{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![CDS 411 logo](../../img/cds-411-logo.png)\n",
    "\n",
    "# Cellular automata II: Forest fire\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": {},
   "source": [
    "## Load packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import animation, rc\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from IPython.display import HTML\n",
    "\n",
    "rc(\"animation\", html=\"html5\")\n",
    "\n",
    "np.random.seed(1189773503)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initializing the System"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def init_forest(n, prob_tree, prob_burning):\n",
    "    forest = np.zeros(shape=(n, n), dtype=np.int)\n",
    "\n",
    "    tree_cells = np.random.uniform(low=0, high=1, size=(n, n)) < prob_tree\n",
    "    number_trees = np.prod(forest[tree_cells].shape)\n",
    "\n",
    "    is_burning = np.random.uniform(low=0, high=1, size=number_trees) < prob_burning\n",
    "    burning_cells = tree_cells.copy()\n",
    "    np.place(burning_cells, tree_cells, is_burning)\n",
    "\n",
    "    forest[tree_cells] = 1\n",
    "    forest[burning_cells] = 2\n",
    "\n",
    "    return forest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's test that the above function creates a forest as assumed.\n",
    "Let's assume that we have a 50 ⨉ 50 grid, with each cell having an 80% chance of being a tree, and each tree having a 0.05% chance of being on fire:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "forest = init_forest(50, 0.8, 0.0005)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A 50 ⨉ 50 grid is too large to inspect manually, so let's construct a heat map visualization.\n",
    "Cells with 0 will visualized as black squares, cells with 1 will be visualized as blue squares, and cells with 2 will be visualized as orange squares:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_grid(grid, fig_width=6, fig_height=6, dpi=120):\n",
    "    m, n = grid.shape\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(fig_width, fig_height), dpi=dpi)\n",
    "\n",
    "    cmap = LinearSegmentedColormap.from_list(\n",
    "        \"forestfire\", [\"black\", \"tab:blue\", \"tab:orange\"]\n",
    "    )\n",
    "\n",
    "    im = ax.imshow(grid, cmap=cmap, interpolation=\"nearest\", vmin=0, vmax=2)\n",
    "\n",
    "    xticks_start, xticks_end = ax.get_xlim()\n",
    "    yticks_start, yticks_end = ax.get_ylim()\n",
    "\n",
    "    ax.xaxis.set_ticks(np.linspace(xticks_start, xticks_end, n + 1), minor=False)\n",
    "    ax.yaxis.set_ticks(np.linspace(yticks_start, yticks_end, m + 1), minor=False)\n",
    "    ax.axes.grid(True, linestyle=\"-\", linewidth=0.3, color=\"white\", which=\"major\")\n",
    "\n",
    "    ax.tick_params(labelbottom=False, labelleft=False, bottom=False, left=False)\n",
    "\n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, for our example, we get the following heatmap:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_grid(forest, dpi=120);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is exactly what we expected to see."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Updating Rules"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The forest fire model follows a set of relatively simple rules, which are as follows:\n",
    "\n",
    "1.  A burning tree takes one time step to burn up completely\n",
    "2.  If a tree cell has at least one neighbor that is burning, then there is a probability $(1-\\texttt{prob_immune})$ that the cell will transition to the \"burning\" state\n",
    "3.  For each time step, there is a probability $(\\texttt{prob_lightning}\\cdot(1-\\texttt{prob_immune}))$ that a tree cell will be struck by lightning and catch fire\n",
    "\n",
    "The forest fire simulation uses a **von Neumann neighborhood** to define each cell's neighbors, which consists of a cell's N, S, E, and W neighbors:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<table>\n",
    "<tbody align=\"center\">\n",
    "  <tr>\n",
    "    <td></td>\n",
    "    <td>N</td>\n",
    "    <td></td>\n",
    "  </tr>\n",
    "  <tr>\n",
    "    <td>W</td>\n",
    "    <td>site</td>\n",
    "    <td>E</td>\n",
    "  </tr>\n",
    "  <tr>\n",
    "    <td></td>\n",
    "    <td>S</td>\n",
    "    <td></td>\n",
    "  </tr>\n",
    "</tbody>\n",
    "</table>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boundary Conditions\n",
    "\n",
    "For the forest fire model, we will implement **periodic boundary conditions**.\n",
    "We will use **ghost cells** for consistency with other boundary conditions when implementing the periodic boundary conditions, although they're not necessary in this case.\n",
    "The following function sets up the ghost cells in `numpy`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def boundary_condition(forest, condition=\"periodic\"):\n",
    "    if condition == \"periodic\":\n",
    "        extended_forest = np.pad(array=forest, pad_width=(1, 1), mode='wrap')\n",
    "\n",
    "    else:\n",
    "        raise ValueError(\n",
    "            \"{0} is not a valid boundary condition\".format(condition))\n",
    "\n",
    "    return extended_forest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After adding the ghost cells, we now have an extended forest.\n",
    "With this set up, we can now go through each site and look up the neighboring cell states in the von Neumann neighborhood.\n",
    "We can do this efficiently using `numpy`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_neighbors(extended_forest, ghost_width=(1, 1), neighborhood=\"von_neumann\"):\n",
    "    m_extended, n_extended = extended_forest.shape\n",
    "    m, n = (m_extended - ghost_width[0], n_extended - ghost_width[1])\n",
    "\n",
    "    if neighborhood == \"von_neumann\":\n",
    "        forest_with_neighbors = np.array(\n",
    "            [\n",
    "                np.roll(extended_forest, shift=(0, 1), axis=(1, 0))[\n",
    "                    ghost_width[0] : m, ghost_width[1] : n\n",
    "                ],\n",
    "                np.roll(extended_forest, shift=(1, 0), axis=(1, 0))[\n",
    "                    ghost_width[0] : m, ghost_width[1] : n\n",
    "                ],\n",
    "                np.roll(extended_forest, shift=(-1, 0), axis=(1, 0))[\n",
    "                    ghost_width[0] : m, ghost_width[1] : n\n",
    "                ],\n",
    "                np.roll(extended_forest, shift=(0, -1), axis=(1, 0))[\n",
    "                    ghost_width[0] : m, ghost_width[1] : n\n",
    "                ],\n",
    "            ]\n",
    "        )\n",
    "\n",
    "    else:\n",
    "        raise ValueError(\"{0} is not a valid type of neighborhood\".format(condition))\n",
    "\n",
    "    return forest_with_neighbors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Applying a Function to Each Grid Point\n",
    "\n",
    "Now that we're able to obtain the state of neighboring cells, we implement the update rules discussed earlier.\n",
    "This involves sweeping over the entire grid and using a random number generator to determine if there are any state transitions.\n",
    "\n",
    "As usual, we can do this efficiently with `numpy` and vectorization with the use of boolean conditions and operators to determine which cells require updateing.\n",
    "Note that we do not have any `for` loops below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def spread(forest, forest_neighbors, prob_immune, prob_lightning):\n",
    "    # Get number of neighbors per cell and x,y dimensions\n",
    "    num_neighbors, m, n = forest_neighbors.shape\n",
    "\n",
    "    # Use copy of forest to help prevent premature updating of cellular states.\n",
    "    forest_update = forest.copy()\n",
    "\n",
    "    # Find the tree cells and burning cells\n",
    "    tree_cells = forest_update == 1\n",
    "    old_burning_cells = forest_update == 2\n",
    "\n",
    "    # Compute the probability that a lightning strike causes a fire.\n",
    "    prob_lightning_fire = prob_lightning * (1 - prob_immune)\n",
    "\n",
    "    # Boolean condition: which cells have a burning neighbor?\n",
    "    cells_with_burning_neighbors = np.any(forest_neighbors == 2, axis=0)\n",
    "\n",
    "    # Boolean condition: Which of the cells with burning neighbors has a tree\n",
    "    # state\n",
    "    trees_with_burning_neighbors = np.logical_and(\n",
    "        tree_cells, cells_with_burning_neighbors\n",
    "    )\n",
    "    number_trees_with_burning_neighbors = np.sum(trees_with_burning_neighbors)\n",
    "\n",
    "    # Generate a random number to determine how the fire spreads:\n",
    "    is_burning = (\n",
    "        np.random.uniform(low=0, high=1, size=number_trees_with_burning_neighbors)\n",
    "        >= prob_immune\n",
    "    )\n",
    "\n",
    "    # Create an array and fill it with the False boolean, then use np.place()\n",
    "    # with trees_with_burning_neighbors to label the sites that will burn\n",
    "    trees_catching_fire = np.full(fill_value=False, shape=(m, n), dtype=np.bool)\n",
    "    np.place(trees_catching_fire, trees_with_burning_neighbors, is_burning)\n",
    "\n",
    "    # Next, we test if lightning strikes and causes a fire.\n",
    "    # Remove the trees from our list that will already catch fire this round\n",
    "    tree_cells[trees_catching_fire] = False\n",
    "    number_remaining_trees = np.sum(tree_cells)\n",
    "\n",
    "    # Check if each tree cell gets hit by lightning AND starts a fire\n",
    "    is_burning = (\n",
    "        np.random.uniform(low=0, high=1, size=number_remaining_trees)\n",
    "        < prob_lightning_fire\n",
    "    )\n",
    "    trees_burned_by_lightning = np.full(fill_value=False, shape=(m, n), dtype=np.bool)\n",
    "\n",
    "    # Use np.place() to mark the cells with trees burned by lightning for\n",
    "    # update\n",
    "    np.place(trees_burned_by_lightning, tree_cells, is_burning)\n",
    "\n",
    "    # Combine burning trees from spreading and lightning into one list\n",
    "    new_burning_cells = np.logical_or(trees_catching_fire, trees_burned_by_lightning)\n",
    "\n",
    "    # Update states\n",
    "    # Replace trees that burned in the previous round with an empty square\n",
    "    forest_update[old_burning_cells] = 0\n",
    "\n",
    "    # Use combined list of trees to burn during the next time step to update\n",
    "    # their state:\n",
    "    forest_update[new_burning_cells] = 2\n",
    "\n",
    "    return forest_update"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we sweep over all lattice points.\n",
    "In addition to the spread routine defined above, we also append the updated grid to the `simulation_history` list so that we can animate the diffusion simulation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sweep(forest, prob_immune, prob_lightning, nstep, simulation_history):\n",
    "    extended_forest = boundary_condition(forest)\n",
    "    forest_neighbors = get_neighbors(extended_forest)\n",
    "    forest_update = spread(forest, forest_neighbors, prob_immune, prob_lightning)\n",
    "    forest[:, :] = forest_update\n",
    "    simulation_history.append([nstep, forest_update])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simulation Program\n",
    "\n",
    "Finally, we bring it all together into a function that runs the full simulation from start to finish.\n",
    "This is where we put our `for` loop over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def forest_fire_simulation(\n",
    "    number_time_steps, n, prob_tree, prob_burning, prob_immune, prob_lightning\n",
    "):\n",
    "    forest = init_forest(n, prob_tree, prob_burning)\n",
    "    simulation_history = [[0, forest.copy()]]\n",
    "\n",
    "    for nstep in np.arange(1, number_time_steps + 1):\n",
    "        sweep(forest, prob_immune, prob_lightning, nstep, simulation_history)\n",
    "\n",
    "    return simulation_history"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Display Simulation\n",
    "\n",
    "Having successfully run our simulation, now we would like to see it in action!\n",
    "We advance each frame of the animation by incrementing the index on `simulation_history` by 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ca_animation(simulation_history, fig_width=6, fig_height=6, dpi=120):\n",
    "    m, n = simulation_history[0][1].shape\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(fig_width, fig_height), dpi=dpi)\n",
    "\n",
    "    cmap = LinearSegmentedColormap.from_list(\n",
    "        \"forestfire\", [\"black\", \"tab:blue\", \"tab:orange\"]\n",
    "    )\n",
    "    im = ax.imshow(\n",
    "        simulation_history[0][1], cmap=cmap, interpolation=\"nearest\", vmin=0, vmax=2\n",
    "    )\n",
    "\n",
    "    xticks_start, xticks_end = ax.get_xlim()\n",
    "    yticks_start, yticks_end = ax.get_ylim()\n",
    "\n",
    "    ax.xaxis.set_ticks(np.linspace(xticks_start, xticks_end, n + 1), minor=False)\n",
    "    ax.yaxis.set_ticks(np.linspace(yticks_start, yticks_end, m + 1), minor=False)\n",
    "    ax.axes.grid(True, linestyle=\"-\", linewidth=0.3, color=\"white\", which=\"major\")\n",
    "\n",
    "    ax.tick_params(labelbottom=False, labelleft=False, bottom=False, left=False)\n",
    "\n",
    "    def init():\n",
    "        im.set_array(np.array([[]]))\n",
    "        return (im,)\n",
    "\n",
    "    def animate(i):\n",
    "        forest_i = simulation_history[i][1]\n",
    "        im.set_array(forest_i)\n",
    "\n",
    "        return (im,)\n",
    "\n",
    "    plt.close()\n",
    "\n",
    "    anim = animation.FuncAnimation(\n",
    "        fig=fig,\n",
    "        func=animate,\n",
    "        frames=len(simulation_history),\n",
    "        init_func=init,\n",
    "        interval=100,\n",
    "        blit=True,\n",
    "    )\n",
    "\n",
    "    return anim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example Run"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that all the pieces are in place, let's run the simulation with the following initial parameters, which match the parameters suggested in the textbook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 50\n",
    "prob_tree = 0.80\n",
    "prob_burning = 0.0005\n",
    "prob_immune = 0.25\n",
    "prob_lightning = 0.00001\n",
    "number_time_steps = 100\n",
    "\n",
    "simulation_history = forest_fire_simulation(\n",
    "    number_time_steps, n, prob_tree, prob_burning, prob_immune, prob_lightning\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then build our animation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "anim = ca_animation(simulation_history, dpi=120)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And view it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "HTML(anim.to_html5_video())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis of run"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can take the results of the simulation and restructure them for storage in a data frame. The main thing we need to do is be able to identify the *x* and *y* indices for the two-dimensional array. We then can **flatten** the arrays to store as a single column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "simulation_history2 = np.array([simarray[1] for simarray in simulation_history])\n",
    "nsteps_idx, grid_x_idx, grid_y_idx = np.indices(simulation_history2.shape)\n",
    "trace_df = pd.DataFrame({\n",
    "    \"nstep\": nsteps_idx.flatten(),\n",
    "    \"x\": grid_x_idx.flatten(),\n",
    "    \"y\": grid_y_idx.flatten(),\n",
    "    \"state\": simulation_history2.flatten(),\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The rows at the top and bottom of the array now look like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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",
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       "    }\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>nstep</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   nstep  x  y  state\n",
       "0      0  0  0      1\n",
       "1      0  0  1      1\n",
       "2      0  0  2      1\n",
       "3      0  0  3      0\n",
       "4      0  0  4      1\n",
       "5      0  0  5      1\n",
       "6      0  0  6      1\n",
       "7      0  0  7      1\n",
       "8      0  0  8      1\n",
       "9      0  0  9      0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\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>nstep</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>252490</th>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252491</th>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252492</th>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252493</th>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252494</th>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252495</th>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252496</th>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252497</th>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252498</th>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252499</th>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        nstep   x   y  state\n",
       "252490    100  49  40      0\n",
       "252491    100  49  41      0\n",
       "252492    100  49  42      0\n",
       "252493    100  49  43      0\n",
       "252494    100  49  44      0\n",
       "252495    100  49  45      1\n",
       "252496    100  49  46      0\n",
       "252497    100  49  47      0\n",
       "252498    100  49  48      0\n",
       "252499    100  49  49      0"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace_df.tail(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that the array is reshaped, we can count the number of empty cells, tree cells, and burning cells as a function of time steps. We can do this by grouping over the `nstep` column, and then for each `nstep` group, counting the number of rows with a `state` value of 0, 1, and 2. We label these `nempty`, `ntrees`, and `nburning`. We then reshape the data frame to make it more amenable to plotting with `seaborn`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "state_count = trace_df \\\n",
    "    .groupby(\"nstep\") \\\n",
    "    .apply(\n",
    "        func=lambda x: pd.Series([len(x[x[\"state\"] == 0]), len(x[x[\"state\"] == 1]), len(x[x[\"state\"] == 2])],\n",
    "                                 index=[\"nempty\", \"ntrees\", \"nburning\"])) \\\n",
    "    .reset_index() \\\n",
    "    .melt(id_vars=[\"nstep\"], var_name=\"state\", value_name=\"count\") \\\n",
    "    .assign(fraction=lambda x: x[\"count\"] / (n * n))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our data frame's first few rows are now:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>nstep</th>\n",
       "      <th>state</th>\n",
       "      <th>count</th>\n",
       "      <th>fraction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>nempty</td>\n",
       "      <td>511</td>\n",
       "      <td>0.2044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>nempty</td>\n",
       "      <td>514</td>\n",
       "      <td>0.2056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>nempty</td>\n",
       "      <td>522</td>\n",
       "      <td>0.2088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>nempty</td>\n",
       "      <td>535</td>\n",
       "      <td>0.2140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>nempty</td>\n",
       "      <td>550</td>\n",
       "      <td>0.2200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>nempty</td>\n",
       "      <td>565</td>\n",
       "      <td>0.2260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>nempty</td>\n",
       "      <td>587</td>\n",
       "      <td>0.2348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>nempty</td>\n",
       "      <td>612</td>\n",
       "      <td>0.2448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>nempty</td>\n",
       "      <td>634</td>\n",
       "      <td>0.2536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>nempty</td>\n",
       "      <td>656</td>\n",
       "      <td>0.2624</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   nstep   state  count  fraction\n",
       "0      0  nempty    511    0.2044\n",
       "1      1  nempty    514    0.2056\n",
       "2      2  nempty    522    0.2088\n",
       "3      3  nempty    535    0.2140\n",
       "4      4  nempty    550    0.2200\n",
       "5      5  nempty    565    0.2260\n",
       "6      6  nempty    587    0.2348\n",
       "7      7  nempty    612    0.2448\n",
       "8      8  nempty    634    0.2536\n",
       "9      9  nempty    656    0.2624"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state_count.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can easily plot the number of empty cells, trees, and burning trees as a function of time steps:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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",
    "sns.lineplot(x=\"nstep\", y=\"fraction\", hue=\"state\", data=state_count, ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If there is a specific frame of the simulation that you wish to view, you can convert from the data frame back to a numpy array for a specific value of `nstep` as follows:\n",
    "\n",
    "```python\n",
    "trace_df \\\n",
    "    .query(\"nstep == 50\") \\  # Query for nstep = 50 frame\n",
    "    .loc[:, \"state\"] \\      # Just get the state column\n",
    "    .values \\               # Converts from pandas Series/DataFrame to numpy array\n",
    "    .reshape(50, 50)        # Original dimensions of unflattened array.\n",
    "```\n",
    "\n",
    "You can then visualize the grid with `visualize_grid`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_grid(trace_df.query(\"nstep == 50\").loc[:, \"state\"].values.reshape((n, n)));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scenario Case Study"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the forest fire simulation contains random elements, there are a number of scenarios that may play out during any given run. To illustrate, let's plot the number of trees as a function of time for multiple simulation runs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import forest_fire as firesim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 50\n",
    "prob_tree = 0.80\n",
    "prob_burning = 0.0005\n",
    "prob_immune = 0.25\n",
    "prob_lightning = 0.00001\n",
    "number_time_steps = 150\n",
    "\n",
    "list_of_state_counts = []\n",
    "\n",
    "for sim_number in range(1, 101):\n",
    "    simulation_history = firesim.forest_fire_simulation(\n",
    "        number_time_steps, n, prob_tree, prob_burning, prob_immune, prob_lightning\n",
    "    )\n",
    "    trace_df = firesim.make_trace_data_frame(simulation_history)\n",
    "    state_count = firesim.count_states_over_time(trace_df, n)\n",
    "    state_count[\"sim_number\"] = sim_number\n",
    "    \n",
    "    list_of_state_counts.append(state_count)\n",
    "    \n",
    "state_count_all_sims = pd.concat(list_of_state_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>nstep</th>\n",
       "      <th>state</th>\n",
       "      <th>count</th>\n",
       "      <th>fraction</th>\n",
       "      <th>sim_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>nempty</td>\n",
       "      <td>459</td>\n",
       "      <td>0.1836</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>nempty</td>\n",
       "      <td>459</td>\n",
       "      <td>0.1836</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>nempty</td>\n",
       "      <td>459</td>\n",
       "      <td>0.1836</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>nempty</td>\n",
       "      <td>459</td>\n",
       "      <td>0.1836</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>nempty</td>\n",
       "      <td>459</td>\n",
       "      <td>0.1836</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   nstep   state  count  fraction  sim_number\n",
       "0      0  nempty    459    0.1836           1\n",
       "1      1  nempty    459    0.1836           1\n",
       "2      2  nempty    459    0.1836           1\n",
       "3      3  nempty    459    0.1836           1\n",
       "4      4  nempty    459    0.1836           1"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state_count_all_sims.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>nstep</th>\n",
       "      <th>state</th>\n",
       "      <th>count</th>\n",
       "      <th>fraction</th>\n",
       "      <th>sim_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>146</td>\n",
       "      <td>nburning</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>147</td>\n",
       "      <td>nburning</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>148</td>\n",
       "      <td>nburning</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>149</td>\n",
       "      <td>nburning</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>150</td>\n",
       "      <td>nburning</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     nstep     state  count  fraction  sim_number\n",
       "448    146  nburning      0       0.0         100\n",
       "449    147  nburning      0       0.0         100\n",
       "450    148  nburning      0       0.0         100\n",
       "451    149  nburning      0       0.0         100\n",
       "452    150  nburning      0       0.0         100"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state_count_all_sims.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0ce3890668>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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",
    "sns.lineplot(\n",
    "    x=\"nstep\",\n",
    "    y=\"fraction\",\n",
    "    hue=\"sim_number\",\n",
    "    palette=\"viridis\",\n",
    "    data=state_count_all_sims.query(\"state == 'ntrees'\"),\n",
    "    legend=False,\n",
    "    ax=ax,\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's make this a little more systematic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 50\n",
    "prob_tree = 0.80\n",
    "prob_burning = 0.0\n",
    "number_burning_trees = 1\n",
    "prob_immune = 0.25\n",
    "prob_lightning = 0.0\n",
    "number_time_steps = 150\n",
    "\n",
    "list_of_state_counts = []\n",
    "\n",
    "for sim_number in range(1, 101):\n",
    "    simulation_history = firesim.forest_fire_simulation(\n",
    "        number_time_steps, n, prob_tree, prob_burning, prob_immune, prob_lightning, number_burning_trees\n",
    "    )\n",
    "    trace_df = firesim.make_trace_data_frame(simulation_history)\n",
    "    state_count = firesim.count_states_over_time(trace_df, n)\n",
    "    state_count[\"sim_number\"] = sim_number\n",
    "    \n",
    "    list_of_state_counts.append(state_count)\n",
    "    \n",
    "state_count_all_sims = pd.concat(list_of_state_counts)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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",
    "sns.lineplot(\n",
    "    x=\"nstep\",\n",
    "    y=\"fraction\",\n",
    "    hue=\"sim_number\",\n",
    "    palette=\"viridis\",\n",
    "    data=state_count_all_sims.query(\"state == 'ntrees'\"),\n",
    "    legend=False,\n",
    "    ax=ax,\n",
    ");\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "ntrees_sim_end = state_count_all_sims \\\n",
    "    .query(\"state == 'ntrees'\") \\\n",
    "    .loc[:, [\"sim_number\", \"state\", \"fraction\"]] \\\n",
    "    .groupby([\"sim_number\"]) \\\n",
    "    .last()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jglasbr2/.conda/envs/cds411-dev/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "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",
    "sns.distplot(ntrees_sim_end[\"fraction\"], ax=ax);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1056"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntrees_sim_end[\"fraction\"].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def simulate_median_trees_remaining(n, prob_tree, number_burning_trees, prob_immune, number_time_steps, number_sim_runs):\n",
    "    prob_burning = 0.0\n",
    "    prob_lightning = 0.0\n",
    "    \n",
    "    list_of_state_counts = []\n",
    "    \n",
    "    for sim_number in range(1, number_sim_runs + 1):\n",
    "        simulation_history = firesim.forest_fire_simulation(\n",
    "            number_time_steps, n, prob_tree, prob_burning, prob_immune, prob_lightning, number_burning_trees\n",
    "        )\n",
    "        trace_df = firesim.make_trace_data_frame(simulation_history)\n",
    "        state_count = firesim.count_states_over_time(trace_df, n)\n",
    "        state_count[\"sim_number\"] = sim_number\n",
    "        \n",
    "        list_of_state_counts.append(state_count)\n",
    "        \n",
    "    state_count_all_sims = pd.concat(list_of_state_counts)\n",
    "    \n",
    "    ntrees_sim_end = state_count_all_sims \\\n",
    "        .query(\"state == 'ntrees'\") \\\n",
    "        .loc[:, [\"sim_number\", \"state\", \"fraction\"]] \\\n",
    "        .groupby([\"sim_number\"]) \\\n",
    "        .last()\n",
    "    \n",
    "    median_trees_left = ntrees_sim_end[\"fraction\"].median()\n",
    "    \n",
    "    return median_trees_left\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sweep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 50\n",
    "prob_tree = 0.80\n",
    "number_burning_trees = 1\n",
    "prob_immune = 0.25\n",
    "number_time_steps = 150\n",
    "number_sim_runs = 100\n",
    "\n",
    "median_trees_left_all_runs = {\n",
    "    \"prob_tree\": [],\n",
    "    \"median_trees_left\": [],\n",
    "}\n",
    "\n",
    "for prob_tree in np.arange(0.10, 1.00, 0.10):\n",
    "    median_trees_left = simulate_median_trees_remaining(\n",
    "        n,\n",
    "        prob_tree,\n",
    "        number_burning_trees,\n",
    "        prob_immune,\n",
    "        number_time_steps,\n",
    "        number_sim_runs,\n",
    "    )\n",
    "\n",
    "    median_trees_left_all_runs[\"prob_tree\"].append(prob_tree)\n",
    "    median_trees_left_all_runs[\"median_trees_left\"].append(median_trees_left)\n",
    "\n",
    "median_trees_left_df = pd.DataFrame(median_trees_left_all_runs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "median_trees_left_df[\"ratio\"] = median_trees_left_df[\"median_trees_left\"] / median_trees_left_df[\"prob_tree\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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",
    "sns.lineplot(x=\"prob_tree\", y=\"ratio\", data=median_trees_left_df, ax=ax)\n",
    "sns.scatterplot(x=\"prob_tree\", y=\"ratio\", data=median_trees_left_df, ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a phase transition in the region $0.70\\leq\\tt{prob\\_tree}\\leq0.8$, where the percentage of the forest that burns down dramatically changes."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}