{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "center",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![CDS 411 logo](../../img/cds-411-logo.png)\n",
    "\n",
    "# Class 13: System dynamics models: Damped oscillator and bungee jumping III and shark competition model\n",
    "\n",
    "---\n",
    "\n",
    "![CC BY-SA 4.0 license](../../img/cc-by-sa.png)\n",
    "\n",
    "This notebook is licensed under a [Creative Commons Attribution-ShareAlike 4.0 International License](http://creativecommons.org/licenses/by-sa/4.0/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "center",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Load packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "cell_style": "center",
    "slideshow": {
     "cell_style": "split",
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding drag to the model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### System dynamics diagram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"../../img/bungee_jump_diagram.svg\" width=\"600px\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import oscillator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run the simulations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "undamped_df = oscillator.simulation(\n",
    "    sim_time=5.0,\n",
    "    delta_t=0.01,\n",
    "    mass=0.2,\n",
    "    spring_constant=10,\n",
    "    unweighted_length=1.000,\n",
    "    init_displacement=0.3,\n",
    "    radius=None,\n",
    "    mode=\"undamped\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "damped_df = oscillator.simulation(\n",
    "    sim_time=5.0,\n",
    "    delta_t=0.01,\n",
    "    mass=0.2,\n",
    "    spring_constant=10,\n",
    "    unweighted_length=1.000,\n",
    "    init_displacement=0.3,\n",
    "    radius=np.sqrt(0.10 / np.pi),\n",
    "    mode=\"damped\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "simulation_df_new = pd.concat(\n",
    "     [undamped_df[[\"time\", \"length\", \"velocity\", \"mode\"]],\n",
    "      damped_df[[\"time\", \"length\", \"velocity\", \"mode\"]]],\n",
    "    ignore_index=True\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=2, ncols=1, dpi=120, sharex=True)\n",
    "sns.lineplot(x=\"time\", y=\"length\", hue=\"mode\", data=simulation_df_new, ax=ax[0], legend=False)\n",
    "sns.lineplot(x=\"time\", y=\"velocity\", hue=\"mode\", data=simulation_df_new, ax=ax[1])\n",
    "ax[1].legend(loc='center left', bbox_to_anchor=(1, 1.1));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bungee jumping model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import bungee"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run the simulations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "nodrag_df = bungee.simulation(\n",
    "    sim_time=60,\n",
    "    delta_t=0.01,\n",
    "    mass=80,\n",
    "    spring_constant=6,\n",
    "    unweighted_length=30,\n",
    "    radius=None,\n",
    "    mode=\"no_drag\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "withdrag_df = bungee.simulation(\n",
    "    sim_time=60.0,\n",
    "    delta_t=0.01,\n",
    "    mass=80,\n",
    "    spring_constant=6,\n",
    "    unweighted_length=30,\n",
    "    radius=np.sqrt(0.10/np.pi),\n",
    "    mode=\"with_drag\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "bungee_df = pd.concat(\n",
    "     [nodrag_df[[\"time\", \"length\", \"velocity\", \"mode\"]],\n",
    "      withdrag_df[[\"time\", \"length\", \"velocity\", \"mode\"]]],\n",
    "    ignore_index=True\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=2, ncols=1, dpi=120, sharex=True)\n",
    "sns.lineplot(x=\"time\", y=\"length\", hue=\"mode\", data=bungee_df, ax=ax[0], legend=False)\n",
    "sns.lineplot(x=\"time\", y=\"velocity\", hue=\"mode\", data=bungee_df, ax=ax[1])\n",
    "ax[1].legend(loc='center left', bbox_to_anchor=(1, 1.1));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Shark competition model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Implement the model yourself!\n",
    "\n",
    "After our discussion where we carefully step through all the individual components of the model, take some of our earlier classroom code as a starting point, and try and implement this model yourself with the time we have left in class. Remember, the general workflow is the following:\n",
    "\n",
    "1.  Identify the stocks and name them as Python variables\n",
    "2.  Identify the constants and name them as Python variables\n",
    "3.  Each stock will get its own *rate of change* formula. To find the formula for a stock, find all the flows that go into and out of the stock. Each flow arrow will contribute one term to the *rate of change* formula. Without a formula converter, all values that feed into a flow oval are multiplied together.\n",
    "4.  Initialize the trace for the model.\n",
    "5.  Set up a loop. Within the loop:\n",
    "    1.  The *rate of change* formulas get updated within each loop of the simulation\n",
    "    2.  Use the the numerical value for the *rate of change* formula in combination with the finite difference (Euler) equation to *update* the stocks\n",
    "    3.  Update the trace for each stock\n",
    "    4.  Repeat the loops until the simulation is finished."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instructor solution implemented in sharks.py\n",
    "import sharks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run the simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sharks_df = sharks.simulation()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(dpi=120)\n",
    "ax.plot(sharks_df[\"time\"], sharks_df[\"bts\"], \"-\", label=\"BTS shark population\")\n",
    "ax.plot(sharks_df[\"time\"], sharks_df[\"wts\"], \"-\", label=\"WTS shark population\")\n",
    "ax.set_xlabel(\"time\")\n",
    "ax.set_ylabel(\"population\")\n",
    "ax.legend(loc=\"best\");"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}