slG4iERE9hOGG6AmjNMdjDLBs8Qmci0wqvO7laInhrb0xKLAG7C1NFW0jEREVj+GG6CHBUUlylEZMP6VmiXOdkmBsaICu/tXwUktPPFPHBYZiBz4iItJZDDek91Iyc7D9/B2sDYrExaj/jdI4m2kw6hk/DG7pBVcbc0XbSEREpcdwQ3q74knsR7PpzG38eiEa6X+fyG1iZIAeDapjcHN3xF05gT7P1IKJCTfdIyKqShhuSK9Exqdj85koGWoi4tMLr/u4WGFICy8MaOYBJ2sz5OTkYOdVRZtKRETlxHBDqpeWlYudF6Ox8fRtnHho92ArUyP0buSGF5p7okVNB57ITUSkEgw3pEr5+RocD4/DxjO3seviXWTkPJh2EvmlXW1nDGzuIaefLE35vwARkdrwb3ZSVR2N2FxPrHTacf4OohIzCp/zcbbCwOY18HxTD7jbc/dgIiI1Y7ihKi8iLh3bz0fJUHM9JrXwuo25Mfo2dscLzWugqac9p52IiPQEww1VSTEpmfjtQrQMNOciEwuvi+MPOtd1xXNN3NG5nivMTcReNUREpE8YbqjKSMrIwe5Ld7H93B0cDYvF3+dVQuyp187XGc81dkePhtVha86l20RE+ozhhnRafFo29l6+i13Bd3EkNBY5eX8nGgBNvezRr7E7ejVy4yZ7RERUiOGGdE5sapYcoRGrnI6FxyGvYIgGQN1qNnLKqW8jd3g5WSraTiIi0k0MN6QTYpIz8fulu3I/GrFz8EN5BvXdbNEroDr+r6EbfF2tlWwmERFVAQw3pJiw+6nYd/ke9l6+h9MRCdA8FGga17CTYaZnw+qo6WylZDOJiKiKYbihSiOml85EJBQGmvDYtCLPN/OyR68AN7m5nqcjp5yIiKh8GG6owo8++Ov6fey9HIMD12JkgXABcUhlm9rO6Obviq71q8HNjpvrERHR02O4oQo5nPJgyH38ceUejoTFITs3v/A5W3Njuf9Mt/rV8YyfM2y4bJuIiLSM4YaeWmZOniwCPnjtPg6FxCDsftHpJi9HS3SrXw1d/ashsKYDTIwMFWsrERGpH8MNlcutuHQcCU/AwWsxcrl2Zs7/RmeMDA1k/cyzdcUITTXUcbXm0QdERKQf4WbGjBmYOXNmkWt169bF1atXn/g5iYmJ+OCDD7B582bEx8fD29sb8+fPR69evSqhxforJTMHJ8Lj5cjMrnNGiD12uMjz1WzN8KyfKzrWdZG7BdtZcLqJiIj0dOSmQYMG2LdvX+FjY+MnNyk7OxvdunWDq6srNm7cCA8PD9y6dQv29vaV1Fr9kZWbhzO3EuUxB4dDY3HhdtJDm+kZyGLgQG9HGWaeresiN9fj6AwREekCxcONCDPVq1cv1WuXLl0qR2uOHj0KE5MHIwM1a9as4BbqBxFcLt1JwpHQOBloTt6MLzLVJNR0skRrH0dYJ9/CxEHd4GDN1U1ERKR7FA83169fh7u7O8zNzdGmTRt8/vnn8PLyKva127dvl6+ZOHEitm3bBhcXFwwdOhTvvvsujIyKP/05KytL3gokJyfLjzk5OfKmTQXvp+33ragwc/VuCk7dSsCJG+IWj+TM3CKvcbE2RRsfJ7Sp7Yi2Po5wt7eQfdu79ybMDDVVop/68LN8GvrQT33oo8B+qoc+9LE8/SzL98NAo3l4X9jKtWvXLqSmpso6m+joaFl/ExUVheDgYNjY2Dz2+nr16uHmzZsYNmwYXn/9dYSGhsqPkyZNwvTp00td1yOsXr0alpb6s1GcWI0dmQaEJRvIW3iKATLzik4jmRtp4GurQV07DfzsNKhmAXCmiYiIdEF6eroc0EhKSoKtra3uhpviioVFgfC8efMwduzYx5738/NDZmYmbty4UThSI1771VdfyXBU2pEbT09PxMbG/uM3p6wejGrslXVBBdNmSknPzsW5yCScvJkgR2fO3U56bJrJyswIgV4OCPS2l9NNDd1tYfwPy7R1qY8Vif1UD33oo8B+qoc+9LE8/RS/v52dnUsVbhSflnqYKAwWAUaMyBTHzc1NfgMenoLy9/fH3bt3ZbGxqanpY59jZmYmb48S71NRf2gq8r2LI/JpRHw6zkYkyuMNxMcr0cnIffj0SQCOVqZoWdMRLWo5olUtR/i72cpl21Whj0phP9VDH/oosJ/qoQ99LEs/y/K90KlwI6aowsLCMHz48GKfb9eunZxOys/Ph6HhgxGGkJAQGXqKCzZqPtLg/O1EGWLO/h1m4h461qCAm525DDEFYaa2C/ebISIi9VM03EydOhV9+/aVU1F37tyRdTNiVGbIkCHy+REjRsjl3qLIWHjttdfw3XffYfLkyXjzzTdlMfLs2bNlzY1aiaMLQu6l4GJUklyOfS4yEdfuJuORQRmYGhmigYctmno6oKmXvbx52FswzBARkd5RNNzcvn1bBpm4uDi58ql9+/Y4fvy4vC9EREQUjtAIolZm9+7dmDJlCho1aiSDjwg6YrWUWvaWCbmbKoOMuAVHJeHa3RRk5xWtlRFEcGniZY9mXg/CTAN3W5gZF79ijIiISJ8oGm7Wrl1b4vMHDx587JpYCi4CkBqmlq7dS5G1McF/hxkRZHLyHq/vFrv9BnjY/T0yI0ZlHFDN1lyRdhMREek6naq5USOxn8ytuDS5p8zV6OQHH++myALg4hQEmYYedvJjoxp2qOHA6SUiIqLSYrjRIlHUey3JAPeO3sL1mDQ5MiPqZR5dgl3A1cYMdavbFAYZcWOQISIiejoMN1qy/8o9jF1xSpyJDVy+VuQ5cxNDefaSCDL1qtuintuDj2JpNhEREWkXw42W1HEVB0cCTmYaNK1VDfXd7VBPhBk3W3g5WpZ7PxkiIiIqG4YbLRHTSWc/6IxD+/egV68merHxEhERkS4qea99KjVDQwNYmTErEhERKY3hhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFRF746x1mg08mNycrLW3zsnJwfp6enyvU1MTKBG+tBHgf1UD33oo8B+qoc+9LE8/Sz4vV3we7wkehduUlJS5EdPT0+lm0JERETl+D1uZ2dX4msMNKWJQCqSn5+PO3fuwMbGBgYGBlp9b5EqRWiKjIyEra0t1Egf+iiwn+qhD30U2E/10Ic+lqefIq6IYOPu7g5Dw5KravRu5EZ8Q2rUqFGhX0P8kNT8B1LQhz4K7Kd66EMfBfZTPfShj2Xt5z+N2BRgQTERERGpCsMNERERqQrDjRaZmZlh+vTp8qNa6UMfBfZTPfShjwL7qR760MeK7qfeFRQTERGRunHkhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4UZLvv/+e9SsWRPm5uZo1aoVgoKCoDZ//vkn+vbtK3eHFLs7b926FWrz+eefo0WLFnIHa1dXV/Tv3x/Xrl2DmixcuBCNGjUq3DirTZs22LVrF9Tuiy++kH9u33rrLajJjBkzZL8evtWrVw9qExUVhZdffhlOTk6wsLBAQEAATp06BTURv0Me/VmK28SJE6EWeXl5+Oijj1CrVi35c6xduzZmzZpVqvOiyoLhRgvWrVuHt99+Wy5pO3PmDBo3bowePXogJiYGapKWlib7JoKcWh06dEj+RXL8+HHs3btXHuzWvXt32Xe1EDt0i1/0p0+flr8cOnfujH79+uHSpUtQq5MnT+K///2vDHVq1KBBA0RHRxfeDh8+DDVJSEhAu3bt5OGKIohfvnwZc+fOhYODA9T25/Thn6P4O0gYNGgQ1GLOnDnyH1jfffcdrly5Ih9/+eWX+Pbbb7X7hcRScHo6LVu21EycOLHwcV5ensbd3V3z+eefa9RK/NHZsmWLRu1iYmJkXw8dOqRRMwcHB81PP/2kUaOUlBRNnTp1NHv37tV07NhRM3nyZI2aTJ8+XdO4cWONmr377rua9u3ba/SN+LNau3ZtTX5+vkYtevfurRkzZkyRawMGDNAMGzZMq1+HIzdPKTs7W/4LuGvXrkXOrxKPjx07pmjb6OklJSXJj46OjlAjMUS8du1aOTIlpqfUSIzE9e7du8j/o2pz/fp1OV3s4+ODYcOGISIiAmqyfft2BAYGyhEMMV3ctGlT/Pjjj1D775ZVq1ZhzJgxWj/kWUlt27bF/v37ERISIh+fP39ejjT27NlTq19H7w7O1LbY2Fj5C6JatWpFrovHV69eVaxdpJ0T5EV9hhgOb9iwIdTk4sWLMsxkZmbC2toaW7ZsQf369aE2IriJqWIx3K9WosZv+fLlqFu3rpzKmDlzJjp06IDg4GBZO6YG4eHhcipDTP+///778uc5adIkmJqaYuTIkVAjUdOYmJiIUaNGQU3ee+89eRq4qAszMjKSvz8/++wzGcq1ieGGqIR/8YtfEGqrXxDEL8Jz587JkamNGzfKXxCi3khNAScyMhKTJ0+WdQui0F+tHv4Xr6gpEmHH29sb69evx9ixYxVtmzb/oSFGbmbPni0fi5Eb8f/mokWLVBtulixZIn+2YkROTdavX49ffvkFq1evlrVi4u8h8Y9I0U9t/iwZbp6Ss7OzTJ/37t0rcl08rl69umLtoqfzxhtv4Ndff5UrxEQBrtqIf/H6+vrK+82bN5f/Ev7mm29k0a1aiOliUdTfrFmzwmviX4niZyqKGbOysuT/u2pjb28PPz8/hIaGQi3c3NweC97+/v7YtGkT1OjWrVvYt28fNm/eDLX517/+JUdvXnrpJflYrHoT/RUrVbUZblhzo4VfEuKXg5hDfPhfGeKxWmsY1EzUSotgI6Zp/vjjD7lcUR+IP7Pil72adOnSRU6/iX8ZFtzEv/7F8Le4r8ZgI6SmpiIsLEwGArUQU8OPbskgajbECJUaLVu2TNYWiVoxtUlPT5d1qQ8T/y+Kv4O0iSM3WiDmgUXiFH9xtmzZEvPnz5cFmqNHj4ba/tJ8+F+DN27ckL8kRLGtl5cX1DIVJYZLt23bJusV7t69K6/b2dnJPRnUYNq0aXK4W/zMUlJSZH8PHjyI3bt3Q03Ez+/RWikrKyu5T4qaaqimTp0q958Sv+jv3Lkjt6QQvyyGDBkCtZgyZYosRBXTUoMHD5b7iC1evFje1Eb8khfhRvxOMTZW36/ovn37yhob8fePmJY6e/Ys5s2bJwuntUqra6/02Lfffqvx8vLSmJqayqXhx48f16jNgQMH5LLoR28jR47UqEVx/RO3ZcuWadRCLMP09vaWf1ZdXFw0Xbp00ezZs0ejD9S4FPzFF1/UuLm5yZ+nh4eHfBwaGqpRmx07dmgaNmyoMTMz09SrV0+zePFijRrt3r1b/p1z7do1jRolJyfL/wfF70tzc3ONj4+P5oMPPtBkZWVp9esYiP9oNy4RERERKYc1N0RERKQqDDdERESkKgw3REREpCoMN0RERKQqDDdERESkKgw3REREpCoMN0RERKQqDDdERESkKgw3RKSoUaNGoX///op9/eHDhxeeNl0asbGx8tyf27dvV2i7iKj8uEMxEVUYAwODEp8X5yCJc4PEX0PiNOvKdv78eXTu3FmeSmxtbV14ZtoHH3wgz9uKj4+Hs7OzPBx3zpw5qFevXuF5TgkJCViyZEmlt5mI/hnDDRFVmIKDR4V169bh448/LnK6swgUBaFCCePGjZOHEy5atEg+zsnJgb+/P+rWrYuPPvpInqwtRmh27dqFPn36oHXr1vJ1ly5dkoFHHFQpDo4lIt3CaSkiqjDVq1cvvImT1cVIzsPXRLB5dFrq2WefxZtvvom33noLDg4OqFatGn788UekpaVh9OjR8rRvX19fGTgeFhwcLE87F+8pPkdMN4kppCfJy8vDxo0b5SnFBURoCQsLww8//CCDjDhpu127dvj0008Lg40gTjN2d3fHli1btP49I6Knx3BDRDpnxYoVcjooKChIBp3XXnsNgwYNQtu2bXHmzBl0795dhpf09HT5+sTERDm91LRpU5w6dQq///477t27h8GDBz/xa1y4cAFJSUkIDAwsvObi4gJDQ0MZekT4KUnLli3x119/abHXRKQtDDdEpHMaN26MDz/8EHXq1MG0adNgbm4uw8748ePlNTG9FRcXJwOK8N1338lgIwqDRV2MuL906VIcOHAAISEhxX4NUWdjZGQki4MLeHh4YMGCBfL9xaiRCEyzZs1CeHj4Y58vRm7EexCR7mG4ISKd06hRo8L7IoA4OTkhICCg8JqYdhJiYmIKC4NFkCmo4RG3guJfMc1UnIyMDJiZmT1W9Dxx4kRZK/TLL7+gTZs22LBhg5yG2rt3b5HXWVhYFI4cEZFuMVa6AUREjzIxMSnyWASQh68VBJL8/Hz5MTU1VdbOiBVNjxJFwcURI0EinGRnZ8PU1LTIc6KuR7yfuIl6mx49esiP3bp1K3yNWEklprGISPcw3BBRldesWTNs2rQJNWvWlKufSqNJkyby4+XLlwvvF0cEKTEKdPTo0ccKmEXxMxHpHk5LEVGVJ6aSxEjKkCFDcPLkSTkVtXv3brm66kmFwWLURYSiw4cPF147d+4c+vXrJwuKRegJDQ2Ve9mI+h1xvYAY8Tl9+rQsbCYi3cNwQ0RVnijuPXLkiAwyInCI+hyxlFxsDChWP5W0z42orSlQo0YNOfozc+ZMtGrVSoafb775Rj4WG/sV2LZtG7y8vNChQ4cK7xsRlR038SMivSWKisWGfWKDQVE8XFpiz5tJkyZh6NChFdo+IiofjtwQkd4SK55WrlxZ4mZ/jxKvHTBggJwCIyLdxJEbIiIiUhWO3BAREZGqMNwQERGRqjDcEBERkaow3BAREZGqMNwQERGRqjDcEBERkaow3BAREZGqMNwQERGRqjDcEBEREdTk/wGyduDAZWIR4AAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Thrust-to-Weight Plot\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "total_mass = rocket_config[\"total_weight\"] / 1000\n",
+    "\n",
+    "# inertia\n",
+    "inertia_x_y = rocket_config[\"moment_of_intertia_XY\"]\n",
+    "inertia_z = rocket_config[\"moment_of_intertia_Z\"]\n",
+    "\n",
+    "upper_railbutton_position = rocket_config[\"railbuttons\"][\"upper\"] / 1000\n",
+    "lower_railbutton_position = rocket_config[\"railbuttons\"][\"lower\"] / 1000\n",
+    "fin_position = rocket_config[\"fins\"][\"position\"] / 1000\n",
+    "nozzle_position = motor_config[\"nozzle\"][\"position\"] / 1000\n",
+    "\n",
+    "total_CG = rocket_config[\"total_CG\"] / 1000\n",
+    "\n",
+    "hedy = Rocket(\n",
+    "    radius=rocket_diameter / 2,\n",
+    "    mass=total_mass,\n",
+    "    inertia=(inertia_x_y, inertia_x_y, inertia_z),\n",
+    "    power_off_drag=\"../../data/rockets/tust/hedy_power_off_drag.csv\",\n",
+    "    power_on_drag=\"../../data/rockets/tust/hedy_power_on_drag.csv\",\n",
+    "    center_of_mass_without_motor=total_CG,\n",
+    "    coordinate_system_orientation=\"tail_to_nose\",\n",
+    ")\n",
+    "\n",
+    "\n",
+    "hedy.add_motor(skuld, position=nozzle_position)\n",
+    "\n",
+    "\n",
+    "hedy.set_rail_buttons(\n",
+    "    upper_button_position=upper_railbutton_position,\n",
+    "    lower_button_position=lower_railbutton_position,\n",
+    ")\n",
+    "\n",
+    "hedy.add_surfaces(\n",
+    "    surfaces=[nose_cone, fin_set, tail],\n",
+    "    positions=[rocket_length, fin_position, tailcone_length],\n",
+    ")\n",
+    "\n",
+    "hedy.parachutes = list(parachutes.values())\n",
+    "\n",
+    "hedy.all_info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "toVn8fN5fXuk"
+   },
+   "source": [
+    "### Flight"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "executionInfo": {
+     "elapsed": 15824,
+     "status": "ok",
+     "timestamp": 1739727490948,
+     "user": {
+      "displayName": "Diego Grünberger",
+      "userId": "05610014897733337197"
+     },
+     "user_tz": -60
+    },
+    "id": "Tg8Eoz1BfZtN",
+    "outputId": "0f9a8f8b-b9c0-4c3f-f36d-577147ec03a2"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Takeoff mass: \t\t\t 24.85 kg\n",
+      "Propellant used during holddown: 0.72 kg\n",
+      "\n",
+      "Rail Departure State\n",
+      "\n",
+      "Rail Departure Time: 0.712 s\n",
+      "Rail Departure Velocity: 28.027 m/s\n",
+      "Rail Departure Stability Margin: 5.601 c\n",
+      "Rail Departure Angle of Attack: 4.616°\n",
+      "Rail Departure Thrust-Weight Ratio: 5.807\n",
+      "Rail Departure Reynolds Number: 2.347e+05\n",
+      "\n",
+      "Apogee State\n",
+      "\n",
+      "Apogee Time: 33.412 s\n",
+      "Apogee Altitude: 5406.918 m (ASL) | 5246.918 m (AGL)\n",
+      "Apogee Freestream Speed: 33.724 m/s\n",
+      "Apogee X position: 419.184 m\n",
+      "Apogee Y position: -1080.044 m\n",
+      "Apogee latitude: 39.3807587°\n",
+      "Apogee longitude: -8.2836624°\n",
+      "\n",
+      "Maximum Values\n",
+      "\n",
+      "Maximum Speed: 365.662 m/s at 7.83 s\n",
+      "Maximum Mach Number: 1.081 Mach at 7.83 s\n",
+      "Maximum Reynolds Number: 2.810e+06 at 7.83 s\n",
+      "Maximum Dynamic Pressure: 6.857e+04 Pa at 7.83 s\n",
+      "Maximum Acceleration During Motor Burn: 55.421 m/s² at 2.00 s\n",
+      "Maximum Gs During Motor Burn: 5.651 g at 2.00 s\n",
+      "Maximum Acceleration After Motor Burn: 31.722 m/s² at 0.00 s\n",
+      "Maximum Gs After Motor Burn: 3.235 Gs at 0.00 s\n",
+      "Maximum Stability Margin: 7.061 c at 7.83 s\n",
+      "Maximum Upper Rail Button Normal Force: 0.692 N\n",
+      "Maximum Upper Rail Button Shear Force: 1.423 N\n",
+      "Maximum Lower Rail Button Normal Force: 1.146 N\n",
+      "Maximum Lower Rail Button Shear Force: 2.347 N\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 900x900 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 900x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "rail_length = flight_config[\"rail_length\"]\n",
+    "inclination = flight_config[\"inclination\"]\n",
+    "heading = flight_config[\"heading\"]\n",
+    "terminate_on_apogee = flight_config[\"terminate_on_apogee\"]\n",
+    "\n",
+    "flight_reanalysis = Flight(\n",
+    "    rocket=hedy,\n",
+    "    environment=envReanalysis,\n",
+    "    rail_length=rail_length,\n",
+    "    inclination=inclination,\n",
+    "    heading=heading,\n",
+    "    terminate_on_apogee=terminate_on_apogee,\n",
+    "    name=\"Reanalysis\",\n",
+    ")\n",
+    "\n",
+    "print(\n",
+    "    f\"Takeoff mass: \\t\\t\\t {hedy.total_mass(flight_reanalysis.out_of_rail_time):.2f} kg\"\n",
+    ")\n",
+    "print(\n",
+    "    f\"Propellant used during holddown: {hedy.total_mass(0) - hedy.total_mass(flight_reanalysis.out_of_rail_time):.2f} kg\"\n",
+    ")\n",
+    "\n",
+    "flight_reanalysis.prints.out_of_rail_conditions()\n",
+    "flight_reanalysis.prints.apogee_conditions()\n",
+    "# flight_reanalysis.prints.impact_conditions()\n",
+    "flight_reanalysis.prints.maximum_values()\n",
+    "flight_reanalysis.plots.trajectory_3d()\n",
+    "flight_reanalysis.plots.stability_and_control_data()\n",
+    "\n",
+    "# flight_reanalysis.prints.all()\n",
+    "# flight_reanalysis.plots.all()\n",
+    "\n",
+    "\n",
+    "# flight_reanalysis.all_info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Comparsion"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Initialization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The following attributes were create and are now available to be used:  ['time', 'altitude', 'az']\n",
+      "The following attributes were create and are now available to be used:  ['time', 'latitude', 'longitude']\n",
+      "The following attributes were create and are now available to be used:  ['time', 'speed']\n",
+      "The following attributes were create and are now available to be used:  ['time', 'acceleration_x', 'acceleration_y', 'acceleration_z', 'gyro_x', 'gyro_y', 'gyro_z']\n",
+      "The following attributes were create and are now available to be used:  ['time', 'pressure']\n"
+     ]
+    }
+   ],
+   "source": [
+    "from rocketpy import Function\n",
+    "from rocketpy.simulation.flight_data_importer import FlightDataImporter\n",
+    "\n",
+    "columns_map_cats_vega = {\n",
+    "    \"ts\": \"time\",\n",
+    "    \"filteredAltitudeAGL\": \"altitude\",\n",
+    "    \"filteredAcceleration\": \"az\",\n",
+    "    \"latitude\": \"latitude\",\n",
+    "    \"longitude\": \"longitude\",\n",
+    "    \"Ax\": \"acceleration_x\",\n",
+    "    \"Ay\": \"acceleration_y\",\n",
+    "    \"Az\": \"acceleration_z\",\n",
+    "    \"Gx\": \"gyro_x\",\n",
+    "    \"Gy\": \"gyro_y\",\n",
+    "    \"Gz\": \"gyro_z\",\n",
+    "    \"velocity\": \"speed\",\n",
+    "    \"P\": \"pressure\",\n",
+    "}\n",
+    "path = \"../../data/rockets/tust/cats_tust/\"\n",
+    "\n",
+    "cats_vega_flight = FlightDataImporter(\n",
+    "    name=\"CATS Vega Flight Data\",\n",
+    "    paths=[\n",
+    "        path + \"filteredDataInfo.csv\",\n",
+    "        path + \"gnssInfo.csv\",\n",
+    "        path + \"flightInfo.csv\",\n",
+    "        path + \"imu.csv\",\n",
+    "        path + \"baro.csv\",\n",
+    "    ],\n",
+    "    columns_map=columns_map_cats_vega,\n",
+    "    units=None,\n",
+    "    interpolation=\"linear\",\n",
+    "    extrapolation=\"zero\",\n",
+    "    delimiter=\",\",\n",
+    "    encoding=\"utf-8\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Altitude"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Actual apogee: 5231.53 m\n",
+      "Simulated apogee: 5406.92 m\n",
+      "Error: 175.38 m\n",
+      "Percentage Error: 3.35%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "apogee_actual = cats_vega_flight.altitude.max\n",
+    "apogee_simulated = flight_reanalysis.apogee\n",
+    "apogee_error = abs(apogee_actual - apogee_simulated)\n",
+    "apogee_percentage_error = apogee_error / apogee_actual * 100\n",
+    "\n",
+    "print(f\"Actual apogee: {apogee_actual:.2f} m\")\n",
+    "print(f\"Simulated apogee: {apogee_simulated:.2f} m\")\n",
+    "print(f\"Error: {apogee_error:.2f} m\")\n",
+    "print(f\"Percentage Error: {apogee_percentage_error:.2f}%\")\n",
+    "\n",
+    "\n",
+    "Function.compare_plots(\n",
+    "    [\n",
+    "        (flight_reanalysis.altitude, \"RocketPy\"),\n",
+    "        (cats_vega_flight.altitude, \"CATS Vega\"),\n",
+    "    ],\n",
+    "    title=\"Altitude Comparison\",\n",
+    "    xlabel=\"Time (s)\",\n",
+    "    ylabel=\"Altitude (m)\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### GNSS"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Function.compare_plots(\n",
+    "    [(flight_reanalysis.latitude, \"RocketPy\"), (cats_vega_flight.latitude, \"CATS\")],\n",
+    "    title=\"Latitude Comparison\",\n",
+    "    xlabel=\"Time (s)\",\n",
+    "    ylabel=\"Latitude (deg)\",\n",
+    ")\n",
+    "Function.compare_plots(\n",
+    "    [(flight_reanalysis.longitude, \"RocketPy\"), (cats_vega_flight.longitude, \"CATS\")],\n",
+    "    title=\"Longitude Comparison\",\n",
+    "    xlabel=\"Time (s)\",\n",
+    "    ylabel=\"Longitude (deg)\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Pressure"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Actual min pressure: 51343.00 Pa\n",
+      "Simulated min pressure: 52452.57 Pa\n",
+      "Error: 1109.57 Pa\n",
+      "Percentage Error: 2.16%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pressure_actual = cats_vega_flight.pressure.min\n",
+    "pressure_simulated = flight_reanalysis.pressure.min\n",
+    "pressure_error = abs(pressure_actual - pressure_simulated)\n",
+    "pressure_percentage_error = pressure_error / pressure_actual * 100\n",
+    "\n",
+    "print(f\"Actual min pressure: {pressure_actual:.2f} Pa\")\n",
+    "print(f\"Simulated min pressure: {pressure_simulated:.2f} Pa\")\n",
+    "print(f\"Error: {pressure_error:.2f} Pa\")\n",
+    "print(f\"Percentage Error: {pressure_percentage_error:.2f}%\")\n",
+    "\n",
+    "\n",
+    "Function.compare_plots(\n",
+    "    [\n",
+    "        (flight_reanalysis.pressure, \"RocketPy\"),\n",
+    "        (cats_vega_flight.pressure, \"CATS vega\"),\n",
+    "    ],\n",
+    "    title=\"Pressure Comparison\",\n",
+    "    xlabel=\"Time (s)\",\n",
+    "    ylabel=\"Pressure (Pa)\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Acceleration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Actual max acceleration during burn: 56.77 m/s2\n",
+      "Simulated max acceleration during burn: 55.42 m/s2\n",
+      "Error: 1.35 m/s2\n",
+      "Percentage Error: 2.38%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "acceleration_actual = cats_vega_flight.az.crop([(0, 20)]).max\n",
+    "acceleration_simulated = flight_reanalysis.acceleration.crop([(0, 20)]).max\n",
+    "acceleration_error = abs(acceleration_actual - acceleration_simulated)\n",
+    "acceleration_percentage_error = acceleration_error / acceleration_actual * 100\n",
+    "\n",
+    "print(f\"Actual max acceleration during burn: {acceleration_actual:.2f} m/s2\")\n",
+    "print(f\"Simulated max acceleration during burn: {acceleration_simulated:.2f} m/s2\")\n",
+    "print(f\"Error: {acceleration_error:.2f} m/s2\")\n",
+    "print(f\"Percentage Error: {acceleration_percentage_error:.2f}%\")\n",
+    "\n",
+    "Function.compare_plots(\n",
+    "    [\n",
+    "        (flight_reanalysis.ay.crop([(0, 100)]), \"RocketPy\"),\n",
+    "        (cats_vega_flight.az.crop([(0, 100)]) / 10 * (-1), \"CATS Vega\"),\n",
+    "    ],\n",
+    "    title=\"Acceleration Comparison\",\n",
+    "    xlabel=\"Time (s)\",\n",
+    "    ylabel=\"Vertical acceleration (m/s^2)\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Speed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Actual max speed: 302.54 m/s2\n",
+      "Simulated max speed: 365.66 m/s2\n",
+      "Error: 63.12 m/s2\n",
+      "Percentage Error: 20.86%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "speed_actual = cats_vega_flight.speed.max\n",
+    "speed_simulated = flight_reanalysis.speed.max\n",
+    "speed_error = abs(speed_actual - speed_simulated)\n",
+    "speed_percentage_error = speed_error / speed_actual * 100\n",
+    "\n",
+    "print(f\"Actual max speed: {speed_actual:.2f} m/s2\")\n",
+    "print(f\"Simulated max speed: {speed_simulated:.2f} m/s2\")\n",
+    "print(f\"Error: {speed_error:.2f} m/s2\")\n",
+    "print(f\"Percentage Error: {speed_percentage_error:.2f}%\")\n",
+    "\n",
+    "Function.compare_plots(\n",
+    "    [\n",
+    "        (flight_reanalysis.vz.crop([(0, 100)]), \"RocketPy\"),\n",
+    "        (cats_vega_flight.speed.crop([(0, 100)]), \"CATS Vega\"),\n",
+    "    ],\n",
+    "    title=\"Speed Comparison\",\n",
+    "    xlabel=\"Time (s)\",\n",
+    "    ylabel=\"Speed (m/s)\",\n",
+    ")"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "collapsed_sections": [
+    "hbQVoT4nzg9I"
+   ],
+   "provenance": [],
+   "toc_visible": true
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.13.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/docs/examples/index.rst b/docs/examples/index.rst
index 33f81691b..e2919563f 100644
--- a/docs/examples/index.rst
+++ b/docs/examples/index.rst
@@ -21,7 +21,7 @@ apogee of some rockets.
       "Bella Lui (2020)": (460.50, 458.97),
       "NDRT (2020)": (1296.77, 1316.75),
       "Andromeda (2022)": (3614.95,3415),
-      "Astra (2022)": (3043.07, 3250), 
+      "Astra (2022)": (3043.07, 3250),
       "Erebus (2022)": (2750.90,3020),
       "Prometheus (2022)": (4190.05, 3898.37),
       "Cavour (2023)": (2818.90, 2789),
@@ -31,6 +31,7 @@ apogee of some rockets.
       "Halcyon (2023)": (3212.78, 3450),
       "Lince (2023)": (3284.12, 3587),
       "Defiance (2024)": (9238.01, 9308.32),
+      "Hedy (2025)": (5406.92, 5231.53),
    }
 
    max_apogee = 10000
@@ -102,5 +103,6 @@ In the next sections you will find the simulations of the rockets listed above.
    camoes_flight_sim.ipynb
    lince_flight_sim.ipynb
    defiance_flight_sim.ipynb
+   hedy_flight_sim.ipynb